From fc9ceb133520184606fa4f96e409b7e91867a053 Mon Sep 17 00:00:00 2001
From: pancetta <pancetta@users.noreply.github.com>
Date: Mon, 21 Oct 2024 15:26:01 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20Parallel?=
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diff --git a/.doctrees/projects/Hamiltonian.doctree b/.doctrees/projects/Hamiltonian.doctree
index a1394e5b5203bfc37a130f519d3cc2b5f28f66c5..71113db5a26f86a471cf1bdd54545c2947bd5457 100644
GIT binary patch
delta 37
ncmbO{mu2!?mJKKWv6<<an;9ByKL1ag5z3wnWN&3=oWKVF7TXQF

delta 37
ncmbO{mu2!?mJKKWv6<@`TN;^cKL1ag5z3wnWN&3=oWKVF7ds8W

diff --git a/.doctrees/projects/Resilience.doctree b/.doctrees/projects/Resilience.doctree
index 5d2560393a1d8a3e207df707b126f4733d281f13..51d3dfc4e92becfe59e3892792722ee0e44da1ba 100644
GIT binary patch
delta 1373
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delta 213
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diff --git a/.doctrees/projects/doc_fput.doctree b/.doctrees/projects/doc_fput.doctree
index ba8c8dfb8c6c61db312b23685017e105d124b0c4..8fa6ac165e2cecb1840c57a8140f98f9d1fef83d 100644
GIT binary patch
delta 41
ncmdnClyTcq#tk8^Y-W1qW`;(S{~L>L&Ua;EMCSLnY4HF6C?^e1

delta 41
ncmdnClyTcq#tk8^Z035#mPRI%{~L>L&Ua;EMCSLnY4HF6D3c9U

diff --git a/.doctrees/pySDC/implementations.convergence_controller_classes.step_size_limiter.doctree b/.doctrees/pySDC/implementations.convergence_controller_classes.step_size_limiter.doctree
index a6df5c05062cd858c3ca54a9f8e425be69997c76..d87815938f1330a445799723b58a00dfa11e2218 100644
GIT binary patch
delta 4518
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delta 1920
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zPhk;a;+hPxl91!EJ0%G3T>c4`o23q4lup*+Mzhr69&#iL6<?^df@%)P@QBP~86GkR
zWLU)no{%Ba_)i(CSW-2c%drs1unftt5Q@w!L)d9X%lb3ol0@&9==~b{Kx#N9W=4tO
z0D~cB;Djc#RO9#4CDAWQP*o;D=ET>V*)WOT0ErFuUNBhr)kM3^0D9WeJd)8SLQ;W9
zi=2w5El==p+APy-1{Eu<3g?<kgv{}nJT^>3N0qg1@L1%VrPArkkkW-4N2{|SpUJtz
zHXN@>z<Ig3u$Su4R1{le?lwyxcM+bbaYC(@@1^`~Xn%Z<nfPF17<6zf7Vk#~Yt3AY
zm#>7){ok)hr<phzrrM$bdL<yZsjZV^NXp_dB;{#iNZ;x47&h^@l4E$2yCui)re$&r
zE!g`0PU}4m$ds`_${43C#oSuOzj7#15A%cl#lyGsizYbZPg=^nrak$)3--NTQcy<!
zX(|V*%RJHa_eOC%@I#jIjbNIIC~qH*Ztuf`H&%p>&`YiIldsnElhCO6@7&lV{sBcK
BWa$6^

diff --git a/.doctrees/pySDC/implementations.problem_classes.generic_spectral.doctree b/.doctrees/pySDC/implementations.problem_classes.generic_spectral.doctree
index 3e3d5d48418a97ee8e84d2748ed533a157904b71..e0d379dd3b9b81096accb155f46e4df3c425aa1a 100644
GIT binary patch
delta 1712
zcmcIkUuaWT7;n#Q7AtFaZq(Q|X?s#FOKKC>mJTX1bTtDll+MVe52N0sC%w5Q_h$Fc
zwvI{7=4yo$yM5_a@M$WDa}2Y-jI9F;iX8*-Met!zWG{Q14}$DL_T8H{sk&rOdpY;q
z^PTVaec$i=zVEv)gvFxZI^$ZHdr)*eU54q)Lpx7Qa&w%2Wa?5@OG_r780WgK>G132
zX#EI?^L^eb7sjsa-xdCM+xVe_(V)T8$zB$N2lM`sw(9o^virS)?9JD@@_8XwI9&+J
zKBbd__|CqUeYCDl_RE6Yp1%Prr@wlm7JkP_y%m=)gi08$yttlOFYD<!^`WFs8t~T-
z!{l`eIob~MtzOcPTj<#z!6@jtQ1+~km9o9~!ihJJwo00#6|5r;7Ku=}_w}13NuekX
zkT`|Ii?0#0at%*%Z6QIyd%3nQc)Hl!R4GykQ+WT=vo0lo8Ns9RR^p?uGT0(0UJ7T%
zcEcy14Z($L?or#WxCC6jv3K_GOhIwuLEc}TqF|_C$$R9Zayte>Vv#VUx`jgIY|r%l
zV=`wIeWWy%al=eyP%12;W#TE78|(uqZQ(~tGK)#-1WU4{u4P!pN}H){nlr=XS%aC{
zCLr!yM1-uQbK7Lfe5;|QEz=I6#Z3v3C)jj+%C<0!$XQ0x6LLzOWJW^f86IKB<dngZ
zmYQ&!5|YZ|oLL6?rBrq@x}ImWtZsyk+Uh<TaUL>=y8E$qebfJUf&WoouttHK1b3Cf
za<~70zgErVPOHuf6z>edT(`UBD(V2GkFt(D8>RShKPmOx?&^XntV`$$g@ER(55mps
zBjhehzjuKAMqzBG6TY8m-qjUj!R%D*&~PM%`UtUb7#|c>W$8LsO-D5F_POn?8*TSo
zll_5!f!@YTjVM{4vPNO;+zx`D>)8P8oNeB-wSv7-`sSlbw?1)zAUo?Ok1^wpPPiA|
zw@vxmZlOp+UEQp*7gua4c=*${mbEf9p-t3aT=9HYpKUA+rct?L)M1c5U(>T*xt|Bf
z?-cq5LpC+VxzJ0iP5|VrtJ{5)o0hH`8~K<2E6MkZ4y}8|4O-!`*iMG=G|<=JQx1p@
zG@22btlAN9y3Dx=zRk+u0KqO_8T2;<l_nAL%goy(Vx{le<)-c3@zU<g8wZz!UtST&
zC2?u{&4<FPmTlB=G4hS7l;P%7mK!*u729y$kOMfb(GLDwN4ETlM>wb#a8NIRaQoU8
goLcDZqf6i3_7Jkev!1HQ<8bd;?I+X&Z>=W(0ZC<Bz5oCK

delta 135
zcmbQSk$KHTX4VGQsS8hRWc{~i^V2i@%-l8t3=BPdsYONkMUxMn7v3y%;V82@KTt4>
z2S^n6aONfErj}F|q!v%9ostET=q%1qtev6(l%M?XvKL1aP$)yTXX@mGwNocQy|Qxi
ljH?1nlRqBSn;f9Y$}F9=X0qZ*g~|V}8!@dCm~3<-4FH*kH1Yrd

diff --git a/.doctrees/tutorial/doc_step_2_C.doctree b/.doctrees/tutorial/doc_step_2_C.doctree
index c09d9cacec753f738a917bfe0732d35d7aa32972..ccde54e2dab3c50a635ed593285b901ee08a3dda 100644
GIT binary patch
delta 1252
zcmeH_y-or_6orF@A<`_323e$2f~)TA4?9C7gvy`+3>uZ#@B}1QQfLBnRvHeakvC8i
z8VgHmcm(w^tZ;TQ%$44ba=$(2&OIl$Hw^WLq1Ws6h?`|*)-(;vagom@2L1Jmr8$^}
zk*HEO$mj0E6iDYb%9}Uyth;qgkU;d{O?|r-zEW-UQyyU%$*4vInn`s7-^G~HWv1Sz
zL*mW2fp+ZZxIKy!Ef09Z@Rp}xyH*J=X@SU@j?xZMdQPAmNv`cu?oVjp;XHx6a(rc0
z8ONs#uvg*gG479Op)QiRG|9r8BkH!hjO;6zk7RxwAB?;voPh6FsWz}<LYQqb6i!rE
zwmJ2U9dEXwZKA+BXc#)4UA4H)a8)Tnv;7W;nn80r82v>B)|Sb+nrZ!-xlEqKJCD&{
knoLv|su0`q3rV6`JH={tO%=5`H*0Zj|8;JIX6-Tj1AWa}djJ3c

delta 1236
zcmeH{y-or_6orF@A<{sj;m_@qAm}dpJ48aL6csRNP-24*fPqR1O@J5Ba43yDf+jQ;
zmelwN#K*AGnI$k6YD>!f=A4sz&(3at<mrz*@An~}n%10jN=>9v8nT(_a1gp)TY_;U
zqGig4+02ud0`A;Hapz%~^>)t*G7&iXAkPlIV;u})_Qre&9XTzJ$#Fx<bkmjnmbdYf
z4-!7Lzn&1g;o9Hg3|~eBkEdaoY@k`{pq_AKf?>PKzDfjzB$1l)lrcZ@?=KuROI_59
zwoEZaN*f0yl5D9it1$&PYETYg@gef?>#V1dsV(@;F7F|Ni56a;c7fZof)L`cY|qeL
zQXo=|Z6kL<8g*0z%nsk3jOXZ_QH|wld=;W$Q{Q-j311t}S7a?Fykb=apALByjJdqV
lq*hl&1qxc#OKhgMWL>LkHv8aK*Np#l*uPw}VXOM${R7FhQWpRK

diff --git a/.doctrees/tutorial/doc_step_3_B.doctree b/.doctrees/tutorial/doc_step_3_B.doctree
index 921539ac3941ae5c5542989cc4346e6bca680936..e711d5978485a4d8fb8bbf6d135094702098ff8d 100644
GIT binary patch
delta 762
zcmZoz&)Be@af7%rx2ct(ft7)Qj)jrsW;@GLCS-xh`>bmad}D*je)`&*3v6sT&;)fR
zpU|sD6NB-MbPUanCkOh;Pv&=<2~`6WvoHXQ{WnUQEMaJlByI*5zl|(z2{8ktex4CR
zy^#UT9E90M1_(18ypYryBFuPhf+TJPGb3s8DpO=}bGTb_&5*>6Vdf-G);G6+yWPkH
sW=`T{K0jn}ka~A!!(y(<7sNCsFSqDHgw<%M17nmvp<cS#!ry}f0J>b*umAu6

delta 762
zcmZoz&)Be@af7%rw}F+Rg_V(kj)j56W;@GLCS-xh`>bnF_<s7@n+t4gInV@kCZEu&
zMiYbajdTnxEhh*1$xr5Yn+a88q+?`Y3Ksislr&kw&>SIdXapC(jUo;)1EhYQ5t4c%
zm^nyh8zanc@Iq2+j4<Q536i)8%#5VTt4xu^O%dkgnjwqB%t@TAZ*GBbyBW-!#L0Yq
l$l?}2Ke;oT6?09#Af_>SxkV3hSdE4{okG2IvxUD02LLw6*}eb(

diff --git a/.doctrees/tutorial/doc_step_4_D.doctree b/.doctrees/tutorial/doc_step_4_D.doctree
index cb4d10f0e818b63df1e336422f1a1ae0967c604b..8c303e4919c31fc77b3fc73486a9cd8c68da4934 100644
GIT binary patch
delta 109
zcmdnkz__u2af6|;nz^Ncfsv`DnS!paf`WpXo{5Q>nT3(10fcX^XJT$>YGE<C(X4lK
Rj9D+^<U&&m()3*A1OT?Y8t?!B

delta 103
zcmdnkz__u2af6|;x`nZ!g|UT!iGr@Kf`WpXo{6cYiIJJ1DTHsXXJTPyVr*o%`GTn=
O)8s-^3lcOWasdG4))$Td

diff --git a/.doctrees/tutorial/doc_step_7_A.doctree b/.doctrees/tutorial/doc_step_7_A.doctree
index 8c92d6dda004c9851ce832daf1baa7d6a297bc6f..935450725f9cd6c483bfee98c17503bd9ce9c3d4 100644
GIT binary patch
delta 173
zcmcb!j`7Yq#tj_yOy*{r*SVW8vY40{8%=I-6xsaCLxYjY)N*r!qbX3-($Zk^dUu)4
zmEMw!jK&}ZlYe>ePp<UVo^0##hRN7+vZI6OW(QYQMkYhk&FOBgjMO!e+dq&40H_@`
AasU7T

delta 167
zcmcb!j`7Yq#tj_yOcn;4*SVW8vKU(!8BT6+6xsaCLxYjYz+`iSqbVbcsgZ@j<n`_{
yn=8E~85u1=3MT*Z;GbOStv%V+<qflmsmbOGzLtzk#>Sh|-CP-|XdJhHAO`@Ki!{6d

diff --git a/.doctrees/tutorial/doc_step_7_B.doctree b/.doctrees/tutorial/doc_step_7_B.doctree
index 4f28ab76f423bb9f2b1c07d1dd6953033f851860..643f06aa948bf349696b79e0d44f097a14f6fe28 100644
GIT binary patch
delta 149
zcmaFf!}z?1al<<UW^)tc%^wZ)8JR7OO(r**XfJNCWMnZhGBX5mCO24WO}=S$jm6l&
n%xrU`i5?@1rGbetP%3P)we1aNb0ee8Pt0r>DK|yTE|3ENb0{x&

delta 149
zcmaFf!}z?1al<<UW<yiU%^wZ)8JW!tEG9RaXfJNCWMnZmwE%M_H&|*-zG-!h#mLOm
md~>6T9wUo|fw=)tUD#x6+Z)VgCMKJonAtE=Zi<*)AO`?^R4<tT

diff --git a/.doctrees/tutorial/doc_step_7_C.doctree b/.doctrees/tutorial/doc_step_7_C.doctree
index 392b053107ac02ec03150f5e88a278f58a049d72..ecfac1c4110bc9d4d788e030d5fac538c78462bf 100644
GIT binary patch
delta 133
zcmX>)o$=^&#tr`F%w`5glRw&MO@8aZzIna14I`VOo)JXMc=Hd7W+rAcGgBl5_KYBb
p%^z)g88`2<XJ%wFFagSHPF`a#w7Jd>#s?WEi$~sgbCa_(2LPq)FFF7K

delta 133
zcmX>)o$=^&#tr`F%%&D*lRw&MO@8aZzIna14I`VOo)JXMc=Hd7W+rAMQ$r*L_KYBb
w%^z)g88`2<XJ%wHpB!keHF=G_(B?WjDA#E67Y8w%vf7j1TX1e}a(3nb0B{g3w*UYD

diff --git a/.doctrees/tutorial/doc_step_7_D.doctree b/.doctrees/tutorial/doc_step_7_D.doctree
index fb026f56adbefb71bda89ff163230f9cbd0f696a..62676c64c0837cd6653ebc508bb9a37e64c9110c 100644
GIT binary patch
delta 598
zcmeHDJxT*X7{!o;xE5x!gh)U%SZsEao&9F!o9s7Yk-|z*@C0I!Ry4JkL%e%LL2>{O
zVBrn4vhfg3h`krEe2@3XTg_MV=lwKdWte1Eki}<ugtIhmYQ^4p+@#X*ibZ3Z?_n`+
z<82%_oYJ20_{;1Rab%Siu4aWMOlg4WFs?i0IQYAGDmr)=CN1W*f*4oXremVKIKul-
znnoFIJ$5r$H(PIUksWW7unU<s!u_C!rRvwimPs&laZq;foh5ZKl?^RDT$eG<({`|v
z3rQPIg1fTatW+i5VUbHT3E{@BGx3^pq?N9;4v@p_J`Sm0GlUbWYTDy=BwK`K0D=1$
Po&MkS=S?qPblLg=3s;)Y

delta 584
zcmeH@F-ikb6h$$_A&!L^gG2&?!Qy9<%=i8G{>=X)77?rz1y>*zX$4aYS;XyKLKH$4
z-~ue%fmSvy!iU<r1Iv4P@7}{*%~rFgJ(E_Jxvr)K3Es^C&P<lDbu~NOn3y;#B7~D+
z7xQr&FXJo;*2U;B|Ft%YEcI4OqG{n66Y66!$eQ{{ny`b%VjK5^POFTf7vyo3|FlHw
zIC{JeVj`9+Vr=D6yG65bksob1AC${Uio1Rn3)^c3TeGqleCC}d2Pw6oi|fM-=cc{x
zEeFPf*;S{XC{tB>#f+)gx+?h_?|JA`wnQQ-z0&ruPrXKPIHu6x61Stc##pFO?`?GY
Nzt7+MEI;V7^##iVm6-ql

diff --git a/.doctrees/tutorial/doc_step_8_C.doctree b/.doctrees/tutorial/doc_step_8_C.doctree
index b94037f6d40c211aabfadb54700e4ccbf2d7f3c5..86164a5fb89f869a33df8e36bd6aabe5e59b4f02 100644
GIT binary patch
delta 334
zcmZ3niD}g)CYA=)sq!0H<g;0>3o$TE)@_X2oL-l}#Aj@7VQFb*ZV3h!lN+lNHk&qX
zW8yQhv@|d_H2@168w14?C)c)zZeHI4)MH|9Xl`a~VgLk&28JNH&9&{DnFLHNP0Y=W
zj4eSD1_nkT)3$E@+Lge>YiVR*Xkus%7B}16P$kC9Z(?j_VrB-h*WAnus5WBq-&&4A
M?7YqQCwOuI0CPEIBLDyZ

delta 320
zcmZ3riD|_qCYA=)sj?ec<g;0>2{ABC)@zL0oKcs+#Ajq~YH4C*W&i>vW|QN~6E>SQ
zZe!xLG%_$SwluQ@0fWhnRY{ZU+e0^RXh~q=F*h<YHncPV$yiKw>`K~P-@chiz|6qN
z(8Sc-*c@z>f%)e6a#3bpGjmg8b2AIDnCa%mDluk$V*^tQOH(7Tc1u%3pp_Am|J8B~
MMt5y~IKh(x0IA$uL;wH)

diff --git a/.doctrees/tutorial/step_2.doctree b/.doctrees/tutorial/step_2.doctree
index f7251a65a077a3027855f1edcfebcd4d80f5a622..046f5f2c1ea88c81e6d5c16d256e346678ed707e 100644
GIT binary patch
delta 1364
zcmeH`ze@sP7{@8m!a&+Y^wPN;&O6WZ9KtoCB^sQ{p`{#jjR-uqmJq&kKb#{GEeWBr
zHIKR@Bu#T~ivED2*E_xU#lN7z@jmbSe4pq2@Lb+-<PArqdbS`XB7B19!$MTT;w4ur
z-lt|K;4-+!%?Y+r`zr0uPrxvePlpqX{Z>%YRaEwzNZxqy+49r7l3<<{HJM>Clbv3%
z%*sfY85Xl@FZP`nJPWiwCYklkP5`$rez*Nn5?d}{N0(g|!gqTExr%~fBY;)IKgPfH
z5zaW_>3OkUWkO^UqN3H~;Hfb<4ntFM(huVJ)kj;#k*gLE$~tj$EwH#$UW5LwjHEC}
z3JJ1~idq1An{lN?Vf6E8*5fpZXc;A?%S%YT(cU6&Cs~HP@O5aK$XjU-ow#jI<YlwN
zw$9<aOJ65OU^EIulWaF8Xr@b$sffB4Bf|t0T93IZkm{iuI<_c~Y8An(i+J%N_rZ)U
d5M?3!+-2;srYkyK(eY3GuU2%cHa9qM{{cz!<kA2D

delta 1314
zcmeH_ze@sP7{@6&3xjAAQM0)m&hzx{9KuziB^umxXeozmj0n`Nr4GJxrE?^r6(aqx
zHKp#TNK@RK>K_Ptdk?&a`v+PY-|zc8pYQX0c?zbhV7hAclNm7)Q4^9FmZS*g&Vmj7
zHa+PO7ZJQ)b7)JA&&tNMLkuJNu;<X|JBEr;L~T<*^3scsj-S-3{7>&Hp7BIcl#LRO
z&lS5YY9X>!s#&e&EdirP$!?c<d%G7v^NBdgGIz=t#7V|PKZSfvgWd{Y+4S3#7^mnt
z0kZ=yR_cTlld)58(o&0};&2$k!L!evJ1(-)A{Mp<>|aPkmthVI_<B)oOq>l<g5C|l
zcqML1gqOCjRJWB7GUh6bcMaL<JkoDIo1k!l6^IwU9-*irr`+|3p$fBALdFQ-v`;o?
zayP{d^cIO*vj|5yH%o-XtuaawodE$ei4n@zd3#}vX~X9D9Tk6r3E}%DH`e|y@&6M4
M@)Fk@Q=?ta4`0Q}i~s-t

diff --git a/.doctrees/tutorial/step_3.doctree b/.doctrees/tutorial/step_3.doctree
index 4c0074644a89bad34d5b6d7892f9fd1757950fce..5ce8bfe4f17e2fa88e7c5088569fb972d0bed26a 100644
GIT binary patch
delta 694
zcmeA;%G`03d4pX!x2ct(ft7)Qj)jrs<cTw7H>Z_HFrf)*P3E5vgb*_}04mhpTwP_$
zfhMRk`F&G0ni!04q+@7qJh`#8adJ(IIaCc$%)$UHX5We|W(E}7fly-!(RZ{Bp~lDn
zqOYSJSq!AFak6&@l9(YxFJC8;m=Q$p+xf_1=3u=W79fckgY-5`4(qmnyT!-^q_<(R
pWDl|!NS*xT>K+Y7!^sC0&7bVtD~<?-(QpOE3B}>M`M{zR_5j*K)FJ=?

delta 694
zcmeA;%G`03d4pX!w}F+Rg_V(kj)j56<cTw7H>Z_HFrf)*P3E5vgeIoFxw^`h15Hq8
z^82Q0G%*<8NXO99a&lv9<K&tabEq049U}u%u$X--l9-_pP;3W6jUhze(KaMCMi6}+
z?MPzAAbpLKy*rS_AbR;ak;F_Odf(1R5;KM9-LL>z45YVVa#*(o!YyVXy$zEkdyvH}
jfMW8Kt9vvU%_bjMG=H*luQ*yLjD{<P;kx<2q7(K2DR|W|

diff --git a/.doctrees/tutorial/step_4.doctree b/.doctrees/tutorial/step_4.doctree
index 1e88fa500241f7b16321db41f85f3d5d7bc509e6..bb289fa72e9e370e2b78f6c9a5c26d19f2040102 100644
GIT binary patch
delta 122
zcmeBs$=vsnc|-P74RcEa10z#QGX-5;1qB5&Jrff%GYcb20|?(-&&1r&)WX8RcyhpV
Z<H;XhL~NFOc9fAEUA>H(m0x9Z0RV1>B$xmI

delta 122
zcmeBs$=vsnc|-P74GUvK3u6ld69rve1qB5&Jrh$)6C*Q2QwZN&&&0ya#MsEtcyhpV
Z<H;XhL~NFOc9fAEUA>H(m0x9Z0RU-wB!U0{

diff --git a/.doctrees/tutorial/step_7.doctree b/.doctrees/tutorial/step_7.doctree
index 944a3846ca4cac9466c684ba36d72feb3d6c8be8..5f7ac61edec60617901c177c08c8ca120d4a02a8 100644
GIT binary patch
delta 1022
zcmeHF&1zFY6z1G}dkaA@HQK1C4YnI^awqe9?~Ex`v303*(Uw*Xb<u?gK7zp)kism^
zRy1gJA(at?7T-W<-H3M8Con=$(Gql$EZo?g?%bX4=bZD+VfMPwUN>4lbT!N~VQ(#+
za$ECdh@=$Uqmt_`oP$7_e%)9+3!yZ|EiYvNJ$K1=7m9A<dKp4tSf6MtR^0H-7y_o;
zow*tK7jq9cPfmro6n3>;wzsbxvzzV2zIyyIG(x)7cGc(S8T0C#J^JK*Bxsh|%G$i0
ze)=IYR0>yFBR&}CZtT&dFaE})*=M^mK}PMp{i<truE3y{Zs+s!Aj~plTl<L@E<;R-
z9$?|pFZaQH`W8Y!rM>W@;a+?l)ZT2Honbriee_SdYwd57SQ0L&#v66e1xBP%W+kNx
zm+LTrn+X&PhDgnnCv}e;$Def=8B&B9iR&pG$BxH1MZHrHre(g8GK#ZR;E^Iq;sXlj
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diff --git a/_modules/helpers/plot_helper.html b/_modules/helpers/plot_helper.html
index 34cb13e11b..9cc4163372 100644
--- a/_modules/helpers/plot_helper.html
+++ b/_modules/helpers/plot_helper.html
@@ -87,11 +87,13 @@ <h1>Source code for helpers.plot_helper</h1><div class="highlight"><pre>
         <span class="s1">&#39;JSC_beamer&#39;</span><span class="p">:</span> <span class="mf">426.79135</span><span class="p">,</span>
         <span class="s1">&#39;Springer_Numerical_Algorithms&#39;</span><span class="p">:</span> <span class="mf">338.58778</span><span class="p">,</span>
         <span class="s1">&#39;JSC_thesis&#39;</span><span class="p">:</span> <span class="mf">434.26027</span><span class="p">,</span>
+        <span class="s1">&#39;TUHH_thesis&#39;</span><span class="p">:</span> <span class="mf">426.79135</span><span class="p">,</span>
     <span class="p">}</span>
     <span class="c1"># store text height in points here, get this from LaTeX using \the\textheight</span>
     <span class="n">textheights</span> <span class="o">=</span> <span class="p">{</span>
         <span class="s1">&#39;JSC_beamer&#39;</span><span class="p">:</span> <span class="mf">214.43411</span><span class="p">,</span>
         <span class="s1">&#39;JSC_thesis&#39;</span><span class="p">:</span> <span class="mf">635.5</span><span class="p">,</span>
+        <span class="s1">&#39;TUHH_thesis&#39;</span><span class="p">:</span> <span class="mf">631.65118</span><span class="p">,</span>
     <span class="p">}</span>
     <span class="k">assert</span> <span class="p">(</span>
         <span class="n">journal</span> <span class="ow">in</span> <span class="n">textwidths</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
diff --git a/_modules/helpers/pysdc_helper.html b/_modules/helpers/pysdc_helper.html
index 2af5ed34d3..01296c72fd 100644
--- a/_modules/helpers/pysdc_helper.html
+++ b/_modules/helpers/pysdc_helper.html
@@ -56,7 +56,7 @@ <h1>Source code for helpers.pysdc_helper</h1><div class="highlight"><pre>
 
     <span class="k">def</span> <span class="fm">__setattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Function called when setting arttributes</span>
+<span class="sd">        Function called when setting attributes</span>
 
 <span class="sd">        Args:</span>
 <span class="sd">            key: the attribute</span>
@@ -76,7 +76,7 @@ <h1>Source code for helpers.pysdc_helper</h1><div class="highlight"><pre>
         <span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">attrs</span><span class="p">:</span>
             <span class="k">return</span> <span class="kc">None</span>
         <span class="k">else</span><span class="p">:</span>
-            <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__getattr__</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+            <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__getattribute__</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
 
 <div class="viewcode-block" id="FrozenClass.add_attr">
 <a class="viewcode-back" href="../../pySDC/helpers.pysdc_helper.html#helpers.pysdc_helper.FrozenClass.add_attr">[docs]</a>
diff --git a/_modules/implementations/convergence_controller_classes/step_size_limiter.html b/_modules/implementations/convergence_controller_classes/step_size_limiter.html
index ec8233c51d..7058de4398 100644
--- a/_modules/implementations/convergence_controller_classes/step_size_limiter.html
+++ b/_modules/implementations/convergence_controller_classes/step_size_limiter.html
@@ -204,7 +204,7 @@ <h1>Source code for implementations.convergence_controller_classes.step_size_lim
                         <span class="n">S</span><span class="p">,</span>
                     <span class="p">)</span>
                     <span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span> <span class="o">=</span> <span class="n">dt_new</span>
-                <span class="k">elif</span> <span class="nb">abs</span><span class="p">(</span><span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span> <span class="o">/</span> <span class="n">L</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">dt</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">dt_rel_min_slope</span><span class="p">:</span>
+                <span class="k">elif</span> <span class="nb">abs</span><span class="p">(</span><span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span> <span class="o">/</span> <span class="n">L</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">dt</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">dt_rel_min_slope</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">S</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">restart</span><span class="p">:</span>
                     <span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span> <span class="o">=</span> <span class="n">L</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">dt</span>
                     <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">(</span>
                         <span class="sa">f</span><span class="s2">&quot;Step size did not change sufficiently to warrant step size change, keeping </span><span class="si">{</span><span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span><span class="si">:</span><span class="s2">.2e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span>
@@ -214,6 +214,79 @@ <h1>Source code for implementations.convergence_controller_classes.step_size_lim
         <span class="k">return</span> <span class="kc">None</span></div>
 </div>
 
+
+
+<div class="viewcode-block" id="StepSizeRounding">
+<a class="viewcode-back" href="../../../pySDC/implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding">[docs]</a>
+<span class="k">class</span> <span class="nc">StepSizeRounding</span><span class="p">(</span><span class="n">ConvergenceController</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Class to round step size when using adaptive step size selection.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+<div class="viewcode-block" id="StepSizeRounding.setup">
+<a class="viewcode-back" href="../../../pySDC/implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding.setup">[docs]</a>
+    <span class="k">def</span> <span class="nf">setup</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">controller</span><span class="p">,</span> <span class="n">params</span><span class="p">,</span> <span class="n">description</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Define parameters here</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            controller (pySDC.Controller): The controller</span>
+<span class="sd">            params (dict): The params passed for this specific convergence controller</span>
+<span class="sd">            description (dict): The description object used to instantiate the controller</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            (dict): The updated params dictionary</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">defaults</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;control_order&quot;</span><span class="p">:</span> <span class="o">+</span><span class="mi">93</span><span class="p">,</span>
+            <span class="s2">&quot;digits&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span>
+            <span class="s2">&quot;fac&quot;</span><span class="p">:</span> <span class="mi">5</span><span class="p">,</span>
+        <span class="p">}</span>
+        <span class="k">return</span> <span class="p">{</span><span class="o">**</span><span class="n">defaults</span><span class="p">,</span> <span class="o">**</span><span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">setup</span><span class="p">(</span><span class="n">controller</span><span class="p">,</span> <span class="n">params</span><span class="p">,</span> <span class="n">description</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)}</span></div>
+
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_round_step_size</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">fac</span><span class="p">,</span> <span class="n">digits</span><span class="p">):</span>
+        <span class="n">dt_rounded</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="n">exponent</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">dt</span><span class="p">)</span> <span class="o">//</span> <span class="mi">1</span>
+
+        <span class="n">dt_norm</span> <span class="o">=</span> <span class="n">dt</span> <span class="o">/</span> <span class="mi">10</span> <span class="o">**</span> <span class="p">(</span><span class="n">exponent</span> <span class="o">-</span> <span class="n">digits</span><span class="p">)</span>
+        <span class="n">dt_norm_round</span> <span class="o">=</span> <span class="p">(</span><span class="n">dt_norm</span> <span class="o">//</span> <span class="n">fac</span><span class="p">)</span> <span class="o">*</span> <span class="n">fac</span>
+        <span class="n">dt_rounded</span> <span class="o">=</span> <span class="n">dt_norm_round</span> <span class="o">*</span> <span class="mi">10</span> <span class="o">**</span> <span class="p">(</span><span class="n">exponent</span> <span class="o">-</span> <span class="n">digits</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">dt_rounded</span>
+
+<div class="viewcode-block" id="StepSizeRounding.get_new_step_size">
+<a class="viewcode-back" href="../../../pySDC/implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding.get_new_step_size">[docs]</a>
+    <span class="k">def</span> <span class="nf">get_new_step_size</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">controller</span><span class="p">,</span> <span class="n">S</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Enforce an upper and lower limit to the step size here.</span>
+<span class="sd">        Be aware that this is only tested when a new step size has been determined. That means if you set an initial</span>
+<span class="sd">        value for the step size outside of the limits, and you don&#39;t do any further step size control, that value will</span>
+<span class="sd">        go through.</span>
+<span class="sd">        Also, the final step is adjusted such that we reach Tend as best as possible, which might give step sizes below</span>
+<span class="sd">        the lower limit set here.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            controller (pySDC.Controller): The controller</span>
+<span class="sd">            S (pySDC.Step): The current step</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            None</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">L</span> <span class="ow">in</span> <span class="n">S</span><span class="o">.</span><span class="n">levels</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">dt_rounded</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_round_step_size</span><span class="p">(</span><span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">fac</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">digits</span><span class="p">)</span>
+
+                <span class="k">if</span> <span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span> <span class="o">!=</span> <span class="n">dt_rounded</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">(</span>
+                        <span class="sa">f</span><span class="s2">&quot;Step size rounded from </span><span class="si">{</span><span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span><span class="si">:</span><span class="s2">.6e</span><span class="si">}</span><span class="s2"> to </span><span class="si">{</span><span class="n">dt_rounded</span><span class="si">:</span><span class="s2">.6e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span>
+                        <span class="n">S</span><span class="p">,</span>
+                    <span class="p">)</span>
+                    <span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span> <span class="o">=</span> <span class="n">dt_rounded</span>
+
+        <span class="k">return</span> <span class="kc">None</span></div>
+</div>
+
 </pre></div>
 
             <div class="clearer"></div>
diff --git a/_modules/implementations/problem_classes/generic_spectral.html b/_modules/implementations/problem_classes/generic_spectral.html
index f97a893e4b..1e62be988a 100644
--- a/_modules/implementations/problem_classes/generic_spectral.html
+++ b/_modules/implementations/problem_classes/generic_spectral.html
@@ -450,6 +450,31 @@ <h1>Source code for implementations.problem_classes.generic_spectral</h1><div cl
 
     <span class="k">return</span> <span class="kc">None</span></div>
 
+
+
+<div class="viewcode-block" id="get_extrapolated_error_DAE">
+<a class="viewcode-back" href="../../../pySDC/implementations.problem_classes.generic_spectral.html#implementations.problem_classes.generic_spectral.get_extrapolated_error_DAE">[docs]</a>
+<span class="k">def</span> <span class="nf">get_extrapolated_error_DAE</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">S</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    The extrapolation estimate combines values of u and f from multiple steps to extrapolate and compare to the</span>
+<span class="sd">    solution obtained by the time marching scheme. This function can be used in `EstimateExtrapolationError`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        S (pySDC.Step): The current step</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        None</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">u_ex</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_extrapolated_solution</span><span class="p">(</span><span class="n">S</span><span class="p">)</span>
+    <span class="n">diff_mask</span> <span class="o">=</span> <span class="n">S</span><span class="o">.</span><span class="n">levels</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">prob</span><span class="o">.</span><span class="n">diff_mask</span>
+    <span class="k">if</span> <span class="n">u_ex</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">S</span><span class="o">.</span><span class="n">levels</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">error_extrapolation_estimate</span> <span class="o">=</span> <span class="p">(</span>
+            <span class="nb">abs</span><span class="p">((</span><span class="n">u_ex</span> <span class="o">-</span> <span class="n">S</span><span class="o">.</span><span class="n">levels</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">u</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">])[</span><span class="n">diff_mask</span><span class="p">])</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">coeff</span><span class="o">.</span><span class="n">prefactor</span>
+        <span class="p">)</span>
+        <span class="c1"># print([abs(me) for me in (u_ex - S.levels[0].u[-1]) * self.coeff.prefactor])</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">S</span><span class="o">.</span><span class="n">levels</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">error_extrapolation_estimate</span> <span class="o">=</span> <span class="kc">None</span></div>
+
 </pre></div>
 
             <div class="clearer"></div>
diff --git a/_modules/implementations/sweeper_classes/Runge_Kutta.html b/_modules/implementations/sweeper_classes/Runge_Kutta.html
index c4fe7be81f..a61a940042 100644
--- a/_modules/implementations/sweeper_classes/Runge_Kutta.html
+++ b/_modules/implementations/sweeper_classes/Runge_Kutta.html
@@ -526,9 +526,12 @@ <h1>Source code for implementations.sweeper_classes.Runge_Kutta</h1><div class="
                 <span class="n">rhs</span> <span class="o">+=</span> <span class="n">lvl</span><span class="o">.</span><span class="n">dt</span> <span class="o">*</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">QI</span><span class="p">[</span><span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span> <span class="o">*</span> <span class="n">lvl</span><span class="o">.</span><span class="n">f</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">impl</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">QE</span><span class="p">[</span><span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span> <span class="o">*</span> <span class="n">lvl</span><span class="o">.</span><span class="n">f</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">expl</span><span class="p">)</span>
 
             <span class="c1"># implicit solve with prefactor stemming from the diagonal of Qd, use previous stage as initial guess</span>
-            <span class="n">lvl</span><span class="o">.</span><span class="n">u</span><span class="p">[</span><span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][:]</span> <span class="o">=</span> <span class="n">prob</span><span class="o">.</span><span class="n">solve_system</span><span class="p">(</span>
-                <span class="n">rhs</span><span class="p">,</span> <span class="n">lvl</span><span class="o">.</span><span class="n">dt</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">QI</span><span class="p">[</span><span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">],</span> <span class="n">lvl</span><span class="o">.</span><span class="n">u</span><span class="p">[</span><span class="n">m</span><span class="p">],</span> <span class="n">lvl</span><span class="o">.</span><span class="n">time</span> <span class="o">+</span> <span class="n">lvl</span><span class="o">.</span><span class="n">dt</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">coll</span><span class="o">.</span><span class="n">nodes</span><span class="p">[</span><span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span>
-            <span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">QI</span><span class="p">[</span><span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">lvl</span><span class="o">.</span><span class="n">u</span><span class="p">[</span><span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][:]</span> <span class="o">=</span> <span class="n">prob</span><span class="o">.</span><span class="n">solve_system</span><span class="p">(</span>
+                    <span class="n">rhs</span><span class="p">,</span> <span class="n">lvl</span><span class="o">.</span><span class="n">dt</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">QI</span><span class="p">[</span><span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">],</span> <span class="n">lvl</span><span class="o">.</span><span class="n">u</span><span class="p">[</span><span class="n">m</span><span class="p">],</span> <span class="n">lvl</span><span class="o">.</span><span class="n">time</span> <span class="o">+</span> <span class="n">lvl</span><span class="o">.</span><span class="n">dt</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">coll</span><span class="o">.</span><span class="n">nodes</span><span class="p">[</span><span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span>
+                <span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">lvl</span><span class="o">.</span><span class="n">u</span><span class="p">[</span><span class="n">m</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][:]</span> <span class="o">=</span> <span class="n">rhs</span><span class="p">[:]</span>
 
             <span class="c1"># update function values (we don&#39;t usually need to evaluate the RHS at the solution of the step)</span>
             <span class="k">if</span> <span class="n">m</span> <span class="o">&lt;</span> <span class="n">M</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">coll</span><span class="o">.</span><span class="n">num_solution_stages</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">eval_rhs_at_right_boundary</span><span class="p">:</span>
diff --git a/coverage/class_index.html b/coverage/class_index.html
index 21d6b61e0e..0a739af3f5 100644
--- a/coverage/class_index.html
+++ b/coverage/class_index.html
@@ -11,7 +11,7 @@
 <header>
     <div class="content">
         <h1>Coverage report:
-            <span class="pc_cov">79%</span>
+            <span class="pc_cov">78%</span>
         </h1>
         <aside id="help_panel_wrapper">
             <input id="help_panel_state" type="checkbox">
@@ -55,7 +55,7 @@ <h2>
         </h2>
         <p class="text">
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </header>
@@ -373,7 +373,7 @@ <h2>
                 <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html"><data value=''><span class='no-noun'>(no class)</span></data></a></td>
                 <td>33</td>
                 <td>2</td>
-                <td>38</td>
+                <td>40</td>
                 <td class="right" data-ratio="31 33">94%</td>
             </tr>
             <tr class="region">
@@ -912,13 +912,21 @@ <h2>
                 <td>1</td>
                 <td class="right" data-ratio="16 16">100%</td>
             </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t159">pySDC/implementations/convergence_controller_classes/step_size_limiter.py</a></td>
+                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t159"><data value='StepSizeRounding'>StepSizeRounding</data></a></td>
+                <td>15</td>
+                <td>9</td>
+                <td>1</td>
+                <td class="right" data-ratio="6 15">40%</td>
+            </tr>
             <tr class="region">
                 <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html">pySDC/implementations/convergence_controller_classes/step_size_limiter.py</a></td>
                 <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html"><data value=''><span class='no-noun'>(no class)</span></data></a></td>
-                <td>9</td>
+                <td>14</td>
                 <td>0</td>
                 <td>0</td>
-                <td class="right" data-ratio="9 9">100%</td>
+                <td class="right" data-ratio="14 14">100%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_c28af68f8f845bbd_store_uold_py.html#t4">pySDC/implementations/convergence_controller_classes/store_uold.py</a></td>
@@ -2268,9 +2276,9 @@ <h2>
                 <td class="name left"><a href="z_91faa57f8583c837_Van_der_Pol_implicit_py.html#t9">pySDC/implementations/problem_classes/Van_der_Pol_implicit.py</a></td>
                 <td class="name left"><a href="z_91faa57f8583c837_Van_der_Pol_implicit_py.html#t9"><data value='vanderpol'>vanderpol</data></a></td>
                 <td>46</td>
+                <td>3</td>
                 <td>2</td>
-                <td>2</td>
-                <td class="right" data-ratio="44 46">96%</td>
+                <td class="right" data-ratio="43 46">93%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_91faa57f8583c837_Van_der_Pol_implicit_py.html">pySDC/implementations/problem_classes/Van_der_Pol_implicit.py</a></td>
@@ -2515,10 +2523,10 @@ <h2>
             <tr class="region">
                 <td class="name left"><a href="z_91faa57f8583c837_generic_spectral_py.html">pySDC/implementations/problem_classes/generic_spectral.py</a></td>
                 <td class="name left"><a href="z_91faa57f8583c837_generic_spectral_py.html"><data value=''><span class='no-noun'>(no class)</span></data></a></td>
-                <td>59</td>
-                <td>43</td>
+                <td>65</td>
+                <td>48</td>
                 <td>3</td>
-                <td class="right" data-ratio="16 59">27%</td>
+                <td class="right" data-ratio="17 65">26%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_91faa57f8583c837_nonlinear_ODE_1_py.html#t9">pySDC/implementations/problem_classes/nonlinear_ODE_1.py</a></td>
@@ -2675,78 +2683,78 @@ <h2>
             <tr class="region">
                 <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t353">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
                 <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t353"><data value='RungeKuttaIMEX'>RungeKuttaIMEX</data></a></td>
-                <td>33</td>
+                <td>35</td>
                 <td>8</td>
                 <td>0</td>
-                <td class="right" data-ratio="25 33">76%</td>
+                <td class="right" data-ratio="27 35">77%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t516">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t516"><data value='Heun_Euler'>Heun_Euler</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t519">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t519"><data value='Heun_Euler'>Heun_Euler</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t529">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t529"><data value='Cash_Karp'>Cash_Karp</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t532">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t532"><data value='Cash_Karp'>Cash_Karp</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t543">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t543"><data value='DIRK43'>DIRK43</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t546">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t546"><data value='DIRK43'>DIRK43</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t579">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t579"><data value='ESDIRK53'>ESDIRK53</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t582">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t582"><data value='ESDIRK53'>ESDIRK53</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t594">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t594"><data value='ESDIRK43'>ESDIRK43</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t597">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t597"><data value='ESDIRK43'>ESDIRK43</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t609">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t609"><data value='ARK548L2SAERK'>ARK548L2SAERK</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t612">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t612"><data value='ARK548L2SAERK'>ARK548L2SAERK</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t632">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t632"><data value='ARK54'>ARK54</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t635">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t635"><data value='ARK54'>ARK54</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t651">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t651"><data value='ARK548L2SAESDIRK2'>ARK548L2SAESDIRK2</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t654">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t654"><data value='ARK548L2SAESDIRK2'>ARK548L2SAESDIRK2</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t676">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t676"><data value='ARK548L2SA'>ARK548L2SA</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t679">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t679"><data value='ARK548L2SA'>ARK548L2SA</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
@@ -4232,6 +4240,22 @@ <h2>
                 <td>23</td>
                 <td class="right" data-ratio="70 70">100%</td>
             </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t63">pySDC/projects/Resilience/RBC.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t63"><data value='ReachTendExactly'>ReachTendExactly</data></a></td>
+                <td>12</td>
+                <td>0</td>
+                <td>0</td>
+                <td class="right" data-ratio="12 12">100%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html">pySDC/projects/Resilience/RBC.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html"><data value=''><span class='no-noun'>(no class)</span></data></a></td>
+                <td>175</td>
+                <td>152</td>
+                <td>3</td>
+                <td class="right" data-ratio="23 175">13%</td>
+            </tr>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_Schroedinger_py.html">pySDC/projects/Resilience/Schroedinger.py</a></td>
                 <td class="name left"><a href="z_5893b65af8042ae2_Schroedinger_py.html"><data value=''><span class='no-noun'>(no class)</span></data></a></td>
@@ -4321,20 +4345,20 @@ <h2>
                 <td class="right" data-ratio="54 55">98%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t38">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t38"><data value='FaultStats'>FaultStats</data></a></td>
-                <td>311</td>
-                <td>108</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t39">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t39"><data value='FaultStats'>FaultStats</data></a></td>
+                <td>313</td>
+                <td>110</td>
                 <td>587</td>
-                <td class="right" data-ratio="203 311">65%</td>
+                <td class="right" data-ratio="203 313">65%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html">pySDC/projects/Resilience/fault_stats.py</a></td>
                 <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html"><data value=''><span class='no-noun'>(no class)</span></data></a></td>
-                <td>126</td>
-                <td>73</td>
+                <td>131</td>
+                <td>77</td>
                 <td>69</td>
-                <td class="right" data-ratio="53 126">42%</td>
+                <td class="right" data-ratio="54 131">41%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_heat_py.html">pySDC/projects/Resilience/heat.py</a></td>
@@ -4381,7 +4405,7 @@ <h2>
                 <td class="name left"><a href="z_5893b65af8042ae2_paper_plots_py.html"><data value=''><span class='no-noun'>(no class)</span></data></a></td>
                 <td>26</td>
                 <td>26</td>
-                <td>509</td>
+                <td>573</td>
                 <td class="right" data-ratio="0 26">0%</td>
             </tr>
             <tr class="region">
@@ -4403,178 +4427,178 @@ <h2>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t29">pySDC/projects/Resilience/strategies.py</a></td>
                 <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t29"><data value='Strategy'>Strategy</data></a></td>
-                <td>104</td>
-                <td>33</td>
+                <td>113</td>
+                <td>42</td>
                 <td>4</td>
-                <td class="right" data-ratio="71 104">68%</td>
+                <td class="right" data-ratio="71 113">63%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t338">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t338"><data value='InexactBaseStrategy'>InexactBaseStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t349">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t349"><data value='InexactBaseStrategy'>InexactBaseStrategy</data></a></td>
                 <td>37</td>
                 <td>13</td>
                 <td>0</td>
                 <td class="right" data-ratio="24 37">65%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t406">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t406"><data value='BaseStrategy'>BaseStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t417">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t417"><data value='BaseStrategy'>BaseStrategy</data></a></td>
                 <td>22</td>
                 <td>4</td>
                 <td>0</td>
                 <td class="right" data-ratio="18 22">82%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t461">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t461"><data value='AdaptivityStrategy'>AdaptivityStrategy</data></a></td>
-                <td>50</td>
-                <td>13</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t472">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t472"><data value='AdaptivityStrategy'>AdaptivityStrategy</data></a></td>
+                <td>54</td>
+                <td>16</td>
                 <td>1</td>
-                <td class="right" data-ratio="37 50">74%</td>
+                <td class="right" data-ratio="38 54">70%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t596">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t596"><data value='AdaptivityRestartFirstStep'>AdaptivityRestartFirstStep</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t612">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t612"><data value='AdaptivityRestartFirstStep'>AdaptivityRestartFirstStep</data></a></td>
                 <td>8</td>
                 <td>8</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 8">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t627">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t627"><data value='AdaptiveHotRodStrategy'>AdaptiveHotRodStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t643">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t643"><data value='AdaptiveHotRodStrategy'>AdaptiveHotRodStrategy</data></a></td>
                 <td>30</td>
                 <td>5</td>
                 <td>1</td>
                 <td class="right" data-ratio="25 30">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t711">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t711"><data value='IterateStrategy'>IterateStrategy</data></a></td>
-                <td>37</td>
-                <td>12</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t727">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t727"><data value='IterateStrategy'>IterateStrategy</data></a></td>
+                <td>39</td>
+                <td>14</td>
                 <td>1</td>
-                <td class="right" data-ratio="25 37">68%</td>
+                <td class="right" data-ratio="25 39">64%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t814">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t814"><data value='kAdaptivityStrategy'>kAdaptivityStrategy</data></a></td>
-                <td>25</td>
-                <td>12</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t832">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t832"><data value='kAdaptivityStrategy'>kAdaptivityStrategy</data></a></td>
+                <td>30</td>
+                <td>16</td>
                 <td>0</td>
-                <td class="right" data-ratio="13 25">52%</td>
+                <td class="right" data-ratio="14 30">47%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t862">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t862"><data value='HotRodStrategy'>HotRodStrategy</data></a></td>
-                <td>58</td>
-                <td>29</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t885">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t885"><data value='HotRodStrategy'>HotRodStrategy</data></a></td>
+                <td>61</td>
+                <td>32</td>
                 <td>1</td>
-                <td class="right" data-ratio="29 58">50%</td>
+                <td class="right" data-ratio="29 61">48%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t983">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t983"><data value='AdaptivityCollocationStrategy'>AdaptivityCollocationStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1009">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1009"><data value='AdaptivityCollocationStrategy'>AdaptivityCollocationStrategy</data></a></td>
                 <td>35</td>
                 <td>13</td>
                 <td>1</td>
                 <td class="right" data-ratio="22 35">63%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1063">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1063"><data value='AdaptivityCollocationTypeStrategy'>AdaptivityCollocationTypeStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1089">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1089"><data value='AdaptivityCollocationTypeStrategy'>AdaptivityCollocationTypeStrategy</data></a></td>
                 <td>11</td>
                 <td>2</td>
                 <td>0</td>
                 <td class="right" data-ratio="9 11">82%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1099">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1099"><data value='AdaptivityCollocationRefinementStrategy'>AdaptivityCollocationRefinementStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1125">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1125"><data value='AdaptivityCollocationRefinementStrategy'>AdaptivityCollocationRefinementStrategy</data></a></td>
                 <td>11</td>
                 <td>2</td>
                 <td>0</td>
                 <td class="right" data-ratio="9 11">82%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1136">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1136"><data value='AdaptivityCollocationDerefinementStrategy'>AdaptivityCollocationDerefinementStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1162">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1162"><data value='AdaptivityCollocationDerefinementStrategy'>AdaptivityCollocationDerefinementStrategy</data></a></td>
                 <td>11</td>
                 <td>2</td>
                 <td>0</td>
                 <td class="right" data-ratio="9 11">82%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1169">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1169"><data value='DIRKStrategy'>DIRKStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1195">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1195"><data value='DIRKStrategy'>DIRKStrategy</data></a></td>
                 <td>30</td>
                 <td>6</td>
                 <td>0</td>
                 <td class="right" data-ratio="24 30">80%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1269">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1269"><data value='ARKStrategy'>ARKStrategy</data></a></td>
-                <td>26</td>
-                <td>2</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1295">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1295"><data value='ARKStrategy'>ARKStrategy</data></a></td>
+                <td>29</td>
+                <td>3</td>
                 <td>0</td>
-                <td class="right" data-ratio="24 26">92%</td>
+                <td class="right" data-ratio="26 29">90%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1352">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1352"><data value='ESDIRKStrategy'>ESDIRKStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1382">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1382"><data value='ESDIRKStrategy'>ESDIRKStrategy</data></a></td>
                 <td>35</td>
                 <td>10</td>
                 <td>0</td>
                 <td class="right" data-ratio="25 35">71%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1460">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1460"><data value='ERKStrategy'>ERKStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1490">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1490"><data value='ERKStrategy'>ERKStrategy</data></a></td>
                 <td>25</td>
                 <td>10</td>
                 <td>0</td>
                 <td class="right" data-ratio="15 25">60%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1534">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1534"><data value='DoubleAdaptivityStrategy'>DoubleAdaptivityStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1564">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1564"><data value='DoubleAdaptivityStrategy'>DoubleAdaptivityStrategy</data></a></td>
                 <td>27</td>
                 <td>3</td>
                 <td>0</td>
                 <td class="right" data-ratio="24 27">89%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1613">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1613"><data value='AdaptivityAvoidRestartsStrategy'>AdaptivityAvoidRestartsStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1643">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1643"><data value='AdaptivityAvoidRestartsStrategy'>AdaptivityAvoidRestartsStrategy</data></a></td>
                 <td>13</td>
                 <td>2</td>
                 <td>0</td>
                 <td class="right" data-ratio="11 13">85%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1668">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1668"><data value='AdaptivityInterpolationStrategy'>AdaptivityInterpolationStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1698">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1698"><data value='AdaptivityInterpolationStrategy'>AdaptivityInterpolationStrategy</data></a></td>
                 <td>15</td>
                 <td>15</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 15">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1727">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1727"><data value='AdaptivityExtrapolationWithinQStrategy'>AdaptivityExtrapolationWithinQStrategy</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1757">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1757"><data value='AdaptivityExtrapolationWithinQStrategy'>AdaptivityExtrapolationWithinQStrategy</data></a></td>
                 <td>40</td>
                 <td>14</td>
                 <td>1</td>
                 <td class="right" data-ratio="26 40">65%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1823">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1823"><data value='AdaptivityPolynomialError'>AdaptivityPolynomialError</data></a></td>
-                <td>70</td>
-                <td>34</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1853">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1853"><data value='AdaptivityPolynomialError'>AdaptivityPolynomialError</data></a></td>
+                <td>82</td>
+                <td>42</td>
                 <td>1</td>
-                <td class="right" data-ratio="36 70">51%</td>
+                <td class="right" data-ratio="40 82">49%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html">pySDC/projects/Resilience/strategies.py</a></td>
@@ -4627,10 +4651,10 @@ <h2>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html">pySDC/projects/Resilience/work_precision.py</a></td>
                 <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html"><data value=''><span class='no-noun'>(no class)</span></data></a></td>
-                <td>348</td>
-                <td>348</td>
-                <td>464</td>
-                <td class="right" data-ratio="0 348">0%</td>
+                <td>358</td>
+                <td>358</td>
+                <td>465</td>
+                <td class="right" data-ratio="0 358">0%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_327f90590a9d3ec6_SDC_timing_Fisher_py.html">pySDC/projects/SDC_showdown/SDC_timing_Fisher.py</a></td>
@@ -5252,9 +5276,9 @@ <h2>
                 <td class="name left"><a href="z_064a9f2a35945611_generate_statistics_py.html">pySDC/projects/soft_failure/generate_statistics.py</a></td>
                 <td class="name left"><a href="z_064a9f2a35945611_generate_statistics_py.html"><data value=''><span class='no-noun'>(no class)</span></data></a></td>
                 <td>199</td>
-                <td>49</td>
+                <td>50</td>
                 <td>16</td>
-                <td class="right" data-ratio="150 199">75%</td>
+                <td class="right" data-ratio="149 199">75%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_064a9f2a35945611_implicit_sweeper_faults_py.html#t10">pySDC/projects/soft_failure/implicit_sweeper_faults.py</a></td>
@@ -5268,9 +5292,9 @@ <h2>
                 <td class="name left"><a href="z_064a9f2a35945611_implicit_sweeper_faults_py.html#t25">pySDC/projects/soft_failure/implicit_sweeper_faults.py</a></td>
                 <td class="name left"><a href="z_064a9f2a35945611_implicit_sweeper_faults_py.html#t25"><data value='implicit_sweeper_faults'>implicit_sweeper_faults</data></a></td>
                 <td>115</td>
-                <td>5</td>
+                <td>8</td>
                 <td>0</td>
-                <td class="right" data-ratio="110 115">96%</td>
+                <td class="right" data-ratio="107 115">93%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_064a9f2a35945611_implicit_sweeper_faults_py.html">pySDC/projects/soft_failure/implicit_sweeper_faults.py</a></td>
@@ -5565,10 +5589,10 @@ <h2>
             <tr class="total">
                 <td class="name left">Total</td>
                 <td class="name left">&nbsp;</td>
-                <td>27637</td>
-                <td>5931</td>
-                <td>5304</td>
-                <td class="right" data-ratio="21706 27637">79%</td>
+                <td>27907</td>
+                <td>6148</td>
+                <td>5375</td>
+                <td class="right" data-ratio="21759 27907">78%</td>
             </tr>
         </tfoot>
     </table>
@@ -5581,7 +5605,7 @@ <h2>
     <div class="content">
         <p>
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
     <aside class="hidden">
diff --git a/coverage/coverage-badge.svg b/coverage/coverage-badge.svg
index ba9b89aa6b..31d7f6663b 100644
--- a/coverage/coverage-badge.svg
+++ b/coverage/coverage-badge.svg
@@ -1 +1 @@
-<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="114" height="20" role="img" aria-label="coverage: 78.54%"><title>coverage: 78.54%</title><linearGradient id="s" x2="0" y2="100%"><stop offset="0" stop-color="#bbb" stop-opacity=".1"/><stop offset="1" stop-opacity=".1"/></linearGradient><clipPath id="r"><rect width="114" height="20" rx="3" fill="#fff"/></clipPath><g clip-path="url(#r)"><rect width="61" height="20" fill="#555"/><rect x="61" width="53" height="20" fill="#97ca00"/><rect width="114" height="20" fill="url(#s)"/></g><g fill="#fff" text-anchor="middle" font-family="Verdana,Geneva,DejaVu Sans,sans-serif" text-rendering="geometricPrecision" font-size="110"><text aria-hidden="true" x="315" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="510">coverage</text><text x="315" y="140" transform="scale(.1)" fill="#fff" textLength="510">coverage</text><text aria-hidden="true" x="865" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="430">78.54%</text><text x="865" y="140" transform="scale(.1)" fill="#fff" textLength="430">78.54%</text></g></svg>
\ No newline at end of file
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="114" height="20" role="img" aria-label="coverage: 77.97%"><title>coverage: 77.97%</title><linearGradient id="s" x2="0" y2="100%"><stop offset="0" stop-color="#bbb" stop-opacity=".1"/><stop offset="1" stop-opacity=".1"/></linearGradient><clipPath id="r"><rect width="114" height="20" rx="3" fill="#fff"/></clipPath><g clip-path="url(#r)"><rect width="61" height="20" fill="#555"/><rect x="61" width="53" height="20" fill="#97ca00"/><rect width="114" height="20" fill="url(#s)"/></g><g fill="#fff" text-anchor="middle" font-family="Verdana,Geneva,DejaVu Sans,sans-serif" text-rendering="geometricPrecision" font-size="110"><text aria-hidden="true" x="315" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="510">coverage</text><text x="315" y="140" transform="scale(.1)" fill="#fff" textLength="510">coverage</text><text aria-hidden="true" x="865" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="430">77.97%</text><text x="865" y="140" transform="scale(.1)" fill="#fff" textLength="430">77.97%</text></g></svg>
\ No newline at end of file
diff --git a/coverage/function_index.html b/coverage/function_index.html
index 5f1e735b6e..73470956ef 100644
--- a/coverage/function_index.html
+++ b/coverage/function_index.html
@@ -11,7 +11,7 @@
 <header>
     <div class="content">
         <h1>Coverage report:
-            <span class="pc_cov">79%</span>
+            <span class="pc_cov">78%</span>
         </h1>
         <aside id="help_panel_wrapper">
             <input id="help_panel_state" type="checkbox">
@@ -55,7 +55,7 @@ <h2>
         </h2>
         <p class="text">
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </header>
@@ -1121,24 +1121,24 @@ <h2>
                 <td class="right" data-ratio="6 6">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html#t67">pySDC/helpers/plot_helper.py</a></td>
-                <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html#t67"><data value='setup_mpl'>setup_mpl</data></a></td>
+                <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html#t69">pySDC/helpers/plot_helper.py</a></td>
+                <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html#t69"><data value='setup_mpl'>setup_mpl</data></a></td>
                 <td>9</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="8 9">89%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html#t117">pySDC/helpers/plot_helper.py</a></td>
-                <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html#t117"><data value='newfig'>newfig</data></a></td>
+                <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html#t119">pySDC/helpers/plot_helper.py</a></td>
+                <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html#t119"><data value='newfig'>newfig</data></a></td>
                 <td>3</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="3 3">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html#t123">pySDC/helpers/plot_helper.py</a></td>
-                <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html#t123"><data value='savefig'>savefig</data></a></td>
+                <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html#t125">pySDC/helpers/plot_helper.py</a></td>
+                <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html#t125"><data value='savefig'>savefig</data></a></td>
                 <td>7</td>
                 <td>1</td>
                 <td>0</td>
@@ -3592,13 +3592,37 @@ <h2>
                 <td>0</td>
                 <td class="right" data-ratio="14 14">100%</td>
             </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t164">pySDC/implementations/convergence_controller_classes/step_size_limiter.py</a></td>
+                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t164"><data value='setup'>StepSizeRounding.setup</data></a></td>
+                <td>2</td>
+                <td>2</td>
+                <td>1</td>
+                <td class="right" data-ratio="0 2">0%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t184">pySDC/implementations/convergence_controller_classes/step_size_limiter.py</a></td>
+                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t184"><data value='round_step_size'>StepSizeRounding._round_step_size</data></a></td>
+                <td>6</td>
+                <td>0</td>
+                <td>0</td>
+                <td class="right" data-ratio="6 6">100%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t193">pySDC/implementations/convergence_controller_classes/step_size_limiter.py</a></td>
+                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t193"><data value='get_new_step_size'>StepSizeRounding.get_new_step_size</data></a></td>
+                <td>7</td>
+                <td>7</td>
+                <td>0</td>
+                <td class="right" data-ratio="0 7">0%</td>
+            </tr>
             <tr class="region">
                 <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html">pySDC/implementations/convergence_controller_classes/step_size_limiter.py</a></td>
                 <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html"><data value=''><span class='no-noun'>(no function)</span></data></a></td>
-                <td>9</td>
+                <td>14</td>
                 <td>0</td>
                 <td>0</td>
-                <td class="right" data-ratio="9 9">100%</td>
+                <td class="right" data-ratio="14 14">100%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_c28af68f8f845bbd_store_uold_py.html#t11">pySDC/implementations/convergence_controller_classes/store_uold.py</a></td>
@@ -7444,9 +7468,9 @@ <h2>
                 <td class="name left"><a href="z_91faa57f8583c837_Van_der_Pol_implicit_py.html#t130">pySDC/implementations/problem_classes/Van_der_Pol_implicit.py</a></td>
                 <td class="name left"><a href="z_91faa57f8583c837_Van_der_Pol_implicit_py.html#t130"><data value='solve_system'>vanderpol.solve_system</data></a></td>
                 <td>24</td>
-                <td>1</td>
                 <td>2</td>
-                <td class="right" data-ratio="23 24">96%</td>
+                <td>2</td>
+                <td class="right" data-ratio="22 24">92%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_91faa57f8583c837_Van_der_Pol_implicit_py.html">pySDC/implementations/problem_classes/Van_der_Pol_implicit.py</a></td>
@@ -8408,13 +8432,21 @@ <h2>
                 <td>1</td>
                 <td class="right" data-ratio="0 21">0%</td>
             </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_91faa57f8583c837_generic_spectral_py.html#t392">pySDC/implementations/problem_classes/generic_spectral.py</a></td>
+                <td class="name left"><a href="z_91faa57f8583c837_generic_spectral_py.html#t392"><data value='get_extrapolated_error_DAE'>get_extrapolated_error_DAE</data></a></td>
+                <td>5</td>
+                <td>5</td>
+                <td>0</td>
+                <td class="right" data-ratio="0 5">0%</td>
+            </tr>
             <tr class="region">
                 <td class="name left"><a href="z_91faa57f8583c837_generic_spectral_py.html">pySDC/implementations/problem_classes/generic_spectral.py</a></td>
                 <td class="name left"><a href="z_91faa57f8583c837_generic_spectral_py.html"><data value=''><span class='no-noun'>(no function)</span></data></a></td>
-                <td>16</td>
+                <td>17</td>
                 <td>0</td>
                 <td>1</td>
-                <td class="right" data-ratio="16 16">100%</td>
+                <td class="right" data-ratio="17 17">100%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_91faa57f8583c837_nonlinear_ODE_1_py.html#t45">pySDC/implementations/problem_classes/nonlinear_ODE_1.py</a></td>
@@ -9011,78 +9043,78 @@ <h2>
             <tr class="region">
                 <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t418">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
                 <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t418"><data value='update_nodes'>RungeKuttaIMEX.update_nodes</data></a></td>
-                <td>14</td>
+                <td>16</td>
                 <td>0</td>
                 <td>0</td>
-                <td class="right" data-ratio="14 14">100%</td>
+                <td class="right" data-ratio="16 16">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t525">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t525"><data value='get_update_order'>Heun_Euler.get_update_order</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t528">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t528"><data value='get_update_order'>Heun_Euler.get_update_order</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t539">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t539"><data value='get_update_order'>Cash_Karp.get_update_order</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t542">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t542"><data value='get_update_order'>Cash_Karp.get_update_order</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t555">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t555"><data value='get_update_order'>DIRK43.get_update_order</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t558">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t558"><data value='get_update_order'>DIRK43.get_update_order</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t590">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t590"><data value='get_update_order'>ESDIRK53.get_update_order</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t593">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t593"><data value='get_update_order'>ESDIRK53.get_update_order</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t605">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t605"><data value='get_update_order'>ESDIRK43.get_update_order</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t608">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t608"><data value='get_update_order'>ESDIRK43.get_update_order</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t619">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t619"><data value='get_update_order'>ARK548L2SAERK.get_update_order</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t622">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t622"><data value='get_update_order'>ARK548L2SAERK.get_update_order</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t647">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t647"><data value='get_update_order'>ARK54.get_update_order</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t650">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t650"><data value='get_update_order'>ARK54.get_update_order</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t662">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t662"><data value='get_update_order'>ARK548L2SAESDIRK2.get_update_order</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t665">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t665"><data value='get_update_order'>ARK548L2SAESDIRK2.get_update_order</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t695">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
-                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t695"><data value='get_update_order'>ARK548L2SA.get_update_order</data></a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t698">pySDC/implementations/sweeper_classes/Runge_Kutta.py</a></td>
+                <td class="name left"><a href="z_b9c274c7ffe3e178_Runge_Kutta_py.html#t698"><data value='get_update_order'>ARK548L2SA.get_update_order</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
@@ -13336,6 +13368,78 @@ <h2>
                 <td>3</td>
                 <td class="right" data-ratio="13 13">100%</td>
             </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t19">pySDC/projects/Resilience/RBC.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t19"><data value='u_exact'>u_exact</data></a></td>
+                <td>23</td>
+                <td>23</td>
+                <td>0</td>
+                <td class="right" data-ratio="0 23">0%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t69">pySDC/projects/Resilience/RBC.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t69"><data value='setup'>ReachTendExactly.setup</data></a></td>
+                <td>2</td>
+                <td>0</td>
+                <td>0</td>
+                <td class="right" data-ratio="2 2">100%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t77">pySDC/projects/Resilience/RBC.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t77"><data value='get_new_step_size'>ReachTendExactly.get_new_step_size</data></a></td>
+                <td>10</td>
+                <td>0</td>
+                <td>0</td>
+                <td class="right" data-ratio="10 10">100%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t98">pySDC/projects/Resilience/RBC.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t98"><data value='run_RBC'>run_RBC</data></a></td>
+                <td>56</td>
+                <td>56</td>
+                <td>0</td>
+                <td class="right" data-ratio="0 56">0%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t207">pySDC/projects/Resilience/RBC.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t207"><data value='generate_data_for_fault_stats'>generate_data_for_fault_stats</data></a></td>
+                <td>4</td>
+                <td>4</td>
+                <td>0</td>
+                <td class="right" data-ratio="0 4">0%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t214">pySDC/projects/Resilience/RBC.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t214"><data value='plot_order'>plot_order</data></a></td>
+                <td>38</td>
+                <td>38</td>
+                <td>0</td>
+                <td class="right" data-ratio="0 38">0%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t282">pySDC/projects/Resilience/RBC.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t282"><data value='check_order'>check_order</data></a></td>
+                <td>10</td>
+                <td>10</td>
+                <td>0</td>
+                <td class="right" data-ratio="0 10">0%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t297">pySDC/projects/Resilience/RBC.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html#t297"><data value='plot_step_size'>plot_step_size</data></a></td>
+                <td>21</td>
+                <td>21</td>
+                <td>0</td>
+                <td class="right" data-ratio="0 21">0%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html">pySDC/projects/Resilience/RBC.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html"><data value=''><span class='no-noun'>(no function)</span></data></a></td>
+                <td>23</td>
+                <td>0</td>
+                <td>3</td>
+                <td class="right" data-ratio="23 23">100%</td>
+            </tr>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_Schroedinger_py.html#t65">pySDC/projects/Resilience/Schroedinger.py</a></td>
                 <td class="name left"><a href="z_5893b65af8042ae2_Schroedinger_py.html#t65"><data value='run_Schroedinger'>run_Schroedinger</data></a></td>
@@ -13809,224 +13913,224 @@ <h2>
                 <td class="right" data-ratio="33 33">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t43">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t43"><data value='init__'>FaultStats.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t44">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t44"><data value='init__'>FaultStats.__init__</data></a></td>
                 <td>24</td>
                 <td>3</td>
                 <td>0</td>
                 <td class="right" data-ratio="21 24">88%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t103">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t103"><data value='get_Tend'>FaultStats.get_Tend</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t104">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t104"><data value='get_Tend'>FaultStats.get_Tend</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t112">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t112"><data value='run_stats_generation'>FaultStats.run_stats_generation</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t113">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t113"><data value='run_stats_generation'>FaultStats.run_stats_generation</data></a></td>
                 <td>35</td>
                 <td>6</td>
                 <td>0</td>
                 <td class="right" data-ratio="29 35">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t192">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t192"><data value='generate_stats'>FaultStats.generate_stats</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t193">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t193"><data value='generate_stats'>FaultStats.generate_stats</data></a></td>
                 <td>54</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="54 54">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t306">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t306"><data value='get_error'>FaultStats.get_error</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t307">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t307"><data value='get_error'>FaultStats.get_error</data></a></td>
                 <td>7</td>
                 <td>2</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 7">71%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t332">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t332"><data value='single_run'>FaultStats.single_run</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t333">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t333"><data value='single_run'>FaultStats.single_run</data></a></td>
                 <td>18</td>
                 <td>7</td>
                 <td>1</td>
                 <td class="right" data-ratio="11 18">61%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t502">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t502"><data value='scrutinize'>FaultStats.scrutinize</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t503">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t503"><data value='scrutinize'>FaultStats.scrutinize</data></a></td>
                 <td>35</td>
                 <td>35</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 35">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t574">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t574"><data value='convert_faults'>FaultStats.convert_faults</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t575">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t575"><data value='convert_faults'>FaultStats.convert_faults</data></a></td>
                 <td>7</td>
                 <td>7</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 7">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t597">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t597"><data value='get_path'>FaultStats.get_path</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t598">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t598"><data value='get_path'>FaultStats.get_path</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t610">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t610"><data value='get_name'>FaultStats.get_name</data></a></td>
-                <td>26</td>
-                <td>11</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t611">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t611"><data value='get_name'>FaultStats.get_name</data></a></td>
+                <td>28</td>
+                <td>13</td>
                 <td>1</td>
-                <td class="right" data-ratio="15 26">58%</td>
+                <td class="right" data-ratio="15 28">54%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t657">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t657"><data value='store'>FaultStats.store</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t660">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t660"><data value='store'>FaultStats.store</data></a></td>
                 <td>3</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="3 3">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t671">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t671"><data value='load'>FaultStats.load</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t674">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t674"><data value='load'>FaultStats.load</data></a></td>
                 <td>8</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="8 8">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t690">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t690"><data value='get_thresh'>FaultStats.get_thresh</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t693">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t693"><data value='get_thresh'>FaultStats.get_thresh</data></a></td>
                 <td>3</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="3 3">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t703">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t703"><data value='get_recovered'>FaultStats.get_recovered</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t706">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t706"><data value='get_recovered'>FaultStats.get_recovered</data></a></td>
                 <td>9</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="9 9">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t724">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t724"><data value='crash_rate'>FaultStats.crash_rate</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t727">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t727"><data value='crash_rate'>FaultStats.crash_rate</data></a></td>
                 <td>4</td>
                 <td>4</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 4">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t743">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t743"><data value='rec_rate'>FaultStats.rec_rate</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t746">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t746"><data value='rec_rate'>FaultStats.rec_rate</data></a></td>
                 <td>3</td>
                 <td>3</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 3">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t762">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t762"><data value='mean'>FaultStats.mean</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t765">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t765"><data value='mean'>FaultStats.mean</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t777">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t777"><data value='extra_mean'>FaultStats.extra_mean</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t780">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t780"><data value='extra_mean'>FaultStats.extra_mean</data></a></td>
                 <td>3</td>
                 <td>3</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 3">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1153">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1153"><data value='get_mask'>FaultStats.get_mask</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1156">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1156"><data value='get_mask'>FaultStats.get_mask</data></a></td>
                 <td>25</td>
                 <td>6</td>
                 <td>2</td>
                 <td class="right" data-ratio="19 25">76%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1204">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1204"><data value='get_fixable_faults_only'>FaultStats.get_fixable_faults_only</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1207">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1207"><data value='get_fixable_faults_only'>FaultStats.get_fixable_faults_only</data></a></td>
                 <td>5</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 5">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1224">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1224"><data value='get_index'>FaultStats.get_index</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1227">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1227"><data value='get_index'>FaultStats.get_index</data></a></td>
                 <td>4</td>
                 <td>2</td>
                 <td>0</td>
                 <td class="right" data-ratio="2 4">50%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1336">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1336"><data value='get_max_combinations'>FaultStats.get_max_combinations</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1339">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1339"><data value='get_max_combinations'>FaultStats.get_max_combinations</data></a></td>
                 <td>6</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="6 6">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1361">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1361"><data value='get_combination_counts'>FaultStats.get_combination_counts</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1364">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1364"><data value='get_combination_counts'>FaultStats.get_combination_counts</data></a></td>
                 <td>9</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="8 9">89%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1386">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1386"><data value='count_occurrences'>FaultStats.count_occurrences</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1389">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1389"><data value='count_occurrences'>FaultStats.count_occurrences</data></a></td>
                 <td>4</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="3 4">75%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1503">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1503"><data value='get_HR_tol'>FaultStats.get_HR_tol</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1506">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1506"><data value='get_HR_tol'>FaultStats.get_HR_tol</data></a></td>
                 <td>16</td>
                 <td>16</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 16">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1553">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1553"><data value='parse_args'>parse_args</data></a></td>
-                <td>21</td>
-                <td>21</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1556">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1556"><data value='parse_args'>parse_args</data></a></td>
+                <td>25</td>
+                <td>25</td>
                 <td>1</td>
-                <td class="right" data-ratio="0 21">0%</td>
+                <td class="right" data-ratio="0 25">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1582">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1582"><data value='compare_adaptivity_modes'>compare_adaptivity_modes</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1589">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1589"><data value='compare_adaptivity_modes'>compare_adaptivity_modes</data></a></td>
                 <td>23</td>
                 <td>23</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 23">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1655">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1655"><data value='main'>main</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1662">pySDC/projects/Resilience/fault_stats.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html#t1662"><data value='main'>main</data></a></td>
                 <td>29</td>
                 <td>29</td>
                 <td>0</td>
@@ -14035,10 +14139,10 @@ <h2>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html">pySDC/projects/Resilience/fault_stats.py</a></td>
                 <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html"><data value=''><span class='no-noun'>(no function)</span></data></a></td>
-                <td>53</td>
+                <td>54</td>
                 <td>0</td>
                 <td>48</td>
-                <td class="right" data-ratio="53 53">100%</td>
+                <td class="right" data-ratio="54 54">100%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_heat_py.html#t13">pySDC/projects/Resilience/heat.py</a></td>
@@ -14097,16 +14201,16 @@ <h2>
                 <td class="right" data-ratio="13 13">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_paper_plots_py.html#t33">pySDC/projects/Resilience/paper_plots.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_paper_plots_py.html#t33"><data value='get_stats'>get_stats</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_paper_plots_py.html#t34">pySDC/projects/Resilience/paper_plots.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_paper_plots_py.html#t34"><data value='get_stats'>get_stats</data></a></td>
                 <td>11</td>
                 <td>11</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 11">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_paper_plots_py.html#t69">pySDC/projects/Resilience/paper_plots.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_paper_plots_py.html#t69"><data value='my_setup_mpl'>my_setup_mpl</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_paper_plots_py.html#t70">pySDC/projects/Resilience/paper_plots.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_paper_plots_py.html#t70"><data value='my_setup_mpl'>my_setup_mpl</data></a></td>
                 <td>2</td>
                 <td>2</td>
                 <td>0</td>
@@ -14117,7 +14221,7 @@ <h2>
                 <td class="name left"><a href="z_5893b65af8042ae2_paper_plots_py.html"><data value=''><span class='no-noun'>(no function)</span></data></a></td>
                 <td>13</td>
                 <td>13</td>
-                <td>20</td>
+                <td>39</td>
                 <td class="right" data-ratio="0 13">0%</td>
             </tr>
             <tr class="region">
@@ -14299,734 +14403,734 @@ <h2>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t109">pySDC/projects/Resilience/strategies.py</a></td>
                 <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t109"><data value='get_fault_args'>Strategy.get_fault_args</data></a></td>
-                <td>13</td>
-                <td>5</td>
+                <td>15</td>
+                <td>7</td>
                 <td>0</td>
-                <td class="right" data-ratio="8 13">62%</td>
+                <td class="right" data-ratio="8 15">53%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t136">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t136"><data value='get_random_params'>Strategy.get_random_params</data></a></td>
-                <td>11</td>
-                <td>2</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t138">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t138"><data value='get_random_params'>Strategy.get_random_params</data></a></td>
+                <td>13</td>
+                <td>4</td>
                 <td>0</td>
-                <td class="right" data-ratio="9 11">82%</td>
+                <td class="right" data-ratio="9 13">69%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t163">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t163"><data value='style'>Strategy.style</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t168">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t168"><data value='style'>Strategy.style</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t179">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t179"><data value='label'>Strategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t184">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t184"><data value='label'>Strategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t186">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t186"><data value='get_Tend'>Strategy.get_Tend</data></a></td>
-                <td>12</td>
-                <td>8</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t191">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t191"><data value='get_Tend'>Strategy.get_Tend</data></a></td>
+                <td>14</td>
+                <td>10</td>
                 <td>1</td>
-                <td class="right" data-ratio="4 12">33%</td>
+                <td class="right" data-ratio="4 14">29%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t212">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t212"><data value='get_base_parameters'>Strategy.get_base_parameters</data></a></td>
-                <td>34</td>
-                <td>12</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t219">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t219"><data value='get_base_parameters'>Strategy.get_base_parameters</data></a></td>
+                <td>37</td>
+                <td>15</td>
                 <td>0</td>
-                <td class="right" data-ratio="22 34">65%</td>
+                <td class="right" data-ratio="22 37">59%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t297">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t297"><data value='get_custom_description'>Strategy.get_custom_description</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t308">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t308"><data value='get_custom_description'>Strategy.get_custom_description</data></a></td>
                 <td>2</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="2 2">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t311">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t311"><data value='get_custom_description_for_faults'>Strategy.get_custom_description_for_faults</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t322">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t322"><data value='get_custom_description_for_faults'>Strategy.get_custom_description_for_faults</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t343">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t343"><data value='init__'>InexactBaseStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t354">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t354"><data value='init__'>InexactBaseStrategy.__init__</data></a></td>
                 <td>6</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="6 6">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t353">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t353"><data value='get_controller_params'>InexactBaseStrategy.get_controller_params</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t364">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t364"><data value='get_controller_params'>InexactBaseStrategy.get_controller_params</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t356">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t356"><data value='get_custom_description'>InexactBaseStrategy.get_custom_description</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t367">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t367"><data value='get_custom_description'>InexactBaseStrategy.get_custom_description</data></a></td>
                 <td>30</td>
                 <td>12</td>
                 <td>0</td>
                 <td class="right" data-ratio="18 30">60%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t411">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t411"><data value='init__'>BaseStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t422">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t422"><data value='init__'>BaseStrategy.__init__</data></a></td>
                 <td>7</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="7 7">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t424">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t424"><data value='label'>BaseStrategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t435">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t435"><data value='label'>BaseStrategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t427">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t427"><data value='get_custom_description'>BaseStrategy.get_custom_description</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t438">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t438"><data value='get_custom_description'>BaseStrategy.get_custom_description</data></a></td>
                 <td>4</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="3 4">75%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t433">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t433"><data value='get_custom_description_for_faults'>BaseStrategy.get_custom_description_for_faults</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t444">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t444"><data value='get_custom_description_for_faults'>BaseStrategy.get_custom_description_for_faults</data></a></td>
                 <td>4</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="3 4">75%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t439">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t439"><data value='get_reference_value'>BaseStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t450">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t450"><data value='get_reference_value'>BaseStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t466">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t466"><data value='init__'>AdaptivityStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t477">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t477"><data value='init__'>AdaptivityStrategy.__init__</data></a></td>
                 <td>9</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="9 9">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t482">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t482"><data value='label'>AdaptivityStrategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t493">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t493"><data value='label'>AdaptivityStrategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t485">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t485"><data value='get_fixable_params'>AdaptivityStrategy.get_fixable_params</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t496">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t496"><data value='get_fixable_params'>AdaptivityStrategy.get_fixable_params</data></a></td>
                 <td>2</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="2 2">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t504">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t504"><data value='get_custom_description'>AdaptivityStrategy.get_custom_description</data></a></td>
-                <td>25</td>
-                <td>9</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t515">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t515"><data value='get_custom_description'>AdaptivityStrategy.get_custom_description</data></a></td>
+                <td>29</td>
+                <td>12</td>
                 <td>1</td>
-                <td class="right" data-ratio="16 25">64%</td>
+                <td class="right" data-ratio="17 29">59%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t564">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t564"><data value='get_reference_value'>AdaptivityStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t580">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t580"><data value='get_reference_value'>AdaptivityStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t585">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t585"><data value='get_custom_description_for_faults'>AdaptivityStrategy.get_custom_description_for_faults</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t601">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t601"><data value='get_custom_description_for_faults'>AdaptivityStrategy.get_custom_description_for_faults</data></a></td>
                 <td>7</td>
                 <td>2</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 7">71%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t597">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t597"><data value='init__'>AdaptivityRestartFirstStep.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t613">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t613"><data value='init__'>AdaptivityRestartFirstStep.__init__</data></a></td>
                 <td>3</td>
                 <td>3</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 3">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t602">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t602"><data value='get_custom_description'>AdaptivityRestartFirstStep.get_custom_description</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t618">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t618"><data value='get_custom_description'>AdaptivityRestartFirstStep.get_custom_description</data></a></td>
                 <td>4</td>
                 <td>4</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 4">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t623">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t623"><data value='label'>AdaptivityRestartFirstStep.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t639">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t639"><data value='label'>AdaptivityRestartFirstStep.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t632">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t632"><data value='init__'>AdaptiveHotRodStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t648">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t648"><data value='init__'>AdaptiveHotRodStrategy.__init__</data></a></td>
                 <td>9</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="9 9">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t647">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t647"><data value='get_custom_description'>AdaptiveHotRodStrategy.get_custom_description</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t663">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t663"><data value='get_custom_description'>AdaptiveHotRodStrategy.get_custom_description</data></a></td>
                 <td>15</td>
                 <td>4</td>
                 <td>1</td>
                 <td class="right" data-ratio="11 15">73%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t689">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t689"><data value='get_reference_value'>AdaptiveHotRodStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t705">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t705"><data value='get_reference_value'>AdaptiveHotRodStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t716">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t716"><data value='init__'>IterateStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t732">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t732"><data value='init__'>IterateStrategy.__init__</data></a></td>
                 <td>8</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="8 8">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t730">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t730"><data value='label'>IterateStrategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t746">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t746"><data value='label'>IterateStrategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t733">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t733"><data value='get_custom_description'>IterateStrategy.get_custom_description</data></a></td>
-                <td>18</td>
-                <td>9</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t749">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t749"><data value='get_custom_description'>IterateStrategy.get_custom_description</data></a></td>
+                <td>20</td>
+                <td>11</td>
                 <td>1</td>
-                <td class="right" data-ratio="9 18">50%</td>
+                <td class="right" data-ratio="9 20">45%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t775">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t775"><data value='get_random_params'>IterateStrategy.get_random_params</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t793">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t793"><data value='get_random_params'>IterateStrategy.get_random_params</data></a></td>
                 <td>4</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="3 4">75%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t792">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t792"><data value='get_reference_value'>IterateStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t810">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t810"><data value='get_reference_value'>IterateStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t815">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t815"><data value='init__'>kAdaptivityStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t833">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t833"><data value='init__'>kAdaptivityStrategy.__init__</data></a></td>
                 <td>3</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="3 3">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t820">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t820"><data value='get_custom_description'>kAdaptivityStrategy.get_custom_description</data></a></td>
-                <td>10</td>
-                <td>5</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t838">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t838"><data value='get_custom_description'>kAdaptivityStrategy.get_custom_description</data></a></td>
+                <td>13</td>
+                <td>7</td>
                 <td>0</td>
-                <td class="right" data-ratio="5 10">50%</td>
+                <td class="right" data-ratio="6 13">46%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t832">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t832"><data value='get_custom_description_for_faults'>kAdaptivityStrategy.get_custom_description_for_faults</data></a></td>
-                <td>6</td>
-                <td>6</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t853">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t853"><data value='get_custom_description_for_faults'>kAdaptivityStrategy.get_custom_description_for_faults</data></a></td>
+                <td>8</td>
+                <td>8</td>
                 <td>0</td>
-                <td class="right" data-ratio="0 6">0%</td>
+                <td class="right" data-ratio="0 8">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t840">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t840"><data value='get_reference_value'>kAdaptivityStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t863">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t863"><data value='get_reference_value'>kAdaptivityStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t867">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t867"><data value='init__'>HotRodStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t890">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t890"><data value='init__'>HotRodStrategy.__init__</data></a></td>
                 <td>8</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="8 8">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t880">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t880"><data value='get_custom_description'>HotRodStrategy.get_custom_description</data></a></td>
-                <td>40</td>
-                <td>27</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t903">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t903"><data value='get_custom_description'>HotRodStrategy.get_custom_description</data></a></td>
+                <td>43</td>
+                <td>30</td>
                 <td>1</td>
-                <td class="right" data-ratio="13 40">32%</td>
+                <td class="right" data-ratio="13 43">30%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t955">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t955"><data value='get_custom_description_for_faults'>HotRodStrategy.get_custom_description_for_faults</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t981">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t981"><data value='get_custom_description_for_faults'>HotRodStrategy.get_custom_description_for_faults</data></a></td>
                 <td>4</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="3 4">75%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t961">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t961"><data value='get_reference_value'>HotRodStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t987">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t987"><data value='get_reference_value'>HotRodStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t988">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t988"><data value='init__'>AdaptivityCollocationStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1014">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1014"><data value='init__'>AdaptivityCollocationStrategy.__init__</data></a></td>
                 <td>11</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="11 11">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1009">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1009"><data value='get_custom_description'>AdaptivityCollocationStrategy.get_custom_description</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1035">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1035"><data value='get_custom_description'>AdaptivityCollocationStrategy.get_custom_description</data></a></td>
                 <td>24</td>
                 <td>13</td>
                 <td>1</td>
                 <td class="right" data-ratio="11 24">46%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1064">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1064"><data value='init__'>AdaptivityCollocationTypeStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1090">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1090"><data value='init__'>AdaptivityCollocationTypeStrategy.__init__</data></a></td>
                 <td>4</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="4 4">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1074">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1074"><data value='label'>AdaptivityCollocationTypeStrategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1100">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1100"><data value='label'>AdaptivityCollocationTypeStrategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1077">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1077"><data value='get_reference_value'>AdaptivityCollocationTypeStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1103">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1103"><data value='get_reference_value'>AdaptivityCollocationTypeStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1100">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1100"><data value='init__'>AdaptivityCollocationRefinementStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1126">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1126"><data value='init__'>AdaptivityCollocationRefinementStrategy.__init__</data></a></td>
                 <td>4</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="4 4">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1111">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1111"><data value='label'>AdaptivityCollocationRefinementStrategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1137">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1137"><data value='label'>AdaptivityCollocationRefinementStrategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1114">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1114"><data value='get_reference_value'>AdaptivityCollocationRefinementStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1140">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1140"><data value='get_reference_value'>AdaptivityCollocationRefinementStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1137">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1137"><data value='init__'>AdaptivityCollocationDerefinementStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1163">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1163"><data value='init__'>AdaptivityCollocationDerefinementStrategy.__init__</data></a></td>
                 <td>4</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="4 4">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1144">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1144"><data value='label'>AdaptivityCollocationDerefinementStrategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1170">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1170"><data value='label'>AdaptivityCollocationDerefinementStrategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1147">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1147"><data value='get_reference_value'>AdaptivityCollocationDerefinementStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1173">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1173"><data value='get_reference_value'>AdaptivityCollocationDerefinementStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1174">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1174"><data value='init__'>DIRKStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1200">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1200"><data value='init__'>DIRKStrategy.__init__</data></a></td>
                 <td>9</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="9 9">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1190">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1190"><data value='label'>DIRKStrategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1216">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1216"><data value='label'>DIRKStrategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1193">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1193"><data value='get_custom_description'>DIRKStrategy.get_custom_description</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1219">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1219"><data value='get_custom_description'>DIRKStrategy.get_custom_description</data></a></td>
                 <td>10</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="10 10">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1230">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1230"><data value='get_reference_value'>DIRKStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1256">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1256"><data value='get_reference_value'>DIRKStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1251">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1251"><data value='get_random_params'>DIRKStrategy.get_random_params</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1277">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1277"><data value='get_random_params'>DIRKStrategy.get_random_params</data></a></td>
                 <td>4</td>
                 <td>4</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 4">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1274">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1274"><data value='init__'>ARKStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1300">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1300"><data value='init__'>ARKStrategy.__init__</data></a></td>
                 <td>9</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="9 9">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1290">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1290"><data value='label'>ARKStrategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1316">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1316"><data value='label'>ARKStrategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1293">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1293"><data value='get_custom_description'>ARKStrategy.get_custom_description</data></a></td>
-                <td>10</td>
-                <td>0</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1319">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1319"><data value='get_custom_description'>ARKStrategy.get_custom_description</data></a></td>
+                <td>13</td>
+                <td>1</td>
                 <td>0</td>
-                <td class="right" data-ratio="10 10">100%</td>
+                <td class="right" data-ratio="12 13">92%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1330">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1330"><data value='get_reference_value'>ARKStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1360">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1360"><data value='get_reference_value'>ARKStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1357">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1357"><data value='init__'>ESDIRKStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1387">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1387"><data value='init__'>ESDIRKStrategy.__init__</data></a></td>
                 <td>9</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="9 9">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1373">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1373"><data value='label'>ESDIRKStrategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1403">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1403"><data value='label'>ESDIRKStrategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1376">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1376"><data value='get_description_for_tolerance'>ESDIRKStrategy.get_description_for_tolerance</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1406">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1406"><data value='get_description_for_tolerance'>ESDIRKStrategy.get_description_for_tolerance</data></a></td>
                 <td>4</td>
                 <td>4</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 4">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1382">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1382"><data value='get_custom_description'>ESDIRKStrategy.get_custom_description</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1412">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1412"><data value='get_custom_description'>ESDIRKStrategy.get_custom_description</data></a></td>
                 <td>11</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="11 11">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1421">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1421"><data value='get_reference_value'>ESDIRKStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1451">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1451"><data value='get_reference_value'>ESDIRKStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1442">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1442"><data value='get_random_params'>ESDIRKStrategy.get_random_params</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1472">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1472"><data value='get_random_params'>ESDIRKStrategy.get_random_params</data></a></td>
                 <td>4</td>
                 <td>4</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 4">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1465">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1465"><data value='init__'>ERKStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1495">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1495"><data value='init__'>ERKStrategy.__init__</data></a></td>
                 <td>5</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 5">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1475">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1475"><data value='get_description_for_tolerance'>ERKStrategy.get_description_for_tolerance</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1505">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1505"><data value='get_description_for_tolerance'>ERKStrategy.get_description_for_tolerance</data></a></td>
                 <td>4</td>
                 <td>4</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 4">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1483">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1483"><data value='label'>ERKStrategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1513">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1513"><data value='label'>ERKStrategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1486">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1486"><data value='get_random_params'>ERKStrategy.get_random_params</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1516">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1516"><data value='get_random_params'>ERKStrategy.get_random_params</data></a></td>
                 <td>3</td>
                 <td>3</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 3">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1502">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1502"><data value='get_custom_description'>ERKStrategy.get_custom_description</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1532">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1532"><data value='get_custom_description'>ERKStrategy.get_custom_description</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1512">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1512"><data value='get_reference_value'>ERKStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1542">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1542"><data value='get_reference_value'>ERKStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1539">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1539"><data value='init__'>DoubleAdaptivityStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1569">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1569"><data value='init__'>DoubleAdaptivityStrategy.__init__</data></a></td>
                 <td>11</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="11 11">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1557">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1557"><data value='label'>DoubleAdaptivityStrategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1587">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1587"><data value='label'>DoubleAdaptivityStrategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1560">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1560"><data value='get_custom_description'>DoubleAdaptivityStrategy.get_custom_description</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1590">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1590"><data value='get_custom_description'>DoubleAdaptivityStrategy.get_custom_description</data></a></td>
                 <td>9</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="8 9">89%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1591">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1591"><data value='get_reference_value'>DoubleAdaptivityStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1621">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1621"><data value='get_reference_value'>DoubleAdaptivityStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1619">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1619"><data value='label'>AdaptivityAvoidRestartsStrategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1649">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1649"><data value='label'>AdaptivityAvoidRestartsStrategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1622">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1622"><data value='get_custom_description'>AdaptivityAvoidRestartsStrategy.get_custom_description</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1652">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1652"><data value='get_custom_description'>AdaptivityAvoidRestartsStrategy.get_custom_description</data></a></td>
                 <td>6</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="6 6">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1646">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1646"><data value='get_reference_value'>AdaptivityAvoidRestartsStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1676">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1676"><data value='get_reference_value'>AdaptivityAvoidRestartsStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1674">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1674"><data value='label'>AdaptivityInterpolationStrategy.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1704">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1704"><data value='label'>AdaptivityInterpolationStrategy.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1677">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1677"><data value='get_custom_description'>AdaptivityInterpolationStrategy.get_custom_description</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1707">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1707"><data value='get_custom_description'>AdaptivityInterpolationStrategy.get_custom_description</data></a></td>
                 <td>8</td>
                 <td>8</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 8">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1705">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1705"><data value='get_reference_value'>AdaptivityInterpolationStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1735">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1735"><data value='get_reference_value'>AdaptivityInterpolationStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>6</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 6">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1732">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1732"><data value='init__'>AdaptivityExtrapolationWithinQStrategy.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1762">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1762"><data value='init__'>AdaptivityExtrapolationWithinQStrategy.__init__</data></a></td>
                 <td>10</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="10 10">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1748">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1748"><data value='get_custom_description'>AdaptivityExtrapolationWithinQStrategy.get_custom_description</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1778">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1778"><data value='get_custom_description'>AdaptivityExtrapolationWithinQStrategy.get_custom_description</data></a></td>
                 <td>24</td>
                 <td>13</td>
                 <td>1</td>
                 <td class="right" data-ratio="11 24">46%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1801">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1801"><data value='get_reference_value'>AdaptivityExtrapolationWithinQStrategy.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1831">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1831"><data value='get_reference_value'>AdaptivityExtrapolationWithinQStrategy.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1828">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1828"><data value='init__'>AdaptivityPolynomialError.__init__</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1858">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1858"><data value='init__'>AdaptivityPolynomialError.__init__</data></a></td>
                 <td>13</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="13 13">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1847">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1847"><data value='get_custom_description'>AdaptivityPolynomialError.get_custom_description</data></a></td>
-                <td>35</td>
-                <td>17</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1877">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1877"><data value='get_custom_description'>AdaptivityPolynomialError.get_custom_description</data></a></td>
+                <td>47</td>
+                <td>25</td>
                 <td>1</td>
-                <td class="right" data-ratio="18 35">51%</td>
+                <td class="right" data-ratio="22 47">47%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1918">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1918"><data value='get_custom_description_for_faults'>AdaptivityPolynomialError.get_custom_description_for_faults</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1963">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1963"><data value='get_custom_description_for_faults'>AdaptivityPolynomialError.get_custom_description_for_faults</data></a></td>
                 <td>9</td>
                 <td>9</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 9">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1931">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1931"><data value='get_random_params'>AdaptivityPolynomialError.get_random_params</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1976">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1976"><data value='get_random_params'>AdaptivityPolynomialError.get_random_params</data></a></td>
                 <td>6</td>
                 <td>6</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 6">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1950">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1950"><data value='get_reference_value'>AdaptivityPolynomialError.get_reference_value</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1995">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1995"><data value='get_reference_value'>AdaptivityPolynomialError.get_reference_value</data></a></td>
                 <td>6</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="5 6">83%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1972">pySDC/projects/Resilience/strategies.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t1972"><data value='label'>AdaptivityPolynomialError.label</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t2017">pySDC/projects/Resilience/strategies.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html#t2017"><data value='label'>AdaptivityPolynomialError.label</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
@@ -15177,104 +15281,104 @@ <h2>
                 <td class="right" data-ratio="18 18">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t26">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t26"><data value='std_log'>std_log</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t27">pySDC/projects/Resilience/work_precision.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t27"><data value='std_log'>std_log</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t58">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t58"><data value='get_forbidden_combinations'>get_forbidden_combinations</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t60">pySDC/projects/Resilience/work_precision.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t60"><data value='get_forbidden_combinations'>get_forbidden_combinations</data></a></td>
                 <td>4</td>
                 <td>4</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 4">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t73">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t73"><data value='single_run'>single_run</data></a></td>
-                <td>39</td>
-                <td>39</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t83">pySDC/projects/Resilience/work_precision.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t83"><data value='single_run'>single_run</data></a></td>
+                <td>41</td>
+                <td>41</td>
                 <td>1</td>
-                <td class="right" data-ratio="0 39">0%</td>
+                <td class="right" data-ratio="0 41">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t172">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t172"><data value='get_parameter'>get_parameter</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t186">pySDC/projects/Resilience/work_precision.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t186"><data value='get_parameter'>get_parameter</data></a></td>
                 <td>3</td>
                 <td>3</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 3">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t189">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t189"><data value='set_parameter'>set_parameter</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t203">pySDC/projects/Resilience/work_precision.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t203"><data value='set_parameter'>set_parameter</data></a></td>
                 <td>3</td>
                 <td>3</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 3">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t207">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t207"><data value='get_path'>get_path</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t221">pySDC/projects/Resilience/work_precision.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t221"><data value='get_path'>get_path</data></a></td>
                 <td>1</td>
                 <td>1</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 1">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t226">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t226"><data value='record_work_precision'>record_work_precision</data></a></td>
-                <td>56</td>
-                <td>56</td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t240">pySDC/projects/Resilience/work_precision.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t240"><data value='record_work_precision'>record_work_precision</data></a></td>
+                <td>61</td>
+                <td>61</td>
                 <td>1</td>
-                <td class="right" data-ratio="0 56">0%</td>
+                <td class="right" data-ratio="0 61">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t358">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t358"><data value='load'>load</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t377">pySDC/projects/Resilience/work_precision.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t377"><data value='load'>load</data></a></td>
                 <td>5</td>
                 <td>5</td>
                 <td>1</td>
                 <td class="right" data-ratio="0 5">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t372">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t372"><data value='extract_data'>extract_data</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t391">pySDC/projects/Resilience/work_precision.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t391"><data value='extract_data'>extract_data</data></a></td>
                 <td>4</td>
                 <td>4</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 4">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t391">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t391"><data value='get_order'>get_order</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t410">pySDC/projects/Resilience/work_precision.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t410"><data value='get_order'>get_order</data></a></td>
                 <td>4</td>
                 <td>4</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 4">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t576">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t576"><data value='execute_configurations'>execute_configurations</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t596">pySDC/projects/Resilience/work_precision.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t596"><data value='execute_configurations'>execute_configurations</data></a></td>
                 <td>11</td>
                 <td>11</td>
                 <td>0</td>
                 <td class="right" data-ratio="0 11">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t658">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t658"><data value='get_configs'>get_configs</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t678">pySDC/projects/Resilience/work_precision.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t678"><data value='get_configs'>get_configs</data></a></td>
                 <td>174</td>
                 <td>174</td>
                 <td>1</td>
                 <td class="right" data-ratio="0 174">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t1529">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t1529"><data value='add_order_line'>add_order_line</data></a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t1549">pySDC/projects/Resilience/work_precision.py</a></td>
+                <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html#t1549"><data value='add_order_line'>add_order_line</data></a></td>
                 <td>8</td>
                 <td>8</td>
                 <td>0</td>
@@ -15283,10 +15387,10 @@ <h2>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html">pySDC/projects/Resilience/work_precision.py</a></td>
                 <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html"><data value=''><span class='no-noun'>(no function)</span></data></a></td>
-                <td>35</td>
-                <td>35</td>
+                <td>38</td>
+                <td>38</td>
                 <td>39</td>
-                <td class="right" data-ratio="0 35">0%</td>
+                <td class="right" data-ratio="0 38">0%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_327f90590a9d3ec6_SDC_timing_Fisher_py.html#t20">pySDC/projects/SDC_showdown/SDC_timing_Fisher.py</a></td>
@@ -16900,9 +17004,9 @@ <h2>
                 <td class="name left"><a href="z_064a9f2a35945611_generate_statistics_py.html#t251">pySDC/projects/soft_failure/generate_statistics.py</a></td>
                 <td class="name left"><a href="z_064a9f2a35945611_generate_statistics_py.html#t251"><data value='process_statistics'>process_statistics</data></a></td>
                 <td>68</td>
+                <td>1</td>
                 <td>0</td>
-                <td>0</td>
-                <td class="right" data-ratio="68 68">100%</td>
+                <td class="right" data-ratio="67 68">99%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_064a9f2a35945611_generate_statistics_py.html#t378">pySDC/projects/soft_failure/generate_statistics.py</a></td>
@@ -16980,9 +17084,9 @@ <h2>
                 <td class="name left"><a href="z_064a9f2a35945611_implicit_sweeper_faults_py.html#t174">pySDC/projects/soft_failure/implicit_sweeper_faults.py</a></td>
                 <td class="name left"><a href="z_064a9f2a35945611_implicit_sweeper_faults_py.html#t174"><data value='detect_fault'>implicit_sweeper_faults.detect_fault</data></a></td>
                 <td>15</td>
+                <td>3</td>
                 <td>0</td>
-                <td>0</td>
-                <td class="right" data-ratio="15 15">100%</td>
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@@ -17741,23 +17845,23 @@ <h2>
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-                <td>27637</td>
-                <td>5931</td>
-                <td>5304</td>
-                <td class="right" data-ratio="21706 27637">79%</td>
+                <td>27907</td>
+                <td>6148</td>
+                <td>5375</td>
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-        <p>152 empty functions skipped.</p>
+        <p>155 empty functions skipped.</p>
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 <footer>
     <div class="content">
         <p>
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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     </div>
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diff --git a/coverage/index.html b/coverage/index.html
index ab87f03ef9..967234519d 100644
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@@ -11,7 +11,7 @@
 <header>
     <div class="content">
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@@ -54,7 +54,7 @@ <h2>
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         <p class="text">
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </header>
@@ -165,7 +165,7 @@ <h2>
                 <td class="name left"><a href="z_41564483689e14fd_plot_helper_py.html">pySDC/helpers/plot_helper.py</a></td>
                 <td>33</td>
                 <td>2</td>
-                <td>38</td>
+                <td>40</td>
                 <td class="right" data-ratio="31 33">94%</td>
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             <tr class="region">
@@ -338,10 +338,10 @@ <h2>
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             <tr class="region">
                 <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html">pySDC/implementations/convergence_controller_classes/step_size_limiter.py</a></td>
-                <td>43</td>
-                <td>0</td>
-                <td>2</td>
-                <td class="right" data-ratio="43 43">100%</td>
+                <td>63</td>
+                <td>9</td>
+                <td>3</td>
+                <td class="right" data-ratio="54 63">86%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_c28af68f8f845bbd_store_uold_py.html">pySDC/implementations/convergence_controller_classes/store_uold.py</a></td>
@@ -731,9 +731,9 @@ <h2>
             <tr class="region">
                 <td class="name left"><a href="z_91faa57f8583c837_Van_der_Pol_implicit_py.html">pySDC/implementations/problem_classes/Van_der_Pol_implicit.py</a></td>
                 <td>57</td>
+                <td>3</td>
                 <td>2</td>
-                <td>2</td>
-                <td class="right" data-ratio="55 57">96%</td>
+                <td class="right" data-ratio="54 57">95%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_91faa57f8583c837_VorticityVelocity_2D_FEniCS_periodic_py.html">pySDC/implementations/problem_classes/VorticityVelocity_2D_FEniCS_periodic.py</a></td>
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             <tr class="region">
                 <td class="name left"><a href="z_91faa57f8583c837_generic_spectral_py.html">pySDC/implementations/problem_classes/generic_spectral.py</a></td>
-                <td>141</td>
-                <td>60</td>
+                <td>147</td>
+                <td>65</td>
                 <td>4</td>
-                <td class="right" data-ratio="81 141">57%</td>
+                <td class="right" data-ratio="82 147">56%</td>
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             <tr class="region">
                 <td class="name left"><a href="z_91faa57f8583c837_nonlinear_ODE_1_py.html">pySDC/implementations/problem_classes/nonlinear_ODE_1.py</a></td>
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-                <td>286</td>
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                 <td>18</td>
                 <td>18</td>
-                <td class="right" data-ratio="268 286">94%</td>
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             <tr class="region">
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             </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_5893b65af8042ae2_RBC_py.html">pySDC/projects/Resilience/RBC.py</a></td>
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+                <td>152</td>
+                <td>3</td>
+                <td class="right" data-ratio="35 187">19%</td>
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             <tr class="region">
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                 <td>82</td>
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             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_fault_stats_py.html">pySDC/projects/Resilience/fault_stats.py</a></td>
-                <td>437</td>
-                <td>181</td>
+                <td>444</td>
+                <td>187</td>
                 <td>656</td>
-                <td class="right" data-ratio="256 437">59%</td>
+                <td class="right" data-ratio="257 444">58%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_heat_py.html">pySDC/projects/Resilience/heat.py</a></td>
@@ -1719,7 +1726,7 @@ <h2>
                 <td class="name left"><a href="z_5893b65af8042ae2_paper_plots_py.html">pySDC/projects/Resilience/paper_plots.py</a></td>
                 <td>26</td>
                 <td>26</td>
-                <td>509</td>
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             </tr>
             <tr class="region">
@@ -1738,10 +1745,10 @@ <h2>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_strategies_py.html">pySDC/projects/Resilience/strategies.py</a></td>
-                <td>867</td>
-                <td>244</td>
+                <td>905</td>
+                <td>274</td>
                 <td>11</td>
-                <td class="right" data-ratio="623 867">72%</td>
+                <td class="right" data-ratio="631 905">70%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_sweepers_py.html">pySDC/projects/Resilience/sweepers.py</a></td>
@@ -1759,10 +1766,10 @@ <h2>
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             <tr class="region">
                 <td class="name left"><a href="z_5893b65af8042ae2_work_precision_py.html">pySDC/projects/Resilience/work_precision.py</a></td>
-                <td>348</td>
-                <td>348</td>
-                <td>464</td>
-                <td class="right" data-ratio="0 348">0%</td>
+                <td>358</td>
+                <td>358</td>
+                <td>465</td>
+                <td class="right" data-ratio="0 358">0%</td>
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             <tr class="region">
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                 <td class="name left"><a href="z_064a9f2a35945611_generate_statistics_py.html">pySDC/projects/soft_failure/generate_statistics.py</a></td>
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-                <td>49</td>
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                 <td>16</td>
-                <td class="right" data-ratio="150 199">75%</td>
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                 <td>144</td>
-                <td>5</td>
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-                <td class="right" data-ratio="139 144">97%</td>
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-                <td>27637</td>
-                <td>5931</td>
-                <td>5307</td>
-                <td class="right" data-ratio="21706 27637">79%</td>
+                <td>27907</td>
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+                <td>5378</td>
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             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -196,7 +196,7 @@ <h2>
             <a class="nav" href="z_020efe120a771d8a_hamiltonian_output_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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diff --git a/coverage/z_020efe120a771d8a_hamiltonian_output_py.html b/coverage/z_020efe120a771d8a_hamiltonian_output_py.html
index 88d46b04a2..ebd8f8914c 100644
--- a/coverage/z_020efe120a771d8a_hamiltonian_output_py.html
+++ b/coverage/z_020efe120a771d8a_hamiltonian_output_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_020efe120a771d8a_harmonic_oscillator_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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@@ -170,7 +170,7 @@ <h2>
             <a class="nav" href="z_020efe120a771d8a_harmonic_oscillator_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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diff --git a/coverage/z_020efe120a771d8a_harmonic_oscillator_py.html b/coverage/z_020efe120a771d8a_harmonic_oscillator_py.html
index 929dbd8107..6715101e20 100644
--- a/coverage/z_020efe120a771d8a_harmonic_oscillator_py.html
+++ b/coverage/z_020efe120a771d8a_harmonic_oscillator_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_020efe120a771d8a_simple_problems_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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@@ -254,7 +254,7 @@ <h2>
             <a class="nav" href="z_020efe120a771d8a_simple_problems_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
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-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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 </footer>
diff --git a/coverage/z_020efe120a771d8a_simple_problems_py.html b/coverage/z_020efe120a771d8a_simple_problems_py.html
index 81a3141575..872aaa4275 100644
--- a/coverage/z_020efe120a771d8a_simple_problems_py.html
+++ b/coverage/z_020efe120a771d8a_simple_problems_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_020efe120a771d8a_solar_system_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
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             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -323,7 +323,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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diff --git a/coverage/z_020efe120a771d8a_solar_system_py.html b/coverage/z_020efe120a771d8a_solar_system_py.html
index 625c27ae6a..51412091ea 100644
--- a/coverage/z_020efe120a771d8a_solar_system_py.html
+++ b/coverage/z_020efe120a771d8a_solar_system_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_020efe120a771d8a_stop_at_error_hook_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -365,7 +365,7 @@ <h2>
             <a class="nav" href="z_020efe120a771d8a_stop_at_error_hook_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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diff --git a/coverage/z_020efe120a771d8a_stop_at_error_hook_py.html b/coverage/z_020efe120a771d8a_stop_at_error_hook_py.html
index 16315fcb01..416a333be5 100644
--- a/coverage/z_020efe120a771d8a_stop_at_error_hook_py.html
+++ b/coverage/z_020efe120a771d8a_stop_at_error_hook_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_6211a37896fa1d13_my_mesh_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
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-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -117,7 +117,7 @@ <h2>
             <a class="nav" href="z_6211a37896fa1d13_my_mesh_py.html">&#xbb; next</a>
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             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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diff --git a/coverage/z_04cb75334c2a5eef_data_management_py.html b/coverage/z_04cb75334c2a5eef_data_management_py.html
index 5fa4f9ac38..9a89e8d89c 100644
--- a/coverage/z_04cb75334c2a5eef_data_management_py.html
+++ b/coverage/z_04cb75334c2a5eef_data_management_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_74ce84641ea8e5a0_controller_MPI_scorep_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -196,7 +196,7 @@ <h2>
             <a class="nav" href="z_74ce84641ea8e5a0_controller_MPI_scorep_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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 </footer>
diff --git a/coverage/z_064a9f2a35945611_FaultHooks_py.html b/coverage/z_064a9f2a35945611_FaultHooks_py.html
index 6ad09a79c5..468cb349d2 100644
--- a/coverage/z_064a9f2a35945611_FaultHooks_py.html
+++ b/coverage/z_064a9f2a35945611_FaultHooks_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_064a9f2a35945611_generate_statistics_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -135,7 +135,7 @@ <h2>
             <a class="nav" href="z_064a9f2a35945611_generate_statistics_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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     </div>
 </footer>
diff --git a/coverage/z_064a9f2a35945611_generate_statistics_py.html b/coverage/z_064a9f2a35945611_generate_statistics_py.html
index 1b201adeab..972e7510a1 100644
--- a/coverage/z_064a9f2a35945611_generate_statistics_py.html
+++ b/coverage/z_064a9f2a35945611_generate_statistics_py.html
@@ -55,8 +55,8 @@ <h1>
         </aside>
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-            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">150<span class="text"> run</span></button>
-            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">49<span class="text"> missing</span></button>
+            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">149<span class="text"> run</span></button>
+            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">50<span class="text"> missing</span></button>
             <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">16<span class="text"> excluded</span></button>
         </h2>
         <p class="text">
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_064a9f2a35945611_implicit_sweeper_faults_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -364,7 +364,7 @@ <h2>
     <p class="pln"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t">        <span class="com"># calculate minimal, maximal, mean residual vectors</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">minlen</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">            <span class="key">if</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isnan</span><span class="op">(</span><span class="nam">residuals</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span> <span class="key">or</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isinf</span><span class="op">(</span><span class="nam">residuals</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t">                <span class="nam">residuals</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="num">1000</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t">                <span class="nam">residuals</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="num">1000</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t">            <span class="nam">minres</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">min</span><span class="op">(</span><span class="nam">minres</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">residuals</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t">            <span class="nam">maxres</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">max</span><span class="op">(</span><span class="nam">maxres</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">residuals</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t">            <span class="nam">meanres</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">+=</span> <span class="nam">residuals</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
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             <a class="nav" href="z_064a9f2a35945611_implicit_sweeper_faults_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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diff --git a/coverage/z_064a9f2a35945611_implicit_sweeper_faults_py.html b/coverage/z_064a9f2a35945611_implicit_sweeper_faults_py.html
index 0ce0fdbf8d..14bc704e34 100644
--- a/coverage/z_064a9f2a35945611_implicit_sweeper_faults_py.html
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@@ -2,7 +2,7 @@
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 <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-    <title>Coverage for pySDC/projects/soft_failure/implicit_sweeper_faults.py: 97%</title>
+    <title>Coverage for pySDC/projects/soft_failure/implicit_sweeper_faults.py: 94%</title>
     <link rel="icon" sizes="32x32" href="favicon_32_cb_58284776.png">
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-            <span class="pc_cov">97%</span>
+            <span class="pc_cov">94%</span>
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-            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">5<span class="text"> missing</span></button>
+            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">136<span class="text"> run</span></button>
+            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">8<span class="text"> missing</span></button>
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@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_064a9f2a35945611_visualization_helper_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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@@ -280,10 +280,10 @@ <h2>
     <p class="run"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fault_stats</span><span class="op">.</span><span class="nam">nfaults_detected</span> <span class="op">+=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
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+    <p class="mis show_mis"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fault_stats</span><span class="op">.</span><span class="nam">nfalse_positives</span> <span class="op">+=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
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-    <p class="run"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t">            <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">in_correction</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">fault_stats</span><span class="op">.</span><span class="nam">nfalse_positives_in_correction</span> <span class="op">+=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t">            <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">in_correction</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">fault_stats</span><span class="op">.</span><span class="nam">nfalse_positives_in_correction</span> <span class="op">+=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">        <span class="com"># fault injected but no fault detected -> meh!</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">fault_injected</span> <span class="key">and</span> <span class="key">not</span> <span class="nam">self</span><span class="op">.</span><span class="nam">fault_detected</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">fault_stats</span><span class="op">.</span><span class="nam">nfaults_missed</span> <span class="op">+=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
@@ -416,7 +416,7 @@ <h2>
             <a class="nav" href="z_064a9f2a35945611_visualization_helper_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
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-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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index 0e17df9f88..5f02e9d946 100644
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+            created at 2024-10-21 15:25 +0000
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-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -125,91 +125,93 @@ <h2>
     <p class="exc show_exc"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t">        <span class="str">'JSC_beamer'</span><span class="op">:</span> <span class="num">426.79135</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t">        <span class="str">'Springer_Numerical_Algorithms'</span><span class="op">:</span> <span class="num">338.58778</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t">        <span class="str">'JSC_thesis'</span><span class="op">:</span> <span class="num">434.26027</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t">    <span class="com"># store text height in points here, get this from LaTeX using \the\textheight</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t">    <span class="nam">textheights</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t">        <span class="str">'JSC_beamer'</span><span class="op">:</span> <span class="num">214.43411</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">        <span class="str">'JSC_thesis'</span><span class="op">:</span> <span class="num">635.5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t">    <span class="key">assert</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t">        <span class="nam">journal</span> <span class="key">in</span> <span class="nam">textwidths</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t">    <span class="op">)</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">Textwidth only available for </span><span class="op">{</span><span class="nam">list</span><span class="op">(</span><span class="nam">textwidths</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">}</span><span class="fst">. Please implement one for \"</span><span class="op">{</span><span class="nam">journal</span><span class="op">}</span><span class="fst">\"! Get the textwidth using \"\\the\\textwidth\" in your tex file.</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t">    <span class="com"># see if the figure fits on the page or if we need to apply the scaling to the height instead</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t">    <span class="key">if</span> <span class="nam">scale</span> <span class="op">*</span> <span class="nam">ratio</span> <span class="op">*</span> <span class="nam">textwidths</span><span class="op">[</span><span class="nam">journal</span><span class="op">]</span> <span class="op">></span> <span class="nam">textheights</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">journal</span><span class="op">,</span> <span class="num">1e9</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t">        <span class="key">if</span> <span class="nam">textheights</span><span class="op">[</span><span class="nam">journal</span><span class="op">]</span> <span class="op">/</span> <span class="nam">scale</span> <span class="op">/</span> <span class="nam">ratio</span> <span class="op">></span> <span class="nam">textwidths</span><span class="op">[</span><span class="nam">journal</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">            <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t">                <span class="fst">f"</span><span class="fst">We cannot fit figure with scale </span><span class="op">{</span><span class="nam">scale</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst"> and ratio </span><span class="op">{</span><span class="nam">ratio</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst"> on the page for journal </span><span class="op">{</span><span class="nam">journal</span><span class="op">}</span><span class="fst">!</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t">        <span class="key">return</span> <span class="nam">figsize</span><span class="op">(</span><span class="nam">textheights</span><span class="op">[</span><span class="nam">journal</span><span class="op">]</span> <span class="op">/</span> <span class="op">(</span><span class="nam">scale</span> <span class="op">*</span> <span class="nam">ratio</span><span class="op">)</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="nam">ratio</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t">    <span class="key">return</span> <span class="nam">figsize</span><span class="op">(</span><span class="nam">textwidths</span><span class="op">[</span><span class="nam">journal</span><span class="op">]</span><span class="op">,</span> <span class="nam">scale</span><span class="op">,</span> <span class="nam">ratio</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t"><span class="key">def</span> <span class="nam">setup_mpl</span><span class="op">(</span><span class="nam">font_size</span><span class="op">=</span><span class="num">8</span><span class="op">,</span> <span class="nam">reset</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t">    <span class="key">if</span> <span class="nam">reset</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t">        <span class="nam">mpl</span><span class="op">.</span><span class="nam">rcParams</span><span class="op">.</span><span class="nam">update</span><span class="op">(</span><span class="nam">default_mpl_params</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">    <span class="com"># Set up plotting parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">    <span class="nam">style_options</span> <span class="op">=</span> <span class="op">{</span>  <span class="com"># setup matplotlib to use latex for output</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t">        <span class="str">"font.family"</span><span class="op">:</span> <span class="str">"serif"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">        <span class="str">"font.serif"</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span>  <span class="com"># blank entries should cause plots to inherit fonts from the document</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">        <span class="str">"font.sans-serif"</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t">        <span class="str">"font.monospace"</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t">        <span class="com"># "axes.labelsize": 8,  # LaTeX default is 10pt font.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t">        <span class="str">"axes.linewidth"</span><span class="op">:</span> <span class="num">0.5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t">        <span class="str">"font.size"</span><span class="op">:</span> <span class="nam">font_size</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t">        <span class="com"># "legend.fontsize": 6,  # Make the legend/label fonts a little smaller</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t">        <span class="str">"legend.numpoints"</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">        <span class="com"># "xtick.labelsize": 6,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t">        <span class="str">"xtick.major.width"</span><span class="op">:</span> <span class="num">0.5</span><span class="op">,</span>  <span class="com"># major tick width in points</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t">        <span class="str">"xtick.minor.width"</span><span class="op">:</span> <span class="num">0.25</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t">        <span class="com"># "ytick.labelsize": 6,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t">        <span class="str">"ytick.major.width"</span><span class="op">:</span> <span class="num">0.5</span><span class="op">,</span>  <span class="com"># major tick width in points</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">        <span class="str">"ytick.minor.width"</span><span class="op">:</span> <span class="num">0.25</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t">        <span class="str">"lines.markersize"</span><span class="op">:</span> <span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t">        <span class="str">"lines.markeredgewidth"</span><span class="op">:</span> <span class="num">0.5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">        <span class="str">"grid.linewidth"</span><span class="op">:</span> <span class="num">0.5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t">        <span class="str">"grid.linestyle"</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t">        <span class="str">"grid.alpha"</span><span class="op">:</span> <span class="num">0.25</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t">        <span class="str">"figure.subplot.hspace"</span><span class="op">:</span> <span class="num">0.0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t">        <span class="str">"savefig.pad_inches"</span><span class="op">:</span> <span class="num">0.01</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t">    <span class="nam">mpl</span><span class="op">.</span><span class="nam">rcParams</span><span class="op">.</span><span class="nam">update</span><span class="op">(</span><span class="nam">style_options</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t">        <span class="str">'TUHH_thesis'</span><span class="op">:</span> <span class="num">426.79135</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t">    <span class="com"># store text height in points here, get this from LaTeX using \the\textheight</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t">    <span class="nam">textheights</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">        <span class="str">'JSC_beamer'</span><span class="op">:</span> <span class="num">214.43411</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">        <span class="str">'JSC_thesis'</span><span class="op">:</span> <span class="num">635.5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t">        <span class="str">'TUHH_thesis'</span><span class="op">:</span> <span class="num">631.65118</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t">    <span class="key">assert</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t">        <span class="nam">journal</span> <span class="key">in</span> <span class="nam">textwidths</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t">    <span class="op">)</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">Textwidth only available for </span><span class="op">{</span><span class="nam">list</span><span class="op">(</span><span class="nam">textwidths</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">}</span><span class="fst">. Please implement one for \"</span><span class="op">{</span><span class="nam">journal</span><span class="op">}</span><span class="fst">\"! Get the textwidth using \"\\the\\textwidth\" in your tex file.</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t">    <span class="com"># see if the figure fits on the page or if we need to apply the scaling to the height instead</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">    <span class="key">if</span> <span class="nam">scale</span> <span class="op">*</span> <span class="nam">ratio</span> <span class="op">*</span> <span class="nam">textwidths</span><span class="op">[</span><span class="nam">journal</span><span class="op">]</span> <span class="op">></span> <span class="nam">textheights</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">journal</span><span class="op">,</span> <span class="num">1e9</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t">        <span class="key">if</span> <span class="nam">textheights</span><span class="op">[</span><span class="nam">journal</span><span class="op">]</span> <span class="op">/</span> <span class="nam">scale</span> <span class="op">/</span> <span class="nam">ratio</span> <span class="op">></span> <span class="nam">textwidths</span><span class="op">[</span><span class="nam">journal</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t">            <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t">                <span class="fst">f"</span><span class="fst">We cannot fit figure with scale </span><span class="op">{</span><span class="nam">scale</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst"> and ratio </span><span class="op">{</span><span class="nam">ratio</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst"> on the page for journal </span><span class="op">{</span><span class="nam">journal</span><span class="op">}</span><span class="fst">!</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t">        <span class="key">return</span> <span class="nam">figsize</span><span class="op">(</span><span class="nam">textheights</span><span class="op">[</span><span class="nam">journal</span><span class="op">]</span> <span class="op">/</span> <span class="op">(</span><span class="nam">scale</span> <span class="op">*</span> <span class="nam">ratio</span><span class="op">)</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="nam">ratio</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t">    <span class="key">return</span> <span class="nam">figsize</span><span class="op">(</span><span class="nam">textwidths</span><span class="op">[</span><span class="nam">journal</span><span class="op">]</span><span class="op">,</span> <span class="nam">scale</span><span class="op">,</span> <span class="nam">ratio</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t"><span class="key">def</span> <span class="nam">setup_mpl</span><span class="op">(</span><span class="nam">font_size</span><span class="op">=</span><span class="num">8</span><span class="op">,</span> <span class="nam">reset</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">    <span class="key">if</span> <span class="nam">reset</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">        <span class="nam">mpl</span><span class="op">.</span><span class="nam">rcParams</span><span class="op">.</span><span class="nam">update</span><span class="op">(</span><span class="nam">default_mpl_params</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t">    <span class="com"># Set up plotting parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">    <span class="nam">style_options</span> <span class="op">=</span> <span class="op">{</span>  <span class="com"># setup matplotlib to use latex for output</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">        <span class="str">"font.family"</span><span class="op">:</span> <span class="str">"serif"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t">        <span class="str">"font.serif"</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span>  <span class="com"># blank entries should cause plots to inherit fonts from the document</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t">        <span class="str">"font.sans-serif"</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t">        <span class="str">"font.monospace"</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t">        <span class="com"># "axes.labelsize": 8,  # LaTeX default is 10pt font.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t">        <span class="str">"axes.linewidth"</span><span class="op">:</span> <span class="num">0.5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t">        <span class="str">"font.size"</span><span class="op">:</span> <span class="nam">font_size</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">        <span class="com"># "legend.fontsize": 6,  # Make the legend/label fonts a little smaller</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t">        <span class="str">"legend.numpoints"</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t">        <span class="com"># "xtick.labelsize": 6,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t">        <span class="str">"xtick.major.width"</span><span class="op">:</span> <span class="num">0.5</span><span class="op">,</span>  <span class="com"># major tick width in points</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t">        <span class="str">"xtick.minor.width"</span><span class="op">:</span> <span class="num">0.25</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">        <span class="com"># "ytick.labelsize": 6,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t">        <span class="str">"ytick.major.width"</span><span class="op">:</span> <span class="num">0.5</span><span class="op">,</span>  <span class="com"># major tick width in points</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t">        <span class="str">"ytick.minor.width"</span><span class="op">:</span> <span class="num">0.25</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">        <span class="str">"lines.markersize"</span><span class="op">:</span> <span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t">        <span class="str">"lines.markeredgewidth"</span><span class="op">:</span> <span class="num">0.5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t">        <span class="str">"grid.linewidth"</span><span class="op">:</span> <span class="num">0.5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t">        <span class="str">"grid.linestyle"</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t">        <span class="str">"grid.alpha"</span><span class="op">:</span> <span class="num">0.25</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t">        <span class="str">"figure.subplot.hspace"</span><span class="op">:</span> <span class="num">0.0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t">        <span class="str">"savefig.pad_inches"</span><span class="op">:</span> <span class="num">0.01</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t">    <span class="key">if</span> <span class="nam">find_executable</span><span class="op">(</span><span class="str">'latex'</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t">        <span class="nam">latex_support</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t">            <span class="str">"pgf.texsystem"</span><span class="op">:</span> <span class="str">"pdflatex"</span><span class="op">,</span>  <span class="com"># change this if using xetex or lautex</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t">            <span class="str">"text.usetex"</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>  <span class="com"># use LaTeX to write all text</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t">            <span class="str">"pgf.preamble"</span><span class="op">:</span> <span class="str">r"\usepackage[utf8x]{inputenc}"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t">            <span class="str">r"\usepackage[T1]{fontenc}"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t">            <span class="str">r"\usepackage{underscore}"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t">            <span class="str">r"\usepackage{amsmath,amssymb,marvosym}"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t">        <span class="nam">latex_support</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">            <span class="str">"text.usetex"</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>  <span class="com"># use LaTeX to write all text</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">    <span class="nam">mpl</span><span class="op">.</span><span class="nam">rcParams</span><span class="op">.</span><span class="nam">update</span><span class="op">(</span><span class="nam">latex_support</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">close</span><span class="op">(</span><span class="str">'all'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t"><span class="key">def</span> <span class="nam">newfig</span><span class="op">(</span><span class="nam">textwidth</span><span class="op">,</span> <span class="nam">scale</span><span class="op">,</span> <span class="nam">ratio</span><span class="op">=</span><span class="num">0.6180339887</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">clf</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize</span><span class="op">(</span><span class="nam">textwidth</span><span class="op">,</span> <span class="nam">scale</span><span class="op">,</span> <span class="nam">ratio</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t">    <span class="key">return</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"><span class="key">def</span> <span class="nam">savefig</span><span class="op">(</span><span class="nam">filename</span><span class="op">,</span> <span class="nam">save_pdf</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">save_pgf</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">save_png</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t">    <span class="key">if</span> <span class="nam">save_pgf</span> <span class="key">and</span> <span class="nam">find_executable</span><span class="op">(</span><span class="str">'latex'</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="str">'{}.pgf'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">filename</span><span class="op">)</span><span class="op">,</span> <span class="nam">bbox_inches</span><span class="op">=</span><span class="str">'tight'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t">    <span class="key">if</span> <span class="nam">save_pdf</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="str">'{}.pdf'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">filename</span><span class="op">)</span><span class="op">,</span> <span class="nam">bbox_inches</span><span class="op">=</span><span class="str">'tight'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t">    <span class="key">if</span> <span class="nam">save_png</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="str">'{}.png'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">filename</span><span class="op">)</span><span class="op">,</span> <span class="nam">bbox_inches</span><span class="op">=</span><span class="str">'tight'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">close</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t">    <span class="nam">mpl</span><span class="op">.</span><span class="nam">rcParams</span><span class="op">.</span><span class="nam">update</span><span class="op">(</span><span class="nam">style_options</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t">    <span class="key">if</span> <span class="nam">find_executable</span><span class="op">(</span><span class="str">'latex'</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t">        <span class="nam">latex_support</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t">            <span class="str">"pgf.texsystem"</span><span class="op">:</span> <span class="str">"pdflatex"</span><span class="op">,</span>  <span class="com"># change this if using xetex or lautex</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t">            <span class="str">"text.usetex"</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>  <span class="com"># use LaTeX to write all text</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t">            <span class="str">"pgf.preamble"</span><span class="op">:</span> <span class="str">r"\usepackage[utf8x]{inputenc}"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t">            <span class="str">r"\usepackage[T1]{fontenc}"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t">            <span class="str">r"\usepackage{underscore}"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t">            <span class="str">r"\usepackage{amsmath,amssymb,marvosym}"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">        <span class="nam">latex_support</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t">            <span class="str">"text.usetex"</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>  <span class="com"># use LaTeX to write all text</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t">    <span class="nam">mpl</span><span class="op">.</span><span class="nam">rcParams</span><span class="op">.</span><span class="nam">update</span><span class="op">(</span><span class="nam">latex_support</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">close</span><span class="op">(</span><span class="str">'all'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"><span class="key">def</span> <span class="nam">newfig</span><span class="op">(</span><span class="nam">textwidth</span><span class="op">,</span> <span class="nam">scale</span><span class="op">,</span> <span class="nam">ratio</span><span class="op">=</span><span class="num">0.6180339887</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">clf</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize</span><span class="op">(</span><span class="nam">textwidth</span><span class="op">,</span> <span class="nam">scale</span><span class="op">,</span> <span class="nam">ratio</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t">    <span class="key">return</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"><span class="key">def</span> <span class="nam">savefig</span><span class="op">(</span><span class="nam">filename</span><span class="op">,</span> <span class="nam">save_pdf</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">save_pgf</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">save_png</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t">    <span class="key">if</span> <span class="nam">save_pgf</span> <span class="key">and</span> <span class="nam">find_executable</span><span class="op">(</span><span class="str">'latex'</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="str">'{}.pgf'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">filename</span><span class="op">)</span><span class="op">,</span> <span class="nam">bbox_inches</span><span class="op">=</span><span class="str">'tight'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t">    <span class="key">if</span> <span class="nam">save_pdf</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="str">'{}.pdf'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">filename</span><span class="op">)</span><span class="op">,</span> <span class="nam">bbox_inches</span><span class="op">=</span><span class="str">'tight'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">    <span class="key">if</span> <span class="nam">save_png</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="str">'{}.png'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">filename</span><span class="op">)</span><span class="op">,</span> <span class="nam">bbox_inches</span><span class="op">=</span><span class="str">'tight'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">close</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 </main>
 <footer>
     <div class="content">
@@ -219,7 +221,7 @@ <h2>
             <a class="nav" href="z_41564483689e14fd_problem_helper_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
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diff --git a/coverage/z_41564483689e14fd_problem_helper_py.html b/coverage/z_41564483689e14fd_problem_helper_py.html
index d3ffe92bdb..e8d91ae577 100644
--- a/coverage/z_41564483689e14fd_problem_helper_py.html
+++ b/coverage/z_41564483689e14fd_problem_helper_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_41564483689e14fd_pysdc_helper_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -358,7 +358,7 @@ <h2>
             <a class="nav" href="z_41564483689e14fd_pysdc_helper_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
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diff --git a/coverage/z_41564483689e14fd_pysdc_helper_py.html b/coverage/z_41564483689e14fd_pysdc_helper_py.html
index c5e5265ee3..f6a693837f 100644
--- a/coverage/z_41564483689e14fd_pysdc_helper_py.html
+++ b/coverage/z_41564483689e14fd_pysdc_helper_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_41564483689e14fd_setup_helper_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -97,7 +97,7 @@ <h2>
     <p class="pln"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t">    <span class="key">def</span> <span class="nam">__setattr__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">value</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"><span class="str">        Function called when setting arttributes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"><span class="str">        Function called when setting attributes</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"><span class="str">            key: the attribute</span>&nbsp;</span><span class="r"></span></p>
@@ -117,7 +117,7 @@ <h2>
     <p class="run"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t">        <span class="key">if</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">attrs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t">            <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__getattr__</span><span class="op">(</span><span class="nam">key</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t">            <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__getattribute__</span><span class="op">(</span><span class="nam">key</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t">    <span class="key">def</span> <span class="nam">add_attr</span><span class="op">(</span><span class="nam">cls</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">raise_error_if_exists</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
@@ -171,7 +171,7 @@ <h2>
             <a class="nav" href="z_41564483689e14fd_setup_helper_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_41564483689e14fd_setup_helper_py.html b/coverage/z_41564483689e14fd_setup_helper_py.html
index a72b26236c..6f174dbb23 100644
--- a/coverage/z_41564483689e14fd_setup_helper_py.html
+++ b/coverage/z_41564483689e14fd_setup_helper_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_41564483689e14fd_spectral_helper_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -134,7 +134,7 @@ <h2>
             <a class="nav" href="z_41564483689e14fd_spectral_helper_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_41564483689e14fd_spectral_helper_py.html b/coverage/z_41564483689e14fd_spectral_helper_py.html
index ae7a6a8f3d..9654923ab0 100644
--- a/coverage/z_41564483689e14fd_spectral_helper_py.html
+++ b/coverage/z_41564483689e14fd_spectral_helper_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_41564483689e14fd_stats_helper_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -2122,7 +2122,7 @@ <h2>
             <a class="nav" href="z_41564483689e14fd_stats_helper_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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     </div>
 </footer>
diff --git a/coverage/z_41564483689e14fd_stats_helper_py.html b/coverage/z_41564483689e14fd_stats_helper_py.html
index 74928ab39e..7b4c408315 100644
--- a/coverage/z_41564483689e14fd_stats_helper_py.html
+++ b/coverage/z_41564483689e14fd_stats_helper_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_41564483689e14fd_testing_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -200,7 +200,7 @@ <h2>
             <a class="nav" href="z_41564483689e14fd_testing_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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     </div>
 </footer>
diff --git a/coverage/z_41564483689e14fd_testing_py.html b/coverage/z_41564483689e14fd_testing_py.html
index 4ca592c825..613bfd77c3 100644
--- a/coverage/z_41564483689e14fd_testing_py.html
+++ b/coverage/z_41564483689e14fd_testing_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_41564483689e14fd_transfer_helper_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -193,7 +193,7 @@ <h2>
             <a class="nav" href="z_41564483689e14fd_transfer_helper_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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diff --git a/coverage/z_41564483689e14fd_transfer_helper_py.html b/coverage/z_41564483689e14fd_transfer_helper_py.html
index 9bafd4ed28..24eaaf138e 100644
--- a/coverage/z_41564483689e14fd_transfer_helper_py.html
+++ b/coverage/z_41564483689e14fd_transfer_helper_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_41564483689e14fd_visualization_tools_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
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-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -362,7 +362,7 @@ <h2>
             <a class="nav" href="z_41564483689e14fd_visualization_tools_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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diff --git a/coverage/z_41564483689e14fd_visualization_tools_py.html b/coverage/z_41564483689e14fd_visualization_tools_py.html
index 1e29e38d6a..791b4b0079 100644
--- a/coverage/z_41564483689e14fd_visualization_tools_py.html
+++ b/coverage/z_41564483689e14fd_visualization_tools_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_d6839539e65473f5_controller_MPI_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
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-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -158,7 +158,7 @@ <h2>
             <a class="nav" href="z_d6839539e65473f5_controller_MPI_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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diff --git a/coverage/z_4234e39c002aaf5f_Parabolic_DCT_py.html b/coverage/z_4234e39c002aaf5f_Parabolic_DCT_py.html
index 00a50ca1a5..38d47df468 100644
--- a/coverage/z_4234e39c002aaf5f_Parabolic_DCT_py.html
+++ b/coverage/z_4234e39c002aaf5f_Parabolic_DCT_py.html
@@ -65,7 +65,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
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-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -429,7 +429,7 @@ <h2>
             <a class="nav" href="z_5a4fc9be2b02ba20_run_MonodomainODE_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
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+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+    <title>Coverage for pySDC/projects/Resilience/RBC.py: 19%</title>
+    <link rel="icon" sizes="32x32" href="favicon_32_cb_58284776.png">
+    <link rel="stylesheet" href="style_cb_8e611ae1.css" type="text/css">
+    <script src="coverage_html_cb_6fb7b396.js" defer></script>
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+<body class="pyfile">
+<header>
+    <div class="content">
+        <h1>
+            <span class="text">Coverage for </span><b>pySDC/projects/Resilience/RBC.py</b>:
+            <span class="pc_cov">19%</span>
+        </h1>
+        <aside id="help_panel_wrapper">
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+        <h2>
+            <span class="text">187 statements &nbsp;</span>
+            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">35<span class="text"> run</span></button>
+            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">152<span class="text"> missing</span></button>
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+            <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
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+</header>
+<main id="source">
+    <p class="pln"><span class="n"><a id="t1" href="#t1">1</a></span><span class="t"><span class="com"># script to run a Rayleigh-Benard Convection problem</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t2" href="#t2">2</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">problem_classes</span><span class="op">.</span><span class="nam">generic_spectral</span> <span class="key">import</span> <span class="nam">compute_residual_DAE</span><span class="op">,</span> <span class="nam">get_extrapolated_error_DAE</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t3" href="#t3">3</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">problem_classes</span><span class="op">.</span><span class="nam">RayleighBenard</span> <span class="key">import</span> <span class="nam">RayleighBenard</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t4" href="#t4">4</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">controller_classes</span><span class="op">.</span><span class="nam">controller_nonMPI</span> <span class="key">import</span> <span class="nam">controller_nonMPI</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t5" href="#t5">5</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">hook</span> <span class="key">import</span> <span class="nam">hook_collection</span><span class="op">,</span> <span class="nam">LogData</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t6" href="#t6">6</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">merge_descriptions</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t7" href="#t7">7</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">imex_1st_order</span> <span class="key">import</span> <span class="nam">imex_1st_order</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">core</span><span class="op">.</span><span class="nam">convergence_controller</span> <span class="key">import</span> <span class="nam">ConvergenceController</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">estimate_extrapolation_error</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t">    <span class="nam">EstimateExtrapolationErrorNonMPI</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t"><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">check_convergence</span> <span class="key">import</span> <span class="nam">CheckConvergence</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">core</span><span class="op">.</span><span class="nam">errors</span> <span class="key">import</span> <span class="nam">ConvergenceError</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t"><span class="key">import</span> <span class="nam">numpy</span> <span class="key">as</span> <span class="nam">np</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t"><span class="key">def</span> <span class="nam">u_exact</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">t</span><span class="op">,</span> <span class="nam">u_init</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">t_init</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">recompute</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">_t0</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t">    <span class="key">import</span> <span class="nam">pickle</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t">    <span class="key">import</span> <span class="nam">os</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t">    <span class="nam">path</span> <span class="op">=</span> <span class="fst">f'</span><span class="fst">data/stats/RBC-u_init-</span><span class="op">{</span><span class="nam">t</span><span class="op">:</span><span class="fst">.8f</span><span class="op">}</span><span class="fst">.pickle</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t">    <span class="key">if</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">path</span><span class="op">)</span> <span class="key">and</span> <span class="key">not</span> <span class="nam">recompute</span> <span class="key">and</span> <span class="nam">t_init</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t">        <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'rb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t">            <span class="nam">data</span> <span class="op">=</span> <span class="nam">pickle</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">helpers</span><span class="op">.</span><span class="nam">stats_helper</span> <span class="key">import</span> <span class="nam">get_sorted</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t">        <span class="nam">convergence_controllers</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t">            <span class="nam">Adaptivity</span><span class="op">:</span> <span class="op">{</span><span class="str">'e_tol'</span><span class="op">:</span> <span class="num">1e-8</span><span class="op">,</span> <span class="str">'dt_rel_min_slope'</span><span class="op">:</span> <span class="num">0.25</span><span class="op">,</span> <span class="str">'dt_min'</span><span class="op">:</span> <span class="num">1e-5</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="nam">convergence_controllers</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t">        <span class="nam">u0</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_u_exact</span><span class="op">(</span><span class="num">0</span><span class="op">)</span> <span class="key">if</span> <span class="nam">u_init</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">u_init</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t">        <span class="nam">t0</span> <span class="op">=</span> <span class="num">0</span> <span class="key">if</span> <span class="nam">t_init</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">t_init</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t">        <span class="key">if</span> <span class="nam">t</span> <span class="op">==</span> <span class="nam">t0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t">            <span class="key">return</span> <span class="nam">u0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t">            <span class="nam">u0</span> <span class="op">=</span> <span class="nam">u0</span> <span class="key">if</span> <span class="nam">_t0</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">self</span><span class="op">.</span><span class="nam">u_exact</span><span class="op">(</span><span class="nam">_t0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t">            <span class="nam">_t0</span> <span class="op">=</span> <span class="nam">t0</span> <span class="key">if</span> <span class="nam">_t0</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">_t0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t">            <span class="nam">stats</span><span class="op">,</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">run_RBC</span><span class="op">(</span><span class="nam">Tend</span><span class="op">=</span><span class="nam">t</span><span class="op">,</span> <span class="nam">u0</span><span class="op">=</span><span class="nam">u0</span><span class="op">,</span> <span class="nam">t0</span><span class="op">=</span><span class="nam">_t0</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">=</span><span class="nam">desc</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t">        <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t">        <span class="nam">data</span> <span class="op">=</span> <span class="nam">u</span><span class="op">[</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">        <span class="key">if</span> <span class="nam">t0</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">            <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'wb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t">                <span class="nam">pickle</span><span class="op">.</span><span class="nam">dump</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t">    <span class="key">return</span> <span class="nam">data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t"><span class="nam">RayleighBenard</span><span class="op">.</span><span class="nam">_u_exact</span> <span class="op">=</span> <span class="nam">RayleighBenard</span><span class="op">.</span><span class="nam">u_exact</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t"><span class="nam">RayleighBenard</span><span class="op">.</span><span class="nam">u_exact</span> <span class="op">=</span> <span class="nam">u_exact</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t"><span class="nam">PROBLEM_PARAMS</span> <span class="op">=</span> <span class="op">{</span><span class="str">'Rayleigh'</span><span class="op">:</span> <span class="num">2e4</span><span class="op">,</span> <span class="str">'nx'</span><span class="op">:</span> <span class="num">256</span><span class="op">,</span> <span class="str">'nz'</span><span class="op">:</span> <span class="num">128</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t"><span class="key">class</span> <span class="nam">ReachTendExactly</span><span class="op">(</span><span class="nam">ConvergenceController</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t"><span class="str">    This convergence controller will adapt the step size of (hopefully) the last step such that `Tend` is reached very closely.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t"><span class="str">    Please pass the same `Tend` that you pass to the controller to the params for this to work.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t">    <span class="key">def</span> <span class="nam">setup</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="nam">description</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">        <span class="nam">defaults</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">            <span class="str">"control_order"</span><span class="op">:</span> <span class="op">+</span><span class="num">94</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">            <span class="str">"Tend"</span><span class="op">:</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t">            <span class="str">'min_step_size'</span><span class="op">:</span> <span class="num">1e-10</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">        <span class="key">return</span> <span class="op">{</span><span class="op">**</span><span class="nam">defaults</span><span class="op">,</span> <span class="op">**</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">setup</span><span class="op">(</span><span class="nam">controller</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="nam">description</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_new_step_size</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">step</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t">        <span class="nam">L</span> <span class="op">=</span> <span class="nam">step</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">CheckConvergence</span><span class="op">.</span><span class="nam">check_convergence</span><span class="op">(</span><span class="nam">step</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t">        <span class="nam">dt</span> <span class="op">=</span> <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="key">if</span> <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="key">else</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t">        <span class="nam">time_left</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">Tend</span> <span class="op">-</span> <span class="nam">L</span><span class="op">.</span><span class="nam">time</span> <span class="op">-</span> <span class="nam">L</span><span class="op">.</span><span class="nam">dt</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t">        <span class="key">if</span> <span class="nam">time_left</span> <span class="op">&lt;=</span> <span class="nam">dt</span> <span class="op">+</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">min_step_size</span> <span class="key">and</span> <span class="key">not</span> <span class="nam">step</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">restart</span> <span class="key">and</span> <span class="nam">time_left</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t">            <span class="nam">dt_new</span> <span class="op">=</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">                <span class="nam">min</span><span class="op">(</span><span class="op">[</span><span class="nam">dt</span> <span class="op">+</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">min_step_size</span><span class="op">,</span> <span class="nam">max</span><span class="op">(</span><span class="op">[</span><span class="nam">time_left</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">min_step_size</span><span class="op">]</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t">                <span class="op">+</span> <span class="nam">np</span><span class="op">.</span><span class="nam">finfo</span><span class="op">(</span><span class="str">'float'</span><span class="op">)</span><span class="op">.</span><span class="nam">eps</span> <span class="op">*</span> <span class="num">10</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">            <span class="key">if</span> <span class="nam">dt_new</span> <span class="op">!=</span> <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t">                <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">=</span> <span class="nam">dt_new</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t">                    <span class="fst">f'</span><span class="fst">Reducing step size from </span><span class="op">{</span><span class="nam">dt</span><span class="op">:</span><span class="fst">12e</span><span class="op">}</span><span class="fst"> to </span><span class="op">{</span><span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span><span class="op">:</span><span class="fst">.12e</span><span class="op">}</span><span class="fst"> because there is only </span><span class="op">{</span><span class="nam">time_left</span><span class="op">:</span><span class="fst">.12e</span><span class="op">}</span><span class="fst"> left.</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t">                    <span class="nam">step</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"><span class="key">def</span> <span class="nam">run_RBC</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t">    <span class="nam">custom_description</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t">    <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t">    <span class="nam">Tend</span><span class="op">=</span><span class="num">21.0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t">    <span class="nam">hook_class</span><span class="op">=</span><span class="nam">LogData</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t">    <span class="nam">fault_stuff</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t">    <span class="nam">custom_controller_params</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t">    <span class="nam">u0</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t">    <span class="nam">t0</span><span class="op">=</span><span class="num">20.0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t">    <span class="nam">use_MPI</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t">    <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t"><span class="str">        custom_description (dict): Overwrite presets</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t"><span class="str">        num_procs (int): Number of steps for MSSDC</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t"><span class="str">        Tend (float): Time to integrate to</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t"><span class="str">        hook_class (pySDC.Hook): A hook to store data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t"><span class="str">        fault_stuff (dict): A dictionary with information on how to add faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t"><span class="str">        custom_controller_params (dict): Overwrite presets</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t"><span class="str">        u0 (dtype_u): Initial value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"><span class="str">        t0 (float): Starting time</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t"><span class="str">        use_MPI (bool): Whether or not to use MPI</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"><span class="str">        dict: The stats object</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"><span class="str">        controller: The controller</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"><span class="str">        bool: If the code crashed</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t">    <span class="nam">EstimateExtrapolationErrorNonMPI</span><span class="op">.</span><span class="nam">get_extrapolated_error</span> <span class="op">=</span> <span class="nam">get_extrapolated_error_DAE</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">    <span class="nam">level_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">    <span class="nam">level_params</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">    <span class="nam">level_params</span><span class="op">[</span><span class="str">'restol'</span><span class="op">]</span> <span class="op">=</span> <span class="op">-</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">    <span class="nam">sweeper_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">    <span class="nam">sweeper_params</span><span class="op">[</span><span class="str">'quad_type'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'RADAU-RIGHT'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">    <span class="nam">sweeper_params</span><span class="op">[</span><span class="str">'num_nodes'</span><span class="op">]</span> <span class="op">=</span> <span class="num">3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">    <span class="nam">sweeper_params</span><span class="op">[</span><span class="str">'QI'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'LU'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">    <span class="nam">sweeper_params</span><span class="op">[</span><span class="str">'QE'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'PIC'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">    <span class="key">from</span> <span class="nam">mpi4py</span> <span class="key">import</span> <span class="nam">MPI</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t">    <span class="nam">problem_params</span> <span class="op">=</span> <span class="op">{</span><span class="str">'comm'</span><span class="op">:</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_SELF</span><span class="op">,</span> <span class="op">**</span><span class="nam">PROBLEM_PARAMS</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">    <span class="nam">step_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t">    <span class="nam">step_params</span><span class="op">[</span><span class="str">'maxiter'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">    <span class="nam">convergence_controllers</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">    <span class="nam">convergence_controllers</span><span class="op">[</span><span class="nam">ReachTendExactly</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'Tend'</span><span class="op">:</span> <span class="nam">Tend</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">step_size_limiter</span> <span class="key">import</span> <span class="nam">StepSizeRounding</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">    <span class="nam">convergence_controllers</span><span class="op">[</span><span class="nam">StepSizeRounding</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">    <span class="nam">controller_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">    <span class="nam">controller_params</span><span class="op">[</span><span class="str">'logger_level'</span><span class="op">]</span> <span class="op">=</span> <span class="num">30</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">    <span class="nam">controller_params</span><span class="op">[</span><span class="str">'hook_class'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">hook_collection</span> <span class="op">+</span> <span class="op">(</span><span class="nam">hook_class</span> <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">hook_class</span><span class="op">)</span> <span class="op">==</span> <span class="nam">list</span> <span class="key">else</span> <span class="op">[</span><span class="nam">hook_class</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">    <span class="nam">controller_params</span><span class="op">[</span><span class="str">'mssdc_jac'</span><span class="op">]</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">    <span class="key">if</span> <span class="nam">custom_controller_params</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">        <span class="nam">controller_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">**</span><span class="nam">controller_params</span><span class="op">,</span> <span class="op">**</span><span class="nam">custom_controller_params</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">    <span class="nam">imex_1st_order</span><span class="op">.</span><span class="nam">compute_residual</span> <span class="op">=</span> <span class="nam">compute_residual_DAE</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t">    <span class="nam">description</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">    <span class="nam">description</span><span class="op">[</span><span class="str">'problem_class'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">RayleighBenard</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t">    <span class="nam">description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">problem_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">    <span class="nam">description</span><span class="op">[</span><span class="str">'sweeper_class'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">imex_1st_order</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t">    <span class="nam">description</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">sweeper_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t">    <span class="nam">description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">level_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t">    <span class="nam">description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">step_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t">    <span class="nam">description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">convergence_controllers</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t">    <span class="key">if</span> <span class="nam">custom_description</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t">        <span class="nam">description</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">description</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t">    <span class="nam">controller_args</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t">        <span class="str">'controller_params'</span><span class="op">:</span> <span class="nam">controller_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t">        <span class="str">'description'</span><span class="op">:</span> <span class="nam">description</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">    <span class="key">if</span> <span class="nam">use_MPI</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">        <span class="key">from</span> <span class="nam">mpi4py</span> <span class="key">import</span> <span class="nam">MPI</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">controller_classes</span><span class="op">.</span><span class="nam">controller_MPI</span> <span class="key">import</span> <span class="nam">controller_MPI</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t">        <span class="nam">comm</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'comm'</span><span class="op">,</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">        <span class="nam">controller</span> <span class="op">=</span> <span class="nam">controller_MPI</span><span class="op">(</span><span class="op">**</span><span class="nam">controller_args</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="nam">comm</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">        <span class="nam">P</span> <span class="op">=</span> <span class="nam">controller</span><span class="op">.</span><span class="nam">S</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">prob</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t">        <span class="nam">controller</span> <span class="op">=</span> <span class="nam">controller_nonMPI</span><span class="op">(</span><span class="op">**</span><span class="nam">controller_args</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">        <span class="nam">P</span> <span class="op">=</span> <span class="nam">controller</span><span class="op">.</span><span class="nam">MS</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">prob</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t">    <span class="nam">t0</span> <span class="op">=</span> <span class="num">0.0</span> <span class="key">if</span> <span class="nam">t0</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">t0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t">    <span class="nam">uinit</span> <span class="op">=</span> <span class="nam">P</span><span class="op">.</span><span class="nam">u_exact</span><span class="op">(</span><span class="nam">t0</span><span class="op">)</span> <span class="key">if</span> <span class="nam">u0</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">u0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t">    <span class="key">if</span> <span class="nam">fault_stuff</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">fault_injection</span> <span class="key">import</span> <span class="nam">prepare_controller_for_faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t">        <span class="nam">prepare_controller_for_faults</span><span class="op">(</span><span class="nam">controller</span><span class="op">,</span> <span class="nam">fault_stuff</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t">    <span class="nam">crash</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t">    <span class="key">try</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t">        <span class="nam">uend</span><span class="op">,</span> <span class="nam">stats</span> <span class="op">=</span> <span class="nam">controller</span><span class="op">.</span><span class="nam">run</span><span class="op">(</span><span class="nam">u0</span><span class="op">=</span><span class="nam">uinit</span><span class="op">,</span> <span class="nam">t0</span><span class="op">=</span><span class="nam">t0</span><span class="op">,</span> <span class="nam">Tend</span><span class="op">=</span><span class="nam">Tend</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t">    <span class="key">except</span> <span class="nam">ConvergenceError</span> <span class="key">as</span> <span class="nam">e</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Warning: Premature termination!: </span><span class="op">{</span><span class="nam">e</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t">        <span class="nam">stats</span> <span class="op">=</span> <span class="nam">controller</span><span class="op">.</span><span class="nam">return_stats</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t">        <span class="nam">crash</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">    <span class="key">return</span> <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">crash</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t"><span class="key">def</span> <span class="nam">generate_data_for_fault_stats</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t">    <span class="nam">prob</span> <span class="op">=</span> <span class="nam">RayleighBenard</span><span class="op">(</span><span class="op">**</span><span class="nam">PROBLEM_PARAMS</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t">    <span class="nam">_ts</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">linspace</span><span class="op">(</span><span class="num">0</span><span class="op">,</span> <span class="num">22</span><span class="op">,</span> <span class="num">220</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">float</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">_ts</span><span class="op">)</span> <span class="op">-</span> <span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">        <span class="nam">prob</span><span class="op">.</span><span class="nam">u_exact</span><span class="op">(</span><span class="nam">_ts</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">_t0</span><span class="op">=</span><span class="nam">_ts</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_order</span><span class="op">(</span><span class="nam">t</span><span class="op">,</span> <span class="nam">dt</span><span class="op">,</span> <span class="nam">steps</span><span class="op">,</span> <span class="nam">num_nodes</span><span class="op">,</span> <span class="nam">e_tol</span><span class="op">=</span><span class="num">1e-9</span><span class="op">,</span> <span class="nam">restol</span><span class="op">=</span><span class="num">1e-9</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">recompute</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">hooks</span><span class="op">.</span><span class="nam">log_errors</span> <span class="key">import</span> <span class="nam">LogGlobalErrorPostRun</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">hooks</span><span class="op">.</span><span class="nam">log_work</span> <span class="key">import</span> <span class="nam">LogSDCIterations</span><span class="op">,</span> <span class="nam">LogWork</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">crash</span> <span class="key">import</span> <span class="nam">StopAtNan</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">helpers</span><span class="op">.</span><span class="nam">stats_helper</span> <span class="key">import</span> <span class="nam">get_sorted</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t">    <span class="key">import</span> <span class="nam">pickle</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t">    <span class="key">import</span> <span class="nam">os</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t">    <span class="nam">sweeper_params</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="nam">num_nodes</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t">    <span class="nam">level_params</span> <span class="op">=</span> <span class="op">{</span><span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span> <span class="str">'restol'</span><span class="op">:</span> <span class="nam">restol</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t">    <span class="nam">step_params</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">99</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t">    <span class="nam">convergence_controllers</span> <span class="op">=</span> <span class="op">{</span><span class="nam">StopAtNan</span><span class="op">:</span> <span class="op">{</span><span class="op">}</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t">    <span class="nam">errors</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t">    <span class="nam">dts</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">steps</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t">        <span class="nam">dts</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">dt</span> <span class="op">/</span> <span class="num">2</span><span class="op">**</span><span class="nam">i</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t">        <span class="nam">path</span> <span class="op">=</span> <span class="fst">f'</span><span class="fst">data/stats/RBC-u_order-</span><span class="op">{</span><span class="nam">t</span><span class="op">:</span><span class="fst">.8f</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">dts</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">:</span><span class="fst">.8e</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">num_nodes</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">e_tol</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">restol</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">.pickle</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t">        <span class="key">if</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">path</span><span class="op">)</span> <span class="key">and</span> <span class="key">not</span> <span class="nam">recompute</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t">            <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'rb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t">                <span class="nam">stats</span> <span class="op">=</span> <span class="nam">pickle</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t">            <span class="nam">level_params</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">dts</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t">            <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t">                <span class="str">'sweeper_params'</span><span class="op">:</span> <span class="nam">sweeper_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t">                <span class="str">'level_params'</span><span class="op">:</span> <span class="nam">level_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t">                <span class="str">'step_params'</span><span class="op">:</span> <span class="nam">step_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t">                <span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="nam">convergence_controllers</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t">            <span class="nam">stats</span><span class="op">,</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">run_RBC</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t">                <span class="nam">Tend</span><span class="op">=</span><span class="nam">t</span> <span class="op">+</span> <span class="nam">dt</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t">                <span class="nam">t0</span><span class="op">=</span><span class="nam">t</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t">                <span class="nam">custom_description</span><span class="op">=</span><span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t">                <span class="nam">hook_class</span><span class="op">=</span><span class="op">[</span><span class="nam">LogGlobalErrorPostRun</span><span class="op">,</span> <span class="nam">LogSDCIterations</span><span class="op">,</span> <span class="nam">LogWork</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t">            <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'wb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t">                <span class="nam">pickle</span><span class="op">.</span><span class="nam">dump</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t">        <span class="nam">e</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'e_global_post_run'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t">        <span class="com"># k = get_sorted(stats, type='k')</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t">        <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">e</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t">            <span class="nam">errors</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">e</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t">            <span class="nam">errors</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">nan</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t">    <span class="nam">errors</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="nam">errors</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t">    <span class="nam">dts</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="nam">dts</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t">    <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isfinite</span><span class="op">(</span><span class="nam">errors</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t">    <span class="nam">max_error</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">nanmax</span><span class="op">(</span><span class="nam">errors</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t">    <span class="nam">errors</span> <span class="op">=</span> <span class="nam">errors</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t">    <span class="nam">dts</span> <span class="op">=</span> <span class="nam">dts</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">loglog</span><span class="op">(</span><span class="nam">dts</span><span class="op">,</span> <span class="nam">errors</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="fst">f'</span><span class="op">{</span><span class="nam">num_nodes</span><span class="op">}</span><span class="fst"> nodes</span><span class="fst">'</span><span class="op">,</span> <span class="nam">marker</span><span class="op">=</span><span class="str">'x'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">loglog</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t">        <span class="nam">dts</span><span class="op">,</span> <span class="op">[</span><span class="nam">max_error</span> <span class="op">*</span> <span class="op">(</span><span class="nam">me</span> <span class="op">/</span> <span class="nam">dts</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span> <span class="op">**</span> <span class="op">(</span><span class="num">2</span> <span class="op">*</span> <span class="nam">num_nodes</span> <span class="op">-</span> <span class="num">1</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">dts</span><span class="op">]</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">'--'</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="fst">f'</span><span class="fst">order </span><span class="op">{</span><span class="num">2</span><span class="op">*</span><span class="nam">num_nodes</span><span class="op">-</span><span class="num">1</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">r'$\Delta t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">r'global error'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t"><span class="key">def</span> <span class="nam">check_order</span><span class="op">(</span><span class="nam">t</span><span class="op">=</span><span class="num">14</span><span class="op">,</span> <span class="nam">dt</span><span class="op">=</span><span class="num">1e-1</span><span class="op">,</span> <span class="nam">steps</span><span class="op">=</span><span class="num">6</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t">    <span class="nam">prob</span> <span class="op">=</span> <span class="nam">RayleighBenard</span><span class="op">(</span><span class="op">**</span><span class="nam">PROBLEM_PARAMS</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">    <span class="nam">_ts</span> <span class="op">=</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="nam">t</span><span class="op">,</span> <span class="nam">t</span> <span class="op">+</span> <span class="nam">dt</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">_ts</span><span class="op">)</span> <span class="op">-</span> <span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t">        <span class="nam">prob</span><span class="op">.</span><span class="nam">u_exact</span><span class="op">(</span><span class="nam">_ts</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">_t0</span><span class="op">=</span><span class="nam">_ts</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t">    <span class="key">import</span> <span class="nam">matplotlib</span><span class="op">.</span><span class="nam">pyplot</span> <span class="key">as</span> <span class="nam">plt</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t">    <span class="key">for</span> <span class="nam">num_nodes</span> <span class="key">in</span> <span class="op">[</span><span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="num">3</span><span class="op">,</span> <span class="num">4</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t">        <span class="nam">plot_order</span><span class="op">(</span><span class="nam">t</span><span class="op">=</span><span class="nam">t</span><span class="op">,</span> <span class="nam">dt</span><span class="op">=</span><span class="nam">dt</span><span class="op">,</span> <span class="nam">steps</span><span class="op">=</span><span class="nam">steps</span><span class="op">,</span> <span class="nam">num_nodes</span><span class="op">=</span><span class="nam">num_nodes</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">restol</span><span class="op">=</span><span class="num">1e-9</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="fst">f'</span><span class="fst">t=</span><span class="op">{</span><span class="nam">t</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst">, dt=</span><span class="op">{</span><span class="nam">dt</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_step_size</span><span class="op">(</span><span class="nam">t0</span><span class="op">=</span><span class="num">0</span><span class="op">,</span> <span class="nam">Tend</span><span class="op">=</span><span class="num">30</span><span class="op">,</span> <span class="nam">e_tol</span><span class="op">=</span><span class="num">1e-3</span><span class="op">,</span> <span class="nam">recompute</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t">    <span class="key">import</span> <span class="nam">matplotlib</span><span class="op">.</span><span class="nam">pyplot</span> <span class="key">as</span> <span class="nam">plt</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t">    <span class="key">import</span> <span class="nam">pickle</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t">    <span class="key">import</span> <span class="nam">os</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">helpers</span><span class="op">.</span><span class="nam">stats_helper</span> <span class="key">import</span> <span class="nam">get_sorted</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t">    <span class="nam">path</span> <span class="op">=</span> <span class="fst">f'</span><span class="fst">data/stats/RBC-u-</span><span class="op">{</span><span class="nam">t0</span><span class="op">:</span><span class="fst">.8f</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">Tend</span><span class="op">:</span><span class="fst">.8f</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">e_tol</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">.pickle</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t">    <span class="key">if</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">path</span><span class="op">)</span> <span class="key">and</span> <span class="key">not</span> <span class="nam">recompute</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t">        <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'rb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t">            <span class="nam">stats</span> <span class="op">=</span> <span class="nam">pickle</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t">        <span class="nam">convergence_controllers</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t">            <span class="nam">Adaptivity</span><span class="op">:</span> <span class="op">{</span><span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span> <span class="str">'dt_rel_min_slope'</span><span class="op">:</span> <span class="num">0.25</span><span class="op">,</span> <span class="str">'dt_min'</span><span class="op">:</span> <span class="num">1e-5</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="nam">convergence_controllers</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t">        <span class="nam">stats</span><span class="op">,</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">run_RBC</span><span class="op">(</span><span class="nam">Tend</span><span class="op">=</span><span class="nam">Tend</span><span class="op">,</span> <span class="nam">t0</span><span class="op">=</span><span class="nam">t0</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">=</span><span class="nam">desc</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t">        <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'wb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t">            <span class="nam">pickle</span><span class="op">.</span><span class="nam">dump</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t">    <span class="nam">dt</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'dt'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">dt</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">dt</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">r'$\Delta t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">r'$t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_yscale</span><span class="op">(</span><span class="str">'log'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t"><span class="key">if</span> <span class="nam">__name__</span> <span class="op">==</span> <span class="str">'__main__'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t">    <span class="com"># plot_step_size(0, 3)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t">    <span class="nam">generate_data_for_fault_stats</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t">    <span class="com"># check_order(t=20, dt=1., steps=7)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t">    <span class="com"># stats, _, _ = run_RBC()</span>&nbsp;</span><span class="r"></span></p>
+</main>
+<footer>
+    <div class="content">
+        <p>
+            <a class="nav" href="z_5893b65af8042ae2_Lorenz_py.html">&#xab; prev</a> &nbsp; &nbsp;
+            <a class="nav" href="index.html">&Hat; index</a> &nbsp; &nbsp;
+            <a class="nav" href="z_5893b65af8042ae2_Schroedinger_py.html">&#xbb; next</a>
+            &nbsp; &nbsp; &nbsp;
+            <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
+            created at 2024-10-21 15:25 +0000
+        </p>
+    </div>
+</footer>
+</body>
+</html>
diff --git a/coverage/z_5893b65af8042ae2_Schroedinger_py.html b/coverage/z_5893b65af8042ae2_Schroedinger_py.html
index 81559bbd74..7a2725371a 100644
--- a/coverage/z_5893b65af8042ae2_Schroedinger_py.html
+++ b/coverage/z_5893b65af8042ae2_Schroedinger_py.html
@@ -60,12 +60,12 @@ <h2>
             <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">44<span class="text"> excluded</span></button>
         </h2>
         <p class="text">
-            <a id="prevFileLink" class="nav" href="z_5893b65af8042ae2_Lorenz_py.html">&#xab; prev</a> &nbsp; &nbsp;
+            <a id="prevFileLink" class="nav" href="z_5893b65af8042ae2_RBC_py.html">&#xab; prev</a> &nbsp; &nbsp;
             <a id="indexLink" class="nav" href="index.html">&Hat; index</a> &nbsp; &nbsp;
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             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -290,12 +290,12 @@ <h2>
 <footer>
     <div class="content">
         <p>
-            <a class="nav" href="z_5893b65af8042ae2_Lorenz_py.html">&#xab; prev</a> &nbsp; &nbsp;
+            <a class="nav" href="z_5893b65af8042ae2_RBC_py.html">&#xab; prev</a> &nbsp; &nbsp;
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
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 </footer>
diff --git a/coverage/z_5893b65af8042ae2_accuracy_check_py.html b/coverage/z_5893b65af8042ae2_accuracy_check_py.html
index e944082bc0..2dc7df2a2e 100644
--- a/coverage/z_5893b65af8042ae2_accuracy_check_py.html
+++ b/coverage/z_5893b65af8042ae2_accuracy_check_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_5893b65af8042ae2_advection_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
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             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -532,7 +532,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
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-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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diff --git a/coverage/z_5893b65af8042ae2_advection_py.html b/coverage/z_5893b65af8042ae2_advection_py.html
index 558bb47d77..f5cedd70a8 100644
--- a/coverage/z_5893b65af8042ae2_advection_py.html
+++ b/coverage/z_5893b65af8042ae2_advection_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_5893b65af8042ae2_collocation_adaptivity_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
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-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -237,7 +237,7 @@ <h2>
             <a class="nav" href="z_5893b65af8042ae2_collocation_adaptivity_py.html">&#xbb; next</a>
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-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
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 </footer>
diff --git a/coverage/z_5893b65af8042ae2_collocation_adaptivity_py.html b/coverage/z_5893b65af8042ae2_collocation_adaptivity_py.html
index e6a6af6152..37c4cf38b0 100644
--- a/coverage/z_5893b65af8042ae2_collocation_adaptivity_py.html
+++ b/coverage/z_5893b65af8042ae2_collocation_adaptivity_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_5893b65af8042ae2_dahlquist_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -410,7 +410,7 @@ <h2>
             <a class="nav" href="z_5893b65af8042ae2_dahlquist_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
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 </footer>
diff --git a/coverage/z_5893b65af8042ae2_dahlquist_py.html b/coverage/z_5893b65af8042ae2_dahlquist_py.html
index d459d63d34..28f059d2cc 100644
--- a/coverage/z_5893b65af8042ae2_dahlquist_py.html
+++ b/coverage/z_5893b65af8042ae2_dahlquist_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_5893b65af8042ae2_extrapolation_within_Q_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -421,7 +421,7 @@ <h2>
             <a class="nav" href="z_5893b65af8042ae2_extrapolation_within_Q_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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 </footer>
diff --git a/coverage/z_5893b65af8042ae2_extrapolation_within_Q_py.html b/coverage/z_5893b65af8042ae2_extrapolation_within_Q_py.html
index e999d91cd1..3309d07b2e 100644
--- a/coverage/z_5893b65af8042ae2_extrapolation_within_Q_py.html
+++ b/coverage/z_5893b65af8042ae2_extrapolation_within_Q_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_5893b65af8042ae2_fault_injection_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -214,7 +214,7 @@ <h2>
             <a class="nav" href="z_5893b65af8042ae2_fault_injection_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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 </footer>
diff --git a/coverage/z_5893b65af8042ae2_fault_injection_py.html b/coverage/z_5893b65af8042ae2_fault_injection_py.html
index 610d22b43e..ac8cf8b745 100644
--- a/coverage/z_5893b65af8042ae2_fault_injection_py.html
+++ b/coverage/z_5893b65af8042ae2_fault_injection_py.html
@@ -65,7 +65,7 @@ <h2>
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-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
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             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -669,7 +669,7 @@ <h2>
             <a class="nav" href="z_5893b65af8042ae2_fault_stats_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
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-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
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 </footer>
diff --git a/coverage/z_5893b65af8042ae2_fault_stats_py.html b/coverage/z_5893b65af8042ae2_fault_stats_py.html
index 43ff956e32..4044d862d8 100644
--- a/coverage/z_5893b65af8042ae2_fault_stats_py.html
+++ b/coverage/z_5893b65af8042ae2_fault_stats_py.html
@@ -2,7 +2,7 @@
 <html lang="en">
 <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-    <title>Coverage for pySDC/projects/Resilience/fault_stats.py: 59%</title>
+    <title>Coverage for pySDC/projects/Resilience/fault_stats.py: 58%</title>
     <link rel="icon" sizes="32x32" href="favicon_32_cb_58284776.png">
     <link rel="stylesheet" href="style_cb_8e611ae1.css" type="text/css">
     <script src="coverage_html_cb_6fb7b396.js" defer></script>
@@ -12,7 +12,7 @@
     <div class="content">
         <h1>
             <span class="text">Coverage for </span><b>pySDC/projects/Resilience/fault_stats.py</b>:
-            <span class="pc_cov">59%</span>
+            <span class="pc_cov">58%</span>
         </h1>
         <aside id="help_panel_wrapper">
             <input id="help_panel_state" type="checkbox">
@@ -54,9 +54,9 @@ <h1>
             </div>
         </aside>
         <h2>
-            <span class="text">437 statements &nbsp;</span>
-            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">256<span class="text"> run</span></button>
-            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">181<span class="text"> missing</span></button>
+            <span class="text">444 statements &nbsp;</span>
+            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">257<span class="text"> run</span></button>
+            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">187<span class="text"> missing</span></button>
             <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">656<span class="text"> excluded</span></button>
         </h2>
         <p class="text">
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_5893b65af8042ae2_heat_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -103,1742 +103,1749 @@ <h2>
     <p class="run"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">Schroedinger</span> <span class="key">import</span> <span class="nam">run_Schroedinger</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">quench</span> <span class="key">import</span> <span class="nam">run_quench</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">AC</span> <span class="key">import</span> <span class="nam">run_AC</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">BaseStrategy</span><span class="op">,</span> <span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">IterateStrategy</span><span class="op">,</span> <span class="nam">HotRodStrategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"><span class="key">import</span> <span class="nam">logging</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"><span class="nam">plot_helper</span><span class="op">.</span><span class="nam">setup_mpl</span><span class="op">(</span><span class="nam">reset</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"><span class="nam">LOGGER_LEVEL</span> <span class="op">=</span> <span class="num">40</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t"><span class="nam">RECOVERY_THRESH_ABS</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t">    <span class="com"># run_quench: 5e-3,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t">    <span class="com"># run_Schroedinger: 1.7e-6,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t"><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">RBC</span> <span class="key">import</span> <span class="nam">run_RBC</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">BaseStrategy</span><span class="op">,</span> <span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">IterateStrategy</span><span class="op">,</span> <span class="nam">HotRodStrategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"><span class="key">import</span> <span class="nam">logging</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"><span class="nam">plot_helper</span><span class="op">.</span><span class="nam">setup_mpl</span><span class="op">(</span><span class="nam">reset</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"><span class="nam">LOGGER_LEVEL</span> <span class="op">=</span> <span class="num">40</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t"><span class="nam">RECOVERY_THRESH_ABS</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t">    <span class="com"># run_quench: 5e-3,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t">    <span class="com"># run_Schroedinger: 1.7e-6,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t"><span class="key">class</span> <span class="nam">FaultStats</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"><span class="str">    Class to generate and analyse fault statistics</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t">        <span class="nam">prob</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t">        <span class="nam">strategies</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t">        <span class="nam">faults</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t">        <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t">        <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1</span> <span class="op">+</span> <span class="num">1e-3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">        <span class="nam">recovery_thresh_abs</span><span class="op">=</span><span class="num">0.0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">        <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t">        <span class="nam">mode</span><span class="op">=</span><span class="str">'default'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t">        <span class="nam">stats_path</span><span class="op">=</span><span class="str">'data/stats'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t">        <span class="nam">use_MPI</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t"><span class="str">            prob: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t"><span class="str">            strategies (list): List of resilience strategies</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t"><span class="str">            faults (list): List of booleans that describe whether to use faults or not</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t"><span class="str">            reload (bool): Load previously computed statistics and continue from there or start from scratch</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t"><span class="str">            recovery_thresh (float): Relative threshold for recovery</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t"><span class="str">            mode (str): Mode for fault generation: Either 'random' or 'combination'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">=</span> <span class="nam">prob</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span><span class="key">None</span><span class="op">]</span> <span class="key">if</span> <span class="nam">strategies</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategies</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">faults</span> <span class="op">=</span> <span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span> <span class="key">if</span> <span class="nam">faults</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">reload</span> <span class="op">=</span> <span class="nam">reload</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">recovery_thresh</span> <span class="op">=</span> <span class="nam">recovery_thresh</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">recovery_thresh_abs</span> <span class="op">=</span> <span class="nam">recovery_thresh_abs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span> <span class="op">=</span> <span class="nam">num_procs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">use_MPI</span> <span class="op">=</span> <span class="nam">use_MPI</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">stats_path</span> <span class="op">=</span> <span class="nam">stats_path</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">kwargs</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t">            <span class="str">'fault_frequency_iter'</span><span class="op">:</span> <span class="num">500</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t">            <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t">        <span class="com"># decide mode</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t">        <span class="key">if</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'default'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t">            <span class="key">if</span> <span class="nam">prob</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_vdp'</span><span class="op">,</span> <span class="str">'run_Lorenz'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">=</span> <span class="str">'combination'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">=</span> <span class="str">'random'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">=</span> <span class="nam">mode</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span> <span class="op">=</span> <span class="nam">logging</span><span class="op">.</span><span class="nam">getLogger</span><span class="op">(</span><span class="str">'FaultStats'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">level</span> <span class="op">=</span> <span class="nam">LOGGER_LEVEL</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t">        <span class="nam">msg</span> <span class="op">=</span> <span class="str">'Starting FaultStats with attributes'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t">        <span class="key">for</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">val</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">__dict__</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="key">in</span> <span class="op">[</span><span class="str">'logger'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t">                <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t">            <span class="nam">item</span> <span class="op">=</span> <span class="op">[</span><span class="nam">str</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">val</span><span class="op">]</span> <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">val</span><span class="op">)</span> <span class="op">==</span> <span class="nam">list</span> <span class="key">else</span> <span class="nam">str</span><span class="op">(</span><span class="nam">val</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t">            <span class="nam">msg</span> <span class="op">+=</span> <span class="str">'\n\t'</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">key</span><span class="op">}</span><span class="fst">: </span><span class="op">{</span><span class="nam">item</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="num">25</span><span class="op">,</span> <span class="nam">msg</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_Tend</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t"><span class="str">        Get the final time of runs for fault stats based on the problem</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"><span class="str">            float: Tend to put into the run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">get_Tend</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t">    <span class="key">def</span> <span class="nam">run_stats_generation</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span> <span class="nam">runs</span><span class="op">=</span><span class="num">1000</span><span class="op">,</span> <span class="nam">step</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">kwargs_range</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">_reload</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">_runs_partial</span><span class="op">=</span><span class="num">0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t"><span class="str">        Run the generation of stats for all strategies in the `self.strategies` variable</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"><span class="str">            runs (int): Number of runs you want to do</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t"><span class="str">            step (int): Number of runs you want to do between saving</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t"><span class="str">            comm (MPI.Communicator): Communicator for distributing runs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"><span class="str">            faults (bool): Whether to do stats with faults or without</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"><span class="str">            kw_args_range (dict): Range for the parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"><span class="str">            _reload, _runs_partial: Variables only used for recursion. Do not change!</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">        <span class="key">if</span> <span class="nam">faults</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">            <span class="key">for</span> <span class="nam">f</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">run_stats_generation</span><span class="op">(</span><span class="nam">runs</span><span class="op">=</span><span class="nam">runs</span><span class="op">,</span> <span class="nam">step</span><span class="op">=</span><span class="nam">step</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="nam">comm</span><span class="op">,</span> <span class="nam">kwargs_range</span><span class="op">=</span><span class="nam">kwargs_range</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">f</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">        <span class="key">for</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">val</span> <span class="key">in</span> <span class="nam">kwargs_range</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">kwargs_range</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span> <span class="key">else</span> <span class="op">{</span><span class="op">}</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">            <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">val</span><span class="op">)</span> <span class="op">==</span> <span class="nam">int</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">kwargs</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">=</span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">                <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">val</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">                    <span class="nam">kwargs_range_me</span> <span class="op">=</span> <span class="op">{</span><span class="op">**</span><span class="nam">kwargs_range</span><span class="op">,</span> <span class="nam">key</span><span class="op">:</span> <span class="nam">me</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t">                    <span class="nam">self</span><span class="op">.</span><span class="nam">run_stats_generation</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t">                        <span class="nam">runs</span><span class="op">=</span><span class="nam">runs</span><span class="op">,</span> <span class="nam">step</span><span class="op">=</span><span class="nam">step</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="nam">comm</span><span class="op">,</span> <span class="nam">kwargs_range</span><span class="op">=</span><span class="nam">kwargs_range_me</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t">                    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">                <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">        <span class="nam">comm</span> <span class="op">=</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span> <span class="key">if</span> <span class="nam">comm</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">comm</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">        <span class="nam">step</span> <span class="op">=</span> <span class="op">(</span><span class="nam">runs</span> <span class="key">if</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">size</span> <span class="op">==</span> <span class="num">1</span> <span class="key">else</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">size</span><span class="op">)</span> <span class="key">if</span> <span class="nam">step</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">step</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">        <span class="nam">_runs_partial</span> <span class="op">=</span> <span class="nam">step</span> <span class="key">if</span> <span class="nam">_runs_partial</span> <span class="op">==</span> <span class="num">0</span> <span class="key">else</span> <span class="nam">_runs_partial</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">        <span class="nam">reload</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">reload</span> <span class="key">or</span> <span class="nam">_reload</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">        <span class="com"># see if we limit the number of runs we want to do</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">        <span class="nam">max_runs</span> <span class="op">=</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">            <span class="op">(</span><span class="nam">min</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_max_combinations</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">runs</span><span class="op">)</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">==</span> <span class="str">'combination'</span> <span class="key">else</span> <span class="nam">runs</span><span class="op">)</span> <span class="key">if</span> <span class="nam">faults</span> <span class="key">else</span> <span class="nam">min</span><span class="op">(</span><span class="nam">runs</span><span class="op">,</span> <span class="num">5</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">        <span class="key">if</span> <span class="nam">reload</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">            <span class="com"># sort the strategies to do some load balancing</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">            <span class="nam">sorting_index</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">            <span class="key">if</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">                <span class="nam">already_completed</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">                    <span class="op">[</span><span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">)</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'runs'</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span> <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t">                <span class="nam">sorting_index_</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">argsort</span><span class="op">(</span><span class="nam">already_completed</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">                <span class="nam">sorting_index</span> <span class="op">=</span> <span class="nam">sorting_index_</span><span class="op">[</span><span class="nam">already_completed</span><span class="op">[</span><span class="nam">sorting_index_</span><span class="op">]</span> <span class="op">&lt;</span> <span class="nam">max_runs</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t">                <span class="nam">_runs_partial</span> <span class="op">=</span> <span class="nam">max</span><span class="op">(</span><span class="nam">min</span><span class="op">(</span><span class="nam">already_completed</span><span class="op">)</span><span class="op">,</span> <span class="nam">_runs_partial</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t">            <span class="com"># tell all ranks what strategies to use</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t">            <span class="nam">sorting_index</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">bcast</span><span class="op">(</span><span class="nam">sorting_index</span><span class="op">,</span> <span class="nam">root</span><span class="op">=</span><span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t">            <span class="nam">_runs_partial</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">bcast</span><span class="op">(</span><span class="nam">_runs_partial</span><span class="op">,</span> <span class="nam">root</span><span class="op">=</span><span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t">            <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">sorting_index</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t">            <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>  <span class="com"># check if we are already done</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t">                <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t">            <span class="nam">strategies</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t">        <span class="nam">strategy_comm</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">Split</span><span class="op">(</span><span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">%</span> <span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t">        <span class="key">for</span> <span class="nam">j</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="num">0</span><span class="op">,</span> <span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span><span class="op">,</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">size</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">generate_stats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">                <span class="nam">strategy</span><span class="op">=</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">j</span> <span class="op">+</span> <span class="op">(</span><span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">%</span> <span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span> <span class="op">%</span> <span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span> <span class="op">-</span> <span class="nam">j</span><span class="op">)</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">                <span class="nam">runs</span><span class="op">=</span><span class="nam">min</span><span class="op">(</span><span class="nam">_runs_partial</span><span class="op">,</span> <span class="nam">max_runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t">                <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t">                <span class="nam">reload</span><span class="op">=</span><span class="nam">reload</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">                <span class="nam">comm</span><span class="op">=</span><span class="nam">strategy_comm</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">        <span class="nam">strategy_comm</span><span class="op">.</span><span class="nam">Free</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">run_stats_generation</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">            <span class="nam">runs</span><span class="op">=</span><span class="nam">runs</span><span class="op">,</span> <span class="nam">step</span><span class="op">=</span><span class="nam">step</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="nam">comm</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">,</span> <span class="nam">_reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">_runs_partial</span><span class="op">=</span><span class="nam">_runs_partial</span> <span class="op">+</span> <span class="nam">step</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t">    <span class="key">def</span> <span class="nam">generate_stats</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">runs</span><span class="op">=</span><span class="num">1000</span><span class="op">,</span> <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"><span class="str">        Generate statistics for recovery from bit flips</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"><span class="str">        -----------------------------------------------</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t"><span class="str">        Every run is given a different random seed such that we have different faults and the results are then stored</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t"><span class="str">            strategy (Strategy): Resilience strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t"><span class="str">            runs (int): Number of runs you want to do</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t"><span class="str">            reload (bool): Load previously computed statistics and continue from there or start from scratch</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t"><span class="str">            faults (bool): Whether to do stats with faults or without</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t"><span class="str">            comm (MPI.Communicator): Communicator for distributing runs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t">        <span class="nam">comm</span> <span class="op">=</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span> <span class="key">if</span> <span class="nam">comm</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">comm</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">        <span class="com"># initialize dictionary to store the stats in</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t">            <span class="str">'level'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t">            <span class="str">'iteration'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t">            <span class="str">'node'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t">            <span class="str">'problem_pos'</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t">            <span class="str">'bit'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t">            <span class="str">'error'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t">            <span class="str">'total_iteration'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t">            <span class="str">'total_newton_iteration'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t">            <span class="str">'restarts'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t">            <span class="str">'target'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t">            <span class="str">'rank'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t">        <span class="com"># store arguments for storing and loading</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t">        <span class="nam">identifier_args</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t">            <span class="str">'faults'</span><span class="op">:</span> <span class="nam">faults</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t">            <span class="str">'strategy'</span><span class="op">:</span> <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t">        <span class="com"># reload previously recorded stats and write them to dat</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t">        <span class="key">if</span> <span class="nam">reload</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t">            <span class="nam">already_completed_</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t">            <span class="key">if</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t">                <span class="nam">already_completed_</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="op">**</span><span class="nam">identifier_args</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t">            <span class="nam">already_completed</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">bcast</span><span class="op">(</span><span class="nam">already_completed_</span><span class="op">,</span> <span class="nam">root</span><span class="op">=</span><span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t">            <span class="key">if</span> <span class="nam">already_completed</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span> <span class="op">></span> <span class="num">0</span> <span class="key">and</span> <span class="nam">already_completed</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span> <span class="op">&lt;=</span> <span class="nam">runs</span> <span class="key">and</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t">                <span class="nam">avail_len</span> <span class="op">=</span> <span class="nam">min</span><span class="op">(</span><span class="op">[</span><span class="nam">already_completed</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span><span class="op">,</span> <span class="nam">runs</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t">                <span class="key">for</span> <span class="nam">k</span> <span class="key">in</span> <span class="nam">dat</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t">                    <span class="nam">dat</span><span class="op">[</span><span class="nam">k</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="nam">avail_len</span><span class="op">]</span> <span class="op">=</span> <span class="nam">already_completed</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">k</span><span class="op">,</span> <span class="op">[</span><span class="key">None</span><span class="op">]</span> <span class="op">*</span> <span class="nam">avail_len</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t">            <span class="nam">already_completed</span> <span class="op">=</span> <span class="op">{</span><span class="str">'runs'</span><span class="op">:</span> <span class="num">0</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t">        <span class="com"># prepare a message</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t">        <span class="nam">involved_ranks</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">gather</span><span class="op">(</span><span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">.</span><span class="nam">rank</span><span class="op">,</span> <span class="nam">root</span><span class="op">=</span><span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t">        <span class="nam">msg</span> <span class="op">=</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">comm</span><span class="op">.</span><span class="nam">size</span><span class="op">}</span><span class="fst"> rank(s) (</span><span class="op">{</span><span class="nam">involved_ranks</span><span class="op">}</span><span class="fst">) doing </span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="op">{</span><span class="str">" with faults"</span> <span class="key">if</span> <span class="nam">faults</span> <span class="key">else</span> <span class="str">""</span><span class="op">}</span><span class="fst"> with </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst"> ranks for </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst"> from </span><span class="op">{</span><span class="nam">already_completed</span><span class="op">[</span><span class="str">"runs"</span><span class="op">]</span><span class="op">}</span><span class="fst"> to </span><span class="op">{</span><span class="nam">runs</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t">        <span class="key">if</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span> <span class="key">and</span> <span class="nam">already_completed</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span> <span class="op">&lt;</span> <span class="nam">runs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span><span class="nam">msg</span><span class="op">,</span> <span class="nam">flush</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t">        <span class="nam">space_comm</span> <span class="op">=</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_SELF</span><span class="op">.</span><span class="nam">Split</span><span class="op">(</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t">        <span class="com"># perform the remaining experiments</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">already_completed</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span><span class="op">,</span> <span class="nam">runs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t">            <span class="key">if</span> <span class="nam">i</span> <span class="op">%</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">size</span> <span class="op">!=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t">                <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t">            <span class="com"># perform a single experiment with the correct random seed</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t">            <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">crash</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">run</span><span class="op">=</span><span class="nam">i</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">,</span> <span class="nam">space_comm</span><span class="op">=</span><span class="nam">space_comm</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t">            <span class="com"># get the data from the stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t">            <span class="nam">faults_run</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'bitflip'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t">            <span class="key">if</span> <span class="nam">faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t">                <span class="key">assert</span> <span class="nam">len</span><span class="op">(</span><span class="nam">faults_run</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">Did not record a fault in run </span><span class="op">{</span><span class="nam">i</span><span class="op">}</span><span class="fst"> of </span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">!</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'level'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'node'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">2</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'problem_pos'</span><span class="op">]</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">3</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'bit'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">4</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'target'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">5</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'rank'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">6</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t">            <span class="key">if</span> <span class="nam">crash</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t">                <span class="nam">print</span><span class="op">(</span><span class="str">'Code crashed!'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t">                <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t">            <span class="com"># record the rest of the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t">            <span class="nam">t</span><span class="op">,</span> <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t">            <span class="nam">error</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_error</span><span class="op">(</span><span class="nam">u</span><span class="op">,</span> <span class="nam">t</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_Tend</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t">            <span class="nam">total_iteration</span> <span class="op">=</span> <span class="nam">sum</span><span class="op">(</span><span class="op">[</span><span class="nam">k</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">k</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'k'</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t">            <span class="nam">total_newton_iteration</span> <span class="op">=</span> <span class="nam">sum</span><span class="op">(</span><span class="op">[</span><span class="nam">k</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">k</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'work_newton'</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t">            <span class="nam">dat</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">error</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">            <span class="nam">dat</span><span class="op">[</span><span class="str">'total_iteration'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">total_iteration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t">            <span class="nam">dat</span><span class="op">[</span><span class="str">'total_newton_iteration'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">total_newton_iteration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t">            <span class="nam">dat</span><span class="op">[</span><span class="str">'restarts'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">sum</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'restart'</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t">        <span class="com"># free the space communicator</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t">        <span class="nam">space_comm</span><span class="op">.</span><span class="nam">Free</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t">        <span class="nam">dat_full</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t">        <span class="key">for</span> <span class="nam">k</span> <span class="key">in</span> <span class="nam">dat</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t">            <span class="nam">dat_full</span><span class="op">[</span><span class="nam">k</span><span class="op">]</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">reduce</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">k</span><span class="op">]</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="nam">MPI</span><span class="op">.</span><span class="nam">SUM</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t">        <span class="com"># store the completed stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t">        <span class="nam">dat_full</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">runs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t">        <span class="key">if</span> <span class="nam">already_completed</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span> <span class="op">&lt;</span> <span class="nam">runs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t">            <span class="key">if</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">store</span><span class="op">(</span><span class="nam">dat_full</span><span class="op">,</span> <span class="op">**</span><span class="nam">identifier_args</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t">                <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t">                    <span class="nam">self</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_error</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">u</span><span class="op">,</span> <span class="nam">t</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">Tend</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t"><span class="str">        Compute the error.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t"><span class="str">            u (dtype_u): The solution at the end of the run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t"><span class="str">            t (float): Time at which `u` was recorded</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t"><span class="str">            controller (pySDC.controller.controller): The controller</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t"><span class="str">            Tend (float): Time you want to run to</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t"><span class="str">            float: Error</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t">        <span class="nam">lvl</span> <span class="op">=</span> <span class="nam">controller</span><span class="op">.</span><span class="nam">MS</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t">        <span class="com"># decide if we reached Tend</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t">        <span class="nam">Tend_reached</span> <span class="op">=</span> <span class="nam">t</span> <span class="op">+</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt_initial</span> <span class="op">>=</span> <span class="nam">Tend</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t">        <span class="key">if</span> <span class="nam">Tend_reached</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t">            <span class="nam">u_star</span> <span class="op">=</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">u_exact</span><span class="op">(</span><span class="nam">t</span><span class="op">=</span><span class="nam">t</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t">            <span class="key">return</span> <span class="nam">abs</span><span class="op">(</span><span class="nam">u</span> <span class="op">-</span> <span class="nam">u_star</span><span class="op">)</span> <span class="op">/</span> <span class="nam">abs</span><span class="op">(</span><span class="nam">u_star</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Final time was not reached! Code crashed at t=</span><span class="op">{</span><span class="nam">t</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst"> instead of reaching Tend=</span><span class="op">{</span><span class="nam">Tend</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t">            <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t">    <span class="key">def</span> <span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t">        <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t">        <span class="nam">run</span><span class="op">=</span><span class="num">0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t">        <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t">        <span class="nam">force_params</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t">        <span class="nam">hook_class</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t">        <span class="nam">space_comm</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t">        <span class="nam">Tend</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t">        <span class="nam">time_comm</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t"><span class="str">        Run the problem once with the specified parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you plan on using</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t"><span class="str">            run (int): Index for fault generation</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t"><span class="str">            faults (bool): Whether or not to put faults in</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t"><span class="str">            force_params (dict): Change parameters in the description of the problem</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t"><span class="str">            space_comm (MPI.Communicator): A communicator for space parallelisation</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t"><span class="str">            Tend (float): Time you want to run to</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t"><span class="str">            time_comm (MPI.Intracomm.Communicator): Communicator in time</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t355" href="#t355">355</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t"><span class="str">            dict: Stats object containing statistics for each step, each level and each iteration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t"><span class="str">            pySDC.Controller: The controller of the run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t"><span class="str">            float: The time the problem should have run to</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t">        <span class="nam">hook_class</span> <span class="op">=</span> <span class="nam">hook_collection</span> <span class="op">+</span> <span class="op">[</span><span class="nam">LogWork</span><span class="op">]</span> <span class="op">+</span> <span class="op">(</span><span class="op">[</span><span class="nam">LogData</span><span class="op">]</span> <span class="key">if</span> <span class="nam">hook_class</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">hook_class</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t">        <span class="nam">force_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span> <span class="key">if</span> <span class="nam">force_params</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">force_params</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t363" href="#t363">363</a></span><span class="t">        <span class="com"># build the custom description</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t364" href="#t364">364</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t365" href="#t365">365</a></span><span class="t">        <span class="key">for</span> <span class="nam">k</span> <span class="key">in</span> <span class="nam">force_params</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t366" href="#t366">366</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="nam">k</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">**</span><span class="nam">custom_description</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">k</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span><span class="op">,</span> <span class="op">**</span><span class="nam">force_params</span><span class="op">[</span><span class="nam">k</span><span class="op">]</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t">        <span class="nam">custom_controller_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t">            <span class="str">'logger_level'</span><span class="op">:</span> <span class="nam">LOGGER_LEVEL</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t">            <span class="op">**</span><span class="nam">force_params</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'controller_params'</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t371" href="#t371">371</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t372" href="#t372">372</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t373" href="#t373">373</a></span><span class="t">        <span class="key">if</span> <span class="nam">faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t374" href="#t374">374</a></span><span class="t">            <span class="nam">fault_stuff</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t375" href="#t375">375</a></span><span class="t">                <span class="str">'rng'</span><span class="op">:</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t">                <span class="str">'args'</span><span class="op">:</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_fault_args</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t">                <span class="str">'rnd_params'</span><span class="op">:</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t379" href="#t379">379</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t380" href="#t380">380</a></span><span class="t">            <span class="com"># make parameters for faults:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t381" href="#t381">381</a></span><span class="t">            <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">==</span> <span class="str">'random'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t382" href="#t382">382</a></span><span class="t">                <span class="nam">fault_stuff</span><span class="op">[</span><span class="str">'rng'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">random</span><span class="op">.</span><span class="nam">RandomState</span><span class="op">(</span><span class="nam">run</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t383" href="#t383">383</a></span><span class="t">            <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">==</span> <span class="str">'combination'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t">                <span class="nam">fault_stuff</span><span class="op">[</span><span class="str">'rng'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t">            <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">==</span> <span class="str">'regular'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t386" href="#t386">386</a></span><span class="t">                <span class="nam">fault_stuff</span><span class="op">[</span><span class="str">'rng'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">random</span><span class="op">.</span><span class="nam">RandomState</span><span class="op">(</span><span class="nam">run</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t">                <span class="nam">fault_stuff</span><span class="op">[</span><span class="str">'fault_frequency_iter'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">kwargs</span><span class="op">[</span><span class="str">'fault_frequency_iter'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t388" href="#t388">388</a></span><span class="t">                <span class="nam">fault_stuff</span><span class="op">[</span><span class="str">'rnd_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t389" href="#t389">389</a></span><span class="t">                    <span class="str">'bit'</span><span class="op">:</span> <span class="num">12</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t390" href="#t390">390</a></span><span class="t">                    <span class="str">'min_node'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t">                <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t392" href="#t392">392</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t">                <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Don\'t know how to add faults in mode </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">mode</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t">            <span class="nam">fault_stuff</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t399" href="#t399">399</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">=</span><span class="nam">custom_description</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t">            <span class="nam">num_procs</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t">            <span class="nam">hook_class</span><span class="op">=</span><span class="nam">hook_class</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t402" href="#t402">402</a></span><span class="t">            <span class="nam">fault_stuff</span><span class="op">=</span><span class="nam">fault_stuff</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t403" href="#t403">403</a></span><span class="t">            <span class="nam">Tend</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_Tend</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">Tend</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">            <span class="nam">custom_controller_params</span><span class="op">=</span><span class="nam">custom_controller_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t">            <span class="nam">space_comm</span><span class="op">=</span><span class="nam">space_comm</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t">            <span class="nam">comm</span><span class="op">=</span><span class="nam">time_comm</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t407" href="#t407">407</a></span><span class="t">            <span class="nam">use_MPI</span><span class="op">=</span><span class="nam">time_comm</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t">    <span class="key">def</span> <span class="nam">compare_strategies</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">run</span><span class="op">=</span><span class="num">0</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t"><span class="str">        Take a closer look at how the strategies compare for a specific run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t413" href="#t413">413</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t"><span class="str">            run (int): The number of the run to get the appropriate random generator</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t"><span class="str">            faults (bool): Whether or not to include faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t417" href="#t417">417</a></span><span class="t"><span class="str">            ax (Matplotlib.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t">        <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t">            <span class="nam">store</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t425" href="#t425">425</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t426" href="#t426">426</a></span><span class="t">            <span class="nam">store</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t">        <span class="nam">k_ax</span> <span class="op">=</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">twinx</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t429" href="#t429">429</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">[</span><span class="str">'-.'</span> <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">strategy</span><span class="op">)</span> <span class="op">==</span> <span class="nam">HotRodStrategy</span> <span class="key">else</span> <span class="str">'-'</span> <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t">        <span class="op">[</span><span class="nam">self</span><span class="op">.</span><span class="nam">scrutinize_visual</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">run</span><span class="op">,</span> <span class="nam">faults</span><span class="op">,</span> <span class="nam">ax</span><span class="op">,</span> <span class="nam">k_ax</span><span class="op">,</span> <span class="nam">ls</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t432" href="#t432">432</a></span><span class="t">        <span class="com"># make a legend</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t433" href="#t433">433</a></span><span class="t">        <span class="op">[</span><span class="nam">k_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="key">None</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="key">None</span><span class="op">]</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">label</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">color</span><span class="op">)</span> <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t434" href="#t434">434</a></span><span class="t">        <span class="nam">k_ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t435" href="#t435">435</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t">        <span class="key">if</span> <span class="nam">store</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t">            <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="fst">f'</span><span class="fst">data/</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="fst">-comparison.pdf</span><span class="fst">'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t439" href="#t439">439</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t440" href="#t440">440</a></span><span class="t">    <span class="key">def</span> <span class="nam">scrutinize_visual</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">run</span><span class="op">,</span> <span class="nam">faults</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">k_ax</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">'-'</span><span class="op">,</span> <span class="nam">plot_restarts</span><span class="op">=</span><span class="key">False</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t"><span class="str">        Take a closer look at a specific run with a plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you plan on using</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t"><span class="str">            run (int): The number of the run to get the appropriate random generator</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t"><span class="str">            faults (bool): Whether or not to include faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t"><span class="str">            ax (Matplotlib.axes): Somewhere to plot the error</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t"><span class="str">            k_ax (Matplotlib.axes): Somewhere to plot the iterations</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t"><span class="str">            plot_restarts (bool): Make vertical lines wherever restarts happened</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t"><span class="str">            dict: Stats from the run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t">        <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t">            <span class="nam">store</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t">            <span class="nam">store</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t">        <span class="nam">force_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t">        <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">Tend</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t">            <span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t">            <span class="nam">run</span><span class="op">=</span><span class="nam">run</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t">            <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t">            <span class="nam">force_params</span><span class="op">=</span><span class="nam">force_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t">            <span class="nam">hook_class</span><span class="op">=</span><span class="nam">hook_collection</span> <span class="op">+</span> <span class="op">[</span><span class="nam">LogLocalErrorPostStep</span><span class="op">,</span> <span class="nam">LogData</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t">        <span class="com"># plot the local error</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t">        <span class="nam">e_loc</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'e_local_post_step'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">e_loc</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">e_loc</span><span class="op">]</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">color</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="nam">ls</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t">        <span class="com"># plot the iterations</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t">        <span class="nam">k_ax</span> <span class="op">=</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">twinx</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">k_ax</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">k_ax</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t">        <span class="nam">k</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'k'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t">        <span class="nam">k_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">k</span><span class="op">]</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">cumsum</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">k</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">color</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">'--'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t">        <span class="com"># plot the faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t">        <span class="nam">faults</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'bitflip'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t">        <span class="key">for</span> <span class="nam">fault_time</span> <span class="key">in</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">faults</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">axvline</span><span class="op">(</span><span class="nam">fault_time</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'grey'</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">':'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t">        <span class="com"># plot restarts</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t">        <span class="key">if</span> <span class="nam">plot_restarts</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t">            <span class="nam">restarts</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'restart'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t">            <span class="op">[</span><span class="nam">ax</span><span class="op">.</span><span class="nam">axvline</span><span class="op">(</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'black'</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">'-.'</span><span class="op">)</span> <span class="key">if</span> <span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">else</span> <span class="str">''</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">restarts</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t">        <span class="com"># decorate</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_yscale</span><span class="op">(</span><span class="str">'log'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">r'$\epsilon$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t">        <span class="nam">k_ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'cumulative iterations (dashed)'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">r'$t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t">        <span class="key">if</span> <span class="nam">store</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t">            <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="fst">f'</span><span class="fst">data/</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">-details.pdf</span><span class="fst">'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t">    <span class="key">def</span> <span class="nam">scrutinize</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">logger_level</span><span class="op">=</span><span class="num">15</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t"><span class="str">        Take a closer look at a specific run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you plan on using</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">fault_injection</span> <span class="key">import</span> <span class="nam">FaultInjector</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t">        <span class="nam">force_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t">        <span class="nam">force_params</span><span class="op">[</span><span class="str">'controller_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'logger_level'</span><span class="op">:</span> <span class="nam">logger_level</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t">        <span class="nam">force_params</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'skip_residual_computation'</span><span class="op">:</span> <span class="op">(</span><span class="op">)</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t518" href="#t518">518</a></span><span class="t">        <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">Tend</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">force_params</span><span class="op">=</span><span class="nam">force_params</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t">        <span class="nam">u_all</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t">        <span class="nam">t</span><span class="op">,</span> <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">argmax</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u_all</span><span class="op">]</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t">        <span class="nam">k</span> <span class="op">=</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'k'</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t523" href="#t523">523</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t">        <span class="nam">fault_hook</span> <span class="op">=</span> <span class="op">[</span><span class="nam">me</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">controller</span><span class="op">.</span><span class="nam">hooks</span> <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span> <span class="op">==</span> <span class="nam">FaultInjector</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t">        <span class="nam">unhappened_faults</span> <span class="op">=</span> <span class="nam">fault_hook</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">faults</span> <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">fault_hook</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span> <span class="key">else</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t527" href="#t527">527</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">\nOverview for </span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst"> strategy</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t">        <span class="com"># print faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t">        <span class="nam">faults</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'bitflip'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'\nfaults:'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'    t   | level | iter | node | bit | trgt | rank | pos'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'--------+-------+------+------+-----+------+---------------------'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t">        <span class="key">for</span> <span class="nam">f</span> <span class="key">in</span> <span class="nam">faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t536" href="#t536">536</a></span><span class="t">                <span class="fst">f'</span><span class="fst"> </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">6.2f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">5d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">4</span><span class="op">]</span><span class="op">:</span><span class="fst">3d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">5</span><span class="op">]</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">6</span><span class="op">]</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> |</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t537" href="#t537">537</a></span><span class="t">                <span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">3</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t538" href="#t538">538</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'--------+-------+------+------+-----+------+---------------------'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t">        <span class="key">for</span> <span class="nam">f</span> <span class="key">in</span> <span class="nam">unhappened_faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t">                <span class="fst">f'</span><span class="fst">!</span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">time</span><span class="op">:</span><span class="fst">6.2f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">level_number</span><span class="op">:</span><span class="fst">5d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">iteration</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">node</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">bit</span><span class="op">:</span><span class="fst">3d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">target</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">rank</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> |</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t543" href="#t543">543</a></span><span class="t">                <span class="nam">f</span><span class="op">.</span><span class="nam">problem_pos</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t544" href="#t544">544</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t545" href="#t545">545</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t546" href="#t546">546</a></span><span class="t">        <span class="com"># see if we can determine if the faults where recovered</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t547" href="#t547">547</a></span><span class="t">        <span class="nam">no_faults</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t548" href="#t548">548</a></span><span class="t">        <span class="nam">e_star</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">no_faults</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'error'</span><span class="op">,</span> <span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t549" href="#t549">549</a></span><span class="t">        <span class="nam">error</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_error</span><span class="op">(</span><span class="nam">u</span><span class="op">,</span> <span class="nam">t</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">Tend</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t550" href="#t550">550</a></span><span class="t">        <span class="nam">recovery_thresh</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_thresh</span><span class="op">(</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t551" href="#t551">551</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t552" href="#t552">552</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t553" href="#t553">553</a></span><span class="t">            <span class="fst">f'</span><span class="fst">e=</span><span class="op">{</span><span class="nam">error</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">, e^*=</span><span class="op">{</span><span class="nam">e_star</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">, thresh: </span><span class="op">{</span><span class="nam">recovery_thresh</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> -> recovered: </span><span class="op">{</span><span class="nam">error</span> <span class="op">&lt;</span> <span class="nam">recovery_thresh</span><span class="op">}</span><span class="fst">, e_rel = </span><span class="op">{</span><span class="nam">error</span><span class="op">/</span><span class="nam">abs</span><span class="op">(</span><span class="nam">u</span><span class="op">)</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t554" href="#t554">554</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t555" href="#t555">555</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">k: sum: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">sum</span><span class="op">(</span><span class="nam">k</span><span class="op">)</span><span class="op">}</span><span class="fst">, min: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">min</span><span class="op">(</span><span class="nam">k</span><span class="op">)</span><span class="op">}</span><span class="fst">, max: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">max</span><span class="op">(</span><span class="nam">k</span><span class="op">)</span><span class="op">}</span><span class="fst">, mean: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">k</span><span class="op">)</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst">,</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t556" href="#t556">556</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t557" href="#t557">557</a></span><span class="t">        <span class="nam">_newton_iter</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'work_newton'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t558" href="#t558">558</a></span><span class="t">        <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">_newton_iter</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t559" href="#t559">559</a></span><span class="t">            <span class="nam">newton_iter</span> <span class="op">=</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">_newton_iter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t560" href="#t560">560</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t561" href="#t561">561</a></span><span class="t">                <span class="fst">f'</span><span class="fst">Newton: k: sum: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">sum</span><span class="op">(</span><span class="nam">newton_iter</span><span class="op">)</span><span class="op">}</span><span class="fst">, min: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">min</span><span class="op">(</span><span class="nam">newton_iter</span><span class="op">)</span><span class="op">}</span><span class="fst">, max: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">max</span><span class="op">(</span><span class="nam">newton_iter</span><span class="op">)</span><span class="op">}</span><span class="fst">, mean: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">newton_iter</span><span class="op">)</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst">,</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t562" href="#t562">562</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t563" href="#t563">563</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t564" href="#t564">564</a></span><span class="t">        <span class="com"># checkout the step size</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t565" href="#t565">565</a></span><span class="t">        <span class="nam">dt</span> <span class="op">=</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'dt'</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t566" href="#t566">566</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">t: </span><span class="op">{</span><span class="nam">t</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst">, dt: min: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">min</span><span class="op">(</span><span class="nam">dt</span><span class="op">)</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">, max: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">max</span><span class="op">(</span><span class="nam">dt</span><span class="op">)</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">, mean: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">dt</span><span class="op">)</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t567" href="#t567">567</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t568" href="#t568">568</a></span><span class="t">        <span class="com"># restarts</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t569" href="#t569">569</a></span><span class="t">        <span class="nam">restarts</span> <span class="op">=</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'restart'</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t570" href="#t570">570</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">restarts: </span><span class="op">{</span><span class="nam">sum</span><span class="op">(</span><span class="nam">restarts</span><span class="op">)</span><span class="op">}</span><span class="fst">, without faults: </span><span class="op">{</span><span class="nam">no_faults</span><span class="op">[</span><span class="str">"restarts"</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t571" href="#t571">571</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t572" href="#t572">572</a></span><span class="t">        <span class="key">return</span> <span class="nam">stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t573" href="#t573">573</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t574" href="#t574">574</a></span><span class="t">    <span class="key">def</span> <span class="nam">convert_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">faults</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t575" href="#t575">575</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t576" href="#t576">576</a></span><span class="t"><span class="str">        Make arrays of useable data from an entry in the stats object returned by pySDC</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t577" href="#t577">577</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t578" href="#t578">578</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t579" href="#t579">579</a></span><span class="t"><span class="str">            faults (list): The entry for faults returned by the pySDC run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t580" href="#t580">580</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t581" href="#t581">581</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t582" href="#t582">582</a></span><span class="t"><span class="str">            list: The times when the faults happened</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t583" href="#t583">583</a></span><span class="t"><span class="str">            list: The levels in which the faults happened</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t584" href="#t584">584</a></span><span class="t"><span class="str">            list: The iterations in which the faults happened</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t585" href="#t585">585</a></span><span class="t"><span class="str">            list: The nodes in which the faults happened</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t586" href="#t586">586</a></span><span class="t"><span class="str">            list: The problem positions in which the faults happened</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t587" href="#t587">587</a></span><span class="t"><span class="str">            list: The bits in which the faults happened</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t588" href="#t588">588</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t589" href="#t589">589</a></span><span class="t">        <span class="nam">time</span> <span class="op">=</span> <span class="op">[</span><span class="nam">faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t590" href="#t590">590</a></span><span class="t">        <span class="nam">level</span> <span class="op">=</span> <span class="op">[</span><span class="nam">faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t591" href="#t591">591</a></span><span class="t">        <span class="nam">iteration</span> <span class="op">=</span> <span class="op">[</span><span class="nam">faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t592" href="#t592">592</a></span><span class="t">        <span class="nam">node</span> <span class="op">=</span> <span class="op">[</span><span class="nam">faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t593" href="#t593">593</a></span><span class="t">        <span class="nam">problem_pos</span> <span class="op">=</span> <span class="op">[</span><span class="nam">faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">3</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t594" href="#t594">594</a></span><span class="t">        <span class="nam">bit</span> <span class="op">=</span> <span class="op">[</span><span class="nam">faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">4</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t595" href="#t595">595</a></span><span class="t">        <span class="key">return</span> <span class="nam">time</span><span class="op">,</span> <span class="nam">level</span><span class="op">,</span> <span class="nam">iteration</span><span class="op">,</span> <span class="nam">node</span><span class="op">,</span> <span class="nam">problem_pos</span><span class="op">,</span> <span class="nam">bit</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t596" href="#t596">596</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t597" href="#t597">597</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_path</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t598" href="#t598">598</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t599" href="#t599">599</a></span><span class="t"><span class="str">        Get the path to where the stats are stored</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t600" href="#t600">600</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t601" href="#t601">601</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t602" href="#t602">602</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t603" href="#t603">603</a></span><span class="t"><span class="str">            faults (bool): Whether or not faults have been activated</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t604" href="#t604">604</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t605" href="#t605">605</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t606" href="#t606">606</a></span><span class="t"><span class="str">            str: The path to what you are looking for</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t607" href="#t607">607</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t608" href="#t608">608</a></span><span class="t">        <span class="key">return</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">stats_path</span><span class="op">}</span><span class="fst">/</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">}</span><span class="fst">.pickle</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t609" href="#t609">609</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t610" href="#t610">610</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_name</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t611" href="#t611">611</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t612" href="#t612">612</a></span><span class="t"><span class="str">        Function to get a unique name for a kind of statistics based on the problem and strategy that was used</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t613" href="#t613">613</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t614" href="#t614">614</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t615" href="#t615">615</a></span><span class="t"><span class="str">            strategy (Strategy): Resilience strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t616" href="#t616">616</a></span><span class="t"><span class="str">            faults (bool): Whether or not faults where inserted</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t617" href="#t617">617</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t618" href="#t618">618</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t619" href="#t619">619</a></span><span class="t"><span class="str">            str: The unique identifier</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t620" href="#t620">620</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t621" href="#t621">621</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">==</span> <span class="nam">run_advection</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t622" href="#t622">622</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'advection'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t623" href="#t623">623</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">==</span> <span class="nam">run_vdp</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t624" href="#t624">624</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'vdp'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t625" href="#t625">625</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">==</span> <span class="nam">run_piline</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t626" href="#t626">626</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'piline'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t627" href="#t627">627</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">==</span> <span class="nam">run_Lorenz</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t628" href="#t628">628</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'Lorenz'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t629" href="#t629">629</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">==</span> <span class="nam">run_Schroedinger</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t630" href="#t630">630</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'Schroedinger'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t631" href="#t631">631</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">==</span> <span class="nam">run_quench</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t632" href="#t632">632</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'Quench'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t633" href="#t633">633</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_AC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t634" href="#t634">634</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'Allen-Cahn'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t635" href="#t635">635</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t636" href="#t636">636</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Name not implemented for problem </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t637" href="#t637">637</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t638" href="#t638">638</a></span><span class="t">        <span class="key">if</span> <span class="nam">faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t639" href="#t639">639</a></span><span class="t">            <span class="nam">fault_name</span> <span class="op">=</span> <span class="str">'-faults'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t640" href="#t640">640</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t641" href="#t641">641</a></span><span class="t">            <span class="nam">fault_name</span> <span class="op">=</span> <span class="str">''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t642" href="#t642">642</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t643" href="#t643">643</a></span><span class="t">        <span class="key">if</span> <span class="nam">strategy</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t644" href="#t644">644</a></span><span class="t">            <span class="nam">strategy_name</span> <span class="op">=</span> <span class="fst">f'</span><span class="fst">-</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t645" href="#t645">645</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t646" href="#t646">646</a></span><span class="t">            <span class="nam">strategy_name</span> <span class="op">=</span> <span class="str">''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t647" href="#t647">647</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t648" href="#t648">648</a></span><span class="t">        <span class="nam">mode</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="key">if</span> <span class="nam">mode</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">mode</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t649" href="#t649">649</a></span><span class="t">        <span class="key">if</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'regular'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t650" href="#t650">650</a></span><span class="t">            <span class="nam">mode_thing</span> <span class="op">=</span> <span class="fst">f'</span><span class="fst">-regular</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">kwargs</span><span class="op">[</span><span class="str">"fault_frequency_iter"</span><span class="op">]</span> <span class="key">if</span> <span class="nam">faults</span> <span class="key">else</span> <span class="str">""</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t651" href="#t651">651</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t652" href="#t652">652</a></span><span class="t">            <span class="nam">mode_thing</span> <span class="op">=</span> <span class="str">''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t653" href="#t653">653</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t654" href="#t654">654</a></span><span class="t">        <span class="nam">mpi_thing</span> <span class="op">=</span> <span class="str">'-MPI'</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">use_MPI</span> <span class="key">else</span> <span class="str">''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t655" href="#t655">655</a></span><span class="t">        <span class="key">return</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">prob_name</span><span class="op">}</span><span class="op">{</span><span class="nam">strategy_name</span><span class="op">}</span><span class="op">{</span><span class="nam">fault_name</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst">procs</span><span class="op">{</span><span class="nam">mode_thing</span><span class="op">}</span><span class="op">{</span><span class="nam">mpi_thing</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t"><span class="key">class</span> <span class="nam">FaultStats</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"><span class="str">    Class to generate and analyse fault statistics</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t">        <span class="nam">prob</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t">        <span class="nam">strategies</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t">        <span class="nam">faults</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t">        <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">        <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1</span> <span class="op">+</span> <span class="num">1e-3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">        <span class="nam">recovery_thresh_abs</span><span class="op">=</span><span class="num">0.0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t">        <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t">        <span class="nam">mode</span><span class="op">=</span><span class="str">'default'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t">        <span class="nam">stats_path</span><span class="op">=</span><span class="str">'data/stats'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t">        <span class="nam">use_MPI</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t"><span class="str">            prob: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t"><span class="str">            strategies (list): List of resilience strategies</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t"><span class="str">            faults (list): List of booleans that describe whether to use faults or not</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t"><span class="str">            reload (bool): Load previously computed statistics and continue from there or start from scratch</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t"><span class="str">            recovery_thresh (float): Relative threshold for recovery</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t"><span class="str">            mode (str): Mode for fault generation: Either 'random' or 'combination'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">=</span> <span class="nam">prob</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span><span class="key">None</span><span class="op">]</span> <span class="key">if</span> <span class="nam">strategies</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategies</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">faults</span> <span class="op">=</span> <span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span> <span class="key">if</span> <span class="nam">faults</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">reload</span> <span class="op">=</span> <span class="nam">reload</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">recovery_thresh</span> <span class="op">=</span> <span class="nam">recovery_thresh</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">recovery_thresh_abs</span> <span class="op">=</span> <span class="nam">recovery_thresh_abs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span> <span class="op">=</span> <span class="nam">num_procs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">use_MPI</span> <span class="op">=</span> <span class="nam">use_MPI</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">stats_path</span> <span class="op">=</span> <span class="nam">stats_path</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">kwargs</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t">            <span class="str">'fault_frequency_iter'</span><span class="op">:</span> <span class="num">500</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t">            <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t">        <span class="com"># decide mode</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t">        <span class="key">if</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'default'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t">            <span class="key">if</span> <span class="nam">prob</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_vdp'</span><span class="op">,</span> <span class="str">'run_Lorenz'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">=</span> <span class="str">'combination'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">=</span> <span class="str">'random'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">=</span> <span class="nam">mode</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span> <span class="op">=</span> <span class="nam">logging</span><span class="op">.</span><span class="nam">getLogger</span><span class="op">(</span><span class="str">'FaultStats'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">level</span> <span class="op">=</span> <span class="nam">LOGGER_LEVEL</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t">        <span class="nam">msg</span> <span class="op">=</span> <span class="str">'Starting FaultStats with attributes'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t">        <span class="key">for</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">val</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">__dict__</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="key">in</span> <span class="op">[</span><span class="str">'logger'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t">                <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t">            <span class="nam">item</span> <span class="op">=</span> <span class="op">[</span><span class="nam">str</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">val</span><span class="op">]</span> <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">val</span><span class="op">)</span> <span class="op">==</span> <span class="nam">list</span> <span class="key">else</span> <span class="nam">str</span><span class="op">(</span><span class="nam">val</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t">            <span class="nam">msg</span> <span class="op">+=</span> <span class="str">'\n\t'</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">key</span><span class="op">}</span><span class="fst">: </span><span class="op">{</span><span class="nam">item</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="num">25</span><span class="op">,</span> <span class="nam">msg</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_Tend</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t"><span class="str">        Get the final time of runs for fault stats based on the problem</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"><span class="str">            float: Tend to put into the run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">get_Tend</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">    <span class="key">def</span> <span class="nam">run_stats_generation</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span> <span class="nam">runs</span><span class="op">=</span><span class="num">1000</span><span class="op">,</span> <span class="nam">step</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">kwargs_range</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">_reload</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">_runs_partial</span><span class="op">=</span><span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t"><span class="str">        Run the generation of stats for all strategies in the `self.strategies` variable</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t"><span class="str">            runs (int): Number of runs you want to do</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t"><span class="str">            step (int): Number of runs you want to do between saving</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"><span class="str">            comm (MPI.Communicator): Communicator for distributing runs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"><span class="str">            faults (bool): Whether to do stats with faults or without</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"><span class="str">            kw_args_range (dict): Range for the parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"><span class="str">            _reload, _runs_partial: Variables only used for recursion. Do not change!</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">        <span class="key">if</span> <span class="nam">faults</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">            <span class="key">for</span> <span class="nam">f</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">run_stats_generation</span><span class="op">(</span><span class="nam">runs</span><span class="op">=</span><span class="nam">runs</span><span class="op">,</span> <span class="nam">step</span><span class="op">=</span><span class="nam">step</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="nam">comm</span><span class="op">,</span> <span class="nam">kwargs_range</span><span class="op">=</span><span class="nam">kwargs_range</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">f</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">        <span class="key">for</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">val</span> <span class="key">in</span> <span class="nam">kwargs_range</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">kwargs_range</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span> <span class="key">else</span> <span class="op">{</span><span class="op">}</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">            <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">val</span><span class="op">)</span> <span class="op">==</span> <span class="nam">int</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">kwargs</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">=</span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">                <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">val</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t">                    <span class="nam">kwargs_range_me</span> <span class="op">=</span> <span class="op">{</span><span class="op">**</span><span class="nam">kwargs_range</span><span class="op">,</span> <span class="nam">key</span><span class="op">:</span> <span class="nam">me</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t">                    <span class="nam">self</span><span class="op">.</span><span class="nam">run_stats_generation</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t">                        <span class="nam">runs</span><span class="op">=</span><span class="nam">runs</span><span class="op">,</span> <span class="nam">step</span><span class="op">=</span><span class="nam">step</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="nam">comm</span><span class="op">,</span> <span class="nam">kwargs_range</span><span class="op">=</span><span class="nam">kwargs_range_me</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">                    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t">                <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">        <span class="nam">comm</span> <span class="op">=</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span> <span class="key">if</span> <span class="nam">comm</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">comm</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">        <span class="nam">step</span> <span class="op">=</span> <span class="op">(</span><span class="nam">runs</span> <span class="key">if</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">size</span> <span class="op">==</span> <span class="num">1</span> <span class="key">else</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">size</span><span class="op">)</span> <span class="key">if</span> <span class="nam">step</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">step</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">        <span class="nam">_runs_partial</span> <span class="op">=</span> <span class="nam">step</span> <span class="key">if</span> <span class="nam">_runs_partial</span> <span class="op">==</span> <span class="num">0</span> <span class="key">else</span> <span class="nam">_runs_partial</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">        <span class="nam">reload</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">reload</span> <span class="key">or</span> <span class="nam">_reload</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">        <span class="com"># see if we limit the number of runs we want to do</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">        <span class="nam">max_runs</span> <span class="op">=</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">            <span class="op">(</span><span class="nam">min</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_max_combinations</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">runs</span><span class="op">)</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">==</span> <span class="str">'combination'</span> <span class="key">else</span> <span class="nam">runs</span><span class="op">)</span> <span class="key">if</span> <span class="nam">faults</span> <span class="key">else</span> <span class="nam">min</span><span class="op">(</span><span class="nam">runs</span><span class="op">,</span> <span class="num">5</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">        <span class="key">if</span> <span class="nam">reload</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">            <span class="com"># sort the strategies to do some load balancing</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">            <span class="nam">sorting_index</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">            <span class="key">if</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">                <span class="nam">already_completed</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">                    <span class="op">[</span><span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">)</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'runs'</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span> <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">                <span class="nam">sorting_index_</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">argsort</span><span class="op">(</span><span class="nam">already_completed</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t">                <span class="nam">sorting_index</span> <span class="op">=</span> <span class="nam">sorting_index_</span><span class="op">[</span><span class="nam">already_completed</span><span class="op">[</span><span class="nam">sorting_index_</span><span class="op">]</span> <span class="op">&lt;</span> <span class="nam">max_runs</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">                <span class="nam">_runs_partial</span> <span class="op">=</span> <span class="nam">max</span><span class="op">(</span><span class="nam">min</span><span class="op">(</span><span class="nam">already_completed</span><span class="op">)</span><span class="op">,</span> <span class="nam">_runs_partial</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t">            <span class="com"># tell all ranks what strategies to use</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t">            <span class="nam">sorting_index</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">bcast</span><span class="op">(</span><span class="nam">sorting_index</span><span class="op">,</span> <span class="nam">root</span><span class="op">=</span><span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t">            <span class="nam">_runs_partial</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">bcast</span><span class="op">(</span><span class="nam">_runs_partial</span><span class="op">,</span> <span class="nam">root</span><span class="op">=</span><span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t">            <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">sorting_index</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t">            <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>  <span class="com"># check if we are already done</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t">                <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t">            <span class="nam">strategies</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t">        <span class="nam">strategy_comm</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">Split</span><span class="op">(</span><span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">%</span> <span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">        <span class="key">for</span> <span class="nam">j</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="num">0</span><span class="op">,</span> <span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span><span class="op">,</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">size</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">generate_stats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">                <span class="nam">strategy</span><span class="op">=</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">j</span> <span class="op">+</span> <span class="op">(</span><span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">%</span> <span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span> <span class="op">%</span> <span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span> <span class="op">-</span> <span class="nam">j</span><span class="op">)</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t">                <span class="nam">runs</span><span class="op">=</span><span class="nam">min</span><span class="op">(</span><span class="nam">_runs_partial</span><span class="op">,</span> <span class="nam">max_runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t">                <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">                <span class="nam">reload</span><span class="op">=</span><span class="nam">reload</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">                <span class="nam">comm</span><span class="op">=</span><span class="nam">strategy_comm</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t">        <span class="nam">strategy_comm</span><span class="op">.</span><span class="nam">Free</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">run_stats_generation</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">            <span class="nam">runs</span><span class="op">=</span><span class="nam">runs</span><span class="op">,</span> <span class="nam">step</span><span class="op">=</span><span class="nam">step</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="nam">comm</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">,</span> <span class="nam">_reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">_runs_partial</span><span class="op">=</span><span class="nam">_runs_partial</span> <span class="op">+</span> <span class="nam">step</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t">    <span class="key">def</span> <span class="nam">generate_stats</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">runs</span><span class="op">=</span><span class="num">1000</span><span class="op">,</span> <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"><span class="str">        Generate statistics for recovery from bit flips</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t"><span class="str">        -----------------------------------------------</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t"><span class="str">        Every run is given a different random seed such that we have different faults and the results are then stored</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t"><span class="str">            strategy (Strategy): Resilience strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t"><span class="str">            runs (int): Number of runs you want to do</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t"><span class="str">            reload (bool): Load previously computed statistics and continue from there or start from scratch</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t"><span class="str">            faults (bool): Whether to do stats with faults or without</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t"><span class="str">            comm (MPI.Communicator): Communicator for distributing runs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">        <span class="nam">comm</span> <span class="op">=</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span> <span class="key">if</span> <span class="nam">comm</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">comm</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t">        <span class="com"># initialize dictionary to store the stats in</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t">            <span class="str">'level'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t">            <span class="str">'iteration'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t">            <span class="str">'node'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t">            <span class="str">'problem_pos'</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t">            <span class="str">'bit'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t">            <span class="str">'error'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t">            <span class="str">'total_iteration'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t">            <span class="str">'total_newton_iteration'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t">            <span class="str">'restarts'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t">            <span class="str">'target'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t">            <span class="str">'rank'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t">        <span class="com"># store arguments for storing and loading</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t">        <span class="nam">identifier_args</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t">            <span class="str">'faults'</span><span class="op">:</span> <span class="nam">faults</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t">            <span class="str">'strategy'</span><span class="op">:</span> <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t">        <span class="com"># reload previously recorded stats and write them to dat</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t">        <span class="key">if</span> <span class="nam">reload</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t">            <span class="nam">already_completed_</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t">            <span class="key">if</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t">                <span class="nam">already_completed_</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="op">**</span><span class="nam">identifier_args</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t">            <span class="nam">already_completed</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">bcast</span><span class="op">(</span><span class="nam">already_completed_</span><span class="op">,</span> <span class="nam">root</span><span class="op">=</span><span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t">            <span class="key">if</span> <span class="nam">already_completed</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span> <span class="op">></span> <span class="num">0</span> <span class="key">and</span> <span class="nam">already_completed</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span> <span class="op">&lt;=</span> <span class="nam">runs</span> <span class="key">and</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t">                <span class="nam">avail_len</span> <span class="op">=</span> <span class="nam">min</span><span class="op">(</span><span class="op">[</span><span class="nam">already_completed</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span><span class="op">,</span> <span class="nam">runs</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t">                <span class="key">for</span> <span class="nam">k</span> <span class="key">in</span> <span class="nam">dat</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t">                    <span class="nam">dat</span><span class="op">[</span><span class="nam">k</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="nam">avail_len</span><span class="op">]</span> <span class="op">=</span> <span class="nam">already_completed</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">k</span><span class="op">,</span> <span class="op">[</span><span class="key">None</span><span class="op">]</span> <span class="op">*</span> <span class="nam">avail_len</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t">            <span class="nam">already_completed</span> <span class="op">=</span> <span class="op">{</span><span class="str">'runs'</span><span class="op">:</span> <span class="num">0</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t">        <span class="com"># prepare a message</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t">        <span class="nam">involved_ranks</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">gather</span><span class="op">(</span><span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">.</span><span class="nam">rank</span><span class="op">,</span> <span class="nam">root</span><span class="op">=</span><span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t">        <span class="nam">msg</span> <span class="op">=</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">comm</span><span class="op">.</span><span class="nam">size</span><span class="op">}</span><span class="fst"> rank(s) (</span><span class="op">{</span><span class="nam">involved_ranks</span><span class="op">}</span><span class="fst">) doing </span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="op">{</span><span class="str">" with faults"</span> <span class="key">if</span> <span class="nam">faults</span> <span class="key">else</span> <span class="str">""</span><span class="op">}</span><span class="fst"> with </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst"> ranks for </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst"> from </span><span class="op">{</span><span class="nam">already_completed</span><span class="op">[</span><span class="str">"runs"</span><span class="op">]</span><span class="op">}</span><span class="fst"> to </span><span class="op">{</span><span class="nam">runs</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t">        <span class="key">if</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span> <span class="key">and</span> <span class="nam">already_completed</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span> <span class="op">&lt;</span> <span class="nam">runs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span><span class="nam">msg</span><span class="op">,</span> <span class="nam">flush</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t">        <span class="nam">space_comm</span> <span class="op">=</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_SELF</span><span class="op">.</span><span class="nam">Split</span><span class="op">(</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t">        <span class="com"># perform the remaining experiments</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">already_completed</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span><span class="op">,</span> <span class="nam">runs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t">            <span class="key">if</span> <span class="nam">i</span> <span class="op">%</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">size</span> <span class="op">!=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t">                <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t">            <span class="com"># perform a single experiment with the correct random seed</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t">            <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">crash</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">run</span><span class="op">=</span><span class="nam">i</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">,</span> <span class="nam">space_comm</span><span class="op">=</span><span class="nam">space_comm</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t">            <span class="com"># get the data from the stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t">            <span class="nam">faults_run</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'bitflip'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t">            <span class="key">if</span> <span class="nam">faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t">                <span class="key">assert</span> <span class="nam">len</span><span class="op">(</span><span class="nam">faults_run</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">Did not record a fault in run </span><span class="op">{</span><span class="nam">i</span><span class="op">}</span><span class="fst"> of </span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">!</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'level'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'node'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">2</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'problem_pos'</span><span class="op">]</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">3</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'bit'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">4</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'target'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">5</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t">                <span class="nam">dat</span><span class="op">[</span><span class="str">'rank'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">faults_run</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">6</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t">            <span class="key">if</span> <span class="nam">crash</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t">                <span class="nam">print</span><span class="op">(</span><span class="str">'Code crashed!'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t">                <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t">            <span class="com"># record the rest of the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t">            <span class="nam">t</span><span class="op">,</span> <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t">            <span class="nam">error</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_error</span><span class="op">(</span><span class="nam">u</span><span class="op">,</span> <span class="nam">t</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_Tend</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t">            <span class="nam">total_iteration</span> <span class="op">=</span> <span class="nam">sum</span><span class="op">(</span><span class="op">[</span><span class="nam">k</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">k</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'k'</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t">            <span class="nam">total_newton_iteration</span> <span class="op">=</span> <span class="nam">sum</span><span class="op">(</span><span class="op">[</span><span class="nam">k</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">k</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'work_newton'</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">            <span class="nam">dat</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">error</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t">            <span class="nam">dat</span><span class="op">[</span><span class="str">'total_iteration'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">total_iteration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t">            <span class="nam">dat</span><span class="op">[</span><span class="str">'total_newton_iteration'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">total_newton_iteration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t">            <span class="nam">dat</span><span class="op">[</span><span class="str">'restarts'</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">sum</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'restart'</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t">        <span class="com"># free the space communicator</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t">        <span class="nam">space_comm</span><span class="op">.</span><span class="nam">Free</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t">        <span class="nam">dat_full</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t">        <span class="key">for</span> <span class="nam">k</span> <span class="key">in</span> <span class="nam">dat</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t">            <span class="nam">dat_full</span><span class="op">[</span><span class="nam">k</span><span class="op">]</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">reduce</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">k</span><span class="op">]</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="nam">MPI</span><span class="op">.</span><span class="nam">SUM</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t">        <span class="com"># store the completed stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t">        <span class="nam">dat_full</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">runs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t">        <span class="key">if</span> <span class="nam">already_completed</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span> <span class="op">&lt;</span> <span class="nam">runs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t">            <span class="key">if</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">store</span><span class="op">(</span><span class="nam">dat_full</span><span class="op">,</span> <span class="op">**</span><span class="nam">identifier_args</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t">                <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t">                    <span class="nam">self</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_error</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">u</span><span class="op">,</span> <span class="nam">t</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">Tend</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t"><span class="str">        Compute the error.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t"><span class="str">            u (dtype_u): The solution at the end of the run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t"><span class="str">            t (float): Time at which `u` was recorded</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t"><span class="str">            controller (pySDC.controller.controller): The controller</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t"><span class="str">            Tend (float): Time you want to run to</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t"><span class="str">            float: Error</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t">        <span class="nam">lvl</span> <span class="op">=</span> <span class="nam">controller</span><span class="op">.</span><span class="nam">MS</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t">        <span class="com"># decide if we reached Tend</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t">        <span class="nam">Tend_reached</span> <span class="op">=</span> <span class="nam">t</span> <span class="op">+</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt_initial</span> <span class="op">>=</span> <span class="nam">Tend</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t">        <span class="key">if</span> <span class="nam">Tend_reached</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t">            <span class="nam">u_star</span> <span class="op">=</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">u_exact</span><span class="op">(</span><span class="nam">t</span><span class="op">=</span><span class="nam">t</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t">            <span class="key">return</span> <span class="nam">abs</span><span class="op">(</span><span class="nam">u</span> <span class="op">-</span> <span class="nam">u_star</span><span class="op">)</span> <span class="op">/</span> <span class="nam">abs</span><span class="op">(</span><span class="nam">u_star</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Final time was not reached! Code crashed at t=</span><span class="op">{</span><span class="nam">t</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst"> instead of reaching Tend=</span><span class="op">{</span><span class="nam">Tend</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t">            <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t">    <span class="key">def</span> <span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t">        <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t">        <span class="nam">run</span><span class="op">=</span><span class="num">0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t">        <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t">        <span class="nam">force_params</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t">        <span class="nam">hook_class</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t">        <span class="nam">space_comm</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t">        <span class="nam">Tend</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t">        <span class="nam">time_comm</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t"><span class="str">        Run the problem once with the specified parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you plan on using</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t"><span class="str">            run (int): Index for fault generation</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t"><span class="str">            faults (bool): Whether or not to put faults in</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t"><span class="str">            force_params (dict): Change parameters in the description of the problem</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t"><span class="str">            space_comm (MPI.Communicator): A communicator for space parallelisation</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t"><span class="str">            Tend (float): Time you want to run to</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t"><span class="str">            time_comm (MPI.Intracomm.Communicator): Communicator in time</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t355" href="#t355">355</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t"><span class="str">            dict: Stats object containing statistics for each step, each level and each iteration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t"><span class="str">            pySDC.Controller: The controller of the run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t"><span class="str">            float: The time the problem should have run to</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t">        <span class="nam">hook_class</span> <span class="op">=</span> <span class="nam">hook_collection</span> <span class="op">+</span> <span class="op">[</span><span class="nam">LogWork</span><span class="op">]</span> <span class="op">+</span> <span class="op">(</span><span class="op">[</span><span class="nam">LogData</span><span class="op">]</span> <span class="key">if</span> <span class="nam">hook_class</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">hook_class</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t">        <span class="nam">force_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span> <span class="key">if</span> <span class="nam">force_params</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">force_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t363" href="#t363">363</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t364" href="#t364">364</a></span><span class="t">        <span class="com"># build the custom description</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t365" href="#t365">365</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t366" href="#t366">366</a></span><span class="t">        <span class="key">for</span> <span class="nam">k</span> <span class="key">in</span> <span class="nam">force_params</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="nam">k</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">**</span><span class="nam">custom_description</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">k</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span><span class="op">,</span> <span class="op">**</span><span class="nam">force_params</span><span class="op">[</span><span class="nam">k</span><span class="op">]</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t">        <span class="nam">custom_controller_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t">            <span class="str">'logger_level'</span><span class="op">:</span> <span class="nam">LOGGER_LEVEL</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t371" href="#t371">371</a></span><span class="t">            <span class="op">**</span><span class="nam">force_params</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'controller_params'</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t372" href="#t372">372</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t373" href="#t373">373</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t374" href="#t374">374</a></span><span class="t">        <span class="key">if</span> <span class="nam">faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t375" href="#t375">375</a></span><span class="t">            <span class="nam">fault_stuff</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t">                <span class="str">'rng'</span><span class="op">:</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t">                <span class="str">'args'</span><span class="op">:</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_fault_args</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t">                <span class="str">'rnd_params'</span><span class="op">:</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t379" href="#t379">379</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t380" href="#t380">380</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t381" href="#t381">381</a></span><span class="t">            <span class="com"># make parameters for faults:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t382" href="#t382">382</a></span><span class="t">            <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">==</span> <span class="str">'random'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t383" href="#t383">383</a></span><span class="t">                <span class="nam">fault_stuff</span><span class="op">[</span><span class="str">'rng'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">random</span><span class="op">.</span><span class="nam">RandomState</span><span class="op">(</span><span class="nam">run</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t">            <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">==</span> <span class="str">'combination'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t">                <span class="nam">fault_stuff</span><span class="op">[</span><span class="str">'rng'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t386" href="#t386">386</a></span><span class="t">            <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="op">==</span> <span class="str">'regular'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t">                <span class="nam">fault_stuff</span><span class="op">[</span><span class="str">'rng'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">random</span><span class="op">.</span><span class="nam">RandomState</span><span class="op">(</span><span class="nam">run</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t388" href="#t388">388</a></span><span class="t">                <span class="nam">fault_stuff</span><span class="op">[</span><span class="str">'fault_frequency_iter'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">kwargs</span><span class="op">[</span><span class="str">'fault_frequency_iter'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t389" href="#t389">389</a></span><span class="t">                <span class="nam">fault_stuff</span><span class="op">[</span><span class="str">'rnd_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t390" href="#t390">390</a></span><span class="t">                    <span class="str">'bit'</span><span class="op">:</span> <span class="num">12</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t">                    <span class="str">'min_node'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t392" href="#t392">392</a></span><span class="t">                <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t">                <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Don\'t know how to add faults in mode </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">mode</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t">            <span class="nam">fault_stuff</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t399" href="#t399">399</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">=</span><span class="nam">custom_description</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t">            <span class="nam">num_procs</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t402" href="#t402">402</a></span><span class="t">            <span class="nam">hook_class</span><span class="op">=</span><span class="nam">hook_class</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t403" href="#t403">403</a></span><span class="t">            <span class="nam">fault_stuff</span><span class="op">=</span><span class="nam">fault_stuff</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">            <span class="nam">Tend</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_Tend</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">Tend</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t">            <span class="nam">custom_controller_params</span><span class="op">=</span><span class="nam">custom_controller_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t">            <span class="nam">space_comm</span><span class="op">=</span><span class="nam">space_comm</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t407" href="#t407">407</a></span><span class="t">            <span class="nam">comm</span><span class="op">=</span><span class="nam">time_comm</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t">            <span class="nam">use_MPI</span><span class="op">=</span><span class="nam">time_comm</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t">    <span class="key">def</span> <span class="nam">compare_strategies</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">run</span><span class="op">=</span><span class="num">0</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t413" href="#t413">413</a></span><span class="t"><span class="str">        Take a closer look at how the strategies compare for a specific run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t"><span class="str">            run (int): The number of the run to get the appropriate random generator</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t417" href="#t417">417</a></span><span class="t"><span class="str">            faults (bool): Whether or not to include faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t"><span class="str">            ax (Matplotlib.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t">        <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t425" href="#t425">425</a></span><span class="t">            <span class="nam">store</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t426" href="#t426">426</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t">            <span class="nam">store</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t429" href="#t429">429</a></span><span class="t">        <span class="nam">k_ax</span> <span class="op">=</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">twinx</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">[</span><span class="str">'-.'</span> <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">strategy</span><span class="op">)</span> <span class="op">==</span> <span class="nam">HotRodStrategy</span> <span class="key">else</span> <span class="str">'-'</span> <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t">        <span class="op">[</span><span class="nam">self</span><span class="op">.</span><span class="nam">scrutinize_visual</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">run</span><span class="op">,</span> <span class="nam">faults</span><span class="op">,</span> <span class="nam">ax</span><span class="op">,</span> <span class="nam">k_ax</span><span class="op">,</span> <span class="nam">ls</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t432" href="#t432">432</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t433" href="#t433">433</a></span><span class="t">        <span class="com"># make a legend</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t434" href="#t434">434</a></span><span class="t">        <span class="op">[</span><span class="nam">k_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="key">None</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="key">None</span><span class="op">]</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">label</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">color</span><span class="op">)</span> <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t435" href="#t435">435</a></span><span class="t">        <span class="nam">k_ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t">        <span class="key">if</span> <span class="nam">store</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t">            <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t439" href="#t439">439</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="fst">f'</span><span class="fst">data/</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="fst">-comparison.pdf</span><span class="fst">'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t440" href="#t440">440</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t">    <span class="key">def</span> <span class="nam">scrutinize_visual</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">run</span><span class="op">,</span> <span class="nam">faults</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">k_ax</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">'-'</span><span class="op">,</span> <span class="nam">plot_restarts</span><span class="op">=</span><span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t"><span class="str">        Take a closer look at a specific run with a plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you plan on using</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t"><span class="str">            run (int): The number of the run to get the appropriate random generator</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t"><span class="str">            faults (bool): Whether or not to include faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t"><span class="str">            ax (Matplotlib.axes): Somewhere to plot the error</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t"><span class="str">            k_ax (Matplotlib.axes): Somewhere to plot the iterations</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t"><span class="str">            plot_restarts (bool): Make vertical lines wherever restarts happened</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t"><span class="str">            dict: Stats from the run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t">        <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t">            <span class="nam">store</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t">            <span class="nam">store</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t">        <span class="nam">force_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t">        <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">Tend</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t">            <span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t">            <span class="nam">run</span><span class="op">=</span><span class="nam">run</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t">            <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t">            <span class="nam">force_params</span><span class="op">=</span><span class="nam">force_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t">            <span class="nam">hook_class</span><span class="op">=</span><span class="nam">hook_collection</span> <span class="op">+</span> <span class="op">[</span><span class="nam">LogLocalErrorPostStep</span><span class="op">,</span> <span class="nam">LogData</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t">        <span class="com"># plot the local error</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t">        <span class="nam">e_loc</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'e_local_post_step'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">e_loc</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">e_loc</span><span class="op">]</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">color</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="nam">ls</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t">        <span class="com"># plot the iterations</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t">        <span class="nam">k_ax</span> <span class="op">=</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">twinx</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">k_ax</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">k_ax</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t">        <span class="nam">k</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'k'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">        <span class="nam">k_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">k</span><span class="op">]</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">cumsum</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">k</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">color</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">'--'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t">        <span class="com"># plot the faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t">        <span class="nam">faults</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'bitflip'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">        <span class="key">for</span> <span class="nam">fault_time</span> <span class="key">in</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">faults</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">axvline</span><span class="op">(</span><span class="nam">fault_time</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'grey'</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">':'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t">        <span class="com"># plot restarts</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t">        <span class="key">if</span> <span class="nam">plot_restarts</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t">            <span class="nam">restarts</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'restart'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t">            <span class="op">[</span><span class="nam">ax</span><span class="op">.</span><span class="nam">axvline</span><span class="op">(</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'black'</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">'-.'</span><span class="op">)</span> <span class="key">if</span> <span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">else</span> <span class="str">''</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">restarts</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t">        <span class="com"># decorate</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_yscale</span><span class="op">(</span><span class="str">'log'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">r'$\epsilon$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t">        <span class="nam">k_ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'cumulative iterations (dashed)'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">r'$t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t">        <span class="key">if</span> <span class="nam">store</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t">            <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="fst">f'</span><span class="fst">data/</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">-details.pdf</span><span class="fst">'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t">    <span class="key">def</span> <span class="nam">scrutinize</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">logger_level</span><span class="op">=</span><span class="num">15</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t"><span class="str">        Take a closer look at a specific run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you plan on using</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">fault_injection</span> <span class="key">import</span> <span class="nam">FaultInjector</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t">        <span class="nam">force_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t">        <span class="nam">force_params</span><span class="op">[</span><span class="str">'controller_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'logger_level'</span><span class="op">:</span> <span class="nam">logger_level</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t">        <span class="nam">force_params</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'skip_residual_computation'</span><span class="op">:</span> <span class="op">(</span><span class="op">)</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t518" href="#t518">518</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t">        <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">Tend</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">force_params</span><span class="op">=</span><span class="nam">force_params</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t">        <span class="nam">u_all</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t">        <span class="nam">t</span><span class="op">,</span> <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">argmax</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u_all</span><span class="op">]</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t523" href="#t523">523</a></span><span class="t">        <span class="nam">k</span> <span class="op">=</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'k'</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t">        <span class="nam">fault_hook</span> <span class="op">=</span> <span class="op">[</span><span class="nam">me</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">controller</span><span class="op">.</span><span class="nam">hooks</span> <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span> <span class="op">==</span> <span class="nam">FaultInjector</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t527" href="#t527">527</a></span><span class="t">        <span class="nam">unhappened_faults</span> <span class="op">=</span> <span class="nam">fault_hook</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">faults</span> <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">fault_hook</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span> <span class="key">else</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">\nOverview for </span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst"> strategy</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t">        <span class="com"># print faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t">        <span class="nam">faults</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'bitflip'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'\nfaults:'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'    t   | level | iter | node | bit | trgt | rank | pos'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'--------+-------+------+------+-----+------+---------------------'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t">        <span class="key">for</span> <span class="nam">f</span> <span class="key">in</span> <span class="nam">faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t536" href="#t536">536</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t537" href="#t537">537</a></span><span class="t">                <span class="fst">f'</span><span class="fst"> </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">6.2f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">5d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">4</span><span class="op">]</span><span class="op">:</span><span class="fst">3d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">5</span><span class="op">]</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">6</span><span class="op">]</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> |</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t538" href="#t538">538</a></span><span class="t">                <span class="nam">f</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">3</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'--------+-------+------+------+-----+------+---------------------'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t">        <span class="key">for</span> <span class="nam">f</span> <span class="key">in</span> <span class="nam">unhappened_faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t543" href="#t543">543</a></span><span class="t">                <span class="fst">f'</span><span class="fst">!</span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">time</span><span class="op">:</span><span class="fst">6.2f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">level_number</span><span class="op">:</span><span class="fst">5d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">iteration</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">node</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">bit</span><span class="op">:</span><span class="fst">3d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">target</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">f</span><span class="op">.</span><span class="nam">rank</span><span class="op">:</span><span class="fst">4d</span><span class="op">}</span><span class="fst"> |</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t544" href="#t544">544</a></span><span class="t">                <span class="nam">f</span><span class="op">.</span><span class="nam">problem_pos</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t545" href="#t545">545</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t546" href="#t546">546</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t547" href="#t547">547</a></span><span class="t">        <span class="com"># see if we can determine if the faults where recovered</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t548" href="#t548">548</a></span><span class="t">        <span class="nam">no_faults</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t549" href="#t549">549</a></span><span class="t">        <span class="nam">e_star</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">no_faults</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'error'</span><span class="op">,</span> <span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t550" href="#t550">550</a></span><span class="t">        <span class="nam">error</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_error</span><span class="op">(</span><span class="nam">u</span><span class="op">,</span> <span class="nam">t</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">Tend</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t551" href="#t551">551</a></span><span class="t">        <span class="nam">recovery_thresh</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_thresh</span><span class="op">(</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t552" href="#t552">552</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t553" href="#t553">553</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t554" href="#t554">554</a></span><span class="t">            <span class="fst">f'</span><span class="fst">e=</span><span class="op">{</span><span class="nam">error</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">, e^*=</span><span class="op">{</span><span class="nam">e_star</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">, thresh: </span><span class="op">{</span><span class="nam">recovery_thresh</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> -> recovered: </span><span class="op">{</span><span class="nam">error</span> <span class="op">&lt;</span> <span class="nam">recovery_thresh</span><span class="op">}</span><span class="fst">, e_rel = </span><span class="op">{</span><span class="nam">error</span><span class="op">/</span><span class="nam">abs</span><span class="op">(</span><span class="nam">u</span><span class="op">)</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t555" href="#t555">555</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t556" href="#t556">556</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">k: sum: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">sum</span><span class="op">(</span><span class="nam">k</span><span class="op">)</span><span class="op">}</span><span class="fst">, min: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">min</span><span class="op">(</span><span class="nam">k</span><span class="op">)</span><span class="op">}</span><span class="fst">, max: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">max</span><span class="op">(</span><span class="nam">k</span><span class="op">)</span><span class="op">}</span><span class="fst">, mean: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">k</span><span class="op">)</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst">,</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t557" href="#t557">557</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t558" href="#t558">558</a></span><span class="t">        <span class="nam">_newton_iter</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'work_newton'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t559" href="#t559">559</a></span><span class="t">        <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">_newton_iter</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t560" href="#t560">560</a></span><span class="t">            <span class="nam">newton_iter</span> <span class="op">=</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">_newton_iter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t561" href="#t561">561</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t562" href="#t562">562</a></span><span class="t">                <span class="fst">f'</span><span class="fst">Newton: k: sum: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">sum</span><span class="op">(</span><span class="nam">newton_iter</span><span class="op">)</span><span class="op">}</span><span class="fst">, min: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">min</span><span class="op">(</span><span class="nam">newton_iter</span><span class="op">)</span><span class="op">}</span><span class="fst">, max: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">max</span><span class="op">(</span><span class="nam">newton_iter</span><span class="op">)</span><span class="op">}</span><span class="fst">, mean: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">newton_iter</span><span class="op">)</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst">,</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t563" href="#t563">563</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t564" href="#t564">564</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t565" href="#t565">565</a></span><span class="t">        <span class="com"># checkout the step size</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t566" href="#t566">566</a></span><span class="t">        <span class="nam">dt</span> <span class="op">=</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'dt'</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t567" href="#t567">567</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">t: </span><span class="op">{</span><span class="nam">t</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst">, dt: min: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">min</span><span class="op">(</span><span class="nam">dt</span><span class="op">)</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">, max: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">max</span><span class="op">(</span><span class="nam">dt</span><span class="op">)</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">, mean: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">dt</span><span class="op">)</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t568" href="#t568">568</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t569" href="#t569">569</a></span><span class="t">        <span class="com"># restarts</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t570" href="#t570">570</a></span><span class="t">        <span class="nam">restarts</span> <span class="op">=</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'restart'</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t571" href="#t571">571</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">restarts: </span><span class="op">{</span><span class="nam">sum</span><span class="op">(</span><span class="nam">restarts</span><span class="op">)</span><span class="op">}</span><span class="fst">, without faults: </span><span class="op">{</span><span class="nam">no_faults</span><span class="op">[</span><span class="str">"restarts"</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t572" href="#t572">572</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t573" href="#t573">573</a></span><span class="t">        <span class="key">return</span> <span class="nam">stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t574" href="#t574">574</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t575" href="#t575">575</a></span><span class="t">    <span class="key">def</span> <span class="nam">convert_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">faults</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t576" href="#t576">576</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t577" href="#t577">577</a></span><span class="t"><span class="str">        Make arrays of useable data from an entry in the stats object returned by pySDC</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t578" href="#t578">578</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t579" href="#t579">579</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t580" href="#t580">580</a></span><span class="t"><span class="str">            faults (list): The entry for faults returned by the pySDC run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t581" href="#t581">581</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t582" href="#t582">582</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t583" href="#t583">583</a></span><span class="t"><span class="str">            list: The times when the faults happened</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t584" href="#t584">584</a></span><span class="t"><span class="str">            list: The levels in which the faults happened</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t585" href="#t585">585</a></span><span class="t"><span class="str">            list: The iterations in which the faults happened</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t586" href="#t586">586</a></span><span class="t"><span class="str">            list: The nodes in which the faults happened</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t587" href="#t587">587</a></span><span class="t"><span class="str">            list: The problem positions in which the faults happened</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t588" href="#t588">588</a></span><span class="t"><span class="str">            list: The bits in which the faults happened</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t589" href="#t589">589</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t590" href="#t590">590</a></span><span class="t">        <span class="nam">time</span> <span class="op">=</span> <span class="op">[</span><span class="nam">faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t591" href="#t591">591</a></span><span class="t">        <span class="nam">level</span> <span class="op">=</span> <span class="op">[</span><span class="nam">faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t592" href="#t592">592</a></span><span class="t">        <span class="nam">iteration</span> <span class="op">=</span> <span class="op">[</span><span class="nam">faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t593" href="#t593">593</a></span><span class="t">        <span class="nam">node</span> <span class="op">=</span> <span class="op">[</span><span class="nam">faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t594" href="#t594">594</a></span><span class="t">        <span class="nam">problem_pos</span> <span class="op">=</span> <span class="op">[</span><span class="nam">faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">3</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t595" href="#t595">595</a></span><span class="t">        <span class="nam">bit</span> <span class="op">=</span> <span class="op">[</span><span class="nam">faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">4</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t596" href="#t596">596</a></span><span class="t">        <span class="key">return</span> <span class="nam">time</span><span class="op">,</span> <span class="nam">level</span><span class="op">,</span> <span class="nam">iteration</span><span class="op">,</span> <span class="nam">node</span><span class="op">,</span> <span class="nam">problem_pos</span><span class="op">,</span> <span class="nam">bit</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t597" href="#t597">597</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t598" href="#t598">598</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_path</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t599" href="#t599">599</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t600" href="#t600">600</a></span><span class="t"><span class="str">        Get the path to where the stats are stored</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t601" href="#t601">601</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t602" href="#t602">602</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t603" href="#t603">603</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t604" href="#t604">604</a></span><span class="t"><span class="str">            faults (bool): Whether or not faults have been activated</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t605" href="#t605">605</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t606" href="#t606">606</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t607" href="#t607">607</a></span><span class="t"><span class="str">            str: The path to what you are looking for</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t608" href="#t608">608</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t609" href="#t609">609</a></span><span class="t">        <span class="key">return</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">stats_path</span><span class="op">}</span><span class="fst">/</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">}</span><span class="fst">.pickle</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t610" href="#t610">610</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t611" href="#t611">611</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_name</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t612" href="#t612">612</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t613" href="#t613">613</a></span><span class="t"><span class="str">        Function to get a unique name for a kind of statistics based on the problem and strategy that was used</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t614" href="#t614">614</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t615" href="#t615">615</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t616" href="#t616">616</a></span><span class="t"><span class="str">            strategy (Strategy): Resilience strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t617" href="#t617">617</a></span><span class="t"><span class="str">            faults (bool): Whether or not faults where inserted</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t618" href="#t618">618</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t619" href="#t619">619</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t620" href="#t620">620</a></span><span class="t"><span class="str">            str: The unique identifier</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t621" href="#t621">621</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t622" href="#t622">622</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">==</span> <span class="nam">run_advection</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t623" href="#t623">623</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'advection'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t624" href="#t624">624</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">==</span> <span class="nam">run_vdp</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t625" href="#t625">625</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'vdp'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t626" href="#t626">626</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">==</span> <span class="nam">run_piline</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t627" href="#t627">627</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'piline'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t628" href="#t628">628</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">==</span> <span class="nam">run_Lorenz</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t629" href="#t629">629</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'Lorenz'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t630" href="#t630">630</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">==</span> <span class="nam">run_Schroedinger</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t631" href="#t631">631</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'Schroedinger'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t632" href="#t632">632</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span> <span class="op">==</span> <span class="nam">run_quench</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t633" href="#t633">633</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'Quench'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t634" href="#t634">634</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_AC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t635" href="#t635">635</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'Allen-Cahn'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t636" href="#t636">636</a></span><span class="t">        <span class="key">elif</span> <span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_RBC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t637" href="#t637">637</a></span><span class="t">            <span class="nam">prob_name</span> <span class="op">=</span> <span class="str">'Rayleigh-Benard'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t638" href="#t638">638</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t639" href="#t639">639</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Name not implemented for problem </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t640" href="#t640">640</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t641" href="#t641">641</a></span><span class="t">        <span class="key">if</span> <span class="nam">faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t642" href="#t642">642</a></span><span class="t">            <span class="nam">fault_name</span> <span class="op">=</span> <span class="str">'-faults'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t643" href="#t643">643</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t644" href="#t644">644</a></span><span class="t">            <span class="nam">fault_name</span> <span class="op">=</span> <span class="str">''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t645" href="#t645">645</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t646" href="#t646">646</a></span><span class="t">        <span class="key">if</span> <span class="nam">strategy</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t647" href="#t647">647</a></span><span class="t">            <span class="nam">strategy_name</span> <span class="op">=</span> <span class="fst">f'</span><span class="fst">-</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t648" href="#t648">648</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t649" href="#t649">649</a></span><span class="t">            <span class="nam">strategy_name</span> <span class="op">=</span> <span class="str">''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t650" href="#t650">650</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t651" href="#t651">651</a></span><span class="t">        <span class="nam">mode</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">mode</span> <span class="key">if</span> <span class="nam">mode</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">mode</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t652" href="#t652">652</a></span><span class="t">        <span class="key">if</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'regular'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t653" href="#t653">653</a></span><span class="t">            <span class="nam">mode_thing</span> <span class="op">=</span> <span class="fst">f'</span><span class="fst">-regular</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">kwargs</span><span class="op">[</span><span class="str">"fault_frequency_iter"</span><span class="op">]</span> <span class="key">if</span> <span class="nam">faults</span> <span class="key">else</span> <span class="str">""</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t654" href="#t654">654</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t655" href="#t655">655</a></span><span class="t">            <span class="nam">mode_thing</span> <span class="op">=</span> <span class="str">''</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t656" href="#t656">656</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t657" href="#t657">657</a></span><span class="t">    <span class="key">def</span> <span class="nam">store</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t658" href="#t658">658</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t659" href="#t659">659</a></span><span class="t"><span class="str">        Stores the data for a run at a predefined path</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t660" href="#t660">660</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t661" href="#t661">661</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t662" href="#t662">662</a></span><span class="t"><span class="str">            dat (dict): The data of the recorded statistics</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t657" href="#t657">657</a></span><span class="t">        <span class="nam">mpi_thing</span> <span class="op">=</span> <span class="str">'-MPI'</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">use_MPI</span> <span class="key">else</span> <span class="str">''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t658" href="#t658">658</a></span><span class="t">        <span class="key">return</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">prob_name</span><span class="op">}</span><span class="op">{</span><span class="nam">strategy_name</span><span class="op">}</span><span class="op">{</span><span class="nam">fault_name</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst">procs</span><span class="op">{</span><span class="nam">mode_thing</span><span class="op">}</span><span class="op">{</span><span class="nam">mpi_thing</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t659" href="#t659">659</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t660" href="#t660">660</a></span><span class="t">    <span class="key">def</span> <span class="nam">store</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t661" href="#t661">661</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t662" href="#t662">662</a></span><span class="t"><span class="str">        Stores the data for a run at a predefined path</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t663" href="#t663">663</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t664" href="#t664">664</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t665" href="#t665">665</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t666" href="#t666">666</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t667" href="#t667">667</a></span><span class="t">        <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_path</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">,</span> <span class="str">'wb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">f</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t668" href="#t668">668</a></span><span class="t">            <span class="nam">pickle</span><span class="op">.</span><span class="nam">dump</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">f</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t669" href="#t669">669</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t670" href="#t670">670</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t671" href="#t671">671</a></span><span class="t">    <span class="key">def</span> <span class="nam">load</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t672" href="#t672">672</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t673" href="#t673">673</a></span><span class="t"><span class="str">        Loads the stats belonging to a specific strategy and whether or not faults where inserted.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t674" href="#t674">674</a></span><span class="t"><span class="str">        When no data has been generated yet, a dictionary is returned which only contains the number of completed runs,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t675" href="#t675">675</a></span><span class="t"><span class="str">        which is 0 of course.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t676" href="#t676">676</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t677" href="#t677">677</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t678" href="#t678">678</a></span><span class="t"><span class="str">            dict: Data from previous run or if it is not available a placeholder dictionary</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t679" href="#t679">679</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t680" href="#t680">680</a></span><span class="t">        <span class="nam">kwargs</span><span class="op">[</span><span class="str">'strategy'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'strategy'</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">.</span><span class="nam">rank</span> <span class="op">%</span> <span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t681" href="#t681">681</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t682" href="#t682">682</a></span><span class="t">        <span class="key">try</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t683" href="#t683">683</a></span><span class="t">            <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_path</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">,</span> <span class="str">'rb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">f</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t684" href="#t684">684</a></span><span class="t">                <span class="nam">dat</span> <span class="op">=</span> <span class="nam">pickle</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">f</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t685" href="#t685">685</a></span><span class="t">        <span class="key">except</span> <span class="nam">FileNotFoundError</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t686" href="#t686">686</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f'</span><span class="fst">File \"</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_path</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">}</span><span class="fst">\" not found!</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t687" href="#t687">687</a></span><span class="t">            <span class="key">return</span> <span class="op">{</span><span class="str">'runs'</span><span class="op">:</span> <span class="num">0</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t688" href="#t688">688</a></span><span class="t">        <span class="key">return</span> <span class="nam">dat</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t689" href="#t689">689</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t690" href="#t690">690</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_thresh</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t691" href="#t691">691</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t692" href="#t692">692</a></span><span class="t"><span class="str">        Get recovery threshold based on relative and absolute tolerances</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t693" href="#t693">693</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t694" href="#t694">694</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t695" href="#t695">695</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t696" href="#t696">696</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t697" href="#t697">697</a></span><span class="t">        <span class="nam">fault_free</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t698" href="#t698">698</a></span><span class="t">        <span class="key">assert</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t699" href="#t699">699</a></span><span class="t">            <span class="nam">fault_free</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">.</span><span class="nam">std</span><span class="op">(</span><span class="op">)</span> <span class="op">/</span> <span class="nam">fault_free</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span> <span class="op">&lt;</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t700" href="#t700">700</a></span><span class="t">        <span class="op">)</span><span class="op">,</span> <span class="fst">f'</span><span class="fst">Got too large variation of errors in </span><span class="op">{</span><span class="nam">strategy</span><span class="op">}</span><span class="fst"> strategy!</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t701" href="#t701">701</a></span><span class="t">        <span class="key">return</span> <span class="nam">max</span><span class="op">(</span><span class="op">[</span><span class="nam">self</span><span class="op">.</span><span class="nam">recovery_thresh_abs</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">recovery_thresh</span> <span class="op">*</span> <span class="nam">fault_free</span><span class="op">[</span><span class="str">"error"</span><span class="op">]</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t702" href="#t702">702</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t703" href="#t703">703</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_recovered</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t704" href="#t704">704</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t705" href="#t705">705</a></span><span class="t"><span class="str">        Determine the recovery rate for a specific strategy and store it to disk.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t706" href="#t706">706</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t707" href="#t707">707</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t708" href="#t708">708</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t709" href="#t709">709</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t710" href="#t710">710</a></span><span class="t">        <span class="key">if</span> <span class="str">'strategy'</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t711" href="#t711">711</a></span><span class="t">            <span class="op">[</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strat</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span> <span class="key">for</span> <span class="nam">strat</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t712" href="#t712">712</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t713" href="#t713">713</a></span><span class="t">            <span class="key">try</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t714" href="#t714">714</a></span><span class="t">                <span class="nam">with_faults</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t715" href="#t715">715</a></span><span class="t">                <span class="nam">with_faults</span><span class="op">[</span><span class="str">'recovered'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">with_faults</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span> <span class="op">&lt;</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_thresh</span><span class="op">(</span><span class="nam">kwargs</span><span class="op">[</span><span class="str">'strategy'</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t716" href="#t716">716</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">store</span><span class="op">(</span><span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">dat</span><span class="op">=</span><span class="nam">with_faults</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t717" href="#t717">717</a></span><span class="t">            <span class="key">except</span> <span class="nam">KeyError</span> <span class="key">as</span> <span class="nam">error</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t718" href="#t718">718</a></span><span class="t">                <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t719" href="#t719">719</a></span><span class="t">                    <span class="fst">f'</span><span class="fst">Warning: Can\'t compute recovery rate for strategy </span><span class="op">{</span><span class="nam">kwargs</span><span class="op">[</span><span class="str">"strategy"</span><span class="op">]</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst"> in </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst"> problem right now: KeyError: </span><span class="op">{</span><span class="nam">error</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t720" href="#t720">720</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t721" href="#t721">721</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t722" href="#t722">722</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t723" href="#t723">723</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t724" href="#t724">724</a></span><span class="t">    <span class="key">def</span> <span class="nam">crash_rate</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thingA</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t725" href="#t725">725</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t726" href="#t726">726</a></span><span class="t"><span class="str">        Determine the rate of runs that crashed</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t727" href="#t727">727</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t728" href="#t728">728</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t729" href="#t729">729</a></span><span class="t"><span class="str">            dat (dict): The data of the recorded statistics with faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t730" href="#t730">730</a></span><span class="t"><span class="str">            no_faults (dict): The data of the corresponding fault-free stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t731" href="#t731">731</a></span><span class="t"><span class="str">            thingA (str): Some key stored in the stats that will go on the y-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t732" href="#t732">732</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): Arbitrary mask to apply before determining the rate</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t733" href="#t733">733</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t734" href="#t734">734</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t735" href="#t735">735</a></span><span class="t"><span class="str">            int: Ratio of the runs which crashed and fall under the specific criteria set by the mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t736" href="#t736">736</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t737" href="#t737">737</a></span><span class="t">        <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t738" href="#t738">738</a></span><span class="t">            <span class="nam">crash</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span> <span class="op">==</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t739" href="#t739">739</a></span><span class="t">            <span class="key">return</span> <span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span> <span class="op">&amp;</span> <span class="nam">crash</span><span class="op">]</span><span class="op">)</span> <span class="op">/</span> <span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t740" href="#t740">740</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t741" href="#t741">741</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t742" href="#t742">742</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t743" href="#t743">743</a></span><span class="t">    <span class="key">def</span> <span class="nam">rec_rate</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thingA</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t744" href="#t744">744</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t745" href="#t745">745</a></span><span class="t"><span class="str">        Operation for plotting which returns the recovery rate for a given mask.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t746" href="#t746">746</a></span><span class="t"><span class="str">        Which thingA you apply this to actually does not matter here since we compute a rate.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t747" href="#t747">747</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t748" href="#t748">748</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t749" href="#t749">749</a></span><span class="t"><span class="str">            dat (dict): The recorded statistics</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t750" href="#t750">750</a></span><span class="t"><span class="str">            no_faults (dict): The corresponding fault-free stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t751" href="#t751">751</a></span><span class="t"><span class="str">            thingA (str): Some key stored in the stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t752" href="#t752">752</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): Arbitrary mask for filtering</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t753" href="#t753">753</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t754" href="#t754">754</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t755" href="#t755">755</a></span><span class="t"><span class="str">            float: Recovery rate</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t756" href="#t756">756</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t757" href="#t757">757</a></span><span class="t">        <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t758" href="#t758">758</a></span><span class="t">            <span class="key">return</span> <span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span> <span class="op">&amp;</span> <span class="nam">dat</span><span class="op">[</span><span class="str">'recovered'</span><span class="op">]</span><span class="op">]</span><span class="op">)</span> <span class="op">/</span> <span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t759" href="#t759">759</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t760" href="#t760">760</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t761" href="#t761">761</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t762" href="#t762">762</a></span><span class="t">    <span class="key">def</span> <span class="nam">mean</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thingA</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t763" href="#t763">763</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t764" href="#t764">764</a></span><span class="t"><span class="str">        Operation for plotting which returns the mean of thingA after applying the mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t765" href="#t765">765</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t766" href="#t766">766</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t767" href="#t767">767</a></span><span class="t"><span class="str">            dat (dict): The recorded statistics</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t768" href="#t768">768</a></span><span class="t"><span class="str">            no_faults (dict): The corresponding fault-free stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t769" href="#t769">769</a></span><span class="t"><span class="str">            thingA (str): Some key stored in the stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t770" href="#t770">770</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): Arbitrary mask for filtering</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t771" href="#t771">771</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t772" href="#t772">772</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t773" href="#t773">773</a></span><span class="t"><span class="str">            float: Mean of thingA after applying mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t774" href="#t774">774</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t775" href="#t775">775</a></span><span class="t">        <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t776" href="#t776">776</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t777" href="#t777">777</a></span><span class="t">    <span class="key">def</span> <span class="nam">extra_mean</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thingA</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t778" href="#t778">778</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t779" href="#t779">779</a></span><span class="t"><span class="str">        Operation for plotting which returns the difference in mean of thingA between runs with and without faults after</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t780" href="#t780">780</a></span><span class="t"><span class="str">        applying the mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t781" href="#t781">781</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t782" href="#t782">782</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t783" href="#t783">783</a></span><span class="t"><span class="str">            dat (dict): The recorded statistics</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t784" href="#t784">784</a></span><span class="t"><span class="str">            no_faults (dict): The corresponding fault-free stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t785" href="#t785">785</a></span><span class="t"><span class="str">            thingA (str): Some key stored in the stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t786" href="#t786">786</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): Arbitrary mask for filtering</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t787" href="#t787">787</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t788" href="#t788">788</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t789" href="#t789">789</a></span><span class="t"><span class="str">            float: Difference in mean of thingA between runs with and without faults after applying mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t790" href="#t790">790</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t791" href="#t791">791</a></span><span class="t">        <span class="key">if</span> <span class="key">True</span> <span class="key">in</span> <span class="nam">mask</span> <span class="key">or</span> <span class="nam">int</span> <span class="key">in</span> <span class="op">[</span><span class="nam">type</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">mask</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t792" href="#t792">792</a></span><span class="t">            <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span> <span class="op">-</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">no_faults</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t793" href="#t793">793</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t794" href="#t794">794</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t795" href="#t795">795</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t796" href="#t796">796</a></span><span class="t">    <span class="key">def</span> <span class="nam">plot_thingA_per_thingB</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t797" href="#t797">797</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t798" href="#t798">798</a></span><span class="t">        <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t799" href="#t799">799</a></span><span class="t">        <span class="nam">thingA</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t800" href="#t800">800</a></span><span class="t">        <span class="nam">thingB</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t801" href="#t801">801</a></span><span class="t">        <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t802" href="#t802">802</a></span><span class="t">        <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t803" href="#t803">803</a></span><span class="t">        <span class="nam">recovered</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t804" href="#t804">804</a></span><span class="t">        <span class="nam">op</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t805" href="#t805">805</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t806" href="#t806">806</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t807" href="#t807">807</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t808" href="#t808">808</a></span><span class="t"><span class="str">        Plot thingA vs. thingB for a single strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t809" href="#t809">809</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t810" href="#t810">810</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t811" href="#t811">811</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you want to plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t812" href="#t812">812</a></span><span class="t"><span class="str">            thingA (str): Some key stored in the stats that will go on the y-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t813" href="#t813">813</a></span><span class="t"><span class="str">            thingB (str): Some key stored in the stats that will go on the x-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t814" href="#t814">814</a></span><span class="t"><span class="str">            ax (Matplotlib.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t815" href="#t815">815</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): Arbitrary mask to apply to both axes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t816" href="#t816">816</a></span><span class="t"><span class="str">            recovered (bool): Show the plot for both all runs and only the recovered ones</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t817" href="#t817">817</a></span><span class="t"><span class="str">            op (function): Operation that is applied to thingA before plotting default is recovery rate</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t818" href="#t818">818</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t819" href="#t819">819</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t820" href="#t820">820</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t821" href="#t821">821</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t822" href="#t822">822</a></span><span class="t">        <span class="nam">op</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">rec_rate</span> <span class="key">if</span> <span class="nam">op</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">op</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t823" href="#t823">823</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t824" href="#t824">824</a></span><span class="t">        <span class="nam">no_faults</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t825" href="#t825">825</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t826" href="#t826">826</a></span><span class="t">        <span class="key">if</span> <span class="nam">mask</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t827" href="#t827">827</a></span><span class="t">            <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ones_like</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingB</span><span class="op">]</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">bool</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t664" href="#t664">664</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t665" href="#t665">665</a></span><span class="t"><span class="str">            dat (dict): The data of the recorded statistics</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t666" href="#t666">666</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t667" href="#t667">667</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t668" href="#t668">668</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t669" href="#t669">669</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t670" href="#t670">670</a></span><span class="t">        <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_path</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">,</span> <span class="str">'wb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">f</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t671" href="#t671">671</a></span><span class="t">            <span class="nam">pickle</span><span class="op">.</span><span class="nam">dump</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">f</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t672" href="#t672">672</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t673" href="#t673">673</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t674" href="#t674">674</a></span><span class="t">    <span class="key">def</span> <span class="nam">load</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t675" href="#t675">675</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t676" href="#t676">676</a></span><span class="t"><span class="str">        Loads the stats belonging to a specific strategy and whether or not faults where inserted.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t677" href="#t677">677</a></span><span class="t"><span class="str">        When no data has been generated yet, a dictionary is returned which only contains the number of completed runs,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t678" href="#t678">678</a></span><span class="t"><span class="str">        which is 0 of course.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t679" href="#t679">679</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t680" href="#t680">680</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t681" href="#t681">681</a></span><span class="t"><span class="str">            dict: Data from previous run or if it is not available a placeholder dictionary</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t682" href="#t682">682</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t683" href="#t683">683</a></span><span class="t">        <span class="nam">kwargs</span><span class="op">[</span><span class="str">'strategy'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'strategy'</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">.</span><span class="nam">rank</span> <span class="op">%</span> <span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t684" href="#t684">684</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t685" href="#t685">685</a></span><span class="t">        <span class="key">try</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t686" href="#t686">686</a></span><span class="t">            <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_path</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">,</span> <span class="str">'rb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">f</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t687" href="#t687">687</a></span><span class="t">                <span class="nam">dat</span> <span class="op">=</span> <span class="nam">pickle</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">f</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t688" href="#t688">688</a></span><span class="t">        <span class="key">except</span> <span class="nam">FileNotFoundError</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t689" href="#t689">689</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f'</span><span class="fst">File \"</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_path</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">}</span><span class="fst">\" not found!</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t690" href="#t690">690</a></span><span class="t">            <span class="key">return</span> <span class="op">{</span><span class="str">'runs'</span><span class="op">:</span> <span class="num">0</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t691" href="#t691">691</a></span><span class="t">        <span class="key">return</span> <span class="nam">dat</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t692" href="#t692">692</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t693" href="#t693">693</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_thresh</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t694" href="#t694">694</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t695" href="#t695">695</a></span><span class="t"><span class="str">        Get recovery threshold based on relative and absolute tolerances</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t696" href="#t696">696</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t697" href="#t697">697</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t698" href="#t698">698</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t699" href="#t699">699</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t700" href="#t700">700</a></span><span class="t">        <span class="nam">fault_free</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t701" href="#t701">701</a></span><span class="t">        <span class="key">assert</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t702" href="#t702">702</a></span><span class="t">            <span class="nam">fault_free</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">.</span><span class="nam">std</span><span class="op">(</span><span class="op">)</span> <span class="op">/</span> <span class="nam">fault_free</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span> <span class="op">&lt;</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t703" href="#t703">703</a></span><span class="t">        <span class="op">)</span><span class="op">,</span> <span class="fst">f'</span><span class="fst">Got too large variation of errors in </span><span class="op">{</span><span class="nam">strategy</span><span class="op">}</span><span class="fst"> strategy!</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t704" href="#t704">704</a></span><span class="t">        <span class="key">return</span> <span class="nam">max</span><span class="op">(</span><span class="op">[</span><span class="nam">self</span><span class="op">.</span><span class="nam">recovery_thresh_abs</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">recovery_thresh</span> <span class="op">*</span> <span class="nam">fault_free</span><span class="op">[</span><span class="str">"error"</span><span class="op">]</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t705" href="#t705">705</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t706" href="#t706">706</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_recovered</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t707" href="#t707">707</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t708" href="#t708">708</a></span><span class="t"><span class="str">        Determine the recovery rate for a specific strategy and store it to disk.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t709" href="#t709">709</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t710" href="#t710">710</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t711" href="#t711">711</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t712" href="#t712">712</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t713" href="#t713">713</a></span><span class="t">        <span class="key">if</span> <span class="str">'strategy'</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t714" href="#t714">714</a></span><span class="t">            <span class="op">[</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strat</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span> <span class="key">for</span> <span class="nam">strat</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t715" href="#t715">715</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t716" href="#t716">716</a></span><span class="t">            <span class="key">try</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t717" href="#t717">717</a></span><span class="t">                <span class="nam">with_faults</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t718" href="#t718">718</a></span><span class="t">                <span class="nam">with_faults</span><span class="op">[</span><span class="str">'recovered'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">with_faults</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span> <span class="op">&lt;</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_thresh</span><span class="op">(</span><span class="nam">kwargs</span><span class="op">[</span><span class="str">'strategy'</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t719" href="#t719">719</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">store</span><span class="op">(</span><span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">dat</span><span class="op">=</span><span class="nam">with_faults</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t720" href="#t720">720</a></span><span class="t">            <span class="key">except</span> <span class="nam">KeyError</span> <span class="key">as</span> <span class="nam">error</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t721" href="#t721">721</a></span><span class="t">                <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t722" href="#t722">722</a></span><span class="t">                    <span class="fst">f'</span><span class="fst">Warning: Can\'t compute recovery rate for strategy </span><span class="op">{</span><span class="nam">kwargs</span><span class="op">[</span><span class="str">"strategy"</span><span class="op">]</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst"> in </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst"> problem right now: KeyError: </span><span class="op">{</span><span class="nam">error</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t723" href="#t723">723</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t724" href="#t724">724</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t725" href="#t725">725</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t726" href="#t726">726</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t727" href="#t727">727</a></span><span class="t">    <span class="key">def</span> <span class="nam">crash_rate</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thingA</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t728" href="#t728">728</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t729" href="#t729">729</a></span><span class="t"><span class="str">        Determine the rate of runs that crashed</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t730" href="#t730">730</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t731" href="#t731">731</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t732" href="#t732">732</a></span><span class="t"><span class="str">            dat (dict): The data of the recorded statistics with faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t733" href="#t733">733</a></span><span class="t"><span class="str">            no_faults (dict): The data of the corresponding fault-free stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t734" href="#t734">734</a></span><span class="t"><span class="str">            thingA (str): Some key stored in the stats that will go on the y-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t735" href="#t735">735</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): Arbitrary mask to apply before determining the rate</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t736" href="#t736">736</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t737" href="#t737">737</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t738" href="#t738">738</a></span><span class="t"><span class="str">            int: Ratio of the runs which crashed and fall under the specific criteria set by the mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t739" href="#t739">739</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t740" href="#t740">740</a></span><span class="t">        <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t741" href="#t741">741</a></span><span class="t">            <span class="nam">crash</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span> <span class="op">==</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t742" href="#t742">742</a></span><span class="t">            <span class="key">return</span> <span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span> <span class="op">&amp;</span> <span class="nam">crash</span><span class="op">]</span><span class="op">)</span> <span class="op">/</span> <span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t743" href="#t743">743</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t744" href="#t744">744</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t745" href="#t745">745</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t746" href="#t746">746</a></span><span class="t">    <span class="key">def</span> <span class="nam">rec_rate</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thingA</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t747" href="#t747">747</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t748" href="#t748">748</a></span><span class="t"><span class="str">        Operation for plotting which returns the recovery rate for a given mask.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t749" href="#t749">749</a></span><span class="t"><span class="str">        Which thingA you apply this to actually does not matter here since we compute a rate.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t750" href="#t750">750</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t751" href="#t751">751</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t752" href="#t752">752</a></span><span class="t"><span class="str">            dat (dict): The recorded statistics</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t753" href="#t753">753</a></span><span class="t"><span class="str">            no_faults (dict): The corresponding fault-free stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t754" href="#t754">754</a></span><span class="t"><span class="str">            thingA (str): Some key stored in the stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t755" href="#t755">755</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): Arbitrary mask for filtering</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t756" href="#t756">756</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t757" href="#t757">757</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t758" href="#t758">758</a></span><span class="t"><span class="str">            float: Recovery rate</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t759" href="#t759">759</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t760" href="#t760">760</a></span><span class="t">        <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t761" href="#t761">761</a></span><span class="t">            <span class="key">return</span> <span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span> <span class="op">&amp;</span> <span class="nam">dat</span><span class="op">[</span><span class="str">'recovered'</span><span class="op">]</span><span class="op">]</span><span class="op">)</span> <span class="op">/</span> <span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t762" href="#t762">762</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t763" href="#t763">763</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t764" href="#t764">764</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t765" href="#t765">765</a></span><span class="t">    <span class="key">def</span> <span class="nam">mean</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thingA</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t766" href="#t766">766</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t767" href="#t767">767</a></span><span class="t"><span class="str">        Operation for plotting which returns the mean of thingA after applying the mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t768" href="#t768">768</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t769" href="#t769">769</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t770" href="#t770">770</a></span><span class="t"><span class="str">            dat (dict): The recorded statistics</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t771" href="#t771">771</a></span><span class="t"><span class="str">            no_faults (dict): The corresponding fault-free stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t772" href="#t772">772</a></span><span class="t"><span class="str">            thingA (str): Some key stored in the stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t773" href="#t773">773</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): Arbitrary mask for filtering</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t774" href="#t774">774</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t775" href="#t775">775</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t776" href="#t776">776</a></span><span class="t"><span class="str">            float: Mean of thingA after applying mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t777" href="#t777">777</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t778" href="#t778">778</a></span><span class="t">        <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t779" href="#t779">779</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t780" href="#t780">780</a></span><span class="t">    <span class="key">def</span> <span class="nam">extra_mean</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thingA</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t781" href="#t781">781</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t782" href="#t782">782</a></span><span class="t"><span class="str">        Operation for plotting which returns the difference in mean of thingA between runs with and without faults after</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t783" href="#t783">783</a></span><span class="t"><span class="str">        applying the mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t784" href="#t784">784</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t785" href="#t785">785</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t786" href="#t786">786</a></span><span class="t"><span class="str">            dat (dict): The recorded statistics</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t787" href="#t787">787</a></span><span class="t"><span class="str">            no_faults (dict): The corresponding fault-free stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t788" href="#t788">788</a></span><span class="t"><span class="str">            thingA (str): Some key stored in the stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t789" href="#t789">789</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): Arbitrary mask for filtering</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t790" href="#t790">790</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t791" href="#t791">791</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t792" href="#t792">792</a></span><span class="t"><span class="str">            float: Difference in mean of thingA between runs with and without faults after applying mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t793" href="#t793">793</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t794" href="#t794">794</a></span><span class="t">        <span class="key">if</span> <span class="key">True</span> <span class="key">in</span> <span class="nam">mask</span> <span class="key">or</span> <span class="nam">int</span> <span class="key">in</span> <span class="op">[</span><span class="nam">type</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">mask</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t795" href="#t795">795</a></span><span class="t">            <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span> <span class="op">-</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">no_faults</span><span class="op">[</span><span class="nam">thingA</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t796" href="#t796">796</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t797" href="#t797">797</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t798" href="#t798">798</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t799" href="#t799">799</a></span><span class="t">    <span class="key">def</span> <span class="nam">plot_thingA_per_thingB</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t800" href="#t800">800</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t801" href="#t801">801</a></span><span class="t">        <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t802" href="#t802">802</a></span><span class="t">        <span class="nam">thingA</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t803" href="#t803">803</a></span><span class="t">        <span class="nam">thingB</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t804" href="#t804">804</a></span><span class="t">        <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t805" href="#t805">805</a></span><span class="t">        <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t806" href="#t806">806</a></span><span class="t">        <span class="nam">recovered</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t807" href="#t807">807</a></span><span class="t">        <span class="nam">op</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t808" href="#t808">808</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t809" href="#t809">809</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t810" href="#t810">810</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t811" href="#t811">811</a></span><span class="t"><span class="str">        Plot thingA vs. thingB for a single strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t812" href="#t812">812</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t813" href="#t813">813</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t814" href="#t814">814</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you want to plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t815" href="#t815">815</a></span><span class="t"><span class="str">            thingA (str): Some key stored in the stats that will go on the y-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t816" href="#t816">816</a></span><span class="t"><span class="str">            thingB (str): Some key stored in the stats that will go on the x-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t817" href="#t817">817</a></span><span class="t"><span class="str">            ax (Matplotlib.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t818" href="#t818">818</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): Arbitrary mask to apply to both axes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t819" href="#t819">819</a></span><span class="t"><span class="str">            recovered (bool): Show the plot for both all runs and only the recovered ones</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t820" href="#t820">820</a></span><span class="t"><span class="str">            op (function): Operation that is applied to thingA before plotting default is recovery rate</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t821" href="#t821">821</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t822" href="#t822">822</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t823" href="#t823">823</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t824" href="#t824">824</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t825" href="#t825">825</a></span><span class="t">        <span class="nam">op</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">rec_rate</span> <span class="key">if</span> <span class="nam">op</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">op</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t826" href="#t826">826</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t827" href="#t827">827</a></span><span class="t">        <span class="nam">no_faults</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t828" href="#t828">828</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t829" href="#t829">829</a></span><span class="t">        <span class="nam">admissable_thingB</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">unique</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingB</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t830" href="#t830">830</a></span><span class="t">        <span class="nam">me</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">admissable_thingB</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t831" href="#t831">831</a></span><span class="t">        <span class="nam">me_recovered</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros_like</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t832" href="#t832">832</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t833" href="#t833">833</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t834" href="#t834">834</a></span><span class="t">            <span class="nam">_mask</span> <span class="op">=</span> <span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingB</span><span class="op">]</span> <span class="op">==</span> <span class="nam">admissable_thingB</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span> <span class="op">&amp;</span> <span class="nam">mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t835" href="#t835">835</a></span><span class="t">            <span class="key">if</span> <span class="nam">_mask</span><span class="op">.</span><span class="nam">any</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t836" href="#t836">836</a></span><span class="t">                <span class="nam">me</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">op</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thingA</span><span class="op">,</span> <span class="nam">_mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t837" href="#t837">837</a></span><span class="t">                <span class="nam">me_recovered</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">op</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thingA</span><span class="op">,</span> <span class="nam">_mask</span> <span class="op">&amp;</span> <span class="nam">dat</span><span class="op">[</span><span class="str">'recovered'</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t838" href="#t838">838</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t839" href="#t839">839</a></span><span class="t">        <span class="key">if</span> <span class="nam">recovered</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t840" href="#t840">840</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t841" href="#t841">841</a></span><span class="t">                <span class="nam">admissable_thingB</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t842" href="#t842">842</a></span><span class="t">                <span class="nam">me_recovered</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t843" href="#t843">843</a></span><span class="t">                <span class="nam">label</span><span class="op">=</span><span class="fst">f'</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">label</span><span class="op">}</span><span class="fst"> (only recovered)</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t844" href="#t844">844</a></span><span class="t">                <span class="nam">color</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">color</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t845" href="#t845">845</a></span><span class="t">                <span class="nam">marker</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">marker</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t846" href="#t846">846</a></span><span class="t">                <span class="nam">ls</span><span class="op">=</span><span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t847" href="#t847">847</a></span><span class="t">                <span class="nam">linewidth</span><span class="op">=</span><span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t848" href="#t848">848</a></span><span class="t">                <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t849" href="#t849">849</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t850" href="#t850">850</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t851" href="#t851">851</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t852" href="#t852">852</a></span><span class="t">            <span class="nam">admissable_thingB</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t853" href="#t853">853</a></span><span class="t">            <span class="nam">me</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t854" href="#t854">854</a></span><span class="t">            <span class="nam">label</span><span class="op">=</span><span class="fst">f'</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">label</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t855" href="#t855">855</a></span><span class="t">            <span class="nam">color</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">color</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t856" href="#t856">856</a></span><span class="t">            <span class="nam">marker</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">marker</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t857" href="#t857">857</a></span><span class="t">            <span class="nam">linewidth</span><span class="op">=</span><span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t858" href="#t858">858</a></span><span class="t">            <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t859" href="#t859">859</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t860" href="#t860">860</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t861" href="#t861">861</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t862" href="#t862">862</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="nam">thingB</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t863" href="#t863">863</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="nam">thingA</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t864" href="#t864">864</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t865" href="#t865">865</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t866" href="#t866">866</a></span><span class="t">    <span class="key">def</span> <span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t867" href="#t867">867</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t868" href="#t868">868</a></span><span class="t">        <span class="nam">thingA</span><span class="op">=</span><span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t869" href="#t869">869</a></span><span class="t">        <span class="nam">thingB</span><span class="op">=</span><span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t870" href="#t870">870</a></span><span class="t">        <span class="nam">recovered</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t871" href="#t871">871</a></span><span class="t">        <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t872" href="#t872">872</a></span><span class="t">        <span class="nam">op</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t873" href="#t873">873</a></span><span class="t">        <span class="nam">args</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t874" href="#t874">874</a></span><span class="t">        <span class="nam">strategies</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t875" href="#t875">875</a></span><span class="t">        <span class="nam">name</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t876" href="#t876">876</a></span><span class="t">        <span class="nam">store</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t877" href="#t877">877</a></span><span class="t">        <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t878" href="#t878">878</a></span><span class="t">        <span class="nam">fig</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t879" href="#t879">879</a></span><span class="t">        <span class="nam">plotting_args</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t880" href="#t880">880</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t881" href="#t881">881</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t882" href="#t882">882</a></span><span class="t"><span class="str">        Plot thingA vs thingB for multiple strategies</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t883" href="#t883">883</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t884" href="#t884">884</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t885" href="#t885">885</a></span><span class="t"><span class="str">            thingA (str): Some key stored in the stats that will go on the y-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t886" href="#t886">886</a></span><span class="t"><span class="str">            thingB (str): Some key stored in the stats that will go on the x-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t887" href="#t887">887</a></span><span class="t"><span class="str">            recovered (bool): Show the plot for both all runs and only the recovered ones</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t888" href="#t888">888</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): Arbitrary mask to apply to both axes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t889" href="#t889">889</a></span><span class="t"><span class="str">            op (function): Operation that is applied to thingA before plotting default is recovery rate</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t890" href="#t890">890</a></span><span class="t"><span class="str">            args (dict): Parameters for how the plot should look</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t891" href="#t891">891</a></span><span class="t"><span class="str">            strategies (list): List of the strategies you want to plot, if None, all will be plotted</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t892" href="#t892">892</a></span><span class="t"><span class="str">            name (str): Optional name for the plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t893" href="#t893">893</a></span><span class="t"><span class="str">            store (bool): Store the plot at a predefined path or not (for jupyter notebooks)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t894" href="#t894">894</a></span><span class="t"><span class="str">            ax (Matplotlib.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t895" href="#t895">895</a></span><span class="t"><span class="str">            fig (Matplotlib.figure): Figure of the ax</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t896" href="#t896">896</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t897" href="#t897">897</a></span><span class="t"><span class="str">        Returns</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t898" href="#t898">898</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t899" href="#t899">899</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t900" href="#t900">900</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">if</span> <span class="nam">strategies</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategies</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t901" href="#t901">901</a></span><span class="t">        <span class="nam">args</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span> <span class="key">if</span> <span class="nam">args</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">args</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t902" href="#t902">902</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t903" href="#t903">903</a></span><span class="t">        <span class="com"># make sure we have something to plot in</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t904" href="#t904">904</a></span><span class="t">        <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t905" href="#t905">905</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t906" href="#t906">906</a></span><span class="t">        <span class="key">elif</span> <span class="nam">fig</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t907" href="#t907">907</a></span><span class="t">            <span class="nam">store</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t908" href="#t908">908</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t909" href="#t909">909</a></span><span class="t">        <span class="com"># execute the plots for all strategies</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t910" href="#t910">910</a></span><span class="t">        <span class="key">for</span> <span class="nam">s</span> <span class="key">in</span> <span class="nam">strategies</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t911" href="#t911">911</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">plot_thingA_per_thingB</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t912" href="#t912">912</a></span><span class="t">                <span class="nam">s</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t913" href="#t913">913</a></span><span class="t">                <span class="nam">thingA</span><span class="op">=</span><span class="nam">thingA</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t914" href="#t914">914</a></span><span class="t">                <span class="nam">thingB</span><span class="op">=</span><span class="nam">thingB</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t915" href="#t915">915</a></span><span class="t">                <span class="nam">recovered</span><span class="op">=</span><span class="nam">recovered</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t916" href="#t916">916</a></span><span class="t">                <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t917" href="#t917">917</a></span><span class="t">                <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t918" href="#t918">918</a></span><span class="t">                <span class="nam">op</span><span class="op">=</span><span class="nam">op</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t919" href="#t919">919</a></span><span class="t">                <span class="op">**</span><span class="op">(</span><span class="nam">plotting_args</span> <span class="key">if</span> <span class="nam">plotting_args</span> <span class="key">else</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t920" href="#t920">920</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t921" href="#t921">921</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t922" href="#t922">922</a></span><span class="t">        <span class="com"># set the parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t923" href="#t923">923</a></span><span class="t">        <span class="op">[</span><span class="nam">plt</span><span class="op">.</span><span class="nam">setp</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">k</span><span class="op">,</span> <span class="nam">v</span><span class="op">)</span> <span class="key">for</span> <span class="nam">k</span><span class="op">,</span> <span class="nam">v</span> <span class="key">in</span> <span class="nam">args</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t829" href="#t829">829</a></span><span class="t">        <span class="key">if</span> <span class="nam">mask</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t830" href="#t830">830</a></span><span class="t">            <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ones_like</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingB</span><span class="op">]</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">bool</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t831" href="#t831">831</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t832" href="#t832">832</a></span><span class="t">        <span class="nam">admissable_thingB</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">unique</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingB</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t833" href="#t833">833</a></span><span class="t">        <span class="nam">me</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">admissable_thingB</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t834" href="#t834">834</a></span><span class="t">        <span class="nam">me_recovered</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros_like</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t835" href="#t835">835</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t836" href="#t836">836</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t837" href="#t837">837</a></span><span class="t">            <span class="nam">_mask</span> <span class="op">=</span> <span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thingB</span><span class="op">]</span> <span class="op">==</span> <span class="nam">admissable_thingB</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span> <span class="op">&amp;</span> <span class="nam">mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t838" href="#t838">838</a></span><span class="t">            <span class="key">if</span> <span class="nam">_mask</span><span class="op">.</span><span class="nam">any</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t839" href="#t839">839</a></span><span class="t">                <span class="nam">me</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">op</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thingA</span><span class="op">,</span> <span class="nam">_mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t840" href="#t840">840</a></span><span class="t">                <span class="nam">me_recovered</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">op</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thingA</span><span class="op">,</span> <span class="nam">_mask</span> <span class="op">&amp;</span> <span class="nam">dat</span><span class="op">[</span><span class="str">'recovered'</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t841" href="#t841">841</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t842" href="#t842">842</a></span><span class="t">        <span class="key">if</span> <span class="nam">recovered</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t843" href="#t843">843</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t844" href="#t844">844</a></span><span class="t">                <span class="nam">admissable_thingB</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t845" href="#t845">845</a></span><span class="t">                <span class="nam">me_recovered</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t846" href="#t846">846</a></span><span class="t">                <span class="nam">label</span><span class="op">=</span><span class="fst">f'</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">label</span><span class="op">}</span><span class="fst"> (only recovered)</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t847" href="#t847">847</a></span><span class="t">                <span class="nam">color</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">color</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t848" href="#t848">848</a></span><span class="t">                <span class="nam">marker</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">marker</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t849" href="#t849">849</a></span><span class="t">                <span class="nam">ls</span><span class="op">=</span><span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t850" href="#t850">850</a></span><span class="t">                <span class="nam">linewidth</span><span class="op">=</span><span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t851" href="#t851">851</a></span><span class="t">                <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t852" href="#t852">852</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t853" href="#t853">853</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t854" href="#t854">854</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t855" href="#t855">855</a></span><span class="t">            <span class="nam">admissable_thingB</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t856" href="#t856">856</a></span><span class="t">            <span class="nam">me</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t857" href="#t857">857</a></span><span class="t">            <span class="nam">label</span><span class="op">=</span><span class="fst">f'</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">label</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t858" href="#t858">858</a></span><span class="t">            <span class="nam">color</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">color</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t859" href="#t859">859</a></span><span class="t">            <span class="nam">marker</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">marker</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t860" href="#t860">860</a></span><span class="t">            <span class="nam">linewidth</span><span class="op">=</span><span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t861" href="#t861">861</a></span><span class="t">            <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t862" href="#t862">862</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t863" href="#t863">863</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t864" href="#t864">864</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t865" href="#t865">865</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="nam">thingB</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t866" href="#t866">866</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="nam">thingA</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t867" href="#t867">867</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t868" href="#t868">868</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t869" href="#t869">869</a></span><span class="t">    <span class="key">def</span> <span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t870" href="#t870">870</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t871" href="#t871">871</a></span><span class="t">        <span class="nam">thingA</span><span class="op">=</span><span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t872" href="#t872">872</a></span><span class="t">        <span class="nam">thingB</span><span class="op">=</span><span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t873" href="#t873">873</a></span><span class="t">        <span class="nam">recovered</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t874" href="#t874">874</a></span><span class="t">        <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t875" href="#t875">875</a></span><span class="t">        <span class="nam">op</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t876" href="#t876">876</a></span><span class="t">        <span class="nam">args</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t877" href="#t877">877</a></span><span class="t">        <span class="nam">strategies</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t878" href="#t878">878</a></span><span class="t">        <span class="nam">name</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t879" href="#t879">879</a></span><span class="t">        <span class="nam">store</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t880" href="#t880">880</a></span><span class="t">        <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t881" href="#t881">881</a></span><span class="t">        <span class="nam">fig</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t882" href="#t882">882</a></span><span class="t">        <span class="nam">plotting_args</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t883" href="#t883">883</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t884" href="#t884">884</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t885" href="#t885">885</a></span><span class="t"><span class="str">        Plot thingA vs thingB for multiple strategies</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t886" href="#t886">886</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t887" href="#t887">887</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t888" href="#t888">888</a></span><span class="t"><span class="str">            thingA (str): Some key stored in the stats that will go on the y-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t889" href="#t889">889</a></span><span class="t"><span class="str">            thingB (str): Some key stored in the stats that will go on the x-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t890" href="#t890">890</a></span><span class="t"><span class="str">            recovered (bool): Show the plot for both all runs and only the recovered ones</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t891" href="#t891">891</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): Arbitrary mask to apply to both axes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t892" href="#t892">892</a></span><span class="t"><span class="str">            op (function): Operation that is applied to thingA before plotting default is recovery rate</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t893" href="#t893">893</a></span><span class="t"><span class="str">            args (dict): Parameters for how the plot should look</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t894" href="#t894">894</a></span><span class="t"><span class="str">            strategies (list): List of the strategies you want to plot, if None, all will be plotted</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t895" href="#t895">895</a></span><span class="t"><span class="str">            name (str): Optional name for the plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t896" href="#t896">896</a></span><span class="t"><span class="str">            store (bool): Store the plot at a predefined path or not (for jupyter notebooks)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t897" href="#t897">897</a></span><span class="t"><span class="str">            ax (Matplotlib.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t898" href="#t898">898</a></span><span class="t"><span class="str">            fig (Matplotlib.figure): Figure of the ax</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t899" href="#t899">899</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t900" href="#t900">900</a></span><span class="t"><span class="str">        Returns</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t901" href="#t901">901</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t902" href="#t902">902</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t903" href="#t903">903</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">if</span> <span class="nam">strategies</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategies</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t904" href="#t904">904</a></span><span class="t">        <span class="nam">args</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span> <span class="key">if</span> <span class="nam">args</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">args</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t905" href="#t905">905</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t906" href="#t906">906</a></span><span class="t">        <span class="com"># make sure we have something to plot in</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t907" href="#t907">907</a></span><span class="t">        <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t908" href="#t908">908</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t909" href="#t909">909</a></span><span class="t">        <span class="key">elif</span> <span class="nam">fig</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t910" href="#t910">910</a></span><span class="t">            <span class="nam">store</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t911" href="#t911">911</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t912" href="#t912">912</a></span><span class="t">        <span class="com"># execute the plots for all strategies</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t913" href="#t913">913</a></span><span class="t">        <span class="key">for</span> <span class="nam">s</span> <span class="key">in</span> <span class="nam">strategies</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t914" href="#t914">914</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">plot_thingA_per_thingB</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t915" href="#t915">915</a></span><span class="t">                <span class="nam">s</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t916" href="#t916">916</a></span><span class="t">                <span class="nam">thingA</span><span class="op">=</span><span class="nam">thingA</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t917" href="#t917">917</a></span><span class="t">                <span class="nam">thingB</span><span class="op">=</span><span class="nam">thingB</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t918" href="#t918">918</a></span><span class="t">                <span class="nam">recovered</span><span class="op">=</span><span class="nam">recovered</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t919" href="#t919">919</a></span><span class="t">                <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t920" href="#t920">920</a></span><span class="t">                <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t921" href="#t921">921</a></span><span class="t">                <span class="nam">op</span><span class="op">=</span><span class="nam">op</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t922" href="#t922">922</a></span><span class="t">                <span class="op">**</span><span class="op">(</span><span class="nam">plotting_args</span> <span class="key">if</span> <span class="nam">plotting_args</span> <span class="key">else</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t923" href="#t923">923</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t924" href="#t924">924</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t925" href="#t925">925</a></span><span class="t">        <span class="key">if</span> <span class="nam">store</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t926" href="#t926">926</a></span><span class="t">            <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t927" href="#t927">927</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="fst">f'</span><span class="fst">data/</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">thingA</span> <span class="key">if</span> <span class="nam">name</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">name</span><span class="op">}</span><span class="fst">_per_</span><span class="op">{</span><span class="nam">thingB</span><span class="op">}</span><span class="fst">.pdf</span><span class="fst">'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t928" href="#t928">928</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">close</span><span class="op">(</span><span class="nam">fig</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t929" href="#t929">929</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t930" href="#t930">930</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t931" href="#t931">931</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t932" href="#t932">932</a></span><span class="t">    <span class="key">def</span> <span class="nam">plot_recovery_thresholds</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t933" href="#t933">933</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span> <span class="nam">strategies</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">thresh_range</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t934" href="#t934">934</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t935" href="#t935">935</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t936" href="#t936">936</a></span><span class="t"><span class="str">        Plot the recovery rate for a range of thresholds</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t937" href="#t937">937</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t938" href="#t938">938</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t939" href="#t939">939</a></span><span class="t"><span class="str">            strategies (list): List of the strategies you want to plot, if None, all will be plotted</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t940" href="#t940">940</a></span><span class="t"><span class="str">            thresh_range (list): thresholds for deciding whether to accept as recovered</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t941" href="#t941">941</a></span><span class="t"><span class="str">            ax (Matplotlib.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t942" href="#t942">942</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to know about</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t943" href="#t943">943</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t944" href="#t944">944</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t945" href="#t945">945</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t946" href="#t946">946</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t947" href="#t947">947</a></span><span class="t">        <span class="com"># fill default values if nothing is specified</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t948" href="#t948">948</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">if</span> <span class="nam">strategies</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategies</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t949" href="#t949">949</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t950" href="#t950">950</a></span><span class="t">        <span class="nam">thresh_range</span> <span class="op">=</span> <span class="num">1</span> <span class="op">+</span> <span class="nam">np</span><span class="op">.</span><span class="nam">linspace</span><span class="op">(</span><span class="op">-</span><span class="num">4e-2</span><span class="op">,</span> <span class="num">4e-2</span><span class="op">,</span> <span class="num">100</span><span class="op">)</span> <span class="key">if</span> <span class="nam">thresh_range</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">thresh_range</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t951" href="#t951">951</a></span><span class="t">        <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t952" href="#t952">952</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t953" href="#t953">953</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t954" href="#t954">954</a></span><span class="t">        <span class="nam">rec_rates</span> <span class="op">=</span> <span class="op">[</span><span class="op">[</span><span class="key">None</span><span class="op">]</span> <span class="op">*</span> <span class="nam">len</span><span class="op">(</span><span class="nam">thresh_range</span><span class="op">)</span><span class="op">]</span> <span class="op">*</span> <span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t955" href="#t955">955</a></span><span class="t">        <span class="key">for</span> <span class="nam">strategy_idx</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t956" href="#t956">956</a></span><span class="t">            <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">strategies</span><span class="op">[</span><span class="nam">strategy_idx</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t957" href="#t957">957</a></span><span class="t">            <span class="com"># load the stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t958" href="#t958">958</a></span><span class="t">            <span class="nam">fault_free</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t959" href="#t959">959</a></span><span class="t">            <span class="nam">with_faults</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t960" href="#t960">960</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t961" href="#t961">961</a></span><span class="t">            <span class="key">for</span> <span class="nam">thresh_idx</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">thresh_range</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t962" href="#t962">962</a></span><span class="t">                <span class="nam">rec_mask</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_mask</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t963" href="#t963">963</a></span><span class="t">                    <span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t964" href="#t964">964</a></span><span class="t">                    <span class="nam">key</span><span class="op">=</span><span class="str">'error'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t965" href="#t965">965</a></span><span class="t">                    <span class="nam">val</span><span class="op">=</span><span class="op">(</span><span class="nam">thresh_range</span><span class="op">[</span><span class="nam">thresh_idx</span><span class="op">]</span> <span class="op">*</span> <span class="nam">fault_free</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t966" href="#t966">966</a></span><span class="t">                    <span class="nam">op</span><span class="op">=</span><span class="str">'gt'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t967" href="#t967">967</a></span><span class="t">                    <span class="nam">old_mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t968" href="#t968">968</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t969" href="#t969">969</a></span><span class="t">                <span class="nam">rec_rates</span><span class="op">[</span><span class="nam">strategy_idx</span><span class="op">]</span><span class="op">[</span><span class="nam">thresh_idx</span><span class="op">]</span> <span class="op">=</span> <span class="num">1.0</span> <span class="op">-</span> <span class="nam">len</span><span class="op">(</span><span class="nam">with_faults</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">[</span><span class="nam">rec_mask</span><span class="op">]</span><span class="op">)</span> <span class="op">/</span> <span class="nam">len</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t970" href="#t970">970</a></span><span class="t">                    <span class="nam">with_faults</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t925" href="#t925">925</a></span><span class="t">        <span class="com"># set the parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t926" href="#t926">926</a></span><span class="t">        <span class="op">[</span><span class="nam">plt</span><span class="op">.</span><span class="nam">setp</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">k</span><span class="op">,</span> <span class="nam">v</span><span class="op">)</span> <span class="key">for</span> <span class="nam">k</span><span class="op">,</span> <span class="nam">v</span> <span class="key">in</span> <span class="nam">args</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t927" href="#t927">927</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t928" href="#t928">928</a></span><span class="t">        <span class="key">if</span> <span class="nam">store</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t929" href="#t929">929</a></span><span class="t">            <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t930" href="#t930">930</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="fst">f'</span><span class="fst">data/</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">thingA</span> <span class="key">if</span> <span class="nam">name</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">name</span><span class="op">}</span><span class="fst">_per_</span><span class="op">{</span><span class="nam">thingB</span><span class="op">}</span><span class="fst">.pdf</span><span class="fst">'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t931" href="#t931">931</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">close</span><span class="op">(</span><span class="nam">fig</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t932" href="#t932">932</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t933" href="#t933">933</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t934" href="#t934">934</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t935" href="#t935">935</a></span><span class="t">    <span class="key">def</span> <span class="nam">plot_recovery_thresholds</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t936" href="#t936">936</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span> <span class="nam">strategies</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">thresh_range</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t937" href="#t937">937</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t938" href="#t938">938</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t939" href="#t939">939</a></span><span class="t"><span class="str">        Plot the recovery rate for a range of thresholds</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t940" href="#t940">940</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t941" href="#t941">941</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t942" href="#t942">942</a></span><span class="t"><span class="str">            strategies (list): List of the strategies you want to plot, if None, all will be plotted</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t943" href="#t943">943</a></span><span class="t"><span class="str">            thresh_range (list): thresholds for deciding whether to accept as recovered</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t944" href="#t944">944</a></span><span class="t"><span class="str">            ax (Matplotlib.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t945" href="#t945">945</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to know about</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t946" href="#t946">946</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t947" href="#t947">947</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t948" href="#t948">948</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t949" href="#t949">949</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t950" href="#t950">950</a></span><span class="t">        <span class="com"># fill default values if nothing is specified</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t951" href="#t951">951</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">if</span> <span class="nam">strategies</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategies</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t952" href="#t952">952</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t953" href="#t953">953</a></span><span class="t">        <span class="nam">thresh_range</span> <span class="op">=</span> <span class="num">1</span> <span class="op">+</span> <span class="nam">np</span><span class="op">.</span><span class="nam">linspace</span><span class="op">(</span><span class="op">-</span><span class="num">4e-2</span><span class="op">,</span> <span class="num">4e-2</span><span class="op">,</span> <span class="num">100</span><span class="op">)</span> <span class="key">if</span> <span class="nam">thresh_range</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">thresh_range</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t954" href="#t954">954</a></span><span class="t">        <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t955" href="#t955">955</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t956" href="#t956">956</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t957" href="#t957">957</a></span><span class="t">        <span class="nam">rec_rates</span> <span class="op">=</span> <span class="op">[</span><span class="op">[</span><span class="key">None</span><span class="op">]</span> <span class="op">*</span> <span class="nam">len</span><span class="op">(</span><span class="nam">thresh_range</span><span class="op">)</span><span class="op">]</span> <span class="op">*</span> <span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t958" href="#t958">958</a></span><span class="t">        <span class="key">for</span> <span class="nam">strategy_idx</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t959" href="#t959">959</a></span><span class="t">            <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">strategies</span><span class="op">[</span><span class="nam">strategy_idx</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t960" href="#t960">960</a></span><span class="t">            <span class="com"># load the stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t961" href="#t961">961</a></span><span class="t">            <span class="nam">fault_free</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t962" href="#t962">962</a></span><span class="t">            <span class="nam">with_faults</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t963" href="#t963">963</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t964" href="#t964">964</a></span><span class="t">            <span class="key">for</span> <span class="nam">thresh_idx</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">thresh_range</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t965" href="#t965">965</a></span><span class="t">                <span class="nam">rec_mask</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_mask</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t966" href="#t966">966</a></span><span class="t">                    <span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t967" href="#t967">967</a></span><span class="t">                    <span class="nam">key</span><span class="op">=</span><span class="str">'error'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t968" href="#t968">968</a></span><span class="t">                    <span class="nam">val</span><span class="op">=</span><span class="op">(</span><span class="nam">thresh_range</span><span class="op">[</span><span class="nam">thresh_idx</span><span class="op">]</span> <span class="op">*</span> <span class="nam">fault_free</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t969" href="#t969">969</a></span><span class="t">                    <span class="nam">op</span><span class="op">=</span><span class="str">'gt'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t970" href="#t970">970</a></span><span class="t">                    <span class="nam">old_mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t971" href="#t971">971</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t972" href="#t972">972</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t973" href="#t973">973</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t974" href="#t974">974</a></span><span class="t">                <span class="nam">thresh_range</span><span class="op">,</span> <span class="nam">rec_rates</span><span class="op">[</span><span class="nam">strategy_idx</span><span class="op">]</span><span class="op">,</span> <span class="op">**</span><span class="op">{</span><span class="str">'color'</span><span class="op">:</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">color</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">label</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t975" href="#t975">975</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t976" href="#t976">976</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t977" href="#t977">977</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'recovery rate'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t978" href="#t978">978</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'threshold as ratio to fault-free error'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t979" href="#t979">979</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t980" href="#t980">980</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t981" href="#t981">981</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t982" href="#t982">982</a></span><span class="t">    <span class="key">def</span> <span class="nam">analyse_adaptivity</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t983" href="#t983">983</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t984" href="#t984">984</a></span><span class="t"><span class="str">        Analyse a set of runs with adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t985" href="#t985">985</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t986" href="#t986">986</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t987" href="#t987">987</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to know about</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t972" href="#t972">972</a></span><span class="t">                <span class="nam">rec_rates</span><span class="op">[</span><span class="nam">strategy_idx</span><span class="op">]</span><span class="op">[</span><span class="nam">thresh_idx</span><span class="op">]</span> <span class="op">=</span> <span class="num">1.0</span> <span class="op">-</span> <span class="nam">len</span><span class="op">(</span><span class="nam">with_faults</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">[</span><span class="nam">rec_mask</span><span class="op">]</span><span class="op">)</span> <span class="op">/</span> <span class="nam">len</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t973" href="#t973">973</a></span><span class="t">                    <span class="nam">with_faults</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t974" href="#t974">974</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t975" href="#t975">975</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t976" href="#t976">976</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t977" href="#t977">977</a></span><span class="t">                <span class="nam">thresh_range</span><span class="op">,</span> <span class="nam">rec_rates</span><span class="op">[</span><span class="nam">strategy_idx</span><span class="op">]</span><span class="op">,</span> <span class="op">**</span><span class="op">{</span><span class="str">'color'</span><span class="op">:</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">color</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">label</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t978" href="#t978">978</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t979" href="#t979">979</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t980" href="#t980">980</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'recovery rate'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t981" href="#t981">981</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'threshold as ratio to fault-free error'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t982" href="#t982">982</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t983" href="#t983">983</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t984" href="#t984">984</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t985" href="#t985">985</a></span><span class="t">    <span class="key">def</span> <span class="nam">analyse_adaptivity</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t986" href="#t986">986</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t987" href="#t987">987</a></span><span class="t"><span class="str">        Analyse a set of runs with adaptivity</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t988" href="#t988">988</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t989" href="#t989">989</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t990" href="#t990">990</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t991" href="#t991">991</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t992" href="#t992">992</a></span><span class="t">        <span class="nam">index</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_index</span><span class="op">(</span><span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t993" href="#t993">993</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t994" href="#t994">994</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t995" href="#t995">995</a></span><span class="t">        <span class="com"># make a header</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t996" href="#t996">996</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'  run  | bit | node | iter |  e_em^*  |   e_em   | e_glob^* |  e_glob  '</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t997" href="#t997">997</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'-------+-----+------+------+----------+----------+----------+----------'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t998" href="#t998">998</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">index</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t999" href="#t999">999</a></span><span class="t">            <span class="nam">e_em</span><span class="op">,</span> <span class="nam">e_glob</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">analyse_adaptivity_single</span><span class="op">(</span><span class="nam">int</span><span class="op">(</span><span class="nam">i</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1000" href="#t1000">1000</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1001" href="#t1001">1001</a></span><span class="t">                <span class="fst">f'</span><span class="fst"> </span><span class="op">{</span><span class="nam">i</span><span class="op">:</span><span class="fst">5d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"bit"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">3.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"node"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"iteration"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_em</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">\</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1002" href="#t1002">1002</a></span><span class="t"><span class="fst"> | </span><span class="op">{</span><span class="nam">e_em</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_glob</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_glob</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1003" href="#t1003">1003</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1004" href="#t1004">1004</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1005" href="#t1005">1005</a></span><span class="t">        <span class="nam">e_tol</span> <span class="op">=</span> <span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1006" href="#t1006">1006</a></span><span class="t">            <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1007" href="#t1007">1007</a></span><span class="t">        <span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1008" href="#t1008">1008</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">We only restart when e_em > e_tol = </span><span class="op">{</span><span class="nam">e_tol</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">!</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1009" href="#t1009">1009</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1010" href="#t1010">1010</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1011" href="#t1011">1011</a></span><span class="t">    <span class="key">def</span> <span class="nam">analyse_adaptivity_single</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">run</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1012" href="#t1012">1012</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1013" href="#t1013">1013</a></span><span class="t"><span class="str">        Compute what the difference in embedded and global error are for a specific run with adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1014" href="#t1014">1014</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1015" href="#t1015">1015</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1016" href="#t1016">1016</a></span><span class="t"><span class="str">            run (int): The run you want to know about</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t989" href="#t989">989</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t990" href="#t990">990</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to know about</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t991" href="#t991">991</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t992" href="#t992">992</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t993" href="#t993">993</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t994" href="#t994">994</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t995" href="#t995">995</a></span><span class="t">        <span class="nam">index</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_index</span><span class="op">(</span><span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t996" href="#t996">996</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t997" href="#t997">997</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t998" href="#t998">998</a></span><span class="t">        <span class="com"># make a header</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t999" href="#t999">999</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'  run  | bit | node | iter |  e_em^*  |   e_em   | e_glob^* |  e_glob  '</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1000" href="#t1000">1000</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'-------+-----+------+------+----------+----------+----------+----------'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1001" href="#t1001">1001</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">index</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1002" href="#t1002">1002</a></span><span class="t">            <span class="nam">e_em</span><span class="op">,</span> <span class="nam">e_glob</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">analyse_adaptivity_single</span><span class="op">(</span><span class="nam">int</span><span class="op">(</span><span class="nam">i</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1003" href="#t1003">1003</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1004" href="#t1004">1004</a></span><span class="t">                <span class="fst">f'</span><span class="fst"> </span><span class="op">{</span><span class="nam">i</span><span class="op">:</span><span class="fst">5d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"bit"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">3.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"node"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"iteration"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_em</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">\</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1005" href="#t1005">1005</a></span><span class="t"><span class="fst"> | </span><span class="op">{</span><span class="nam">e_em</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_glob</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_glob</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1006" href="#t1006">1006</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1007" href="#t1007">1007</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1008" href="#t1008">1008</a></span><span class="t">        <span class="nam">e_tol</span> <span class="op">=</span> <span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1009" href="#t1009">1009</a></span><span class="t">            <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1010" href="#t1010">1010</a></span><span class="t">        <span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1011" href="#t1011">1011</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">We only restart when e_em > e_tol = </span><span class="op">{</span><span class="nam">e_tol</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">!</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1012" href="#t1012">1012</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1013" href="#t1013">1013</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1014" href="#t1014">1014</a></span><span class="t">    <span class="key">def</span> <span class="nam">analyse_adaptivity_single</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">run</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1015" href="#t1015">1015</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1016" href="#t1016">1016</a></span><span class="t"><span class="str">        Compute what the difference in embedded and global error are for a specific run with adaptivity</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t1017" href="#t1017">1017</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1018" href="#t1018">1018</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1019" href="#t1019">1019</a></span><span class="t"><span class="str">            list: Embedded error with fault and without for the last iteration in the step with a fault</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1020" href="#t1020">1020</a></span><span class="t"><span class="str">            list: Global error with and without fault at the end of the run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1021" href="#t1021">1021</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1022" href="#t1022">1022</a></span><span class="t">        <span class="com"># perform one run with and one without faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1023" href="#t1023">1023</a></span><span class="t">        <span class="nam">stats</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1024" href="#t1024">1024</a></span><span class="t">        <span class="nam">controllers</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1025" href="#t1025">1025</a></span><span class="t">        <span class="key">for</span> <span class="nam">faults</span> <span class="key">in</span> <span class="op">[</span><span class="key">True</span><span class="op">,</span> <span class="key">False</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1026" href="#t1026">1026</a></span><span class="t">            <span class="nam">s</span><span class="op">,</span> <span class="nam">c</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1027" href="#t1027">1027</a></span><span class="t">                <span class="nam">strategy</span><span class="op">=</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">run</span><span class="op">=</span><span class="nam">run</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">,</span> <span class="nam">hook_class</span><span class="op">=</span><span class="nam">hook_collection</span> <span class="op">+</span> <span class="op">[</span><span class="nam">LogUAllIter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1028" href="#t1028">1028</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1029" href="#t1029">1029</a></span><span class="t">            <span class="nam">stats</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">s</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1030" href="#t1030">1030</a></span><span class="t">            <span class="nam">controllers</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">c</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1031" href="#t1031">1031</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1032" href="#t1032">1032</a></span><span class="t">        <span class="com"># figure out when the fault happened</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1033" href="#t1033">1033</a></span><span class="t">        <span class="nam">t_fault</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'bitflip'</span><span class="op">)</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1018" href="#t1018">1018</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1019" href="#t1019">1019</a></span><span class="t"><span class="str">            run (int): The run you want to know about</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1020" href="#t1020">1020</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1021" href="#t1021">1021</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1022" href="#t1022">1022</a></span><span class="t"><span class="str">            list: Embedded error with fault and without for the last iteration in the step with a fault</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1023" href="#t1023">1023</a></span><span class="t"><span class="str">            list: Global error with and without fault at the end of the run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1024" href="#t1024">1024</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1025" href="#t1025">1025</a></span><span class="t">        <span class="com"># perform one run with and one without faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1026" href="#t1026">1026</a></span><span class="t">        <span class="nam">stats</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1027" href="#t1027">1027</a></span><span class="t">        <span class="nam">controllers</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1028" href="#t1028">1028</a></span><span class="t">        <span class="key">for</span> <span class="nam">faults</span> <span class="key">in</span> <span class="op">[</span><span class="key">True</span><span class="op">,</span> <span class="key">False</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1029" href="#t1029">1029</a></span><span class="t">            <span class="nam">s</span><span class="op">,</span> <span class="nam">c</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1030" href="#t1030">1030</a></span><span class="t">                <span class="nam">strategy</span><span class="op">=</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">run</span><span class="op">=</span><span class="nam">run</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">,</span> <span class="nam">hook_class</span><span class="op">=</span><span class="nam">hook_collection</span> <span class="op">+</span> <span class="op">[</span><span class="nam">LogUAllIter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1031" href="#t1031">1031</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1032" href="#t1032">1032</a></span><span class="t">            <span class="nam">stats</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">s</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1033" href="#t1033">1033</a></span><span class="t">            <span class="nam">controllers</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">c</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t1034" href="#t1034">1034</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1035" href="#t1035">1035</a></span><span class="t">        <span class="com"># get embedded error</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1036" href="#t1036">1036</a></span><span class="t">        <span class="nam">e_em</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1037" href="#t1037">1037</a></span><span class="t">            <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stat</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'error_embedded_estimate'</span><span class="op">,</span> <span class="nam">time</span><span class="op">=</span><span class="nam">t_fault</span><span class="op">,</span> <span class="nam">sortby</span><span class="op">=</span><span class="str">'iter'</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1038" href="#t1038">1038</a></span><span class="t">            <span class="key">for</span> <span class="nam">stat</span> <span class="key">in</span> <span class="nam">stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1039" href="#t1039">1039</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1040" href="#t1040">1040</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1041" href="#t1041">1041</a></span><span class="t">        <span class="com"># compute the global error</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1042" href="#t1042">1042</a></span><span class="t">        <span class="nam">u_end</span> <span class="op">=</span> <span class="op">[</span><span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stat</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">)</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">stat</span> <span class="key">in</span> <span class="nam">stats</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1043" href="#t1043">1043</a></span><span class="t">        <span class="nam">e_glob</span> <span class="op">=</span> <span class="op">[</span><span class="nam">abs</span><span class="op">(</span><span class="nam">u_end</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">-</span> <span class="nam">controllers</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">.</span><span class="nam">MS</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">u_exact</span><span class="op">(</span><span class="nam">t</span><span class="op">=</span><span class="nam">u_end</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1044" href="#t1044">1044</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1045" href="#t1045">1045</a></span><span class="t">        <span class="key">return</span> <span class="op">[</span><span class="nam">e_em</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">]</span><span class="op">,</span> <span class="nam">e_glob</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1046" href="#t1046">1046</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1047" href="#t1047">1047</a></span><span class="t">    <span class="key">def</span> <span class="nam">analyse_HotRod</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1048" href="#t1048">1048</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1049" href="#t1049">1049</a></span><span class="t"><span class="str">        Analyse a set of runs with Hot Rod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1050" href="#t1050">1050</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1051" href="#t1051">1051</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1052" href="#t1052">1052</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to know about</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1035" href="#t1035">1035</a></span><span class="t">        <span class="com"># figure out when the fault happened</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1036" href="#t1036">1036</a></span><span class="t">        <span class="nam">t_fault</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'bitflip'</span><span class="op">)</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1037" href="#t1037">1037</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1038" href="#t1038">1038</a></span><span class="t">        <span class="com"># get embedded error</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1039" href="#t1039">1039</a></span><span class="t">        <span class="nam">e_em</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1040" href="#t1040">1040</a></span><span class="t">            <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stat</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'error_embedded_estimate'</span><span class="op">,</span> <span class="nam">time</span><span class="op">=</span><span class="nam">t_fault</span><span class="op">,</span> <span class="nam">sortby</span><span class="op">=</span><span class="str">'iter'</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1041" href="#t1041">1041</a></span><span class="t">            <span class="key">for</span> <span class="nam">stat</span> <span class="key">in</span> <span class="nam">stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1042" href="#t1042">1042</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1043" href="#t1043">1043</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1044" href="#t1044">1044</a></span><span class="t">        <span class="com"># compute the global error</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1045" href="#t1045">1045</a></span><span class="t">        <span class="nam">u_end</span> <span class="op">=</span> <span class="op">[</span><span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stat</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">)</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">stat</span> <span class="key">in</span> <span class="nam">stats</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1046" href="#t1046">1046</a></span><span class="t">        <span class="nam">e_glob</span> <span class="op">=</span> <span class="op">[</span><span class="nam">abs</span><span class="op">(</span><span class="nam">u_end</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">-</span> <span class="nam">controllers</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">.</span><span class="nam">MS</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">u_exact</span><span class="op">(</span><span class="nam">t</span><span class="op">=</span><span class="nam">u_end</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1047" href="#t1047">1047</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1048" href="#t1048">1048</a></span><span class="t">        <span class="key">return</span> <span class="op">[</span><span class="nam">e_em</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">]</span><span class="op">,</span> <span class="nam">e_glob</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1049" href="#t1049">1049</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1050" href="#t1050">1050</a></span><span class="t">    <span class="key">def</span> <span class="nam">analyse_HotRod</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1051" href="#t1051">1051</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1052" href="#t1052">1052</a></span><span class="t"><span class="str">        Analyse a set of runs with Hot Rod</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t1053" href="#t1053">1053</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1054" href="#t1054">1054</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1055" href="#t1055">1055</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1056" href="#t1056">1056</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1057" href="#t1057">1057</a></span><span class="t">        <span class="nam">index</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_index</span><span class="op">(</span><span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1058" href="#t1058">1058</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1059" href="#t1059">1059</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1060" href="#t1060">1060</a></span><span class="t">        <span class="com"># make a header</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1061" href="#t1061">1061</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1062" href="#t1062">1062</a></span><span class="t">            <span class="str">'  run  | bit | node | iter |  e_ex^*  |   e_ex   |  e_em^*  |   e_em   |   diff*  |   diff   | e_glob^* \</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1063" href="#t1063">1063</a></span><span class="t"><span class="str">|  e_glob  '</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1064" href="#t1064">1064</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1065" href="#t1065">1065</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1066" href="#t1066">1066</a></span><span class="t">            <span class="str">'-------+-----+------+------+----------+----------+----------+----------+----------+----------+----------\</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1067" href="#t1067">1067</a></span><span class="t"><span class="str">+----------'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1068" href="#t1068">1068</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1069" href="#t1069">1069</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">index</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1070" href="#t1070">1070</a></span><span class="t">            <span class="nam">e_em</span><span class="op">,</span> <span class="nam">e_ex</span><span class="op">,</span> <span class="nam">e_glob</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">analyse_HotRod_single</span><span class="op">(</span><span class="nam">int</span><span class="op">(</span><span class="nam">i</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1071" href="#t1071">1071</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1072" href="#t1072">1072</a></span><span class="t">                <span class="fst">f'</span><span class="fst"> </span><span class="op">{</span><span class="nam">i</span><span class="op">:</span><span class="fst">5d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"bit"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">3.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"node"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"iteration"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_ex</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">\</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1073" href="#t1073">1073</a></span><span class="t"><span class="fst"> | </span><span class="op">{</span><span class="nam">e_ex</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_em</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_em</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">abs</span><span class="op">(</span><span class="nam">e_em</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">-</span><span class="nam">e_ex</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">abs</span><span class="op">(</span><span class="nam">e_em</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">-</span><span class="nam">e_ex</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | \</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1074" href="#t1074">1074</a></span><span class="t"><span class="op">{</span><span class="nam">e_glob</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_glob</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1075" href="#t1075">1075</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1076" href="#t1076">1076</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1077" href="#t1077">1077</a></span><span class="t">        <span class="nam">tol</span> <span class="op">=</span> <span class="nam">HotRodStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">HotRod</span><span class="op">]</span><span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1078" href="#t1078">1078</a></span><span class="t">            <span class="str">'HotRod_tol'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1079" href="#t1079">1079</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1080" href="#t1080">1080</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">We only restart when diff > tol = </span><span class="op">{</span><span class="nam">tol</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">!</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1081" href="#t1081">1081</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1082" href="#t1082">1082</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1083" href="#t1083">1083</a></span><span class="t">    <span class="key">def</span> <span class="nam">analyse_HotRod_single</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">run</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1084" href="#t1084">1084</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1085" href="#t1085">1085</a></span><span class="t"><span class="str">        Compute what the difference in embedded, extrapolated and global error are for a specific run with Hot Rod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1086" href="#t1086">1086</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1087" href="#t1087">1087</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1088" href="#t1088">1088</a></span><span class="t"><span class="str">            run (int): The run you want to know about</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1054" href="#t1054">1054</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1055" href="#t1055">1055</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to know about</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1056" href="#t1056">1056</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1057" href="#t1057">1057</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1058" href="#t1058">1058</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1059" href="#t1059">1059</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1060" href="#t1060">1060</a></span><span class="t">        <span class="nam">index</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_index</span><span class="op">(</span><span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1061" href="#t1061">1061</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1062" href="#t1062">1062</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1063" href="#t1063">1063</a></span><span class="t">        <span class="com"># make a header</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1064" href="#t1064">1064</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1065" href="#t1065">1065</a></span><span class="t">            <span class="str">'  run  | bit | node | iter |  e_ex^*  |   e_ex   |  e_em^*  |   e_em   |   diff*  |   diff   | e_glob^* \</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1066" href="#t1066">1066</a></span><span class="t"><span class="str">|  e_glob  '</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1067" href="#t1067">1067</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1068" href="#t1068">1068</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1069" href="#t1069">1069</a></span><span class="t">            <span class="str">'-------+-----+------+------+----------+----------+----------+----------+----------+----------+----------\</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1070" href="#t1070">1070</a></span><span class="t"><span class="str">+----------'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1071" href="#t1071">1071</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1072" href="#t1072">1072</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">index</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1073" href="#t1073">1073</a></span><span class="t">            <span class="nam">e_em</span><span class="op">,</span> <span class="nam">e_ex</span><span class="op">,</span> <span class="nam">e_glob</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">analyse_HotRod_single</span><span class="op">(</span><span class="nam">int</span><span class="op">(</span><span class="nam">i</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1074" href="#t1074">1074</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1075" href="#t1075">1075</a></span><span class="t">                <span class="fst">f'</span><span class="fst"> </span><span class="op">{</span><span class="nam">i</span><span class="op">:</span><span class="fst">5d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"bit"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">3.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"node"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"iteration"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_ex</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">\</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1076" href="#t1076">1076</a></span><span class="t"><span class="fst"> | </span><span class="op">{</span><span class="nam">e_ex</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_em</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_em</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">abs</span><span class="op">(</span><span class="nam">e_em</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">-</span><span class="nam">e_ex</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">abs</span><span class="op">(</span><span class="nam">e_em</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">-</span><span class="nam">e_ex</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | \</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1077" href="#t1077">1077</a></span><span class="t"><span class="op">{</span><span class="nam">e_glob</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">e_glob</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1078" href="#t1078">1078</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1079" href="#t1079">1079</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1080" href="#t1080">1080</a></span><span class="t">        <span class="nam">tol</span> <span class="op">=</span> <span class="nam">HotRodStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">HotRod</span><span class="op">]</span><span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1081" href="#t1081">1081</a></span><span class="t">            <span class="str">'HotRod_tol'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1082" href="#t1082">1082</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1083" href="#t1083">1083</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">We only restart when diff > tol = </span><span class="op">{</span><span class="nam">tol</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">!</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1084" href="#t1084">1084</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1085" href="#t1085">1085</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1086" href="#t1086">1086</a></span><span class="t">    <span class="key">def</span> <span class="nam">analyse_HotRod_single</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">run</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1087" href="#t1087">1087</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1088" href="#t1088">1088</a></span><span class="t"><span class="str">        Compute what the difference in embedded, extrapolated and global error are for a specific run with Hot Rod</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t1089" href="#t1089">1089</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1090" href="#t1090">1090</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1091" href="#t1091">1091</a></span><span class="t"><span class="str">            list: Embedded error with fault and without for the last iteration in the step with a fault</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1092" href="#t1092">1092</a></span><span class="t"><span class="str">            list: Extrapolation error with fault and without for the last iteration in the step with a fault</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1093" href="#t1093">1093</a></span><span class="t"><span class="str">            list: Global error with and without fault at the end of the run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1094" href="#t1094">1094</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1095" href="#t1095">1095</a></span><span class="t">        <span class="com"># perform one run with and one without faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1096" href="#t1096">1096</a></span><span class="t">        <span class="nam">stats</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1097" href="#t1097">1097</a></span><span class="t">        <span class="nam">controllers</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1098" href="#t1098">1098</a></span><span class="t">        <span class="key">for</span> <span class="nam">faults</span> <span class="key">in</span> <span class="op">[</span><span class="key">True</span><span class="op">,</span> <span class="key">False</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1099" href="#t1099">1099</a></span><span class="t">            <span class="nam">s</span><span class="op">,</span> <span class="nam">c</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1100" href="#t1100">1100</a></span><span class="t">                <span class="nam">strategy</span><span class="op">=</span><span class="nam">HotRodStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">run</span><span class="op">=</span><span class="nam">run</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">,</span> <span class="nam">hook_class</span><span class="op">=</span><span class="nam">hook_collection</span> <span class="op">+</span> <span class="op">[</span><span class="nam">LogUAllIter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1101" href="#t1101">1101</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1102" href="#t1102">1102</a></span><span class="t">            <span class="nam">stats</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">s</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1103" href="#t1103">1103</a></span><span class="t">            <span class="nam">controllers</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">c</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1104" href="#t1104">1104</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1105" href="#t1105">1105</a></span><span class="t">        <span class="com"># figure out when the fault happened</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1106" href="#t1106">1106</a></span><span class="t">        <span class="nam">t_fault</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'bitflip'</span><span class="op">)</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1090" href="#t1090">1090</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1091" href="#t1091">1091</a></span><span class="t"><span class="str">            run (int): The run you want to know about</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1092" href="#t1092">1092</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1093" href="#t1093">1093</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1094" href="#t1094">1094</a></span><span class="t"><span class="str">            list: Embedded error with fault and without for the last iteration in the step with a fault</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1095" href="#t1095">1095</a></span><span class="t"><span class="str">            list: Extrapolation error with fault and without for the last iteration in the step with a fault</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1096" href="#t1096">1096</a></span><span class="t"><span class="str">            list: Global error with and without fault at the end of the run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1097" href="#t1097">1097</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1098" href="#t1098">1098</a></span><span class="t">        <span class="com"># perform one run with and one without faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1099" href="#t1099">1099</a></span><span class="t">        <span class="nam">stats</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1100" href="#t1100">1100</a></span><span class="t">        <span class="nam">controllers</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1101" href="#t1101">1101</a></span><span class="t">        <span class="key">for</span> <span class="nam">faults</span> <span class="key">in</span> <span class="op">[</span><span class="key">True</span><span class="op">,</span> <span class="key">False</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1102" href="#t1102">1102</a></span><span class="t">            <span class="nam">s</span><span class="op">,</span> <span class="nam">c</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1103" href="#t1103">1103</a></span><span class="t">                <span class="nam">strategy</span><span class="op">=</span><span class="nam">HotRodStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">run</span><span class="op">=</span><span class="nam">run</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">,</span> <span class="nam">hook_class</span><span class="op">=</span><span class="nam">hook_collection</span> <span class="op">+</span> <span class="op">[</span><span class="nam">LogUAllIter</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1104" href="#t1104">1104</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1105" href="#t1105">1105</a></span><span class="t">            <span class="nam">stats</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">s</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1106" href="#t1106">1106</a></span><span class="t">            <span class="nam">controllers</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">c</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t1107" href="#t1107">1107</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1108" href="#t1108">1108</a></span><span class="t">        <span class="com"># get embedded error</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1109" href="#t1109">1109</a></span><span class="t">        <span class="nam">e_em</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1110" href="#t1110">1110</a></span><span class="t">            <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stat</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'error_embedded_estimate'</span><span class="op">,</span> <span class="nam">time</span><span class="op">=</span><span class="nam">t_fault</span><span class="op">,</span> <span class="nam">sortby</span><span class="op">=</span><span class="str">'iter'</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1111" href="#t1111">1111</a></span><span class="t">            <span class="key">for</span> <span class="nam">stat</span> <span class="key">in</span> <span class="nam">stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1112" href="#t1112">1112</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1113" href="#t1113">1113</a></span><span class="t">        <span class="com"># get extrapolated error</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1114" href="#t1114">1114</a></span><span class="t">        <span class="nam">e_ex</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1115" href="#t1115">1115</a></span><span class="t">            <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stat</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'error_extrapolation_estimate'</span><span class="op">,</span> <span class="nam">time</span><span class="op">=</span><span class="nam">t_fault</span><span class="op">,</span> <span class="nam">sortby</span><span class="op">=</span><span class="str">'iter'</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1116" href="#t1116">1116</a></span><span class="t">            <span class="key">for</span> <span class="nam">stat</span> <span class="key">in</span> <span class="nam">stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1117" href="#t1117">1117</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1118" href="#t1118">1118</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1119" href="#t1119">1119</a></span><span class="t">        <span class="com"># compute the global error</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1120" href="#t1120">1120</a></span><span class="t">        <span class="nam">u_end</span> <span class="op">=</span> <span class="op">[</span><span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stat</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">)</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">stat</span> <span class="key">in</span> <span class="nam">stats</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1121" href="#t1121">1121</a></span><span class="t">        <span class="nam">e_glob</span> <span class="op">=</span> <span class="op">[</span><span class="nam">abs</span><span class="op">(</span><span class="nam">u_end</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">-</span> <span class="nam">controllers</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">.</span><span class="nam">MS</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">u_exact</span><span class="op">(</span><span class="nam">t</span><span class="op">=</span><span class="nam">u_end</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1122" href="#t1122">1122</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1123" href="#t1123">1123</a></span><span class="t">        <span class="key">return</span> <span class="op">[</span><span class="nam">e_em</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">e_ex</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">]</span><span class="op">,</span> <span class="nam">e_glob</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1124" href="#t1124">1124</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1125" href="#t1125">1125</a></span><span class="t">    <span class="key">def</span> <span class="nam">print_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1126" href="#t1126">1126</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1127" href="#t1127">1127</a></span><span class="t"><span class="str">        Print all faults that happened within a certain mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1128" href="#t1128">1128</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1129" href="#t1129">1129</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1130" href="#t1130">1130</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to know the contents of</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1131" href="#t1131">1131</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you want to see the error for</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1132" href="#t1132">1132</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1133" href="#t1133">1133</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1134" href="#t1134">1134</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1135" href="#t1135">1135</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1136" href="#t1136">1136</a></span><span class="t">        <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">strategy</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1137" href="#t1137">1137</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1138" href="#t1138">1138</a></span><span class="t">        <span class="nam">index</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_index</span><span class="op">(</span><span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1139" href="#t1139">1139</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1108" href="#t1108">1108</a></span><span class="t">        <span class="com"># figure out when the fault happened</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1109" href="#t1109">1109</a></span><span class="t">        <span class="nam">t_fault</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'bitflip'</span><span class="op">)</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1110" href="#t1110">1110</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1111" href="#t1111">1111</a></span><span class="t">        <span class="com"># get embedded error</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1112" href="#t1112">1112</a></span><span class="t">        <span class="nam">e_em</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1113" href="#t1113">1113</a></span><span class="t">            <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stat</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'error_embedded_estimate'</span><span class="op">,</span> <span class="nam">time</span><span class="op">=</span><span class="nam">t_fault</span><span class="op">,</span> <span class="nam">sortby</span><span class="op">=</span><span class="str">'iter'</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1114" href="#t1114">1114</a></span><span class="t">            <span class="key">for</span> <span class="nam">stat</span> <span class="key">in</span> <span class="nam">stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1115" href="#t1115">1115</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1116" href="#t1116">1116</a></span><span class="t">        <span class="com"># get extrapolated error</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1117" href="#t1117">1117</a></span><span class="t">        <span class="nam">e_ex</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1118" href="#t1118">1118</a></span><span class="t">            <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stat</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'error_extrapolation_estimate'</span><span class="op">,</span> <span class="nam">time</span><span class="op">=</span><span class="nam">t_fault</span><span class="op">,</span> <span class="nam">sortby</span><span class="op">=</span><span class="str">'iter'</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1119" href="#t1119">1119</a></span><span class="t">            <span class="key">for</span> <span class="nam">stat</span> <span class="key">in</span> <span class="nam">stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1120" href="#t1120">1120</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1121" href="#t1121">1121</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1122" href="#t1122">1122</a></span><span class="t">        <span class="com"># compute the global error</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1123" href="#t1123">1123</a></span><span class="t">        <span class="nam">u_end</span> <span class="op">=</span> <span class="op">[</span><span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stat</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">)</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">stat</span> <span class="key">in</span> <span class="nam">stats</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1124" href="#t1124">1124</a></span><span class="t">        <span class="nam">e_glob</span> <span class="op">=</span> <span class="op">[</span><span class="nam">abs</span><span class="op">(</span><span class="nam">u_end</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">-</span> <span class="nam">controllers</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">.</span><span class="nam">MS</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">u_exact</span><span class="op">(</span><span class="nam">t</span><span class="op">=</span><span class="nam">u_end</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1125" href="#t1125">1125</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1126" href="#t1126">1126</a></span><span class="t">        <span class="key">return</span> <span class="op">[</span><span class="nam">e_em</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">e_ex</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">]</span><span class="op">,</span> <span class="nam">e_glob</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1127" href="#t1127">1127</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1128" href="#t1128">1128</a></span><span class="t">    <span class="key">def</span> <span class="nam">print_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1129" href="#t1129">1129</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1130" href="#t1130">1130</a></span><span class="t"><span class="str">        Print all faults that happened within a certain mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1131" href="#t1131">1131</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1132" href="#t1132">1132</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1133" href="#t1133">1133</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to know the contents of</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1134" href="#t1134">1134</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you want to see the error for</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1135" href="#t1135">1135</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1136" href="#t1136">1136</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1137" href="#t1137">1137</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1138" href="#t1138">1138</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1139" href="#t1139">1139</a></span><span class="t">        <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">strategy</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategy</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t1140" href="#t1140">1140</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1141" href="#t1141">1141</a></span><span class="t">        <span class="nam">e_star</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'error'</span><span class="op">,</span> <span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1142" href="#t1142">1142</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1143" href="#t1143">1143</a></span><span class="t">        <span class="com"># make a header</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1144" href="#t1144">1144</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'  run  | bit | node | iter | rank | rel err | space pos'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1145" href="#t1145">1145</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'-------+-----+------+------+------+---------+-----------'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1146" href="#t1146">1146</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">index</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1147" href="#t1147">1147</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1148" href="#t1148">1148</a></span><span class="t">                <span class="fst">f'</span><span class="fst"> </span><span class="op">{</span><span class="nam">i</span><span class="op">:</span><span class="fst">5d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"bit"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">3.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"node"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"iteration"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"rank"</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros_like</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="str">"iteration"</span><span class="op">]</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"error"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">/</span> <span class="nam">e_star</span><span class="op">:</span><span class="fst">.1e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"problem_pos"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1149" href="#t1149">1149</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1150" href="#t1150">1150</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1151" href="#t1151">1151</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1152" href="#t1152">1152</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1153" href="#t1153">1153</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_mask</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">key</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">val</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="str">'eq'</span><span class="op">,</span> <span class="nam">old_mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">compare_faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1154" href="#t1154">1154</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1155" href="#t1155">1155</a></span><span class="t"><span class="str">        Make a mask to apply to stored data to filter out certain things</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1156" href="#t1156">1156</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1157" href="#t1157">1157</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1158" href="#t1158">1158</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you want to apply the mask to. Most masks are the same for all</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1159" href="#t1159">1159</a></span><span class="t"><span class="str">                                 strategies so None is fine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1160" href="#t1160">1160</a></span><span class="t"><span class="str">            key (str): The key in the stored statistics that you want to filter for some value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1161" href="#t1161">1161</a></span><span class="t"><span class="str">            val (str, float, int, bool): A value that you want to use for filtering. Dtype depends on key</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1162" href="#t1162">1162</a></span><span class="t"><span class="str">            op (str): Operation that is applied for filtering</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1163" href="#t1163">1163</a></span><span class="t"><span class="str">            old_mask (Numpy.ndarray of shape (n)): Apply this mask on top of the filter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1164" href="#t1164">1164</a></span><span class="t"><span class="str">            compare_faults (bool): instead of comparing to val, compare to the mean value for fault free runs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1165" href="#t1165">1165</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1166" href="#t1166">1166</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1167" href="#t1167">1167</a></span><span class="t"><span class="str">            Numpy.ndarray with boolean entries that can be used as a mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1168" href="#t1168">1168</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1169" href="#t1169">1169</a></span><span class="t">        <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">if</span> <span class="nam">strategy</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1170" href="#t1170">1170</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1171" href="#t1171">1171</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1172" href="#t1172">1172</a></span><span class="t">        <span class="key">if</span> <span class="nam">compare_faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1173" href="#t1173">1173</a></span><span class="t">            <span class="key">if</span> <span class="nam">val</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1174" href="#t1174">1174</a></span><span class="t">                <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="str">'Can\'t use val and compare_faults in get_mask at the same time!'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1175" href="#t1175">1175</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1176" href="#t1176">1176</a></span><span class="t">                <span class="nam">vals</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1177" href="#t1177">1177</a></span><span class="t">                <span class="nam">val</span> <span class="op">=</span> <span class="nam">sum</span><span class="op">(</span><span class="nam">vals</span><span class="op">)</span> <span class="op">/</span> <span class="nam">len</span><span class="op">(</span><span class="nam">vals</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1178" href="#t1178">1178</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1179" href="#t1179">1179</a></span><span class="t">        <span class="key">if</span> <span class="key">None</span> <span class="key">in</span> <span class="op">[</span><span class="nam">key</span><span class="op">,</span> <span class="nam">val</span><span class="op">]</span> <span class="key">and</span> <span class="nam">op</span> <span class="key">not</span> <span class="key">in</span> <span class="op">[</span><span class="str">'isfinite'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1180" href="#t1180">1180</a></span><span class="t">            <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="str">'bit'</span><span class="op">]</span> <span class="op">==</span> <span class="nam">dat</span><span class="op">[</span><span class="str">'bit'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1181" href="#t1181">1181</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1182" href="#t1182">1182</a></span><span class="t">            <span class="key">if</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'uneq'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1183" href="#t1183">1183</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">!=</span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1184" href="#t1184">1184</a></span><span class="t">            <span class="key">elif</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'eq'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1185" href="#t1185">1185</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">==</span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1186" href="#t1186">1186</a></span><span class="t">            <span class="key">elif</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'leq'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1187" href="#t1187">1187</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">&lt;=</span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1188" href="#t1188">1188</a></span><span class="t">            <span class="key">elif</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'geq'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1189" href="#t1189">1189</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">>=</span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1190" href="#t1190">1190</a></span><span class="t">            <span class="key">elif</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'lt'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1191" href="#t1191">1191</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">&lt;</span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1192" href="#t1192">1192</a></span><span class="t">            <span class="key">elif</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'gt'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1193" href="#t1193">1193</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">></span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1194" href="#t1194">1194</a></span><span class="t">            <span class="key">elif</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'isfinite'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1195" href="#t1195">1195</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isfinite</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1196" href="#t1196">1196</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1197" href="#t1197">1197</a></span><span class="t">                <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Please implement op=</span><span class="op">{</span><span class="nam">op</span><span class="op">}</span><span class="fst">!</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1198" href="#t1198">1198</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1199" href="#t1199">1199</a></span><span class="t">        <span class="key">if</span> <span class="nam">old_mask</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1200" href="#t1200">1200</a></span><span class="t">            <span class="key">return</span> <span class="nam">mask</span> <span class="op">&amp;</span> <span class="nam">old_mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1201" href="#t1201">1201</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1202" href="#t1202">1202</a></span><span class="t">            <span class="key">return</span> <span class="nam">mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1203" href="#t1203">1203</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1204" href="#t1204">1204</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_fixable_faults_only</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1205" href="#t1205">1205</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1206" href="#t1206">1206</a></span><span class="t"><span class="str">        Return a mask of only faults that can be fixed with a given strategy.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1207" href="#t1207">1207</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1208" href="#t1208">1208</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1209" href="#t1209">1209</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you want to look at. In normal use it's the same for all</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1141" href="#t1141">1141</a></span><span class="t">        <span class="nam">index</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_index</span><span class="op">(</span><span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1142" href="#t1142">1142</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1143" href="#t1143">1143</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1144" href="#t1144">1144</a></span><span class="t">        <span class="nam">e_star</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'error'</span><span class="op">,</span> <span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1145" href="#t1145">1145</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1146" href="#t1146">1146</a></span><span class="t">        <span class="com"># make a header</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1147" href="#t1147">1147</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'  run  | bit | node | iter | rank | rel err | space pos'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1148" href="#t1148">1148</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'-------+-----+------+------+------+---------+-----------'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1149" href="#t1149">1149</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">index</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1150" href="#t1150">1150</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1151" href="#t1151">1151</a></span><span class="t">                <span class="fst">f'</span><span class="fst"> </span><span class="op">{</span><span class="nam">i</span><span class="op">:</span><span class="fst">5d</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"bit"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">3.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"node"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"iteration"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"rank"</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros_like</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="str">"iteration"</span><span class="op">]</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">4.0f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"error"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">/</span> <span class="nam">e_star</span><span class="op">:</span><span class="fst">.1e</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dat</span><span class="op">[</span><span class="str">"problem_pos"</span><span class="op">]</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1152" href="#t1152">1152</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1153" href="#t1153">1153</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1154" href="#t1154">1154</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1155" href="#t1155">1155</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1156" href="#t1156">1156</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_mask</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">key</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">val</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="str">'eq'</span><span class="op">,</span> <span class="nam">old_mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">compare_faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1157" href="#t1157">1157</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1158" href="#t1158">1158</a></span><span class="t"><span class="str">        Make a mask to apply to stored data to filter out certain things</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1159" href="#t1159">1159</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1160" href="#t1160">1160</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1161" href="#t1161">1161</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you want to apply the mask to. Most masks are the same for all</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1162" href="#t1162">1162</a></span><span class="t"><span class="str">                                 strategies so None is fine</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1163" href="#t1163">1163</a></span><span class="t"><span class="str">            key (str): The key in the stored statistics that you want to filter for some value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1164" href="#t1164">1164</a></span><span class="t"><span class="str">            val (str, float, int, bool): A value that you want to use for filtering. Dtype depends on key</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1165" href="#t1165">1165</a></span><span class="t"><span class="str">            op (str): Operation that is applied for filtering</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1166" href="#t1166">1166</a></span><span class="t"><span class="str">            old_mask (Numpy.ndarray of shape (n)): Apply this mask on top of the filter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1167" href="#t1167">1167</a></span><span class="t"><span class="str">            compare_faults (bool): instead of comparing to val, compare to the mean value for fault free runs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1168" href="#t1168">1168</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1169" href="#t1169">1169</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1170" href="#t1170">1170</a></span><span class="t"><span class="str">            Numpy.ndarray with boolean entries that can be used as a mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1171" href="#t1171">1171</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1172" href="#t1172">1172</a></span><span class="t">        <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">if</span> <span class="nam">strategy</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1173" href="#t1173">1173</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1174" href="#t1174">1174</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1175" href="#t1175">1175</a></span><span class="t">        <span class="key">if</span> <span class="nam">compare_faults</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1176" href="#t1176">1176</a></span><span class="t">            <span class="key">if</span> <span class="nam">val</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1177" href="#t1177">1177</a></span><span class="t">                <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="str">'Can\'t use val and compare_faults in get_mask at the same time!'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1178" href="#t1178">1178</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1179" href="#t1179">1179</a></span><span class="t">                <span class="nam">vals</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1180" href="#t1180">1180</a></span><span class="t">                <span class="nam">val</span> <span class="op">=</span> <span class="nam">sum</span><span class="op">(</span><span class="nam">vals</span><span class="op">)</span> <span class="op">/</span> <span class="nam">len</span><span class="op">(</span><span class="nam">vals</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1181" href="#t1181">1181</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1182" href="#t1182">1182</a></span><span class="t">        <span class="key">if</span> <span class="key">None</span> <span class="key">in</span> <span class="op">[</span><span class="nam">key</span><span class="op">,</span> <span class="nam">val</span><span class="op">]</span> <span class="key">and</span> <span class="nam">op</span> <span class="key">not</span> <span class="key">in</span> <span class="op">[</span><span class="str">'isfinite'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1183" href="#t1183">1183</a></span><span class="t">            <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="str">'bit'</span><span class="op">]</span> <span class="op">==</span> <span class="nam">dat</span><span class="op">[</span><span class="str">'bit'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1184" href="#t1184">1184</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1185" href="#t1185">1185</a></span><span class="t">            <span class="key">if</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'uneq'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1186" href="#t1186">1186</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">!=</span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1187" href="#t1187">1187</a></span><span class="t">            <span class="key">elif</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'eq'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1188" href="#t1188">1188</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">==</span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1189" href="#t1189">1189</a></span><span class="t">            <span class="key">elif</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'leq'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1190" href="#t1190">1190</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">&lt;=</span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1191" href="#t1191">1191</a></span><span class="t">            <span class="key">elif</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'geq'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1192" href="#t1192">1192</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">>=</span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1193" href="#t1193">1193</a></span><span class="t">            <span class="key">elif</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'lt'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1194" href="#t1194">1194</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">&lt;</span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1195" href="#t1195">1195</a></span><span class="t">            <span class="key">elif</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'gt'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1196" href="#t1196">1196</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">></span> <span class="nam">val</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1197" href="#t1197">1197</a></span><span class="t">            <span class="key">elif</span> <span class="nam">op</span> <span class="op">==</span> <span class="str">'isfinite'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1198" href="#t1198">1198</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isfinite</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1199" href="#t1199">1199</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1200" href="#t1200">1200</a></span><span class="t">                <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Please implement op=</span><span class="op">{</span><span class="nam">op</span><span class="op">}</span><span class="fst">!</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1201" href="#t1201">1201</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1202" href="#t1202">1202</a></span><span class="t">        <span class="key">if</span> <span class="nam">old_mask</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1203" href="#t1203">1203</a></span><span class="t">            <span class="key">return</span> <span class="nam">mask</span> <span class="op">&amp;</span> <span class="nam">old_mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1204" href="#t1204">1204</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1205" href="#t1205">1205</a></span><span class="t">            <span class="key">return</span> <span class="nam">mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1206" href="#t1206">1206</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1207" href="#t1207">1207</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_fixable_faults_only</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1208" href="#t1208">1208</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1209" href="#t1209">1209</a></span><span class="t"><span class="str">        Return a mask of only faults that can be fixed with a given strategy.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1210" href="#t1210">1210</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1211" href="#t1211">1211</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1212" href="#t1212">1212</a></span><span class="t"><span class="str">            Numpy.ndarray with boolean entries that can be used as a mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1213" href="#t1213">1213</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1214" href="#t1214">1214</a></span><span class="t">        <span class="nam">fixable</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_fixable_params</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1215" href="#t1215">1215</a></span><span class="t">            <span class="nam">maxiter</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'maxiter'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1216" href="#t1216">1216</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1217" href="#t1217">1217</a></span><span class="t">        <span class="nam">mask</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_mask</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1218" href="#t1218">1218</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1219" href="#t1219">1219</a></span><span class="t">        <span class="key">for</span> <span class="nam">kwargs</span> <span class="key">in</span> <span class="nam">fixable</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1220" href="#t1220">1220</a></span><span class="t">            <span class="nam">mask</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_mask</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span> <span class="nam">old_mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1211" href="#t1211">1211</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1212" href="#t1212">1212</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you want to look at. In normal use it's the same for all</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1213" href="#t1213">1213</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1214" href="#t1214">1214</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1215" href="#t1215">1215</a></span><span class="t"><span class="str">            Numpy.ndarray with boolean entries that can be used as a mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1216" href="#t1216">1216</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1217" href="#t1217">1217</a></span><span class="t">        <span class="nam">fixable</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_fixable_params</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1218" href="#t1218">1218</a></span><span class="t">            <span class="nam">maxiter</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'maxiter'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1219" href="#t1219">1219</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1220" href="#t1220">1220</a></span><span class="t">        <span class="nam">mask</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_mask</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1221" href="#t1221">1221</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1222" href="#t1222">1222</a></span><span class="t">        <span class="key">return</span> <span class="nam">mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1223" href="#t1223">1223</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1224" href="#t1224">1224</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_index</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1225" href="#t1225">1225</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1226" href="#t1226">1226</a></span><span class="t"><span class="str">        Get the indeces of all runs in mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1227" href="#t1227">1227</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1228" href="#t1228">1228</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1229" href="#t1229">1229</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to know the contents of</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1222" href="#t1222">1222</a></span><span class="t">        <span class="key">for</span> <span class="nam">kwargs</span> <span class="key">in</span> <span class="nam">fixable</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1223" href="#t1223">1223</a></span><span class="t">            <span class="nam">mask</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_mask</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span> <span class="nam">old_mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1224" href="#t1224">1224</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1225" href="#t1225">1225</a></span><span class="t">        <span class="key">return</span> <span class="nam">mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1226" href="#t1226">1226</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1227" href="#t1227">1227</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_index</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1228" href="#t1228">1228</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1229" href="#t1229">1229</a></span><span class="t"><span class="str">        Get the indeces of all runs in mask</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1230" href="#t1230">1230</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1231" href="#t1231">1231</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1232" href="#t1232">1232</a></span><span class="t"><span class="str">            Numpy.ndarray: Array of indeces</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1233" href="#t1233">1233</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1234" href="#t1234">1234</a></span><span class="t">        <span class="key">if</span> <span class="nam">mask</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1235" href="#t1235">1235</a></span><span class="t">            <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1236" href="#t1236">1236</a></span><span class="t">            <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1237" href="#t1237">1237</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1238" href="#t1238">1238</a></span><span class="t">            <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">mask</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1239" href="#t1239">1239</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1240" href="#t1240">1240</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_statistics_info</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">print_all</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1241" href="#t1241">1241</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1242" href="#t1242">1242</a></span><span class="t"><span class="str">        Get information about how many data points for faults we have given a particular mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1243" href="#t1243">1243</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1244" href="#t1244">1244</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1245" href="#t1245">1245</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to apply before counting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1246" href="#t1246">1246</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you want to look at. In normal use it's the same for all</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1247" href="#t1247">1247</a></span><span class="t"><span class="str">                                 strategies, so you don't need to supply this argument</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1248" href="#t1248">1248</a></span><span class="t"><span class="str">            print_all (bool): Whether to add information that is normally not useful to the table</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1249" href="#t1249">1249</a></span><span class="t"><span class="str">            ax (Matplotlib.axes): Somewhere to plot the combinations histogram</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1250" href="#t1250">1250</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1251" href="#t1251">1251</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1252" href="#t1252">1252</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1253" href="#t1253">1253</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1254" href="#t1254">1254</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1255" href="#t1255">1255</a></span><span class="t">        <span class="com"># load some data from which to infer the number occurrences of some event</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1256" href="#t1256">1256</a></span><span class="t">        <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">if</span> <span class="nam">strategy</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1257" href="#t1257">1257</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">stratagy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1258" href="#t1258">1258</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1259" href="#t1259">1259</a></span><span class="t">        <span class="com"># make a dummy mask in case none is supplied</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1260" href="#t1260">1260</a></span><span class="t">        <span class="key">if</span> <span class="nam">mask</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1261" href="#t1261">1261</a></span><span class="t">            <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ones_like</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">bool</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1262" href="#t1262">1262</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1263" href="#t1263">1263</a></span><span class="t">        <span class="com"># print a header</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1264" href="#t1264">1264</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst"> tot: </span><span class="op">{</span><span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="str">"error"</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span><span class="op">:</span><span class="fst">6</span><span class="op">}</span><span class="fst"> | avg. counts | mean deviation | unique entries</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1265" href="#t1265">1265</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'-------------------------------------------------------------'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1266" href="#t1266">1266</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1267" href="#t1267">1267</a></span><span class="t">        <span class="com"># make a list of all keys that you want to look at</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1268" href="#t1268">1268</a></span><span class="t">        <span class="nam">keys</span> <span class="op">=</span> <span class="op">[</span><span class="str">'iteration'</span><span class="op">,</span> <span class="str">'bit'</span><span class="op">,</span> <span class="str">'node'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1269" href="#t1269">1269</a></span><span class="t">        <span class="key">if</span> <span class="nam">print_all</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1270" href="#t1270">1270</a></span><span class="t">            <span class="nam">keys</span> <span class="op">+=</span> <span class="op">[</span><span class="str">'problem_pos'</span><span class="op">,</span> <span class="str">'level'</span><span class="op">,</span> <span class="str">'target'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1271" href="#t1271">1271</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1272" href="#t1272">1272</a></span><span class="t">        <span class="com"># print the table</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1273" href="#t1273">1273</a></span><span class="t">        <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">keys</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1274" href="#t1274">1274</a></span><span class="t">            <span class="nam">counts</span><span class="op">,</span> <span class="nam">dev</span><span class="op">,</span> <span class="nam">unique</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">count_occurrences</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1275" href="#t1275">1275</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst"> </span><span class="op">{</span><span class="nam">key</span><span class="op">:</span><span class="fst">11</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">counts</span><span class="op">:</span><span class="fst">11.1f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dev</span><span class="op">:</span><span class="fst">14.2f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">unique</span><span class="op">:</span><span class="fst">14</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1276" href="#t1276">1276</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1277" href="#t1277">1277</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1278" href="#t1278">1278</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1279" href="#t1279">1279</a></span><span class="t">    <span class="key">def</span> <span class="nam">combinations_histogram</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">keys</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1280" href="#t1280">1280</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1281" href="#t1281">1281</a></span><span class="t"><span class="str">        Make a histogram ouf of the occurrences of combinations</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1282" href="#t1282">1282</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1283" href="#t1283">1283</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1284" href="#t1284">1284</a></span><span class="t"><span class="str">            dat (dict): The data of the recorded statistics</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1285" href="#t1285">1285</a></span><span class="t"><span class="str">            keys (list): The keys in dat that you want to know the combinations of</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1286" href="#t1286">1286</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to apply before counting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1287" href="#t1287">1287</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1288" href="#t1288">1288</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1289" href="#t1289">1289</a></span><span class="t"><span class="str">            Matplotlib.axes: The plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1290" href="#t1290">1290</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1291" href="#t1291">1291</a></span><span class="t">        <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1292" href="#t1292">1292</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1293" href="#t1293">1293</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1294" href="#t1294">1294</a></span><span class="t">        <span class="nam">occurrences</span><span class="op">,</span> <span class="nam">bins</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_combination_histogram</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">keys</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1295" href="#t1295">1295</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1296" href="#t1296">1296</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">bar</span><span class="op">(</span><span class="nam">bins</span><span class="op">[</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">occurrences</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1297" href="#t1297">1297</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1298" href="#t1298">1298</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'Occurrence of combinations'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1299" href="#t1299">1299</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1300" href="#t1300">1300</a></span><span class="t">        <span class="key">return</span> <span class="nam">ax</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1301" href="#t1301">1301</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1302" href="#t1302">1302</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_combination_histogram</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">keys</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1303" href="#t1303">1303</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1304" href="#t1304">1304</a></span><span class="t"><span class="str">        Check how many combinations of values we expect and how many we find to see if we need to do more experiments.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1305" href="#t1305">1305</a></span><span class="t"><span class="str">        It is assumed that each allowed value for each key appears at least once in dat after the mask was applied</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1306" href="#t1306">1306</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1307" href="#t1307">1307</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1308" href="#t1308">1308</a></span><span class="t"><span class="str">            dat (dict): The data of the recorded statistics</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1309" href="#t1309">1309</a></span><span class="t"><span class="str">            keys (list): The keys in dat that you want to know the combinations of</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1310" href="#t1310">1310</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to apply before counting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1311" href="#t1311">1311</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1312" href="#t1312">1312</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1313" href="#t1313">1313</a></span><span class="t"><span class="str">            Numpy.ndarray: Number of occurrences of combinations</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1314" href="#t1314">1314</a></span><span class="t"><span class="str">            Numpy.ndarray: Bins</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1315" href="#t1315">1315</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1316" href="#t1316">1316</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1317" href="#t1317">1317</a></span><span class="t">        <span class="com"># load default values</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1318" href="#t1318">1318</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">)</span> <span class="key">if</span> <span class="nam">dat</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">dat</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1319" href="#t1319">1319</a></span><span class="t">        <span class="nam">keys</span> <span class="op">=</span> <span class="op">[</span><span class="str">'iteration'</span><span class="op">,</span> <span class="str">'bit'</span><span class="op">,</span> <span class="str">'node'</span><span class="op">]</span> <span class="key">if</span> <span class="nam">keys</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">keys</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1320" href="#t1320">1320</a></span><span class="t">        <span class="key">if</span> <span class="nam">mask</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1321" href="#t1321">1321</a></span><span class="t">            <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ones_like</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">bool</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1322" href="#t1322">1322</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1323" href="#t1323">1323</a></span><span class="t">        <span class="com"># get unique values and compute how many combinations you expect</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1324" href="#t1324">1324</a></span><span class="t">        <span class="nam">num_unique</span> <span class="op">=</span> <span class="op">[</span><span class="nam">len</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">unique</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">keys</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1325" href="#t1325">1325</a></span><span class="t">        <span class="nam">expected_number_of_combinations</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">prod</span><span class="op">(</span><span class="nam">num_unique</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1326" href="#t1326">1326</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1327" href="#t1327">1327</a></span><span class="t">        <span class="com"># test what you actually get</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1328" href="#t1328">1328</a></span><span class="t">        <span class="nam">combination_counts</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_combination_counts</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">keys</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1231" href="#t1231">1231</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1232" href="#t1232">1232</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to know the contents of</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1233" href="#t1233">1233</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1234" href="#t1234">1234</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1235" href="#t1235">1235</a></span><span class="t"><span class="str">            Numpy.ndarray: Array of indeces</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1236" href="#t1236">1236</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1237" href="#t1237">1237</a></span><span class="t">        <span class="key">if</span> <span class="nam">mask</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1238" href="#t1238">1238</a></span><span class="t">            <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1239" href="#t1239">1239</a></span><span class="t">            <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1240" href="#t1240">1240</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1241" href="#t1241">1241</a></span><span class="t">            <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">mask</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1242" href="#t1242">1242</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1243" href="#t1243">1243</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_statistics_info</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">print_all</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1244" href="#t1244">1244</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1245" href="#t1245">1245</a></span><span class="t"><span class="str">        Get information about how many data points for faults we have given a particular mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1246" href="#t1246">1246</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1247" href="#t1247">1247</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1248" href="#t1248">1248</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to apply before counting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1249" href="#t1249">1249</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy you want to look at. In normal use it's the same for all</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1250" href="#t1250">1250</a></span><span class="t"><span class="str">                                 strategies, so you don't need to supply this argument</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1251" href="#t1251">1251</a></span><span class="t"><span class="str">            print_all (bool): Whether to add information that is normally not useful to the table</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1252" href="#t1252">1252</a></span><span class="t"><span class="str">            ax (Matplotlib.axes): Somewhere to plot the combinations histogram</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1253" href="#t1253">1253</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1254" href="#t1254">1254</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1255" href="#t1255">1255</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1256" href="#t1256">1256</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1257" href="#t1257">1257</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1258" href="#t1258">1258</a></span><span class="t">        <span class="com"># load some data from which to infer the number occurrences of some event</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1259" href="#t1259">1259</a></span><span class="t">        <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">if</span> <span class="nam">strategy</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1260" href="#t1260">1260</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">stratagy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1261" href="#t1261">1261</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1262" href="#t1262">1262</a></span><span class="t">        <span class="com"># make a dummy mask in case none is supplied</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1263" href="#t1263">1263</a></span><span class="t">        <span class="key">if</span> <span class="nam">mask</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1264" href="#t1264">1264</a></span><span class="t">            <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ones_like</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">bool</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1265" href="#t1265">1265</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1266" href="#t1266">1266</a></span><span class="t">        <span class="com"># print a header</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1267" href="#t1267">1267</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst"> tot: </span><span class="op">{</span><span class="nam">len</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="str">"error"</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span><span class="op">:</span><span class="fst">6</span><span class="op">}</span><span class="fst"> | avg. counts | mean deviation | unique entries</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1268" href="#t1268">1268</a></span><span class="t">        <span class="nam">print</span><span class="op">(</span><span class="str">'-------------------------------------------------------------'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1269" href="#t1269">1269</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1270" href="#t1270">1270</a></span><span class="t">        <span class="com"># make a list of all keys that you want to look at</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1271" href="#t1271">1271</a></span><span class="t">        <span class="nam">keys</span> <span class="op">=</span> <span class="op">[</span><span class="str">'iteration'</span><span class="op">,</span> <span class="str">'bit'</span><span class="op">,</span> <span class="str">'node'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1272" href="#t1272">1272</a></span><span class="t">        <span class="key">if</span> <span class="nam">print_all</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1273" href="#t1273">1273</a></span><span class="t">            <span class="nam">keys</span> <span class="op">+=</span> <span class="op">[</span><span class="str">'problem_pos'</span><span class="op">,</span> <span class="str">'level'</span><span class="op">,</span> <span class="str">'target'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1274" href="#t1274">1274</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1275" href="#t1275">1275</a></span><span class="t">        <span class="com"># print the table</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1276" href="#t1276">1276</a></span><span class="t">        <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">keys</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1277" href="#t1277">1277</a></span><span class="t">            <span class="nam">counts</span><span class="op">,</span> <span class="nam">dev</span><span class="op">,</span> <span class="nam">unique</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">count_occurrences</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1278" href="#t1278">1278</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst"> </span><span class="op">{</span><span class="nam">key</span><span class="op">:</span><span class="fst">11</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">counts</span><span class="op">:</span><span class="fst">11.1f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">dev</span><span class="op">:</span><span class="fst">14.2f</span><span class="op">}</span><span class="fst"> | </span><span class="op">{</span><span class="nam">unique</span><span class="op">:</span><span class="fst">14</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1279" href="#t1279">1279</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1280" href="#t1280">1280</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1281" href="#t1281">1281</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1282" href="#t1282">1282</a></span><span class="t">    <span class="key">def</span> <span class="nam">combinations_histogram</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">keys</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1283" href="#t1283">1283</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1284" href="#t1284">1284</a></span><span class="t"><span class="str">        Make a histogram ouf of the occurrences of combinations</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1285" href="#t1285">1285</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1286" href="#t1286">1286</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1287" href="#t1287">1287</a></span><span class="t"><span class="str">            dat (dict): The data of the recorded statistics</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1288" href="#t1288">1288</a></span><span class="t"><span class="str">            keys (list): The keys in dat that you want to know the combinations of</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1289" href="#t1289">1289</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to apply before counting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1290" href="#t1290">1290</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1291" href="#t1291">1291</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1292" href="#t1292">1292</a></span><span class="t"><span class="str">            Matplotlib.axes: The plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1293" href="#t1293">1293</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1294" href="#t1294">1294</a></span><span class="t">        <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1295" href="#t1295">1295</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1296" href="#t1296">1296</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1297" href="#t1297">1297</a></span><span class="t">        <span class="nam">occurrences</span><span class="op">,</span> <span class="nam">bins</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_combination_histogram</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">keys</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1298" href="#t1298">1298</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1299" href="#t1299">1299</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">bar</span><span class="op">(</span><span class="nam">bins</span><span class="op">[</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">occurrences</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1300" href="#t1300">1300</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1301" href="#t1301">1301</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'Occurrence of combinations'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1302" href="#t1302">1302</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1303" href="#t1303">1303</a></span><span class="t">        <span class="key">return</span> <span class="nam">ax</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1304" href="#t1304">1304</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1305" href="#t1305">1305</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_combination_histogram</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">keys</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1306" href="#t1306">1306</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1307" href="#t1307">1307</a></span><span class="t"><span class="str">        Check how many combinations of values we expect and how many we find to see if we need to do more experiments.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1308" href="#t1308">1308</a></span><span class="t"><span class="str">        It is assumed that each allowed value for each key appears at least once in dat after the mask was applied</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1309" href="#t1309">1309</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1310" href="#t1310">1310</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1311" href="#t1311">1311</a></span><span class="t"><span class="str">            dat (dict): The data of the recorded statistics</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1312" href="#t1312">1312</a></span><span class="t"><span class="str">            keys (list): The keys in dat that you want to know the combinations of</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1313" href="#t1313">1313</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to apply before counting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1314" href="#t1314">1314</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1315" href="#t1315">1315</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1316" href="#t1316">1316</a></span><span class="t"><span class="str">            Numpy.ndarray: Number of occurrences of combinations</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1317" href="#t1317">1317</a></span><span class="t"><span class="str">            Numpy.ndarray: Bins</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1318" href="#t1318">1318</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1319" href="#t1319">1319</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1320" href="#t1320">1320</a></span><span class="t">        <span class="com"># load default values</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1321" href="#t1321">1321</a></span><span class="t">        <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">)</span> <span class="key">if</span> <span class="nam">dat</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">dat</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1322" href="#t1322">1322</a></span><span class="t">        <span class="nam">keys</span> <span class="op">=</span> <span class="op">[</span><span class="str">'iteration'</span><span class="op">,</span> <span class="str">'bit'</span><span class="op">,</span> <span class="str">'node'</span><span class="op">]</span> <span class="key">if</span> <span class="nam">keys</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">keys</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1323" href="#t1323">1323</a></span><span class="t">        <span class="key">if</span> <span class="nam">mask</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1324" href="#t1324">1324</a></span><span class="t">            <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ones_like</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">bool</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1325" href="#t1325">1325</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1326" href="#t1326">1326</a></span><span class="t">        <span class="com"># get unique values and compute how many combinations you expect</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1327" href="#t1327">1327</a></span><span class="t">        <span class="nam">num_unique</span> <span class="op">=</span> <span class="op">[</span><span class="nam">len</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">unique</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">keys</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1328" href="#t1328">1328</a></span><span class="t">        <span class="nam">expected_number_of_combinations</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">prod</span><span class="op">(</span><span class="nam">num_unique</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t1329" href="#t1329">1329</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1330" href="#t1330">1330</a></span><span class="t">        <span class="com"># make a histogram with the result</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1331" href="#t1331">1331</a></span><span class="t">        <span class="nam">occurrences</span><span class="op">,</span> <span class="nam">bins</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">histogram</span><span class="op">(</span><span class="nam">combination_counts</span><span class="op">,</span> <span class="nam">bins</span><span class="op">=</span><span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">max</span><span class="op">(</span><span class="nam">combination_counts</span><span class="op">)</span> <span class="op">+</span> <span class="num">1</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1332" href="#t1332">1332</a></span><span class="t">        <span class="nam">occurrences</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="op">=</span> <span class="nam">expected_number_of_combinations</span> <span class="op">-</span> <span class="nam">len</span><span class="op">(</span><span class="nam">combination_counts</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1333" href="#t1333">1333</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1334" href="#t1334">1334</a></span><span class="t">        <span class="key">return</span> <span class="nam">occurrences</span><span class="op">,</span> <span class="nam">bins</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1335" href="#t1335">1335</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1336" href="#t1336">1336</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_max_combinations</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1337" href="#t1337">1337</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1338" href="#t1338">1338</a></span><span class="t"><span class="str">        Count how many combinations of parameters for faults are possible</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1339" href="#t1339">1339</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1340" href="#t1340">1340</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1341" href="#t1341">1341</a></span><span class="t"><span class="str">            dat (dict): The recorded statistics</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1342" href="#t1342">1342</a></span><span class="t"><span class="str">            keys (list): The keys in dat that you want to know the combinations of</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1343" href="#t1343">1343</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1344" href="#t1344">1344</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1345" href="#t1345">1345</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1346" href="#t1346">1346</a></span><span class="t"><span class="str">            int: Number of possible combinations</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1347" href="#t1347">1347</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1348" href="#t1348">1348</a></span><span class="t">        <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">if</span> <span class="nam">strategy</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1349" href="#t1349">1349</a></span><span class="t">        <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">Tend</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">run</span><span class="op">=</span><span class="num">0</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1350" href="#t1350">1350</a></span><span class="t">        <span class="nam">faultHook</span> <span class="op">=</span> <span class="nam">get_fault_injector_hook</span><span class="op">(</span><span class="nam">controller</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1351" href="#t1351">1351</a></span><span class="t">        <span class="nam">ranges</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1352" href="#t1352">1352</a></span><span class="t">            <span class="op">(</span><span class="num">0</span><span class="op">,</span> <span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">[</span><span class="str">'level_number'</span><span class="op">]</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1353" href="#t1353">1353</a></span><span class="t">            <span class="op">(</span><span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'min_node'</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">,</span> <span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">[</span><span class="str">'node'</span><span class="op">]</span> <span class="op">+</span> <span class="num">1</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1354" href="#t1354">1354</a></span><span class="t">            <span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">+</span> <span class="num">1</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1355" href="#t1355">1355</a></span><span class="t">            <span class="op">(</span><span class="num">0</span><span class="op">,</span> <span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">[</span><span class="str">'bit'</span><span class="op">]</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1356" href="#t1356">1356</a></span><span class="t">            <span class="op">(</span><span class="num">0</span><span class="op">,</span> <span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">[</span><span class="str">'rank'</span><span class="op">]</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1357" href="#t1357">1357</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1358" href="#t1358">1358</a></span><span class="t">        <span class="nam">ranges</span> <span class="op">+=</span> <span class="op">[</span><span class="op">(</span><span class="num">0</span><span class="op">,</span> <span class="nam">i</span><span class="op">)</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">[</span><span class="str">'problem_pos'</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1359" href="#t1359">1359</a></span><span class="t">        <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">prod</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">-</span> <span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">ranges</span><span class="op">]</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">int</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1360" href="#t1360">1360</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1361" href="#t1361">1361</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_combination_counts</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">,</span> <span class="nam">keys</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1362" href="#t1362">1362</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1363" href="#t1363">1363</a></span><span class="t"><span class="str">        Get counts of how often all combinations of values of keys appear. This is done recursively to support arbitrary</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1364" href="#t1364">1364</a></span><span class="t"><span class="str">        numbers of keys</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1365" href="#t1365">1365</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1366" href="#t1366">1366</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1367" href="#t1367">1367</a></span><span class="t"><span class="str">            dat (dict): The data of the recorded statistics</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1368" href="#t1368">1368</a></span><span class="t"><span class="str">            keys (list): The keys in dat that you want to know the combinations of</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1369" href="#t1369">1369</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to apply before counting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1370" href="#t1370">1370</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1371" href="#t1371">1371</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1372" href="#t1372">1372</a></span><span class="t"><span class="str">            list: Occurrences of all combinations</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1373" href="#t1373">1373</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1374" href="#t1374">1374</a></span><span class="t">        <span class="nam">key</span> <span class="op">=</span> <span class="nam">keys</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1375" href="#t1375">1375</a></span><span class="t">        <span class="nam">unique_vals</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">unique</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1376" href="#t1376">1376</a></span><span class="t">        <span class="nam">res</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1377" href="#t1377">1377</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1378" href="#t1378">1378</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">unique_vals</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1379" href="#t1379">1379</a></span><span class="t">            <span class="nam">inner_mask</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_mask</span><span class="op">(</span><span class="nam">key</span><span class="op">=</span><span class="nam">key</span><span class="op">,</span> <span class="nam">val</span><span class="op">=</span><span class="nam">unique_vals</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="str">'eq'</span><span class="op">,</span> <span class="nam">old_mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1380" href="#t1380">1380</a></span><span class="t">            <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">keys</span><span class="op">)</span> <span class="op">></span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1381" href="#t1381">1381</a></span><span class="t">                <span class="nam">res</span> <span class="op">+=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_combination_counts</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">keys</span><span class="op">[</span><span class="num">1</span><span class="op">:</span><span class="op">]</span><span class="op">,</span> <span class="nam">inner_mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1382" href="#t1382">1382</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1383" href="#t1383">1383</a></span><span class="t">                <span class="nam">res</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">self</span><span class="op">.</span><span class="nam">count_occurrences</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="nam">inner_mask</span><span class="op">]</span><span class="op">)</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1384" href="#t1384">1384</a></span><span class="t">        <span class="key">return</span> <span class="nam">res</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1385" href="#t1385">1385</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1386" href="#t1386">1386</a></span><span class="t">    <span class="key">def</span> <span class="nam">count_occurrences</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">vals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1387" href="#t1387">1387</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1388" href="#t1388">1388</a></span><span class="t"><span class="str">        Count the occurrences of unique values in vals and compute average deviation from mean</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1389" href="#t1389">1389</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1390" href="#t1390">1390</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1391" href="#t1391">1391</a></span><span class="t"><span class="str">            vals (list): Values you want to check</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1330" href="#t1330">1330</a></span><span class="t">        <span class="com"># test what you actually get</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1331" href="#t1331">1331</a></span><span class="t">        <span class="nam">combination_counts</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_combination_counts</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">keys</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1332" href="#t1332">1332</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1333" href="#t1333">1333</a></span><span class="t">        <span class="com"># make a histogram with the result</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1334" href="#t1334">1334</a></span><span class="t">        <span class="nam">occurrences</span><span class="op">,</span> <span class="nam">bins</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">histogram</span><span class="op">(</span><span class="nam">combination_counts</span><span class="op">,</span> <span class="nam">bins</span><span class="op">=</span><span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">max</span><span class="op">(</span><span class="nam">combination_counts</span><span class="op">)</span> <span class="op">+</span> <span class="num">1</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1335" href="#t1335">1335</a></span><span class="t">        <span class="nam">occurrences</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="op">=</span> <span class="nam">expected_number_of_combinations</span> <span class="op">-</span> <span class="nam">len</span><span class="op">(</span><span class="nam">combination_counts</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1336" href="#t1336">1336</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1337" href="#t1337">1337</a></span><span class="t">        <span class="key">return</span> <span class="nam">occurrences</span><span class="op">,</span> <span class="nam">bins</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1338" href="#t1338">1338</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1339" href="#t1339">1339</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_max_combinations</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1340" href="#t1340">1340</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1341" href="#t1341">1341</a></span><span class="t"><span class="str">        Count how many combinations of parameters for faults are possible</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1342" href="#t1342">1342</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1343" href="#t1343">1343</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1344" href="#t1344">1344</a></span><span class="t"><span class="str">            dat (dict): The recorded statistics</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1345" href="#t1345">1345</a></span><span class="t"><span class="str">            keys (list): The keys in dat that you want to know the combinations of</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1346" href="#t1346">1346</a></span><span class="t"><span class="str">            strategy (Strategy): The resilience strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1347" href="#t1347">1347</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1348" href="#t1348">1348</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1349" href="#t1349">1349</a></span><span class="t"><span class="str">            int: Number of possible combinations</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1350" href="#t1350">1350</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1351" href="#t1351">1351</a></span><span class="t">        <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">if</span> <span class="nam">strategy</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1352" href="#t1352">1352</a></span><span class="t">        <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">Tend</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">run</span><span class="op">=</span><span class="num">0</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1353" href="#t1353">1353</a></span><span class="t">        <span class="nam">faultHook</span> <span class="op">=</span> <span class="nam">get_fault_injector_hook</span><span class="op">(</span><span class="nam">controller</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1354" href="#t1354">1354</a></span><span class="t">        <span class="nam">ranges</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1355" href="#t1355">1355</a></span><span class="t">            <span class="op">(</span><span class="num">0</span><span class="op">,</span> <span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">[</span><span class="str">'level_number'</span><span class="op">]</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1356" href="#t1356">1356</a></span><span class="t">            <span class="op">(</span><span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'min_node'</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">,</span> <span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">[</span><span class="str">'node'</span><span class="op">]</span> <span class="op">+</span> <span class="num">1</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1357" href="#t1357">1357</a></span><span class="t">            <span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">+</span> <span class="num">1</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1358" href="#t1358">1358</a></span><span class="t">            <span class="op">(</span><span class="num">0</span><span class="op">,</span> <span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">[</span><span class="str">'bit'</span><span class="op">]</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1359" href="#t1359">1359</a></span><span class="t">            <span class="op">(</span><span class="num">0</span><span class="op">,</span> <span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">[</span><span class="str">'rank'</span><span class="op">]</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1360" href="#t1360">1360</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1361" href="#t1361">1361</a></span><span class="t">        <span class="nam">ranges</span> <span class="op">+=</span> <span class="op">[</span><span class="op">(</span><span class="num">0</span><span class="op">,</span> <span class="nam">i</span><span class="op">)</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">faultHook</span><span class="op">.</span><span class="nam">rnd_params</span><span class="op">[</span><span class="str">'problem_pos'</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1362" href="#t1362">1362</a></span><span class="t">        <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">prod</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">-</span> <span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">ranges</span><span class="op">]</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">int</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1363" href="#t1363">1363</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1364" href="#t1364">1364</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_combination_counts</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">dat</span><span class="op">,</span> <span class="nam">keys</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1365" href="#t1365">1365</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1366" href="#t1366">1366</a></span><span class="t"><span class="str">        Get counts of how often all combinations of values of keys appear. This is done recursively to support arbitrary</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1367" href="#t1367">1367</a></span><span class="t"><span class="str">        numbers of keys</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1368" href="#t1368">1368</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1369" href="#t1369">1369</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1370" href="#t1370">1370</a></span><span class="t"><span class="str">            dat (dict): The data of the recorded statistics</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1371" href="#t1371">1371</a></span><span class="t"><span class="str">            keys (list): The keys in dat that you want to know the combinations of</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1372" href="#t1372">1372</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to apply before counting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1373" href="#t1373">1373</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1374" href="#t1374">1374</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1375" href="#t1375">1375</a></span><span class="t"><span class="str">            list: Occurrences of all combinations</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1376" href="#t1376">1376</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1377" href="#t1377">1377</a></span><span class="t">        <span class="nam">key</span> <span class="op">=</span> <span class="nam">keys</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1378" href="#t1378">1378</a></span><span class="t">        <span class="nam">unique_vals</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">unique</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1379" href="#t1379">1379</a></span><span class="t">        <span class="nam">res</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1380" href="#t1380">1380</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1381" href="#t1381">1381</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">unique_vals</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1382" href="#t1382">1382</a></span><span class="t">            <span class="nam">inner_mask</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_mask</span><span class="op">(</span><span class="nam">key</span><span class="op">=</span><span class="nam">key</span><span class="op">,</span> <span class="nam">val</span><span class="op">=</span><span class="nam">unique_vals</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="str">'eq'</span><span class="op">,</span> <span class="nam">old_mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1383" href="#t1383">1383</a></span><span class="t">            <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">keys</span><span class="op">)</span> <span class="op">></span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1384" href="#t1384">1384</a></span><span class="t">                <span class="nam">res</span> <span class="op">+=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_combination_counts</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">keys</span><span class="op">[</span><span class="num">1</span><span class="op">:</span><span class="op">]</span><span class="op">,</span> <span class="nam">inner_mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1385" href="#t1385">1385</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1386" href="#t1386">1386</a></span><span class="t">                <span class="nam">res</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">self</span><span class="op">.</span><span class="nam">count_occurrences</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="nam">inner_mask</span><span class="op">]</span><span class="op">)</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1387" href="#t1387">1387</a></span><span class="t">        <span class="key">return</span> <span class="nam">res</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1388" href="#t1388">1388</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1389" href="#t1389">1389</a></span><span class="t">    <span class="key">def</span> <span class="nam">count_occurrences</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">vals</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1390" href="#t1390">1390</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1391" href="#t1391">1391</a></span><span class="t"><span class="str">        Count the occurrences of unique values in vals and compute average deviation from mean</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1392" href="#t1392">1392</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1393" href="#t1393">1393</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1394" href="#t1394">1394</a></span><span class="t"><span class="str">            float: Mean of number of occurrences of unique values in vals</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1395" href="#t1395">1395</a></span><span class="t"><span class="str">            float: Average deviation from mean number of occurrences</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1396" href="#t1396">1396</a></span><span class="t"><span class="str">            int: Number of unique entries</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1397" href="#t1397">1397</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1398" href="#t1398">1398</a></span><span class="t">        <span class="nam">unique_vals</span><span class="op">,</span> <span class="nam">counts</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">unique</span><span class="op">(</span><span class="nam">vals</span><span class="op">,</span> <span class="nam">return_counts</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1399" href="#t1399">1399</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1400" href="#t1400">1400</a></span><span class="t">        <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">counts</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1401" href="#t1401">1401</a></span><span class="t">            <span class="key">return</span> <span class="nam">counts</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">sum</span><span class="op">(</span><span class="nam">abs</span><span class="op">(</span><span class="nam">counts</span> <span class="op">-</span> <span class="nam">counts</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> <span class="op">/</span> <span class="nam">len</span><span class="op">(</span><span class="nam">counts</span><span class="op">)</span><span class="op">,</span> <span class="nam">len</span><span class="op">(</span><span class="nam">counts</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1402" href="#t1402">1402</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1403" href="#t1403">1403</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span><span class="op">,</span> <span class="key">None</span><span class="op">,</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1404" href="#t1404">1404</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1405" href="#t1405">1405</a></span><span class="t">    <span class="key">def</span> <span class="nam">bar_plot_thing</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1406" href="#t1406">1406</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span> <span class="nam">x</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">thing</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">store</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">name</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">args</span><span class="op">=</span><span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1407" href="#t1407">1407</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1408" href="#t1408">1408</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1409" href="#t1409">1409</a></span><span class="t"><span class="str">        Make a bar plot about something!</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1410" href="#t1410">1410</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1411" href="#t1411">1411</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1412" href="#t1412">1412</a></span><span class="t"><span class="str">            x (Numpy.ndarray of dimension 1): x values for bar plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1413" href="#t1413">1413</a></span><span class="t"><span class="str">            thing (str): Some key stored in the stats that will go on the y-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1414" href="#t1414">1414</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to apply before plotting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1415" href="#t1415">1415</a></span><span class="t"><span class="str">            store (bool): Store the plot at a predefined path or not (for jupyter notebooks)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1416" href="#t1416">1416</a></span><span class="t"><span class="str">            faults (bool): Whether to load stats with faults or without</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1417" href="#t1417">1417</a></span><span class="t"><span class="str">            name (str): Optional name for the plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1418" href="#t1418">1418</a></span><span class="t"><span class="str">            op (function): Operation that is applied to thing before plotting default is recovery rate</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1419" href="#t1419">1419</a></span><span class="t"><span class="str">            args (dict): Parameters for how the plot should look</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1420" href="#t1420">1420</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1421" href="#t1421">1421</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1422" href="#t1422">1422</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1423" href="#t1423">1423</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1424" href="#t1424">1424</a></span><span class="t">        <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1425" href="#t1425">1425</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1426" href="#t1426">1426</a></span><span class="t">            <span class="nam">store</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1427" href="#t1427">1427</a></span><span class="t">        <span class="nam">op</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">mean</span> <span class="key">if</span> <span class="nam">op</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">op</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1428" href="#t1428">1428</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1429" href="#t1429">1429</a></span><span class="t">        <span class="com"># get the values for the bars</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1430" href="#t1430">1430</a></span><span class="t">        <span class="nam">height</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1431" href="#t1431">1431</a></span><span class="t">        <span class="key">for</span> <span class="nam">strategy_idx</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1432" href="#t1432">1432</a></span><span class="t">            <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">strategy_idx</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1433" href="#t1433">1433</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1434" href="#t1434">1434</a></span><span class="t">            <span class="com"># load the values</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1435" href="#t1435">1435</a></span><span class="t">            <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1436" href="#t1436">1436</a></span><span class="t">            <span class="nam">no_faults</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1437" href="#t1437">1437</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1438" href="#t1438">1438</a></span><span class="t">            <span class="com"># check if we have a mask</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1439" href="#t1439">1439</a></span><span class="t">            <span class="key">if</span> <span class="nam">mask</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1440" href="#t1440">1440</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ones_like</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thing</span><span class="op">]</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">bool</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1441" href="#t1441">1441</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1442" href="#t1442">1442</a></span><span class="t">            <span class="nam">height</span><span class="op">[</span><span class="nam">strategy_idx</span><span class="op">]</span> <span class="op">=</span> <span class="nam">op</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thing</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1443" href="#t1443">1443</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1444" href="#t1444">1444</a></span><span class="t">        <span class="com"># get some x values</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1445" href="#t1445">1445</a></span><span class="t">        <span class="nam">x</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span> <span class="key">if</span> <span class="nam">x</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">x</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1393" href="#t1393">1393</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1394" href="#t1394">1394</a></span><span class="t"><span class="str">            vals (list): Values you want to check</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1395" href="#t1395">1395</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1396" href="#t1396">1396</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1397" href="#t1397">1397</a></span><span class="t"><span class="str">            float: Mean of number of occurrences of unique values in vals</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1398" href="#t1398">1398</a></span><span class="t"><span class="str">            float: Average deviation from mean number of occurrences</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1399" href="#t1399">1399</a></span><span class="t"><span class="str">            int: Number of unique entries</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1400" href="#t1400">1400</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1401" href="#t1401">1401</a></span><span class="t">        <span class="nam">unique_vals</span><span class="op">,</span> <span class="nam">counts</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">unique</span><span class="op">(</span><span class="nam">vals</span><span class="op">,</span> <span class="nam">return_counts</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1402" href="#t1402">1402</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1403" href="#t1403">1403</a></span><span class="t">        <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">counts</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1404" href="#t1404">1404</a></span><span class="t">            <span class="key">return</span> <span class="nam">counts</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">sum</span><span class="op">(</span><span class="nam">abs</span><span class="op">(</span><span class="nam">counts</span> <span class="op">-</span> <span class="nam">counts</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> <span class="op">/</span> <span class="nam">len</span><span class="op">(</span><span class="nam">counts</span><span class="op">)</span><span class="op">,</span> <span class="nam">len</span><span class="op">(</span><span class="nam">counts</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1405" href="#t1405">1405</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1406" href="#t1406">1406</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span><span class="op">,</span> <span class="key">None</span><span class="op">,</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1407" href="#t1407">1407</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1408" href="#t1408">1408</a></span><span class="t">    <span class="key">def</span> <span class="nam">bar_plot_thing</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1409" href="#t1409">1409</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span> <span class="nam">x</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">thing</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">store</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">name</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">args</span><span class="op">=</span><span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1410" href="#t1410">1410</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1411" href="#t1411">1411</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1412" href="#t1412">1412</a></span><span class="t"><span class="str">        Make a bar plot about something!</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1413" href="#t1413">1413</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1414" href="#t1414">1414</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1415" href="#t1415">1415</a></span><span class="t"><span class="str">            x (Numpy.ndarray of dimension 1): x values for bar plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1416" href="#t1416">1416</a></span><span class="t"><span class="str">            thing (str): Some key stored in the stats that will go on the y-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1417" href="#t1417">1417</a></span><span class="t"><span class="str">            mask (Numpy.ndarray of shape (n)): The mask you want to apply before plotting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1418" href="#t1418">1418</a></span><span class="t"><span class="str">            store (bool): Store the plot at a predefined path or not (for jupyter notebooks)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1419" href="#t1419">1419</a></span><span class="t"><span class="str">            faults (bool): Whether to load stats with faults or without</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1420" href="#t1420">1420</a></span><span class="t"><span class="str">            name (str): Optional name for the plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1421" href="#t1421">1421</a></span><span class="t"><span class="str">            op (function): Operation that is applied to thing before plotting default is recovery rate</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1422" href="#t1422">1422</a></span><span class="t"><span class="str">            args (dict): Parameters for how the plot should look</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1423" href="#t1423">1423</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1424" href="#t1424">1424</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1425" href="#t1425">1425</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1426" href="#t1426">1426</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1427" href="#t1427">1427</a></span><span class="t">        <span class="key">if</span> <span class="nam">ax</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1428" href="#t1428">1428</a></span><span class="t">            <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1429" href="#t1429">1429</a></span><span class="t">            <span class="nam">store</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1430" href="#t1430">1430</a></span><span class="t">        <span class="nam">op</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">mean</span> <span class="key">if</span> <span class="nam">op</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">op</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1431" href="#t1431">1431</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1432" href="#t1432">1432</a></span><span class="t">        <span class="com"># get the values for the bars</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1433" href="#t1433">1433</a></span><span class="t">        <span class="nam">height</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">zeros</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1434" href="#t1434">1434</a></span><span class="t">        <span class="key">for</span> <span class="nam">strategy_idx</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1435" href="#t1435">1435</a></span><span class="t">            <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">strategy_idx</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1436" href="#t1436">1436</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1437" href="#t1437">1437</a></span><span class="t">            <span class="com"># load the values</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1438" href="#t1438">1438</a></span><span class="t">            <span class="nam">dat</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="nam">faults</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1439" href="#t1439">1439</a></span><span class="t">            <span class="nam">no_faults</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1440" href="#t1440">1440</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1441" href="#t1441">1441</a></span><span class="t">            <span class="com"># check if we have a mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1442" href="#t1442">1442</a></span><span class="t">            <span class="key">if</span> <span class="nam">mask</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1443" href="#t1443">1443</a></span><span class="t">                <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">ones_like</span><span class="op">(</span><span class="nam">dat</span><span class="op">[</span><span class="nam">thing</span><span class="op">]</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">bool</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1444" href="#t1444">1444</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1445" href="#t1445">1445</a></span><span class="t">            <span class="nam">height</span><span class="op">[</span><span class="nam">strategy_idx</span><span class="op">]</span> <span class="op">=</span> <span class="nam">op</span><span class="op">(</span><span class="nam">dat</span><span class="op">,</span> <span class="nam">no_faults</span><span class="op">,</span> <span class="nam">thing</span><span class="op">,</span> <span class="nam">mask</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t1446" href="#t1446">1446</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1447" href="#t1447">1447</a></span><span class="t">        <span class="com"># prepare labels</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1448" href="#t1448">1448</a></span><span class="t">        <span class="nam">ticks</span> <span class="op">=</span> <span class="op">[</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1447" href="#t1447">1447</a></span><span class="t">        <span class="com"># get some x values</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1448" href="#t1448">1448</a></span><span class="t">        <span class="nam">x</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span> <span class="key">if</span> <span class="nam">x</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">x</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t1449" href="#t1449">1449</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1450" href="#t1450">1450</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">bar</span><span class="op">(</span><span class="nam">x</span><span class="op">,</span> <span class="nam">height</span><span class="op">,</span> <span class="nam">tick_label</span><span class="op">=</span><span class="nam">ticks</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1451" href="#t1451">1451</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1452" href="#t1452">1452</a></span><span class="t">        <span class="com"># set the parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1453" href="#t1453">1453</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="nam">thing</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1454" href="#t1454">1454</a></span><span class="t">        <span class="nam">args</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span> <span class="key">if</span> <span class="nam">args</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">args</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1455" href="#t1455">1455</a></span><span class="t">        <span class="op">[</span><span class="nam">plt</span><span class="op">.</span><span class="nam">setp</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">k</span><span class="op">,</span> <span class="nam">v</span><span class="op">)</span> <span class="key">for</span> <span class="nam">k</span><span class="op">,</span> <span class="nam">v</span> <span class="key">in</span> <span class="nam">args</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1456" href="#t1456">1456</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1457" href="#t1457">1457</a></span><span class="t">        <span class="key">if</span> <span class="nam">store</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1458" href="#t1458">1458</a></span><span class="t">            <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1459" href="#t1459">1459</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="fst">f'</span><span class="fst">data/</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">thing</span> <span class="key">if</span> <span class="nam">name</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">name</span><span class="op">}</span><span class="fst">-barplot.pdf</span><span class="fst">'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1460" href="#t1460">1460</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">close</span><span class="op">(</span><span class="nam">fig</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1461" href="#t1461">1461</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1462" href="#t1462">1462</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1463" href="#t1463">1463</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1464" href="#t1464">1464</a></span><span class="t">    <span class="key">def</span> <span class="nam">fault_frequency_plot</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">ax</span><span class="op">,</span> <span class="nam">iter_ax</span><span class="op">,</span> <span class="nam">kwargs_range</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1465" href="#t1465">1465</a></span><span class="t">        <span class="nam">func_args</span> <span class="op">=</span> <span class="nam">locals</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1466" href="#t1466">1466</a></span><span class="t">        <span class="nam">func_args</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'self'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1467" href="#t1467">1467</a></span><span class="t">        <span class="key">if</span> <span class="nam">strategy</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1468" href="#t1468">1468</a></span><span class="t">            <span class="key">for</span> <span class="nam">strat</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1469" href="#t1469">1469</a></span><span class="t">                <span class="nam">args</span> <span class="op">=</span> <span class="op">{</span><span class="op">**</span><span class="nam">func_args</span><span class="op">,</span> <span class="str">'strategy'</span><span class="op">:</span> <span class="nam">strat</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1470" href="#t1470">1470</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">fault_frequency_plot</span><span class="op">(</span><span class="op">**</span><span class="nam">args</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1471" href="#t1471">1471</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1472" href="#t1472">1472</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1473" href="#t1473">1473</a></span><span class="t">        <span class="com"># load data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1474" href="#t1474">1474</a></span><span class="t">        <span class="nam">all_data</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1475" href="#t1475">1475</a></span><span class="t">        <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">kwargs_range</span><span class="op">[</span><span class="str">'fault_frequency_iter'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1476" href="#t1476">1476</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">kwargs</span><span class="op">[</span><span class="str">'fault_frequency_iter'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">me</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1477" href="#t1477">1477</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1478" href="#t1478">1478</a></span><span class="t">            <span class="nam">all_data</span><span class="op">[</span><span class="nam">me</span><span class="op">]</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="str">'regular'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1479" href="#t1479">1479</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1480" href="#t1480">1480</a></span><span class="t">        <span class="com"># get_recovery_rate</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1481" href="#t1481">1481</a></span><span class="t">        <span class="nam">results</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1482" href="#t1482">1482</a></span><span class="t">        <span class="nam">results</span><span class="op">[</span><span class="str">'frequencies'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">all_data</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1483" href="#t1483">1483</a></span><span class="t">        <span class="nam">results</span><span class="op">[</span><span class="str">'recovery_rate'</span><span class="op">]</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1484" href="#t1484">1484</a></span><span class="t">            <span class="nam">len</span><span class="op">(</span><span class="nam">all_data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="str">'recovered'</span><span class="op">]</span><span class="op">[</span><span class="nam">all_data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="str">'recovered'</span><span class="op">]</span> <span class="key">is</span> <span class="key">True</span><span class="op">]</span><span class="op">)</span> <span class="op">/</span> <span class="nam">len</span><span class="op">(</span><span class="nam">all_data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="str">'recovered'</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1485" href="#t1485">1485</a></span><span class="t">            <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">all_data</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1486" href="#t1486">1486</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1487" href="#t1487">1487</a></span><span class="t">        <span class="com"># results['iterations'] = [np.mean(all_data[key]['total_iteration']) for key in all_data.keys()]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1488" href="#t1488">1488</a></span><span class="t">        <span class="nam">results</span><span class="op">[</span><span class="str">'iterations'</span><span class="op">]</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1489" href="#t1489">1489</a></span><span class="t">            <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">all_data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="str">'total_iteration'</span><span class="op">]</span><span class="op">[</span><span class="nam">all_data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span> <span class="op">!=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">all_data</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1490" href="#t1490">1490</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1491" href="#t1491">1491</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1492" href="#t1492">1492</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">results</span><span class="op">[</span><span class="str">'frequencies'</span><span class="op">]</span><span class="op">,</span> <span class="nam">results</span><span class="op">[</span><span class="str">'recovery_rate'</span><span class="op">]</span><span class="op">,</span> <span class="op">**</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">style</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1493" href="#t1493">1493</a></span><span class="t">        <span class="nam">iter_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">results</span><span class="op">[</span><span class="str">'frequencies'</span><span class="op">]</span><span class="op">,</span> <span class="nam">results</span><span class="op">[</span><span class="str">'iterations'</span><span class="op">]</span><span class="op">,</span> <span class="op">**</span><span class="op">{</span><span class="op">**</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">style</span><span class="op">,</span> <span class="str">'ls'</span><span class="op">:</span> <span class="str">'--'</span><span class="op">}</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1450" href="#t1450">1450</a></span><span class="t">        <span class="com"># prepare labels</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1451" href="#t1451">1451</a></span><span class="t">        <span class="nam">ticks</span> <span class="op">=</span> <span class="op">[</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1452" href="#t1452">1452</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1453" href="#t1453">1453</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">bar</span><span class="op">(</span><span class="nam">x</span><span class="op">,</span> <span class="nam">height</span><span class="op">,</span> <span class="nam">tick_label</span><span class="op">=</span><span class="nam">ticks</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1454" href="#t1454">1454</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1455" href="#t1455">1455</a></span><span class="t">        <span class="com"># set the parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1456" href="#t1456">1456</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="nam">thing</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1457" href="#t1457">1457</a></span><span class="t">        <span class="nam">args</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span> <span class="key">if</span> <span class="nam">args</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">args</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1458" href="#t1458">1458</a></span><span class="t">        <span class="op">[</span><span class="nam">plt</span><span class="op">.</span><span class="nam">setp</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">k</span><span class="op">,</span> <span class="nam">v</span><span class="op">)</span> <span class="key">for</span> <span class="nam">k</span><span class="op">,</span> <span class="nam">v</span> <span class="key">in</span> <span class="nam">args</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1459" href="#t1459">1459</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1460" href="#t1460">1460</a></span><span class="t">        <span class="key">if</span> <span class="nam">store</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1461" href="#t1461">1461</a></span><span class="t">            <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1462" href="#t1462">1462</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="fst">f'</span><span class="fst">data/</span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">thing</span> <span class="key">if</span> <span class="nam">name</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">name</span><span class="op">}</span><span class="fst">-barplot.pdf</span><span class="fst">'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1463" href="#t1463">1463</a></span><span class="t">            <span class="nam">plt</span><span class="op">.</span><span class="nam">close</span><span class="op">(</span><span class="nam">fig</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1464" href="#t1464">1464</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1465" href="#t1465">1465</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1466" href="#t1466">1466</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1467" href="#t1467">1467</a></span><span class="t">    <span class="key">def</span> <span class="nam">fault_frequency_plot</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">ax</span><span class="op">,</span> <span class="nam">iter_ax</span><span class="op">,</span> <span class="nam">kwargs_range</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1468" href="#t1468">1468</a></span><span class="t">        <span class="nam">func_args</span> <span class="op">=</span> <span class="nam">locals</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1469" href="#t1469">1469</a></span><span class="t">        <span class="nam">func_args</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'self'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1470" href="#t1470">1470</a></span><span class="t">        <span class="key">if</span> <span class="nam">strategy</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1471" href="#t1471">1471</a></span><span class="t">            <span class="key">for</span> <span class="nam">strat</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">strategies</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1472" href="#t1472">1472</a></span><span class="t">                <span class="nam">args</span> <span class="op">=</span> <span class="op">{</span><span class="op">**</span><span class="nam">func_args</span><span class="op">,</span> <span class="str">'strategy'</span><span class="op">:</span> <span class="nam">strat</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1473" href="#t1473">1473</a></span><span class="t">                <span class="nam">self</span><span class="op">.</span><span class="nam">fault_frequency_plot</span><span class="op">(</span><span class="op">**</span><span class="nam">args</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1474" href="#t1474">1474</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1475" href="#t1475">1475</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1476" href="#t1476">1476</a></span><span class="t">        <span class="com"># load data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1477" href="#t1477">1477</a></span><span class="t">        <span class="nam">all_data</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1478" href="#t1478">1478</a></span><span class="t">        <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">kwargs_range</span><span class="op">[</span><span class="str">'fault_frequency_iter'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1479" href="#t1479">1479</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">kwargs</span><span class="op">[</span><span class="str">'fault_frequency_iter'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">me</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1480" href="#t1480">1480</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1481" href="#t1481">1481</a></span><span class="t">            <span class="nam">all_data</span><span class="op">[</span><span class="nam">me</span><span class="op">]</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">faults</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="str">'regular'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1482" href="#t1482">1482</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1483" href="#t1483">1483</a></span><span class="t">        <span class="com"># get_recovery_rate</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1484" href="#t1484">1484</a></span><span class="t">        <span class="nam">results</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1485" href="#t1485">1485</a></span><span class="t">        <span class="nam">results</span><span class="op">[</span><span class="str">'frequencies'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">all_data</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1486" href="#t1486">1486</a></span><span class="t">        <span class="nam">results</span><span class="op">[</span><span class="str">'recovery_rate'</span><span class="op">]</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1487" href="#t1487">1487</a></span><span class="t">            <span class="nam">len</span><span class="op">(</span><span class="nam">all_data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="str">'recovered'</span><span class="op">]</span><span class="op">[</span><span class="nam">all_data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="str">'recovered'</span><span class="op">]</span> <span class="key">is</span> <span class="key">True</span><span class="op">]</span><span class="op">)</span> <span class="op">/</span> <span class="nam">len</span><span class="op">(</span><span class="nam">all_data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="str">'recovered'</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1488" href="#t1488">1488</a></span><span class="t">            <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">all_data</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1489" href="#t1489">1489</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1490" href="#t1490">1490</a></span><span class="t">        <span class="com"># results['iterations'] = [np.mean(all_data[key]['total_iteration']) for key in all_data.keys()]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1491" href="#t1491">1491</a></span><span class="t">        <span class="nam">results</span><span class="op">[</span><span class="str">'iterations'</span><span class="op">]</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1492" href="#t1492">1492</a></span><span class="t">            <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">all_data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="str">'total_iteration'</span><span class="op">]</span><span class="op">[</span><span class="nam">all_data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="str">'error'</span><span class="op">]</span> <span class="op">!=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">all_data</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1493" href="#t1493">1493</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t1494" href="#t1494">1494</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1495" href="#t1495">1495</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xscale</span><span class="op">(</span><span class="str">'log'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1496" href="#t1496">1496</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'iterations between fault'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1497" href="#t1497">1497</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'recovery rate'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1498" href="#t1498">1498</a></span><span class="t">        <span class="nam">iter_ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'average total iterations if not crashed (dashed)'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1499" href="#t1499">1499</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1500" href="#t1500">1500</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1501" href="#t1501">1501</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1502" href="#t1502">1502</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1503" href="#t1503">1503</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_HR_tol</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">verbose</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1504" href="#t1504">1504</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">hotrod</span> <span class="key">import</span> <span class="nam">HotRod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1495" href="#t1495">1495</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">results</span><span class="op">[</span><span class="str">'frequencies'</span><span class="op">]</span><span class="op">,</span> <span class="nam">results</span><span class="op">[</span><span class="str">'recovery_rate'</span><span class="op">]</span><span class="op">,</span> <span class="op">**</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">style</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1496" href="#t1496">1496</a></span><span class="t">        <span class="nam">iter_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">results</span><span class="op">[</span><span class="str">'frequencies'</span><span class="op">]</span><span class="op">,</span> <span class="nam">results</span><span class="op">[</span><span class="str">'iterations'</span><span class="op">]</span><span class="op">,</span> <span class="op">**</span><span class="op">{</span><span class="op">**</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">style</span><span class="op">,</span> <span class="str">'ls'</span><span class="op">:</span> <span class="str">'--'</span><span class="op">}</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1497" href="#t1497">1497</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1498" href="#t1498">1498</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xscale</span><span class="op">(</span><span class="str">'log'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1499" href="#t1499">1499</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'iterations between fault'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1500" href="#t1500">1500</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'recovery rate'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1501" href="#t1501">1501</a></span><span class="t">        <span class="nam">iter_ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'average total iterations if not crashed (dashed)'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1502" href="#t1502">1502</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1503" href="#t1503">1503</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1504" href="#t1504">1504</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1505" href="#t1505">1505</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1506" href="#t1506">1506</a></span><span class="t">        <span class="nam">HR_strategy</span> <span class="op">=</span> <span class="nam">HotRodStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">use_MPI</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1507" href="#t1507">1507</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1508" href="#t1508">1508</a></span><span class="t">        <span class="nam">description</span> <span class="op">=</span> <span class="nam">HR_strategy</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1509" href="#t1509">1509</a></span><span class="t">        <span class="nam">description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">HotRod</span><span class="op">]</span><span class="op">[</span><span class="str">'HotRod_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1506" href="#t1506">1506</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_HR_tol</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">verbose</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1507" href="#t1507">1507</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">hotrod</span> <span class="key">import</span> <span class="nam">HotRod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1508" href="#t1508">1508</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1509" href="#t1509">1509</a></span><span class="t">        <span class="nam">HR_strategy</span> <span class="op">=</span> <span class="nam">HotRodStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">use_MPI</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1510" href="#t1510">1510</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1511" href="#t1511">1511</a></span><span class="t">        <span class="nam">stats</span><span class="op">,</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span><span class="nam">HR_strategy</span><span class="op">,</span> <span class="nam">force_params</span><span class="op">=</span><span class="nam">description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1512" href="#t1512">1512</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1513" href="#t1513">1513</a></span><span class="t">        <span class="nam">e_extrapolation</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'error_extrapolation_estimate'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1514" href="#t1514">1514</a></span><span class="t">        <span class="nam">diff</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1515" href="#t1515">1515</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">e_extrapolation</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1516" href="#t1516">1516</a></span><span class="t">            <span class="key">if</span> <span class="nam">e_extrapolation</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1517" href="#t1517">1517</a></span><span class="t">                <span class="nam">e_embedded</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'error_embedded_estimate'</span><span class="op">,</span> <span class="nam">time</span><span class="op">=</span><span class="nam">e_extrapolation</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1518" href="#t1518">1518</a></span><span class="t">                <span class="nam">diff</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">abs</span><span class="op">(</span><span class="nam">e_extrapolation</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">-</span> <span class="nam">e_embedded</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1519" href="#t1519">1519</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1520" href="#t1520">1520</a></span><span class="t">        <span class="nam">max_diff</span> <span class="op">=</span> <span class="nam">max</span><span class="op">(</span><span class="nam">diff</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1521" href="#t1521">1521</a></span><span class="t">        <span class="nam">proposed_tol</span> <span class="op">=</span> <span class="num">2</span> <span class="op">*</span> <span class="nam">max_diff</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1522" href="#t1522">1522</a></span><span class="t">        <span class="key">if</span> <span class="nam">verbose</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1523" href="#t1523">1523</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1524" href="#t1524">1524</a></span><span class="t">                <span class="fst">f'</span><span class="fst">Max. diff: </span><span class="op">{</span><span class="nam">max_diff</span><span class="op">:</span><span class="fst">.6e</span><span class="op">}</span><span class="fst"> -> proposed HR tolerance: </span><span class="op">{</span><span class="nam">proposed_tol</span><span class="op">:</span><span class="fst">.6e</span><span class="op">}</span><span class="fst"> for </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst"> problem with </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst"> procs.</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1525" href="#t1525">1525</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1526" href="#t1526">1526</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1527" href="#t1527">1527</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="op">{</span><span class="nam">proposed_tol</span><span class="op">:</span><span class="fst">.6e</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1528" href="#t1528">1528</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1529" href="#t1529">1529</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1530" href="#t1530">1530</a></span><span class="t"><span class="key">def</span> <span class="nam">check_local_error</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1531" href="#t1531">1531</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1532" href="#t1532">1532</a></span><span class="t"><span class="str">    Make a plot of the resolution over time for all problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1533" href="#t1533">1533</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1534" href="#t1534">1534</a></span><span class="t">    <span class="nam">problems</span> <span class="op">=</span> <span class="op">[</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="nam">run_Lorenz</span><span class="op">,</span> <span class="nam">run_Schroedinger</span><span class="op">,</span> <span class="nam">run_quench</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1535" href="#t1535">1535</a></span><span class="t">    <span class="nam">problems</span> <span class="op">=</span> <span class="op">[</span><span class="nam">run_quench</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1536" href="#t1536">1536</a></span><span class="t">    <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span><span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">IterateStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1537" href="#t1537">1537</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1538" href="#t1538">1538</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">problems</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1539" href="#t1539">1539</a></span><span class="t">        <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">FaultStats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1540" href="#t1540">1540</a></span><span class="t">            <span class="nam">prob</span><span class="op">=</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1541" href="#t1541">1541</a></span><span class="t">            <span class="nam">strategies</span><span class="op">=</span><span class="nam">strategies</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1542" href="#t1542">1542</a></span><span class="t">            <span class="nam">faults</span><span class="op">=</span><span class="op">[</span><span class="key">False</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1543" href="#t1543">1543</a></span><span class="t">            <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1544" href="#t1544">1544</a></span><span class="t">            <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1.1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1545" href="#t1545">1545</a></span><span class="t">            <span class="nam">recovery_thresh_abs</span><span class="op">=</span><span class="nam">RECOVERY_THRESH_ABS</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1546" href="#t1546">1546</a></span><span class="t">            <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1547" href="#t1547">1547</a></span><span class="t">            <span class="nam">mode</span><span class="op">=</span><span class="str">'random'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1548" href="#t1548">1548</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1549" href="#t1549">1549</a></span><span class="t">        <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">compare_strategies</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1550" href="#t1550">1550</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1551" href="#t1551">1551</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1552" href="#t1552">1552</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1553" href="#t1553">1553</a></span><span class="t"><span class="key">def</span> <span class="nam">parse_args</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1554" href="#t1554">1554</a></span><span class="t">    <span class="key">import</span> <span class="nam">sys</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1511" href="#t1511">1511</a></span><span class="t">        <span class="nam">description</span> <span class="op">=</span> <span class="nam">HR_strategy</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1512" href="#t1512">1512</a></span><span class="t">        <span class="nam">description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">HotRod</span><span class="op">]</span><span class="op">[</span><span class="str">'HotRod_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1513" href="#t1513">1513</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1514" href="#t1514">1514</a></span><span class="t">        <span class="nam">stats</span><span class="op">,</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span><span class="nam">HR_strategy</span><span class="op">,</span> <span class="nam">force_params</span><span class="op">=</span><span class="nam">description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1515" href="#t1515">1515</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1516" href="#t1516">1516</a></span><span class="t">        <span class="nam">e_extrapolation</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'error_extrapolation_estimate'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1517" href="#t1517">1517</a></span><span class="t">        <span class="nam">diff</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1518" href="#t1518">1518</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">e_extrapolation</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1519" href="#t1519">1519</a></span><span class="t">            <span class="key">if</span> <span class="nam">e_extrapolation</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1520" href="#t1520">1520</a></span><span class="t">                <span class="nam">e_embedded</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'error_embedded_estimate'</span><span class="op">,</span> <span class="nam">time</span><span class="op">=</span><span class="nam">e_extrapolation</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1521" href="#t1521">1521</a></span><span class="t">                <span class="nam">diff</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">abs</span><span class="op">(</span><span class="nam">e_extrapolation</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">-</span> <span class="nam">e_embedded</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1522" href="#t1522">1522</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1523" href="#t1523">1523</a></span><span class="t">        <span class="nam">max_diff</span> <span class="op">=</span> <span class="nam">max</span><span class="op">(</span><span class="nam">diff</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1524" href="#t1524">1524</a></span><span class="t">        <span class="nam">proposed_tol</span> <span class="op">=</span> <span class="num">2</span> <span class="op">*</span> <span class="nam">max_diff</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1525" href="#t1525">1525</a></span><span class="t">        <span class="key">if</span> <span class="nam">verbose</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1526" href="#t1526">1526</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1527" href="#t1527">1527</a></span><span class="t">                <span class="fst">f'</span><span class="fst">Max. diff: </span><span class="op">{</span><span class="nam">max_diff</span><span class="op">:</span><span class="fst">.6e</span><span class="op">}</span><span class="fst"> -> proposed HR tolerance: </span><span class="op">{</span><span class="nam">proposed_tol</span><span class="op">:</span><span class="fst">.6e</span><span class="op">}</span><span class="fst"> for </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst"> problem with </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst"> procs.</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1528" href="#t1528">1528</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1529" href="#t1529">1529</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1530" href="#t1530">1530</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="op">{</span><span class="nam">proposed_tol</span><span class="op">:</span><span class="fst">.6e</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1531" href="#t1531">1531</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1532" href="#t1532">1532</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1533" href="#t1533">1533</a></span><span class="t"><span class="key">def</span> <span class="nam">check_local_error</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1534" href="#t1534">1534</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1535" href="#t1535">1535</a></span><span class="t"><span class="str">    Make a plot of the resolution over time for all problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1536" href="#t1536">1536</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1537" href="#t1537">1537</a></span><span class="t">    <span class="nam">problems</span> <span class="op">=</span> <span class="op">[</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="nam">run_Lorenz</span><span class="op">,</span> <span class="nam">run_Schroedinger</span><span class="op">,</span> <span class="nam">run_quench</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1538" href="#t1538">1538</a></span><span class="t">    <span class="nam">problems</span> <span class="op">=</span> <span class="op">[</span><span class="nam">run_quench</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1539" href="#t1539">1539</a></span><span class="t">    <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span><span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">IterateStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1540" href="#t1540">1540</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1541" href="#t1541">1541</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">problems</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1542" href="#t1542">1542</a></span><span class="t">        <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">FaultStats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1543" href="#t1543">1543</a></span><span class="t">            <span class="nam">prob</span><span class="op">=</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1544" href="#t1544">1544</a></span><span class="t">            <span class="nam">strategies</span><span class="op">=</span><span class="nam">strategies</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1545" href="#t1545">1545</a></span><span class="t">            <span class="nam">faults</span><span class="op">=</span><span class="op">[</span><span class="key">False</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1546" href="#t1546">1546</a></span><span class="t">            <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1547" href="#t1547">1547</a></span><span class="t">            <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1.1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1548" href="#t1548">1548</a></span><span class="t">            <span class="nam">recovery_thresh_abs</span><span class="op">=</span><span class="nam">RECOVERY_THRESH_ABS</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1549" href="#t1549">1549</a></span><span class="t">            <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1550" href="#t1550">1550</a></span><span class="t">            <span class="nam">mode</span><span class="op">=</span><span class="str">'random'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1551" href="#t1551">1551</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1552" href="#t1552">1552</a></span><span class="t">        <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">compare_strategies</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1553" href="#t1553">1553</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1554" href="#t1554">1554</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1555" href="#t1555">1555</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1556" href="#t1556">1556</a></span><span class="t">    <span class="nam">kwargs</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1557" href="#t1557">1557</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1558" href="#t1558">1558</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1559" href="#t1559">1559</a></span><span class="t">        <span class="key">if</span> <span class="str">'prob'</span> <span class="key">in</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1560" href="#t1560">1560</a></span><span class="t">            <span class="key">if</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'run_Lorenz'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1561" href="#t1561">1561</a></span><span class="t">                <span class="nam">kwargs</span><span class="op">[</span><span class="str">'prob'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">run_Lorenz</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1562" href="#t1562">1562</a></span><span class="t">            <span class="key">elif</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'run_vdp'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1563" href="#t1563">1563</a></span><span class="t">                <span class="nam">kwargs</span><span class="op">[</span><span class="str">'prob'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">run_vdp</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1564" href="#t1564">1564</a></span><span class="t">            <span class="key">elif</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'run_Schroedinger'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1565" href="#t1565">1565</a></span><span class="t">                <span class="nam">kwargs</span><span class="op">[</span><span class="str">'prob'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">run_Schroedinger</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1566" href="#t1566">1566</a></span><span class="t">            <span class="key">elif</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'run_quench'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1567" href="#t1567">1567</a></span><span class="t">                <span class="nam">kwargs</span><span class="op">[</span><span class="str">'prob'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">run_quench</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1568" href="#t1568">1568</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1569" href="#t1569">1569</a></span><span class="t">                <span class="key">raise</span> <span class="nam">NotImplementedError</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1570" href="#t1570">1570</a></span><span class="t">        <span class="key">elif</span> <span class="str">'num_procs'</span> <span class="key">in</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1571" href="#t1571">1571</a></span><span class="t">            <span class="nam">kwargs</span><span class="op">[</span><span class="str">'num_procs'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1572" href="#t1572">1572</a></span><span class="t">        <span class="key">elif</span> <span class="str">'runs'</span> <span class="key">in</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1573" href="#t1573">1573</a></span><span class="t">            <span class="nam">kwargs</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1574" href="#t1574">1574</a></span><span class="t">        <span class="key">elif</span> <span class="str">'mode'</span> <span class="key">in</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1575" href="#t1575">1575</a></span><span class="t">            <span class="nam">kwargs</span><span class="op">[</span><span class="str">'mode'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">str</span><span class="op">(</span><span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1576" href="#t1576">1576</a></span><span class="t">        <span class="key">elif</span> <span class="str">'reload'</span> <span class="key">in</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1577" href="#t1577">1577</a></span><span class="t">            <span class="nam">kwargs</span><span class="op">[</span><span class="str">'reload'</span><span class="op">]</span> <span class="op">=</span> <span class="key">False</span> <span class="key">if</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'False'</span> <span class="key">else</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1578" href="#t1578">1578</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1579" href="#t1579">1579</a></span><span class="t">    <span class="key">return</span> <span class="nam">kwargs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1580" href="#t1580">1580</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1581" href="#t1581">1581</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1582" href="#t1582">1582</a></span><span class="t"><span class="key">def</span> <span class="nam">compare_adaptivity_modes</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1583" href="#t1583">1583</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityRestartFirstStep</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1584" href="#t1584">1584</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1585" href="#t1585">1585</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1586" href="#t1586">1586</a></span><span class="t">    <span class="nam">problems</span> <span class="op">=</span> <span class="op">[</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="nam">run_Lorenz</span><span class="op">,</span> <span class="nam">run_Schroedinger</span><span class="op">,</span> <span class="nam">run_quench</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1587" href="#t1587">1587</a></span><span class="t">    <span class="nam">titles</span> <span class="op">=</span> <span class="op">[</span><span class="str">'Van der Pol'</span><span class="op">,</span> <span class="str">'Lorenz attractor'</span><span class="op">,</span> <span class="str">r'Schr\"odinger'</span><span class="op">,</span> <span class="str">'Quench'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1556" href="#t1556">1556</a></span><span class="t"><span class="key">def</span> <span class="nam">parse_args</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1557" href="#t1557">1557</a></span><span class="t">    <span class="key">import</span> <span class="nam">sys</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1558" href="#t1558">1558</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1559" href="#t1559">1559</a></span><span class="t">    <span class="nam">kwargs</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1560" href="#t1560">1560</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1561" href="#t1561">1561</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1562" href="#t1562">1562</a></span><span class="t">        <span class="key">if</span> <span class="str">'prob'</span> <span class="key">in</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1563" href="#t1563">1563</a></span><span class="t">            <span class="key">if</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'run_Lorenz'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1564" href="#t1564">1564</a></span><span class="t">                <span class="nam">kwargs</span><span class="op">[</span><span class="str">'prob'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">run_Lorenz</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1565" href="#t1565">1565</a></span><span class="t">            <span class="key">elif</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'run_vdp'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1566" href="#t1566">1566</a></span><span class="t">                <span class="nam">kwargs</span><span class="op">[</span><span class="str">'prob'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">run_vdp</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1567" href="#t1567">1567</a></span><span class="t">            <span class="key">elif</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'run_Schroedinger'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1568" href="#t1568">1568</a></span><span class="t">                <span class="nam">kwargs</span><span class="op">[</span><span class="str">'prob'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">run_Schroedinger</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1569" href="#t1569">1569</a></span><span class="t">            <span class="key">elif</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'run_quench'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1570" href="#t1570">1570</a></span><span class="t">                <span class="nam">kwargs</span><span class="op">[</span><span class="str">'prob'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">run_quench</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1571" href="#t1571">1571</a></span><span class="t">            <span class="key">elif</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'run_AC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1572" href="#t1572">1572</a></span><span class="t">                <span class="nam">kwargs</span><span class="op">[</span><span class="str">'prob'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">run_AC</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1573" href="#t1573">1573</a></span><span class="t">            <span class="key">elif</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'run_RBC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1574" href="#t1574">1574</a></span><span class="t">                <span class="nam">kwargs</span><span class="op">[</span><span class="str">'prob'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">run_RBC</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1575" href="#t1575">1575</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1576" href="#t1576">1576</a></span><span class="t">                <span class="key">raise</span> <span class="nam">NotImplementedError</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1577" href="#t1577">1577</a></span><span class="t">        <span class="key">elif</span> <span class="str">'num_procs'</span> <span class="key">in</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1578" href="#t1578">1578</a></span><span class="t">            <span class="nam">kwargs</span><span class="op">[</span><span class="str">'num_procs'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1579" href="#t1579">1579</a></span><span class="t">        <span class="key">elif</span> <span class="str">'runs'</span> <span class="key">in</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1580" href="#t1580">1580</a></span><span class="t">            <span class="nam">kwargs</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">int</span><span class="op">(</span><span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1581" href="#t1581">1581</a></span><span class="t">        <span class="key">elif</span> <span class="str">'mode'</span> <span class="key">in</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1582" href="#t1582">1582</a></span><span class="t">            <span class="nam">kwargs</span><span class="op">[</span><span class="str">'mode'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">str</span><span class="op">(</span><span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1583" href="#t1583">1583</a></span><span class="t">        <span class="key">elif</span> <span class="str">'reload'</span> <span class="key">in</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1584" href="#t1584">1584</a></span><span class="t">            <span class="nam">kwargs</span><span class="op">[</span><span class="str">'reload'</span><span class="op">]</span> <span class="op">=</span> <span class="key">False</span> <span class="key">if</span> <span class="nam">sys</span><span class="op">.</span><span class="nam">argv</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'False'</span> <span class="key">else</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1585" href="#t1585">1585</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1586" href="#t1586">1586</a></span><span class="t">    <span class="key">return</span> <span class="nam">kwargs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1587" href="#t1587">1587</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1588" href="#t1588">1588</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1589" href="#t1589">1589</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">problems</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1590" href="#t1590">1590</a></span><span class="t">        <span class="nam">ax</span> <span class="op">=</span> <span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1589" href="#t1589">1589</a></span><span class="t"><span class="key">def</span> <span class="nam">compare_adaptivity_modes</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1590" href="#t1590">1590</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityRestartFirstStep</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1591" href="#t1591">1591</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1592" href="#t1592">1592</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="nam">titles</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1593" href="#t1593">1593</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1594" href="#t1594">1594</a></span><span class="t">        <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">FaultStats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1595" href="#t1595">1595</a></span><span class="t">            <span class="nam">prob</span><span class="op">=</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1596" href="#t1596">1596</a></span><span class="t">            <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1597" href="#t1597">1597</a></span><span class="t">            <span class="nam">faults</span><span class="op">=</span><span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1598" href="#t1598">1598</a></span><span class="t">            <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1599" href="#t1599">1599</a></span><span class="t">            <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1.1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1600" href="#t1600">1600</a></span><span class="t">            <span class="nam">recovery_thresh_abs</span><span class="op">=</span><span class="nam">RECOVERY_THRESH_ABS</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1601" href="#t1601">1601</a></span><span class="t">            <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1602" href="#t1602">1602</a></span><span class="t">            <span class="nam">mode</span><span class="op">=</span><span class="str">'default'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1603" href="#t1603">1603</a></span><span class="t">            <span class="nam">stats_path</span><span class="op">=</span><span class="str">'data/stats-jusuf'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1604" href="#t1604">1604</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1605" href="#t1605">1605</a></span><span class="t">        <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1606" href="#t1606">1606</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1607" href="#t1607">1607</a></span><span class="t">        <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">strategies</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1608" href="#t1608">1608</a></span><span class="t">            <span class="nam">fixable</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_fixable_faults_only</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1609" href="#t1609">1609</a></span><span class="t">            <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1610" href="#t1610">1610</a></span><span class="t">                <span class="str">'recovered'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1611" href="#t1611">1611</a></span><span class="t">                <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1612" href="#t1612">1612</a></span><span class="t">                <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1613" href="#t1613">1613</a></span><span class="t">                <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">strategy</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1614" href="#t1614">1614</a></span><span class="t">                <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1615" href="#t1615">1615</a></span><span class="t">                <span class="nam">mask</span><span class="op">=</span><span class="nam">fixable</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1616" href="#t1616">1616</a></span><span class="t">                <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="str">'bla'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1617" href="#t1617">1617</a></span><span class="t">                <span class="nam">name</span><span class="op">=</span><span class="str">'fixable_recovery'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1618" href="#t1618">1618</a></span><span class="t">                <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1619" href="#t1619">1619</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1620" href="#t1620">1620</a></span><span class="t">        <span class="nam">single_proc</span> <span class="op">=</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">lines</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1621" href="#t1621">1621</a></span><span class="t">        <span class="nam">single_proc</span><span class="op">.</span><span class="nam">set_label</span><span class="op">(</span><span class="str">'single process'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1622" href="#t1622">1622</a></span><span class="t">        <span class="nam">single_proc</span><span class="op">.</span><span class="nam">set_color</span><span class="op">(</span><span class="str">'black'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1623" href="#t1623">1623</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1624" href="#t1624">1624</a></span><span class="t">        <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">FaultStats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1625" href="#t1625">1625</a></span><span class="t">            <span class="nam">prob</span><span class="op">=</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1626" href="#t1626">1626</a></span><span class="t">            <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">AdaptivityRestartFirstStep</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1627" href="#t1627">1627</a></span><span class="t">            <span class="nam">faults</span><span class="op">=</span><span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1628" href="#t1628">1628</a></span><span class="t">            <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1629" href="#t1629">1629</a></span><span class="t">            <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1.5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1630" href="#t1630">1630</a></span><span class="t">            <span class="nam">recovery_thresh_abs</span><span class="op">=</span><span class="nam">RECOVERY_THRESH_ABS</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1631" href="#t1631">1631</a></span><span class="t">            <span class="nam">num_procs</span><span class="op">=</span><span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1632" href="#t1632">1632</a></span><span class="t">            <span class="nam">mode</span><span class="op">=</span><span class="str">'default'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1633" href="#t1633">1633</a></span><span class="t">            <span class="nam">stats_path</span><span class="op">=</span><span class="str">'data/stats-jusuf'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1634" href="#t1634">1634</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1635" href="#t1635">1635</a></span><span class="t">        <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1636" href="#t1636">1636</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1637" href="#t1637">1637</a></span><span class="t">        <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">strategies</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1638" href="#t1638">1638</a></span><span class="t">            <span class="nam">fixable</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_fixable_faults_only</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1639" href="#t1639">1639</a></span><span class="t">            <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1640" href="#t1640">1640</a></span><span class="t">                <span class="str">'recovered'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1641" href="#t1641">1641</a></span><span class="t">                <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1642" href="#t1642">1642</a></span><span class="t">                <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1643" href="#t1643">1643</a></span><span class="t">                <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">strategy</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1644" href="#t1644">1644</a></span><span class="t">                <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1645" href="#t1645">1645</a></span><span class="t">                <span class="nam">mask</span><span class="op">=</span><span class="nam">fixable</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1646" href="#t1646">1646</a></span><span class="t">                <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1647" href="#t1647">1647</a></span><span class="t">                <span class="nam">name</span><span class="op">=</span><span class="str">'fixable_recovery'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1648" href="#t1648">1648</a></span><span class="t">                <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1649" href="#t1649">1649</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1650" href="#t1650">1650</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="str">'Comparison of restart modes with adaptivity with 4 ranks'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1651" href="#t1651">1651</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1652" href="#t1652">1652</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1653" href="#t1653">1653</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1654" href="#t1654">1654</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1655" href="#t1655">1655</a></span><span class="t"><span class="key">def</span> <span class="nam">main</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1656" href="#t1656">1656</a></span><span class="t">    <span class="nam">kwargs</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1657" href="#t1657">1657</a></span><span class="t">        <span class="str">'prob'</span><span class="op">:</span> <span class="nam">run_AC</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1658" href="#t1658">1658</a></span><span class="t">        <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1659" href="#t1659">1659</a></span><span class="t">        <span class="str">'mode'</span><span class="op">:</span> <span class="str">'default'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1660" href="#t1660">1660</a></span><span class="t">        <span class="str">'runs'</span><span class="op">:</span> <span class="num">2000</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1661" href="#t1661">1661</a></span><span class="t">        <span class="str">'reload'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1662" href="#t1662">1662</a></span><span class="t">        <span class="op">**</span><span class="nam">parse_args</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1663" href="#t1663">1663</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1664" href="#t1664">1664</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1665" href="#t1665">1665</a></span><span class="t">    <span class="nam">strategy_args</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1666" href="#t1666">1666</a></span><span class="t">        <span class="str">'stop_at_nan'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1667" href="#t1667">1667</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1668" href="#t1668">1668</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1669" href="#t1669">1669</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span> <span class="nam">kAdaptivityStrategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1670" href="#t1670">1670</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1671" href="#t1671">1671</a></span><span class="t">    <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">FaultStats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1672" href="#t1672">1672</a></span><span class="t">        <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1673" href="#t1673">1673</a></span><span class="t">            <span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">**</span><span class="nam">strategy_args</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1674" href="#t1674">1674</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">**</span><span class="nam">strategy_args</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1675" href="#t1675">1675</a></span><span class="t">            <span class="nam">kAdaptivityStrategy</span><span class="op">(</span><span class="op">**</span><span class="nam">strategy_args</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1676" href="#t1676">1676</a></span><span class="t">            <span class="nam">HotRodStrategy</span><span class="op">(</span><span class="op">**</span><span class="nam">strategy_args</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1677" href="#t1677">1677</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="op">**</span><span class="nam">strategy_args</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1678" href="#t1678">1678</a></span><span class="t">        <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1679" href="#t1679">1679</a></span><span class="t">        <span class="nam">faults</span><span class="op">=</span><span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1680" href="#t1680">1680</a></span><span class="t">        <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1.15</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1681" href="#t1681">1681</a></span><span class="t">        <span class="nam">recovery_thresh_abs</span><span class="op">=</span><span class="nam">RECOVERY_THRESH_ABS</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'prob'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1682" href="#t1682">1682</a></span><span class="t">        <span class="nam">stats_path</span><span class="op">=</span><span class="str">'data/stats-jusuf'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1683" href="#t1683">1683</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1684" href="#t1684">1684</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1685" href="#t1685">1685</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">run_stats_generation</span><span class="op">(</span><span class="nam">runs</span><span class="op">=</span><span class="nam">kwargs</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span><span class="op">,</span> <span class="nam">step</span><span class="op">=</span><span class="num">12</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1686" href="#t1686">1686</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1687" href="#t1687">1687</a></span><span class="t">    <span class="key">if</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">.</span><span class="nam">rank</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>  <span class="com"># make sure only one rank accesses the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1688" href="#t1688">1688</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1689" href="#t1689">1689</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1690" href="#t1690">1690</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1691" href="#t1691">1691</a></span><span class="t">    <span class="nam">mask</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1692" href="#t1692">1692</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1693" href="#t1693">1693</a></span><span class="t">    <span class="com"># stats_analyser.compare_strategies()</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1694" href="#t1694">1694</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1695" href="#t1695">1695</a></span><span class="t">        <span class="str">'recovered'</span><span class="op">,</span> <span class="str">'node'</span><span class="op">,</span> <span class="key">False</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span> <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1696" href="#t1696">1696</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1697" href="#t1697">1697</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1698" href="#t1698">1698</a></span><span class="t">        <span class="str">'recovered'</span><span class="op">,</span> <span class="str">'iteration'</span><span class="op">,</span> <span class="key">False</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span> <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1699" href="#t1699">1699</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1700" href="#t1700">1700</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1592" href="#t1592">1592</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1593" href="#t1593">1593</a></span><span class="t">    <span class="nam">problems</span> <span class="op">=</span> <span class="op">[</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="nam">run_Lorenz</span><span class="op">,</span> <span class="nam">run_Schroedinger</span><span class="op">,</span> <span class="nam">run_quench</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1594" href="#t1594">1594</a></span><span class="t">    <span class="nam">titles</span> <span class="op">=</span> <span class="op">[</span><span class="str">'Van der Pol'</span><span class="op">,</span> <span class="str">'Lorenz attractor'</span><span class="op">,</span> <span class="str">r'Schr\"odinger'</span><span class="op">,</span> <span class="str">'Quench'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1595" href="#t1595">1595</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1596" href="#t1596">1596</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">problems</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1597" href="#t1597">1597</a></span><span class="t">        <span class="nam">ax</span> <span class="op">=</span> <span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1598" href="#t1598">1598</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1599" href="#t1599">1599</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="nam">titles</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1600" href="#t1600">1600</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1601" href="#t1601">1601</a></span><span class="t">        <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">FaultStats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1602" href="#t1602">1602</a></span><span class="t">            <span class="nam">prob</span><span class="op">=</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1603" href="#t1603">1603</a></span><span class="t">            <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1604" href="#t1604">1604</a></span><span class="t">            <span class="nam">faults</span><span class="op">=</span><span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1605" href="#t1605">1605</a></span><span class="t">            <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1606" href="#t1606">1606</a></span><span class="t">            <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1.1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1607" href="#t1607">1607</a></span><span class="t">            <span class="nam">recovery_thresh_abs</span><span class="op">=</span><span class="nam">RECOVERY_THRESH_ABS</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1608" href="#t1608">1608</a></span><span class="t">            <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1609" href="#t1609">1609</a></span><span class="t">            <span class="nam">mode</span><span class="op">=</span><span class="str">'default'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1610" href="#t1610">1610</a></span><span class="t">            <span class="nam">stats_path</span><span class="op">=</span><span class="str">'data/stats-jusuf'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1611" href="#t1611">1611</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1612" href="#t1612">1612</a></span><span class="t">        <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1613" href="#t1613">1613</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1614" href="#t1614">1614</a></span><span class="t">        <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">strategies</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1615" href="#t1615">1615</a></span><span class="t">            <span class="nam">fixable</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_fixable_faults_only</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1616" href="#t1616">1616</a></span><span class="t">            <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1617" href="#t1617">1617</a></span><span class="t">                <span class="str">'recovered'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1618" href="#t1618">1618</a></span><span class="t">                <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1619" href="#t1619">1619</a></span><span class="t">                <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1620" href="#t1620">1620</a></span><span class="t">                <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">strategy</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1621" href="#t1621">1621</a></span><span class="t">                <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1622" href="#t1622">1622</a></span><span class="t">                <span class="nam">mask</span><span class="op">=</span><span class="nam">fixable</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1623" href="#t1623">1623</a></span><span class="t">                <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="str">'bla'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1624" href="#t1624">1624</a></span><span class="t">                <span class="nam">name</span><span class="op">=</span><span class="str">'fixable_recovery'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1625" href="#t1625">1625</a></span><span class="t">                <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1626" href="#t1626">1626</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1627" href="#t1627">1627</a></span><span class="t">        <span class="nam">single_proc</span> <span class="op">=</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">lines</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1628" href="#t1628">1628</a></span><span class="t">        <span class="nam">single_proc</span><span class="op">.</span><span class="nam">set_label</span><span class="op">(</span><span class="str">'single process'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1629" href="#t1629">1629</a></span><span class="t">        <span class="nam">single_proc</span><span class="op">.</span><span class="nam">set_color</span><span class="op">(</span><span class="str">'black'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1630" href="#t1630">1630</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1631" href="#t1631">1631</a></span><span class="t">        <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">FaultStats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1632" href="#t1632">1632</a></span><span class="t">            <span class="nam">prob</span><span class="op">=</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1633" href="#t1633">1633</a></span><span class="t">            <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">AdaptivityRestartFirstStep</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1634" href="#t1634">1634</a></span><span class="t">            <span class="nam">faults</span><span class="op">=</span><span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1635" href="#t1635">1635</a></span><span class="t">            <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1636" href="#t1636">1636</a></span><span class="t">            <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1.5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1637" href="#t1637">1637</a></span><span class="t">            <span class="nam">recovery_thresh_abs</span><span class="op">=</span><span class="nam">RECOVERY_THRESH_ABS</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1638" href="#t1638">1638</a></span><span class="t">            <span class="nam">num_procs</span><span class="op">=</span><span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1639" href="#t1639">1639</a></span><span class="t">            <span class="nam">mode</span><span class="op">=</span><span class="str">'default'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1640" href="#t1640">1640</a></span><span class="t">            <span class="nam">stats_path</span><span class="op">=</span><span class="str">'data/stats-jusuf'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1641" href="#t1641">1641</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1642" href="#t1642">1642</a></span><span class="t">        <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1643" href="#t1643">1643</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1644" href="#t1644">1644</a></span><span class="t">        <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">strategies</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1645" href="#t1645">1645</a></span><span class="t">            <span class="nam">fixable</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_fixable_faults_only</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1646" href="#t1646">1646</a></span><span class="t">            <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1647" href="#t1647">1647</a></span><span class="t">                <span class="str">'recovered'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1648" href="#t1648">1648</a></span><span class="t">                <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1649" href="#t1649">1649</a></span><span class="t">                <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1650" href="#t1650">1650</a></span><span class="t">                <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">strategy</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1651" href="#t1651">1651</a></span><span class="t">                <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1652" href="#t1652">1652</a></span><span class="t">                <span class="nam">mask</span><span class="op">=</span><span class="nam">fixable</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1653" href="#t1653">1653</a></span><span class="t">                <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1654" href="#t1654">1654</a></span><span class="t">                <span class="nam">name</span><span class="op">=</span><span class="str">'fixable_recovery'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1655" href="#t1655">1655</a></span><span class="t">                <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1656" href="#t1656">1656</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1657" href="#t1657">1657</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="str">'Comparison of restart modes with adaptivity with 4 ranks'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1658" href="#t1658">1658</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1659" href="#t1659">1659</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1660" href="#t1660">1660</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1661" href="#t1661">1661</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1662" href="#t1662">1662</a></span><span class="t"><span class="key">def</span> <span class="nam">main</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1663" href="#t1663">1663</a></span><span class="t">    <span class="nam">kwargs</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1664" href="#t1664">1664</a></span><span class="t">        <span class="str">'prob'</span><span class="op">:</span> <span class="nam">run_RBC</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1665" href="#t1665">1665</a></span><span class="t">        <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1666" href="#t1666">1666</a></span><span class="t">        <span class="str">'mode'</span><span class="op">:</span> <span class="str">'default'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1667" href="#t1667">1667</a></span><span class="t">        <span class="str">'runs'</span><span class="op">:</span> <span class="num">2000</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1668" href="#t1668">1668</a></span><span class="t">        <span class="str">'reload'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1669" href="#t1669">1669</a></span><span class="t">        <span class="op">**</span><span class="nam">parse_args</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1670" href="#t1670">1670</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1671" href="#t1671">1671</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1672" href="#t1672">1672</a></span><span class="t">    <span class="nam">strategy_args</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1673" href="#t1673">1673</a></span><span class="t">        <span class="str">'stop_at_nan'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1674" href="#t1674">1674</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1675" href="#t1675">1675</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1676" href="#t1676">1676</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span> <span class="nam">kAdaptivityStrategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1677" href="#t1677">1677</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1678" href="#t1678">1678</a></span><span class="t">    <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">FaultStats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1679" href="#t1679">1679</a></span><span class="t">        <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1680" href="#t1680">1680</a></span><span class="t">            <span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">**</span><span class="nam">strategy_args</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1681" href="#t1681">1681</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">**</span><span class="nam">strategy_args</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1682" href="#t1682">1682</a></span><span class="t">            <span class="nam">kAdaptivityStrategy</span><span class="op">(</span><span class="op">**</span><span class="nam">strategy_args</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1683" href="#t1683">1683</a></span><span class="t">            <span class="nam">HotRodStrategy</span><span class="op">(</span><span class="op">**</span><span class="nam">strategy_args</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1684" href="#t1684">1684</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="op">**</span><span class="nam">strategy_args</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1685" href="#t1685">1685</a></span><span class="t">        <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1686" href="#t1686">1686</a></span><span class="t">        <span class="nam">faults</span><span class="op">=</span><span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1687" href="#t1687">1687</a></span><span class="t">        <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1.15</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1688" href="#t1688">1688</a></span><span class="t">        <span class="nam">recovery_thresh_abs</span><span class="op">=</span><span class="nam">RECOVERY_THRESH_ABS</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'prob'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1689" href="#t1689">1689</a></span><span class="t">        <span class="nam">stats_path</span><span class="op">=</span><span class="str">'data/stats-jusuf'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1690" href="#t1690">1690</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1691" href="#t1691">1691</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1692" href="#t1692">1692</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">run_stats_generation</span><span class="op">(</span><span class="nam">runs</span><span class="op">=</span><span class="nam">kwargs</span><span class="op">[</span><span class="str">'runs'</span><span class="op">]</span><span class="op">,</span> <span class="nam">step</span><span class="op">=</span><span class="num">12</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1693" href="#t1693">1693</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1694" href="#t1694">1694</a></span><span class="t">    <span class="key">if</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">.</span><span class="nam">rank</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>  <span class="com"># make sure only one rank accesses the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1695" href="#t1695">1695</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1696" href="#t1696">1696</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1697" href="#t1697">1697</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1698" href="#t1698">1698</a></span><span class="t">    <span class="nam">mask</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1699" href="#t1699">1699</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1700" href="#t1700">1700</a></span><span class="t">    <span class="com"># stats_analyser.compare_strategies()</span>&nbsp;</span><span class="r"></span></p>
     <p class="mis show_mis"><span class="n"><a id="t1701" href="#t1701">1701</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1702" href="#t1702">1702</a></span><span class="t">        <span class="str">'recovered'</span><span class="op">,</span> <span class="str">'bit'</span><span class="op">,</span> <span class="key">False</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span> <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1702" href="#t1702">1702</a></span><span class="t">        <span class="str">'recovered'</span><span class="op">,</span> <span class="str">'node'</span><span class="op">,</span> <span class="key">False</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span> <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1703" href="#t1703">1703</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1704" href="#t1704">1704</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1705" href="#t1705">1705</a></span><span class="t">    <span class="com"># make a plot for only the faults that can be recovered</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1706" href="#t1706">1706</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1707" href="#t1707">1707</a></span><span class="t">    <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">strategies</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1708" href="#t1708">1708</a></span><span class="t">        <span class="nam">fixable</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_fixable_faults_only</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1709" href="#t1709">1709</a></span><span class="t">        <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1710" href="#t1710">1710</a></span><span class="t">            <span class="str">'recovered'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1711" href="#t1711">1711</a></span><span class="t">            <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1712" href="#t1712">1712</a></span><span class="t">            <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1713" href="#t1713">1713</a></span><span class="t">            <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">strategy</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1714" href="#t1714">1714</a></span><span class="t">            <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1715" href="#t1715">1715</a></span><span class="t">            <span class="nam">mask</span><span class="op">=</span><span class="nam">fixable</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1716" href="#t1716">1716</a></span><span class="t">            <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1717" href="#t1717">1717</a></span><span class="t">            <span class="nam">name</span><span class="op">=</span><span class="str">'fixable_recovery'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1718" href="#t1718">1718</a></span><span class="t">            <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1719" href="#t1719">1719</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1720" href="#t1720">1720</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1721" href="#t1721">1721</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="fst">f'</span><span class="fst">data/</span><span class="op">{</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="fst">-recoverable.pdf</span><span class="fst">'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1722" href="#t1722">1722</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1723" href="#t1723">1723</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="op">(</span><span class="num">13</span><span class="op">,</span> <span class="num">4</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1724" href="#t1724">1724</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_recovery_thresholds</span><span class="op">(</span><span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">thresh_range</span><span class="op">=</span><span class="nam">np</span><span class="op">.</span><span class="nam">logspace</span><span class="op">(</span><span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">1000</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1725" href="#t1725">1725</a></span><span class="t">    <span class="com"># ax.axvline(stats_analyser.get_thresh(BaseStrategy()), color='grey', ls=':', label='recovery threshold')</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1726" href="#t1726">1726</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xscale</span><span class="op">(</span><span class="str">'log'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1727" href="#t1727">1727</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1728" href="#t1728">1728</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1729" href="#t1729">1729</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="fst">f'</span><span class="fst">data/</span><span class="op">{</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="fst">-threshold.pdf</span><span class="fst">'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1730" href="#t1730">1730</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1731" href="#t1731">1731</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1732" href="#t1732">1732</a></span><span class="t">        <span class="str">'total_iteration'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1733" href="#t1733">1733</a></span><span class="t">        <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1734" href="#t1734">1734</a></span><span class="t">        <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1735" href="#t1735">1735</a></span><span class="t">        <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">mean</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1736" href="#t1736">1736</a></span><span class="t">        <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1737" href="#t1737">1737</a></span><span class="t">        <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'yscale'</span><span class="op">:</span> <span class="str">'log'</span><span class="op">,</span> <span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'total iterations'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1738" href="#t1738">1738</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1739" href="#t1739">1739</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1740" href="#t1740">1740</a></span><span class="t">        <span class="str">'total_iteration'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1741" href="#t1741">1741</a></span><span class="t">        <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1742" href="#t1742">1742</a></span><span class="t">        <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1743" href="#t1743">1743</a></span><span class="t">        <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">extra_mean</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1744" href="#t1744">1744</a></span><span class="t">        <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1745" href="#t1745">1745</a></span><span class="t">        <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'yscale'</span><span class="op">:</span> <span class="str">'linear'</span><span class="op">,</span> <span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'extra iterations'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1746" href="#t1746">1746</a></span><span class="t">        <span class="nam">name</span><span class="op">=</span><span class="str">'extra_iter'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1747" href="#t1747">1747</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1748" href="#t1748">1748</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1749" href="#t1749">1749</a></span><span class="t">        <span class="str">'error'</span><span class="op">,</span> <span class="str">'bit'</span><span class="op">,</span> <span class="key">True</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">mean</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span> <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'yscale'</span><span class="op">:</span> <span class="str">'log'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1750" href="#t1750">1750</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1751" href="#t1751">1751</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1752" href="#t1752">1752</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_recovery_thresholds</span><span class="op">(</span><span class="nam">thresh_range</span><span class="op">=</span><span class="nam">np</span><span class="op">.</span><span class="nam">linspace</span><span class="op">(</span><span class="num">0.9</span><span class="op">,</span> <span class="num">1.3</span><span class="op">,</span> <span class="num">100</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1753" href="#t1753">1753</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1754" href="#t1754">1754</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1755" href="#t1755">1755</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1756" href="#t1756">1756</a></span><span class="t"><span class="key">if</span> <span class="nam">__name__</span> <span class="op">==</span> <span class="str">"__main__"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1757" href="#t1757">1757</a></span><span class="t">    <span class="nam">main</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1758" href="#t1758">1758</a></span><span class="t">    <span class="com"># compare_adaptivity_modes()</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1759" href="#t1759">1759</a></span><span class="t">    <span class="com"># check_local_error()</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1704" href="#t1704">1704</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1705" href="#t1705">1705</a></span><span class="t">        <span class="str">'recovered'</span><span class="op">,</span> <span class="str">'iteration'</span><span class="op">,</span> <span class="key">False</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span> <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1706" href="#t1706">1706</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1707" href="#t1707">1707</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1708" href="#t1708">1708</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1709" href="#t1709">1709</a></span><span class="t">        <span class="str">'recovered'</span><span class="op">,</span> <span class="str">'bit'</span><span class="op">,</span> <span class="key">False</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span> <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1710" href="#t1710">1710</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1711" href="#t1711">1711</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1712" href="#t1712">1712</a></span><span class="t">    <span class="com"># make a plot for only the faults that can be recovered</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1713" href="#t1713">1713</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1714" href="#t1714">1714</a></span><span class="t">    <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">strategies</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1715" href="#t1715">1715</a></span><span class="t">        <span class="nam">fixable</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_fixable_faults_only</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1716" href="#t1716">1716</a></span><span class="t">        <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1717" href="#t1717">1717</a></span><span class="t">            <span class="str">'recovered'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1718" href="#t1718">1718</a></span><span class="t">            <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1719" href="#t1719">1719</a></span><span class="t">            <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1720" href="#t1720">1720</a></span><span class="t">            <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">strategy</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1721" href="#t1721">1721</a></span><span class="t">            <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1722" href="#t1722">1722</a></span><span class="t">            <span class="nam">mask</span><span class="op">=</span><span class="nam">fixable</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1723" href="#t1723">1723</a></span><span class="t">            <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1724" href="#t1724">1724</a></span><span class="t">            <span class="nam">name</span><span class="op">=</span><span class="str">'fixable_recovery'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1725" href="#t1725">1725</a></span><span class="t">            <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1726" href="#t1726">1726</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1727" href="#t1727">1727</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1728" href="#t1728">1728</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="fst">f'</span><span class="fst">data/</span><span class="op">{</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="fst">-recoverable.pdf</span><span class="fst">'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1729" href="#t1729">1729</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1730" href="#t1730">1730</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="op">(</span><span class="num">13</span><span class="op">,</span> <span class="num">4</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1731" href="#t1731">1731</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_recovery_thresholds</span><span class="op">(</span><span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">thresh_range</span><span class="op">=</span><span class="nam">np</span><span class="op">.</span><span class="nam">logspace</span><span class="op">(</span><span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">1000</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1732" href="#t1732">1732</a></span><span class="t">    <span class="com"># ax.axvline(stats_analyser.get_thresh(BaseStrategy()), color='grey', ls=':', label='recovery threshold')</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1733" href="#t1733">1733</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xscale</span><span class="op">(</span><span class="str">'log'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1734" href="#t1734">1734</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1735" href="#t1735">1735</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1736" href="#t1736">1736</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="fst">f'</span><span class="fst">data/</span><span class="op">{</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_name</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="fst">-threshold.pdf</span><span class="fst">'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1737" href="#t1737">1737</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1738" href="#t1738">1738</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1739" href="#t1739">1739</a></span><span class="t">        <span class="str">'total_iteration'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1740" href="#t1740">1740</a></span><span class="t">        <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1741" href="#t1741">1741</a></span><span class="t">        <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1742" href="#t1742">1742</a></span><span class="t">        <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">mean</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1743" href="#t1743">1743</a></span><span class="t">        <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1744" href="#t1744">1744</a></span><span class="t">        <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'yscale'</span><span class="op">:</span> <span class="str">'log'</span><span class="op">,</span> <span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'total iterations'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1745" href="#t1745">1745</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1746" href="#t1746">1746</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1747" href="#t1747">1747</a></span><span class="t">        <span class="str">'total_iteration'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1748" href="#t1748">1748</a></span><span class="t">        <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1749" href="#t1749">1749</a></span><span class="t">        <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1750" href="#t1750">1750</a></span><span class="t">        <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">extra_mean</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1751" href="#t1751">1751</a></span><span class="t">        <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1752" href="#t1752">1752</a></span><span class="t">        <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'yscale'</span><span class="op">:</span> <span class="str">'linear'</span><span class="op">,</span> <span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'extra iterations'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1753" href="#t1753">1753</a></span><span class="t">        <span class="nam">name</span><span class="op">=</span><span class="str">'extra_iter'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1754" href="#t1754">1754</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1755" href="#t1755">1755</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1756" href="#t1756">1756</a></span><span class="t">        <span class="str">'error'</span><span class="op">,</span> <span class="str">'bit'</span><span class="op">,</span> <span class="key">True</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">mean</span><span class="op">,</span> <span class="nam">mask</span><span class="op">=</span><span class="nam">mask</span><span class="op">,</span> <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'yscale'</span><span class="op">:</span> <span class="str">'log'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1757" href="#t1757">1757</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1758" href="#t1758">1758</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1759" href="#t1759">1759</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_recovery_thresholds</span><span class="op">(</span><span class="nam">thresh_range</span><span class="op">=</span><span class="nam">np</span><span class="op">.</span><span class="nam">linspace</span><span class="op">(</span><span class="num">0.9</span><span class="op">,</span> <span class="num">1.3</span><span class="op">,</span> <span class="num">100</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1760" href="#t1760">1760</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1761" href="#t1761">1761</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1762" href="#t1762">1762</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1763" href="#t1763">1763</a></span><span class="t"><span class="key">if</span> <span class="nam">__name__</span> <span class="op">==</span> <span class="str">"__main__"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1764" href="#t1764">1764</a></span><span class="t">    <span class="nam">main</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1765" href="#t1765">1765</a></span><span class="t">    <span class="com"># compare_adaptivity_modes()</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1766" href="#t1766">1766</a></span><span class="t">    <span class="com"># check_local_error()</span>&nbsp;</span><span class="r"></span></p>
 </main>
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             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_5893b65af8042ae2_hook_py.html b/coverage/z_5893b65af8042ae2_hook_py.html
index c1803f97f7..6fa967b917 100644
--- a/coverage/z_5893b65af8042ae2_hook_py.html
+++ b/coverage/z_5893b65af8042ae2_hook_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_5893b65af8042ae2_paper_plots_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -200,7 +200,7 @@ <h2>
             <a class="nav" href="z_5893b65af8042ae2_paper_plots_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_5893b65af8042ae2_paper_plots_py.html b/coverage/z_5893b65af8042ae2_paper_plots_py.html
index 3c0213865f..9d4314d7ad 100644
--- a/coverage/z_5893b65af8042ae2_paper_plots_py.html
+++ b/coverage/z_5893b65af8042ae2_paper_plots_py.html
@@ -57,7 +57,7 @@ <h2>
             <span class="text">26 statements &nbsp;</span>
             <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">0<span class="text"> run</span></button>
             <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">26<span class="text"> missing</span></button>
-            <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">509<span class="text"> excluded</span></button>
+            <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">573<span class="text"> excluded</span></button>
         </h2>
         <p class="text">
             <a id="prevFileLink" class="nav" href="z_5893b65af8042ae2_hook_py.html">&#xab; prev</a> &nbsp; &nbsp;
@@ -65,7 +65,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -91,616 +91,686 @@ <h2>
     <p class="pln"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t">    <span class="nam">run_vdp</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t">    <span class="nam">run_quench</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t">    <span class="nam">run_AC</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t">    <span class="nam">RECOVERY_THRESH_ABS</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t"><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t">    <span class="nam">BaseStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t">    <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t">    <span class="nam">IterateStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t">    <span class="nam">HotRodStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t">    <span class="nam">DIRKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t">    <span class="nam">ERKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t">    <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t"><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">helpers</span><span class="op">.</span><span class="nam">plot_helper</span> <span class="key">import</span> <span class="nam">setup_mpl</span><span class="op">,</span> <span class="nam">figsize_by_journal</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">helpers</span><span class="op">.</span><span class="nam">stats_helper</span> <span class="key">import</span> <span class="nam">get_sorted</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t">    <span class="nam">run_RBC</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t">    <span class="nam">RECOVERY_THRESH_ABS</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t"><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t">    <span class="nam">BaseStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t">    <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t">    <span class="nam">IterateStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t">    <span class="nam">HotRodStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t">    <span class="nam">DIRKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t">    <span class="nam">ERKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t">    <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">helpers</span><span class="op">.</span><span class="nam">plot_helper</span> <span class="key">import</span> <span class="nam">setup_mpl</span><span class="op">,</span> <span class="nam">figsize_by_journal</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">helpers</span><span class="op">.</span><span class="nam">stats_helper</span> <span class="key">import</span> <span class="nam">get_sorted</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"><span class="nam">cm</span> <span class="op">=</span> <span class="num">1</span> <span class="op">/</span> <span class="num">2.5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"><span class="nam">TEXTWIDTH</span> <span class="op">=</span> <span class="num">11.9446244611</span> <span class="op">*</span> <span class="nam">cm</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"><span class="nam">JOURNAL</span> <span class="op">=</span> <span class="str">'Springer_Numerical_Algorithms'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"><span class="nam">BASE_PATH</span> <span class="op">=</span> <span class="str">'data/paper'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"><span class="nam">cm</span> <span class="op">=</span> <span class="num">1</span> <span class="op">/</span> <span class="num">2.5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"><span class="nam">TEXTWIDTH</span> <span class="op">=</span> <span class="num">11.9446244611</span> <span class="op">*</span> <span class="nam">cm</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"><span class="nam">JOURNAL</span> <span class="op">=</span> <span class="str">'Springer_Numerical_Algorithms'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"><span class="nam">BASE_PATH</span> <span class="op">=</span> <span class="str">'data/paper'</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t"><span class="key">def</span> <span class="nam">get_stats</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">path</span><span class="op">=</span><span class="str">'data/stats-jusuf'</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">strategy_type</span><span class="op">=</span><span class="str">'SDC'</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t"><span class="str">    Create a FaultStats object for a given problem to use for the plots.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"><span class="str">    Note that the statistics need to be already generated somewhere else, this function will only load them.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"><span class="str">        path (str): Path to the associated stats for the problem</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t"><span class="str">        FaultStats: Object to analyse resilience statistics from</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t">    <span class="key">if</span> <span class="nam">strategy_type</span> <span class="op">==</span> <span class="str">'SDC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span><span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">IterateStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t">        <span class="key">if</span> <span class="nam">JOURNAL</span> <span class="key">not</span> <span class="key">in</span> <span class="op">[</span><span class="str">'JSC_beamer'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t">            <span class="nam">strategies</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">HotRodStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t">    <span class="key">elif</span> <span class="nam">strategy_type</span> <span class="op">==</span> <span class="str">'RK'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span><span class="nam">DIRKStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Lorenz'</span><span class="op">,</span> <span class="str">'run_vdp'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t">            <span class="nam">strategies</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">ERKStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t">    <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">FaultStats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t">        <span class="nam">prob</span><span class="op">=</span><span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t">        <span class="nam">strategies</span><span class="op">=</span><span class="nam">strategies</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t">        <span class="nam">faults</span><span class="op">=</span><span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t">        <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">        <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1.1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t">        <span class="nam">recovery_thresh_abs</span><span class="op">=</span><span class="nam">RECOVERY_THRESH_ABS</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t">        <span class="nam">mode</span><span class="op">=</span><span class="str">'default'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t">        <span class="nam">stats_path</span><span class="op">=</span><span class="nam">path</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t">        <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t">    <span class="key">return</span> <span class="nam">stats_analyser</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"><span class="key">def</span> <span class="nam">get_stats</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">path</span><span class="op">=</span><span class="str">'data/stats-jusuf'</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">strategy_type</span><span class="op">=</span><span class="str">'SDC'</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"><span class="str">    Create a FaultStats object for a given problem to use for the plots.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t"><span class="str">    Note that the statistics need to be already generated somewhere else, this function will only load them.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"><span class="str">        path (str): Path to the associated stats for the problem</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t"><span class="str">        FaultStats: Object to analyse resilience statistics from</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t">    <span class="key">if</span> <span class="nam">strategy_type</span> <span class="op">==</span> <span class="str">'SDC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span><span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">IterateStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t">        <span class="key">if</span> <span class="nam">JOURNAL</span> <span class="key">not</span> <span class="key">in</span> <span class="op">[</span><span class="str">'JSC_beamer'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t">            <span class="nam">strategies</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">HotRodStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">    <span class="key">elif</span> <span class="nam">strategy_type</span> <span class="op">==</span> <span class="str">'RK'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span><span class="nam">DIRKStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Lorenz'</span><span class="op">,</span> <span class="str">'run_vdp'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t">            <span class="nam">strategies</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">ERKStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t">    <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">FaultStats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t">        <span class="nam">prob</span><span class="op">=</span><span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t">        <span class="nam">strategies</span><span class="op">=</span><span class="nam">strategies</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t">        <span class="nam">faults</span><span class="op">=</span><span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">        <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t">        <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1.1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t">        <span class="nam">recovery_thresh_abs</span><span class="op">=</span><span class="nam">RECOVERY_THRESH_ABS</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t">        <span class="nam">mode</span><span class="op">=</span><span class="str">'default'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t">        <span class="nam">stats_path</span><span class="op">=</span><span class="nam">path</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t">        <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t">    <span class="key">return</span> <span class="nam">stats_analyser</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t"><span class="key">def</span> <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">    <span class="nam">setup_mpl</span><span class="op">(</span><span class="nam">reset</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">font_size</span><span class="op">=</span><span class="num">8</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">    <span class="nam">mpl</span><span class="op">.</span><span class="nam">rcParams</span><span class="op">.</span><span class="nam">update</span><span class="op">(</span><span class="op">{</span><span class="str">'lines.markersize'</span><span class="op">:</span> <span class="num">6</span><span class="op">}</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t"><span class="key">def</span> <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">    <span class="nam">setup_mpl</span><span class="op">(</span><span class="nam">reset</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">font_size</span><span class="op">=</span><span class="num">8</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">    <span class="nam">mpl</span><span class="op">.</span><span class="nam">rcParams</span><span class="op">.</span><span class="nam">update</span><span class="op">(</span><span class="op">{</span><span class="str">'lines.markersize'</span><span class="op">:</span> <span class="num">6</span><span class="op">}</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t"><span class="key">def</span> <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="nam">name</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'pdf'</span><span class="op">,</span> <span class="nam">tight_layout</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t"><span class="str">    Save a figure to some predefined location.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t"><span class="str">        fig (Matplotlib.Figure): The figure of the plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t"><span class="str">        name (str): The name of the plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t"><span class="str">        tight_layout (bool): Apply tight layout or leave as is</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t">    <span class="key">if</span> <span class="nam">tight_layout</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t">        <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">    <span class="nam">path</span> <span class="op">=</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">BASE_PATH</span><span class="op">}</span><span class="fst">/</span><span class="op">{</span><span class="nam">name</span><span class="op">}</span><span class="fst">.</span><span class="op">{</span><span class="nam">format</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="nam">bbox_inches</span><span class="op">=</span><span class="str">'tight'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">dpi</span><span class="op">=</span><span class="num">200</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t">    <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">saved "</span><span class="op">{</span><span class="nam">path</span><span class="op">}</span><span class="fst">"</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t"><span class="key">def</span> <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="nam">name</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'pdf'</span><span class="op">,</span> <span class="nam">tight_layout</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t"><span class="str">    Save a figure to some predefined location.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t"><span class="str">        fig (Matplotlib.Figure): The figure of the plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t"><span class="str">        name (str): The name of the plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t"><span class="str">        tight_layout (bool): Apply tight layout or leave as is</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t">    <span class="key">if</span> <span class="nam">tight_layout</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">        <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t">    <span class="nam">path</span> <span class="op">=</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">BASE_PATH</span><span class="op">}</span><span class="fst">/</span><span class="op">{</span><span class="nam">name</span><span class="op">}</span><span class="fst">.</span><span class="op">{</span><span class="nam">format</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="nam">bbox_inches</span><span class="op">=</span><span class="str">'tight'</span><span class="op">,</span> <span class="nam">transparent</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">dpi</span><span class="op">=</span><span class="num">200</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">    <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">saved "</span><span class="op">{</span><span class="nam">path</span><span class="op">}</span><span class="fst">"</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t"><span class="key">def</span> <span class="nam">analyse_resilience</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">path</span><span class="op">=</span><span class="str">'data/stats'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t"><span class="str">    Generate some stats for resilience / load them if already available and make some plots.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"><span class="str">        path (str): Path to the associated stats for the problem</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t">    <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">get_stats</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">path</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t">    <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">IterateStrategy</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t">    <span class="nam">not_fixed</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_mask</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">key</span><span class="op">=</span><span class="str">'recovered'</span><span class="op">,</span> <span class="nam">val</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t">    <span class="nam">not_overflow</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_mask</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">key</span><span class="op">=</span><span class="str">'bit'</span><span class="op">,</span> <span class="nam">val</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="str">'uneq'</span><span class="op">,</span> <span class="nam">old_mask</span><span class="op">=</span><span class="nam">not_fixed</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">print_faults</span><span class="op">(</span><span class="nam">not_overflow</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t">    <span class="nam">compare_strategies</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">    <span class="nam">plot_recovery_rate</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t"><span class="key">def</span> <span class="nam">analyse_resilience</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">path</span><span class="op">=</span><span class="str">'data/stats'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t"><span class="str">    Generate some stats for resilience / load them if already available and make some plots.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t"><span class="str">        path (str): Path to the associated stats for the problem</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t">    <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">get_stats</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">path</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_recovered</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t">    <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">IterateStrategy</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t">    <span class="nam">not_fixed</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_mask</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">key</span><span class="op">=</span><span class="str">'recovered'</span><span class="op">,</span> <span class="nam">val</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">    <span class="nam">not_overflow</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_mask</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">key</span><span class="op">=</span><span class="str">'bit'</span><span class="op">,</span> <span class="nam">val</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">op</span><span class="op">=</span><span class="str">'uneq'</span><span class="op">,</span> <span class="nam">old_mask</span><span class="op">=</span><span class="nam">not_fixed</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">print_faults</span><span class="op">(</span><span class="nam">not_overflow</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">    <span class="nam">compare_strategies</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">    <span class="nam">plot_recovery_rate</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t"><span class="key">def</span> <span class="nam">compare_strategies</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t"><span class="str">    Make a plot showing local error and iteration number of time for all strategies</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t"><span class="str">        stats_analyser (FaultStats): Fault stats object, which contains some stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="op">(</span><span class="nam">TEXTWIDTH</span><span class="op">,</span> <span class="num">5</span> <span class="op">*</span> <span class="nam">cm</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">compare_strategies</span><span class="op">(</span><span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'compare_strategies'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t"><span class="key">def</span> <span class="nam">compare_strategies</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"><span class="str">    Make a plot showing local error and iteration number of time for all strategies</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"><span class="str">        stats_analyser (FaultStats): Fault stats object, which contains some stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="op">(</span><span class="nam">TEXTWIDTH</span><span class="op">,</span> <span class="num">5</span> <span class="op">*</span> <span class="nam">cm</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">compare_strategies</span><span class="op">(</span><span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'compare_strategies'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_recovery_rate</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t"><span class="str">    Make a plot showing recovery rate for all faults and only for those that can be recovered.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t"><span class="str">        stats_analyser (FaultStats): Fault stats object, which contains some stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="op">(</span><span class="nam">TEXTWIDTH</span><span class="op">,</span> <span class="num">5</span> <span class="op">*</span> <span class="nam">cm</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">        <span class="str">'recovered'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">        <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">        <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">        <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">        <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">        <span class="nam">plotting_args</span><span class="op">=</span><span class="op">{</span><span class="str">'markevery'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">        <span class="nam">ax</span><span class="op">=</span><span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">    <span class="nam">plot_recovery_rate_recoverable_only</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">,</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">ylabel</span><span class="op">=</span><span class="str">''</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">get_legend</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">remove</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">'All faults'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">'Only recoverable faults'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylim</span><span class="op">(</span><span class="op">(</span><span class="op">-</span><span class="num">0.05</span><span class="op">,</span> <span class="num">1.05</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'recovery_rate_compared'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_recovery_rate</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t"><span class="str">    Make a plot showing recovery rate for all faults and only for those that can be recovered.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t"><span class="str">        stats_analyser (FaultStats): Fault stats object, which contains some stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="op">(</span><span class="nam">TEXTWIDTH</span><span class="op">,</span> <span class="num">5</span> <span class="op">*</span> <span class="nam">cm</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">    <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">        <span class="str">'recovered'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">        <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">        <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">        <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">        <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="str">'ylabel'</span><span class="op">:</span> <span class="str">'recovery rate'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">        <span class="nam">plotting_args</span><span class="op">=</span><span class="op">{</span><span class="str">'markevery'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">        <span class="nam">ax</span><span class="op">=</span><span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">    <span class="nam">plot_recovery_rate_recoverable_only</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">,</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">ylabel</span><span class="op">=</span><span class="str">''</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">get_legend</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">remove</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">'All faults'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">'Only recoverable faults'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylim</span><span class="op">(</span><span class="op">(</span><span class="op">-</span><span class="num">0.05</span><span class="op">,</span> <span class="num">1.05</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'recovery_rate_compared'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_recovery_rate_recoverable_only</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">,</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t"><span class="str">    Plot the recovery rate considering only faults that can be recovered theoretically.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t"><span class="str">        stats_analyser (FaultStats): Fault stats object, which contains some stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t"><span class="str">        fig (matplotlib.pyplot.figure): Figure in which to plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t"><span class="str">        ax (matplotlib.pyplot.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t">        <span class="nam">fixable</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_fixable_faults_only</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t">        <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t">            <span class="str">'recovered'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">            <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">            <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">            <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t">            <span class="nam">mask</span><span class="op">=</span><span class="nam">fixable</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t">            <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">            <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">            <span class="nam">fig</span><span class="op">=</span><span class="nam">fig</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">            <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t">            <span class="nam">plotting_args</span><span class="op">=</span><span class="op">{</span><span class="str">'markevery'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_recovery_rate_recoverable_only</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">,</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t"><span class="str">    Plot the recovery rate considering only faults that can be recovered theoretically.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t"><span class="str">        stats_analyser (FaultStats): Fault stats object, which contains some stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t"><span class="str">        fig (matplotlib.pyplot.figure): Figure in which to plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t"><span class="str">        ax (matplotlib.pyplot.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">strategies</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t">        <span class="nam">fixable</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">get_fixable_faults_only</span><span class="op">(</span><span class="nam">strategy</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t">        <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">plot_things_per_things</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">            <span class="str">'recovered'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">            <span class="str">'bit'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">            <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t">            <span class="nam">op</span><span class="op">=</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">rec_rate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t">            <span class="nam">mask</span><span class="op">=</span><span class="nam">fixable</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">            <span class="nam">args</span><span class="op">=</span><span class="op">{</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">            <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">            <span class="nam">fig</span><span class="op">=</span><span class="nam">fig</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t">            <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">strategies</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">            <span class="nam">plotting_args</span><span class="op">=</span><span class="op">{</span><span class="str">'markevery'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t"><span class="key">def</span> <span class="nam">compare_recovery_rate_problems</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t"><span class="str">    Compare the recovery rate for vdP, Lorenz and Schroedinger problems.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t"><span class="str">    Only faults that can be recovered are shown.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t">    <span class="nam">stats</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t">        <span class="nam">get_stats</span><span class="op">(</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t">        <span class="nam">get_stats</span><span class="op">(</span><span class="nam">run_quench</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t">        <span class="nam">get_stats</span><span class="op">(</span><span class="nam">run_Schroedinger</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t">        <span class="nam">get_stats</span><span class="op">(</span><span class="nam">run_AC</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t">    <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">    <span class="nam">titles</span> <span class="op">=</span> <span class="op">[</span><span class="str">'Van der Pol'</span><span class="op">,</span> <span class="str">'Quench'</span><span class="op">,</span> <span class="str">r'Schr\"odinger'</span><span class="op">,</span> <span class="str">'Allen-Cahn'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">0.8</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t">    <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t">        <span class="nam">plot_recovery_rate_recoverable_only</span><span class="op">(</span><span class="nam">stats</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">ylabel</span><span class="op">=</span><span class="str">''</span><span class="op">,</span> <span class="nam">title</span><span class="op">=</span><span class="nam">titles</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">stats</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">    <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t">    <span class="key">for</span> <span class="nam">ax</span> <span class="key">in</span> <span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">get_legend</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">remove</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t">    <span class="key">if</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'strategy_type'</span><span class="op">,</span> <span class="str">'SDC'</span><span class="op">)</span> <span class="op">==</span> <span class="str">'SDC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t">        <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">loc</span><span class="op">=</span><span class="str">"lower right"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t">        <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">loc</span><span class="op">=</span><span class="str">"lower right"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylim</span><span class="op">(</span><span class="op">(</span><span class="op">-</span><span class="num">0.05</span><span class="op">,</span> <span class="num">1.05</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'recovery rate'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'recovery rate'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t">    <span class="nam">name</span> <span class="op">=</span> <span class="str">''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t">    <span class="key">for</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">val</span> <span class="key">in</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t">        <span class="nam">name</span> <span class="op">=</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">name</span><span class="op">}</span><span class="fst">_</span><span class="op">{</span><span class="nam">key</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">val</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t"><span class="key">def</span> <span class="nam">compare_recovery_rate_problems</span><span class="op">(</span><span class="nam">target</span><span class="op">=</span><span class="str">'resilience'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t"><span class="str">    Compare the recovery rate for various problems.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"><span class="str">    Only faults that can be recovered are shown.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t">    <span class="key">if</span> <span class="nam">target</span> <span class="op">==</span> <span class="str">'resilience'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t">        <span class="nam">problems</span> <span class="op">=</span> <span class="op">[</span><span class="nam">run_Lorenz</span><span class="op">,</span> <span class="nam">run_Schroedinger</span><span class="op">,</span> <span class="nam">run_AC</span><span class="op">,</span> <span class="nam">run_RBC</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t">        <span class="nam">titles</span> <span class="op">=</span> <span class="op">[</span><span class="str">'Lorenz'</span><span class="op">,</span> <span class="str">r'Schr\"odinger'</span><span class="op">,</span> <span class="str">'Allen-Cahn'</span><span class="op">,</span> <span class="str">'Rayleigh-Benard'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t">    <span class="key">elif</span> <span class="nam">target</span> <span class="op">==</span> <span class="str">'thesis'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t">        <span class="nam">problems</span> <span class="op">=</span> <span class="op">[</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="nam">run_Lorenz</span><span class="op">,</span> <span class="nam">run_AC</span><span class="op">,</span> <span class="nam">run_RBC</span><span class="op">]</span>  <span class="com"># TODO: swap in Gray-Scott</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">        <span class="nam">titles</span> <span class="op">=</span> <span class="op">[</span><span class="str">'Van der Pol'</span><span class="op">,</span> <span class="str">'Lorenz'</span><span class="op">,</span> <span class="str">'Allen-Cahn'</span><span class="op">,</span> <span class="str">'Rayleigh-Benard'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t">        <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t">    <span class="nam">stats</span> <span class="op">=</span> <span class="op">[</span><span class="nam">get_stats</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span> <span class="key">for</span> <span class="nam">problem</span> <span class="key">in</span> <span class="nam">problems</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">0.8</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t">    <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t">        <span class="nam">plot_recovery_rate_recoverable_only</span><span class="op">(</span><span class="nam">stats</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">ylabel</span><span class="op">=</span><span class="str">''</span><span class="op">,</span> <span class="nam">title</span><span class="op">=</span><span class="nam">titles</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">stats</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t">    <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t">    <span class="key">for</span> <span class="nam">ax</span> <span class="key">in</span> <span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">get_legend</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">remove</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t">    <span class="key">if</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'strategy_type'</span><span class="op">,</span> <span class="str">'SDC'</span><span class="op">)</span> <span class="op">==</span> <span class="str">'SDC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t">        <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">loc</span><span class="op">=</span><span class="str">"lower right"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t">        <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">loc</span><span class="op">=</span><span class="str">"lower right"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylim</span><span class="op">(</span><span class="op">(</span><span class="op">-</span><span class="num">0.05</span><span class="op">,</span> <span class="num">1.05</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'recovery rate'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'recovery rate'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="fst">f'</span><span class="fst">compare_equations</span><span class="op">{</span><span class="nam">name</span><span class="op">}</span><span class="fst">.pdf</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_adaptivity_stuff</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t"><span class="str">    Plot the solution for a van der Pol problem as well as the local error and cost associated with the base scheme and</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t"><span class="str">    adaptivity in k and dt in order to demonstrate that adaptivity is useful.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">hooks</span><span class="op">.</span><span class="nam">log_errors</span> <span class="key">import</span> <span class="nam">LogLocalErrorPostStep</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">hooks</span><span class="op">.</span><span class="nam">log_work</span> <span class="key">import</span> <span class="nam">LogWork</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">hook</span> <span class="key">import</span> <span class="nam">LogData</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t">    <span class="key">import</span> <span class="nam">pickle</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t">    <span class="nam">scale</span> <span class="op">=</span> <span class="num">0.5</span> <span class="key">if</span> <span class="nam">JOURNAL</span> <span class="op">==</span> <span class="str">'JSC_beamer'</span> <span class="key">else</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">3</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="nam">scale</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t">    <span class="nam">name</span> <span class="op">=</span> <span class="str">''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t">    <span class="key">for</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">val</span> <span class="key">in</span> <span class="nam">kwargs</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t">        <span class="nam">name</span> <span class="op">=</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">name</span><span class="op">}</span><span class="fst">_</span><span class="op">{</span><span class="nam">key</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">val</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="fst">f'</span><span class="fst">compare_equations</span><span class="op">{</span><span class="nam">name</span><span class="op">}</span><span class="fst">.pdf</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_adaptivity_stuff</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t"><span class="str">    Plot the solution for a van der Pol problem as well as the local error and cost associated with the base scheme and</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t"><span class="str">    adaptivity in k and dt in order to demonstrate that adaptivity is useful.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">hooks</span><span class="op">.</span><span class="nam">log_errors</span> <span class="key">import</span> <span class="nam">LogLocalErrorPostStep</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">hooks</span><span class="op">.</span><span class="nam">log_work</span> <span class="key">import</span> <span class="nam">LogWork</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">hook</span> <span class="key">import</span> <span class="nam">LogData</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t">    <span class="key">import</span> <span class="nam">pickle</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t">    <span class="key">def</span> <span class="nam">plot_error</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">ax</span><span class="op">,</span> <span class="nam">iter_ax</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t"><span class="str">        Plot global error and cumulative sum of iterations</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t">    <span class="nam">scale</span> <span class="op">=</span> <span class="num">0.5</span> <span class="key">if</span> <span class="nam">JOURNAL</span> <span class="op">==</span> <span class="str">'JSC_beamer'</span> <span class="key">else</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">3</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="nam">scale</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t"><span class="str">            stats (dict): Stats from pySDC run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t"><span class="str">            ax (Matplotlib.pyplot.axes): Somewhere to plot the error</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t"><span class="str">            iter_ax (Matplotlib.pyplot.axes): Somewhere to plot the iterations</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t"><span class="str">            strategy (pySDC.projects.Resilience.fault_stats.Strategy): The resilience strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t">        <span class="nam">markevery</span> <span class="op">=</span> <span class="num">1</span> <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">strategy</span><span class="op">)</span> <span class="key">in</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">AdaptivityPolynomialError</span><span class="op">]</span> <span class="key">else</span> <span class="num">10000</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t">        <span class="nam">e</span> <span class="op">=</span> <span class="nam">stats</span><span class="op">[</span><span class="str">'e_local_post_step'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">e</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">e</span><span class="op">]</span><span class="op">,</span> <span class="nam">markevery</span><span class="op">=</span><span class="nam">markevery</span><span class="op">,</span> <span class="op">**</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">style</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t">        <span class="nam">k</span> <span class="op">=</span> <span class="nam">stats</span><span class="op">[</span><span class="str">'work_newton'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t">        <span class="nam">iter_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t">            <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">k</span><span class="op">]</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">cumsum</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">k</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="op">**</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">style</span><span class="op">,</span> <span class="nam">markevery</span><span class="op">=</span><span class="nam">markevery</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_yscale</span><span class="op">(</span><span class="str">'log'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'local error'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t">        <span class="nam">iter_ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">r'Newton iterations'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t">    <span class="nam">run</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t">    <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="op">[</span><span class="nam">BaseStrategy</span><span class="op">,</span> <span class="nam">IterateStrategy</span><span class="op">,</span> <span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">AdaptivityPolynomialError</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t">        <span class="nam">S</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">(</span><span class="nam">newton_inexactness</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">S</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">=</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'mu'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1000</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'u0'</span><span class="op">]</span> <span class="op">=</span> <span class="op">(</span><span class="num">1.1</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t">        <span class="key">if</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">BaseStrategy</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'maxiter'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t">        <span class="key">if</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="op">[</span><span class="nam">BaseStrategy</span><span class="op">,</span> <span class="nam">IterateStrategy</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'QI'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'LU'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t">        <span class="key">if</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="op">[</span><span class="nam">IterateStrategy</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'maxiter'</span><span class="op">]</span> <span class="op">=</span> <span class="num">99</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'restol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-10</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t">        <span class="nam">path</span> <span class="op">=</span> <span class="fst">f'</span><span class="fst">./data/adaptivity_paper_plot_data_</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst">.pickle</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t">        <span class="key">if</span> <span class="nam">run</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t">            <span class="nam">stats</span><span class="op">,</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">run_vdp</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t">                <span class="nam">custom_description</span><span class="op">=</span><span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t">                <span class="nam">Tend</span><span class="op">=</span><span class="num">20</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t">                <span class="nam">hook_class</span><span class="op">=</span><span class="op">[</span><span class="nam">LogLocalErrorPostStep</span><span class="op">,</span> <span class="nam">LogWork</span><span class="op">,</span> <span class="nam">LogData</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t">                <span class="nam">custom_controller_params</span><span class="op">=</span><span class="op">{</span><span class="str">'logger_level'</span><span class="op">:</span> <span class="num">15</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t">            <span class="nam">data</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t">                <span class="str">'u'</span><span class="op">:</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t">                <span class="str">'e_local_post_step'</span><span class="op">:</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'e_local_post_step'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t">                <span class="str">'work_newton'</span><span class="op">:</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'work_newton'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t">            <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'wb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t">                <span class="nam">pickle</span><span class="op">.</span><span class="nam">dump</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t">            <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'rb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t">                <span class="nam">data</span> <span class="op">=</span> <span class="nam">pickle</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t">        <span class="nam">plot_error</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">axs</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t">        <span class="key">if</span> <span class="nam">strategy</span> <span class="op">==</span> <span class="nam">BaseStrategy</span> <span class="key">or</span> <span class="key">True</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t">            <span class="nam">u</span> <span class="op">=</span> <span class="nam">data</span><span class="op">[</span><span class="str">'u'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t">            <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'black'</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">r'$u$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t">    <span class="key">def</span> <span class="nam">plot_error</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">ax</span><span class="op">,</span> <span class="nam">iter_ax</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t"><span class="str">        Plot global error and cumulative sum of iterations</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t"><span class="str">            stats (dict): Stats from pySDC run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t"><span class="str">            ax (Matplotlib.pyplot.axes): Somewhere to plot the error</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t"><span class="str">            iter_ax (Matplotlib.pyplot.axes): Somewhere to plot the iterations</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t"><span class="str">            strategy (pySDC.projects.Resilience.fault_stats.Strategy): The resilience strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t">        <span class="nam">markevery</span> <span class="op">=</span> <span class="num">1</span> <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">strategy</span><span class="op">)</span> <span class="key">in</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">AdaptivityPolynomialError</span><span class="op">]</span> <span class="key">else</span> <span class="num">10000</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t">        <span class="nam">e</span> <span class="op">=</span> <span class="nam">stats</span><span class="op">[</span><span class="str">'e_local_post_step'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">e</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">e</span><span class="op">]</span><span class="op">,</span> <span class="nam">markevery</span><span class="op">=</span><span class="nam">markevery</span><span class="op">,</span> <span class="op">**</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">style</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t">        <span class="nam">k</span> <span class="op">=</span> <span class="nam">stats</span><span class="op">[</span><span class="str">'work_newton'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t">        <span class="nam">iter_ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t">            <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">k</span><span class="op">]</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">cumsum</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">k</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="op">**</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">style</span><span class="op">,</span> <span class="nam">markevery</span><span class="op">=</span><span class="nam">markevery</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_yscale</span><span class="op">(</span><span class="str">'log'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'local error'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t">        <span class="nam">iter_ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">r'Newton iterations'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t">    <span class="nam">run</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t">    <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="op">[</span><span class="nam">BaseStrategy</span><span class="op">,</span> <span class="nam">IterateStrategy</span><span class="op">,</span> <span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">AdaptivityPolynomialError</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t">        <span class="nam">S</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">(</span><span class="nam">newton_inexactness</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">S</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">=</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'mu'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1000</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'u0'</span><span class="op">]</span> <span class="op">=</span> <span class="op">(</span><span class="num">1.1</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t">        <span class="key">if</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">BaseStrategy</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'maxiter'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">        <span class="key">if</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="op">[</span><span class="nam">BaseStrategy</span><span class="op">,</span> <span class="nam">IterateStrategy</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'QI'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'LU'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t">        <span class="key">if</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="op">[</span><span class="nam">IterateStrategy</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'maxiter'</span><span class="op">]</span> <span class="op">=</span> <span class="num">99</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'restol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-10</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t">        <span class="nam">path</span> <span class="op">=</span> <span class="fst">f'</span><span class="fst">./data/adaptivity_paper_plot_data_</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst">.pickle</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t">        <span class="key">if</span> <span class="nam">run</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t">            <span class="nam">stats</span><span class="op">,</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">run_vdp</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t">                <span class="nam">custom_description</span><span class="op">=</span><span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t">                <span class="nam">Tend</span><span class="op">=</span><span class="num">20</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t">                <span class="nam">hook_class</span><span class="op">=</span><span class="op">[</span><span class="nam">LogLocalErrorPostStep</span><span class="op">,</span> <span class="nam">LogWork</span><span class="op">,</span> <span class="nam">LogData</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t">                <span class="nam">custom_controller_params</span><span class="op">=</span><span class="op">{</span><span class="str">'logger_level'</span><span class="op">:</span> <span class="num">15</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t">            <span class="nam">data</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t">                <span class="str">'u'</span><span class="op">:</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t">                <span class="str">'e_local_post_step'</span><span class="op">:</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'e_local_post_step'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t">                <span class="str">'work_newton'</span><span class="op">:</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'work_newton'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t">            <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'wb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t">                <span class="nam">pickle</span><span class="op">.</span><span class="nam">dump</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t">            <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'rb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t">                <span class="nam">data</span> <span class="op">=</span> <span class="nam">pickle</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t">        <span class="nam">plot_error</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">axs</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">r'$t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'solution'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="nam">JOURNAL</span> <span class="op">==</span> <span class="str">'JSC_beamer'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">.</span><span class="nam">set_yscale</span><span class="op">(</span><span class="str">'log'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'adaptivity'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_fault_vdp</span><span class="op">(</span><span class="nam">bit</span><span class="op">=</span><span class="num">0</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t"><span class="str">    Make a plot showing the impact of a fault on van der Pol without any resilience.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t"><span class="str">    The faults are inserted in the last iteration in the last node in u_t such that you can best see the impact.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t"><span class="str">        bit (int): The bit that you want to flip</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">fault_stats</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t">        <span class="nam">FaultStats</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t">        <span class="nam">BaseStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">hook</span> <span class="key">import</span> <span class="nam">LogData</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t">    <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">FaultStats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t">        <span class="nam">prob</span><span class="op">=</span><span class="nam">run_vdp</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t">        <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t">        <span class="nam">faults</span><span class="op">=</span><span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t">        <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t">        <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1.1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t">        <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t">        <span class="nam">mode</span><span class="op">=</span><span class="str">'combination'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.8</span><span class="op">,</span> <span class="num">0.5</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t">    <span class="nam">colors</span> <span class="op">=</span> <span class="op">[</span><span class="str">'blue'</span><span class="op">,</span> <span class="str">'red'</span><span class="op">,</span> <span class="str">'magenta'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t">    <span class="nam">ls</span> <span class="op">=</span> <span class="op">[</span><span class="str">'--'</span><span class="op">,</span> <span class="str">'-'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t">    <span class="nam">markers</span> <span class="op">=</span> <span class="op">[</span><span class="str">'*'</span><span class="op">,</span> <span class="str">'^'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t">    <span class="nam">do_faults</span> <span class="op">=</span> <span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t">    <span class="nam">superscripts</span> <span class="op">=</span> <span class="op">[</span><span class="str">'*'</span><span class="op">,</span> <span class="str">''</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t355" href="#t355">355</a></span><span class="t">    <span class="nam">subscripts</span> <span class="op">=</span> <span class="op">[</span><span class="str">''</span><span class="op">,</span> <span class="str">'t'</span><span class="op">,</span> <span class="str">''</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t">    <span class="nam">run</span> <span class="op">=</span> <span class="num">779</span> <span class="op">+</span> <span class="num">12</span> <span class="op">*</span> <span class="nam">bit</span>  <span class="com"># for faults in u_t</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t">    <span class="com">#  run = 11 + 12 * bit  # for faults in u</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">do_faults</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t">        <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">Tend</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t">            <span class="nam">strategy</span><span class="op">=</span><span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t363" href="#t363">363</a></span><span class="t">            <span class="nam">run</span><span class="op">=</span><span class="nam">run</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t364" href="#t364">364</a></span><span class="t">            <span class="nam">faults</span><span class="op">=</span><span class="nam">do_faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t365" href="#t365">365</a></span><span class="t">            <span class="nam">hook_class</span><span class="op">=</span><span class="op">[</span><span class="nam">LogData</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t366" href="#t366">366</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t">        <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t">        <span class="nam">faults</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'bitflip'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t">        <span class="key">for</span> <span class="nam">j</span> <span class="key">in</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t371" href="#t371">371</a></span><span class="t">                <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t372" href="#t372">372</a></span><span class="t">                <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="nam">j</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t373" href="#t373">373</a></span><span class="t">                <span class="nam">ls</span><span class="op">=</span><span class="nam">ls</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t374" href="#t374">374</a></span><span class="t">                <span class="nam">color</span><span class="op">=</span><span class="nam">colors</span><span class="op">[</span><span class="nam">j</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t375" href="#t375">375</a></span><span class="t">                <span class="nam">label</span><span class="op">=</span><span class="fst">rf'</span><span class="fst">$u^{</span> <span class="op">{</span><span class="nam">superscripts</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">}</span><span class="fst">}</span> <span class="fst">_{</span> <span class="op">{</span><span class="nam">subscripts</span><span class="op">[</span><span class="nam">j</span><span class="op">]</span><span class="op">}</span><span class="fst">}</span> <span class="fst">$</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t">                <span class="nam">marker</span><span class="op">=</span><span class="nam">markers</span><span class="op">[</span><span class="nam">j</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t">                <span class="nam">markevery</span><span class="op">=</span><span class="num">60</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t379" href="#t379">379</a></span><span class="t">        <span class="key">for</span> <span class="nam">idx</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t380" href="#t380">380</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">axvline</span><span class="op">(</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'black'</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">'Fault'</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">':'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t381" href="#t381">381</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t382" href="#t382">382</a></span><span class="t">                <span class="fst">f'</span><span class="fst">Fault at t=</span><span class="op">{</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">, iter=</span><span class="op">{</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">}</span><span class="fst">, node=</span><span class="op">{</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">}</span><span class="fst">, space=</span><span class="op">{</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">3</span><span class="op">]</span><span class="op">}</span><span class="fst">, bit=</span><span class="op">{</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">4</span><span class="op">]</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t383" href="#t383">383</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Fault in bit </span><span class="op">{</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">4</span><span class="op">]</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t386" href="#t386">386</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">loc</span><span class="op">=</span><span class="str">'lower left'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">r'$t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t388" href="#t388">388</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="fst">f'</span><span class="fst">fault_bit_</span><span class="op">{</span><span class="nam">bit</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t389" href="#t389">389</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t390" href="#t390">390</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_quench_solution</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t392" href="#t392">392</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t"><span class="str">    Plot the solution of Quench problem over time</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t399" href="#t399">399</a></span><span class="t">    <span class="key">if</span> <span class="nam">JOURNAL</span> <span class="op">==</span> <span class="str">'JSC_beamer'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="num">0.9</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t402" href="#t402">402</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">1.0</span><span class="op">,</span> <span class="num">0.45</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t403" href="#t403">403</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">    <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t">    <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">run_quench</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t">        <span class="key">if</span> <span class="nam">strategy</span> <span class="op">==</span> <span class="nam">BaseStrategy</span> <span class="key">or</span> <span class="key">True</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t">            <span class="nam">u</span> <span class="op">=</span> <span class="nam">data</span><span class="op">[</span><span class="str">'u'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t">            <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'black'</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">r'$u$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">r'$t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'solution'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="nam">JOURNAL</span> <span class="op">==</span> <span class="str">'JSC_beamer'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">.</span><span class="nam">set_yscale</span><span class="op">(</span><span class="str">'log'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'adaptivity'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_fault_vdp</span><span class="op">(</span><span class="nam">bit</span><span class="op">=</span><span class="num">0</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t"><span class="str">    Make a plot showing the impact of a fault on van der Pol without any resilience.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t"><span class="str">    The faults are inserted in the last iteration in the last node in u_t such that you can best see the impact.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t"><span class="str">        bit (int): The bit that you want to flip</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">fault_stats</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t">        <span class="nam">FaultStats</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t">        <span class="nam">BaseStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">hook</span> <span class="key">import</span> <span class="nam">LogData</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t">    <span class="nam">stats_analyser</span> <span class="op">=</span> <span class="nam">FaultStats</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t">        <span class="nam">prob</span><span class="op">=</span><span class="nam">run_vdp</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t">        <span class="nam">strategies</span><span class="op">=</span><span class="op">[</span><span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t">        <span class="nam">faults</span><span class="op">=</span><span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t">        <span class="nam">reload</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t">        <span class="nam">recovery_thresh</span><span class="op">=</span><span class="num">1.1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t">        <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t">        <span class="nam">mode</span><span class="op">=</span><span class="str">'combination'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.8</span><span class="op">,</span> <span class="num">0.5</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t">    <span class="nam">colors</span> <span class="op">=</span> <span class="op">[</span><span class="str">'blue'</span><span class="op">,</span> <span class="str">'red'</span><span class="op">,</span> <span class="str">'magenta'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t355" href="#t355">355</a></span><span class="t">    <span class="nam">ls</span> <span class="op">=</span> <span class="op">[</span><span class="str">'--'</span><span class="op">,</span> <span class="str">'-'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t">    <span class="nam">markers</span> <span class="op">=</span> <span class="op">[</span><span class="str">'*'</span><span class="op">,</span> <span class="str">'^'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t">    <span class="nam">do_faults</span> <span class="op">=</span> <span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t">    <span class="nam">superscripts</span> <span class="op">=</span> <span class="op">[</span><span class="str">'*'</span><span class="op">,</span> <span class="str">''</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t">    <span class="nam">subscripts</span> <span class="op">=</span> <span class="op">[</span><span class="str">''</span><span class="op">,</span> <span class="str">'t'</span><span class="op">,</span> <span class="str">''</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t">    <span class="nam">run</span> <span class="op">=</span> <span class="num">779</span> <span class="op">+</span> <span class="num">12</span> <span class="op">*</span> <span class="nam">bit</span>  <span class="com"># for faults in u_t</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t">    <span class="com">#  run = 11 + 12 * bit  # for faults in u</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t363" href="#t363">363</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t364" href="#t364">364</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">do_faults</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t365" href="#t365">365</a></span><span class="t">        <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">Tend</span> <span class="op">=</span> <span class="nam">stats_analyser</span><span class="op">.</span><span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t366" href="#t366">366</a></span><span class="t">            <span class="nam">strategy</span><span class="op">=</span><span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t">            <span class="nam">run</span><span class="op">=</span><span class="nam">run</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t">            <span class="nam">faults</span><span class="op">=</span><span class="nam">do_faults</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t">            <span class="nam">hook_class</span><span class="op">=</span><span class="op">[</span><span class="nam">LogData</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t371" href="#t371">371</a></span><span class="t">        <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t372" href="#t372">372</a></span><span class="t">        <span class="nam">faults</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'bitflip'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t373" href="#t373">373</a></span><span class="t">        <span class="key">for</span> <span class="nam">j</span> <span class="key">in</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t374" href="#t374">374</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t375" href="#t375">375</a></span><span class="t">                <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t">                <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="nam">j</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t">                <span class="nam">ls</span><span class="op">=</span><span class="nam">ls</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t">                <span class="nam">color</span><span class="op">=</span><span class="nam">colors</span><span class="op">[</span><span class="nam">j</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t379" href="#t379">379</a></span><span class="t">                <span class="nam">label</span><span class="op">=</span><span class="fst">rf'</span><span class="fst">$u^{</span> <span class="op">{</span><span class="nam">superscripts</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">}</span><span class="fst">}</span> <span class="fst">_{</span> <span class="op">{</span><span class="nam">subscripts</span><span class="op">[</span><span class="nam">j</span><span class="op">]</span><span class="op">}</span><span class="fst">}</span> <span class="fst">$</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t380" href="#t380">380</a></span><span class="t">                <span class="nam">marker</span><span class="op">=</span><span class="nam">markers</span><span class="op">[</span><span class="nam">j</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t381" href="#t381">381</a></span><span class="t">                <span class="nam">markevery</span><span class="op">=</span><span class="num">60</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t382" href="#t382">382</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t383" href="#t383">383</a></span><span class="t">        <span class="key">for</span> <span class="nam">idx</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">faults</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">axvline</span><span class="op">(</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'black'</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">'Fault'</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">':'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t">            <span class="nam">print</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t386" href="#t386">386</a></span><span class="t">                <span class="fst">f'</span><span class="fst">Fault at t=</span><span class="op">{</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">, iter=</span><span class="op">{</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">}</span><span class="fst">, node=</span><span class="op">{</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">}</span><span class="fst">, space=</span><span class="op">{</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">3</span><span class="op">]</span><span class="op">}</span><span class="fst">, bit=</span><span class="op">{</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">4</span><span class="op">]</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t388" href="#t388">388</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Fault in bit </span><span class="op">{</span><span class="nam">faults</span><span class="op">[</span><span class="nam">idx</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">4</span><span class="op">]</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t389" href="#t389">389</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t390" href="#t390">390</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">loc</span><span class="op">=</span><span class="str">'lower left'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">r'$t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t392" href="#t392">392</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="fst">f'</span><span class="fst">fault_bit_</span><span class="op">{</span><span class="nam">bit</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_quench_solution</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t"><span class="str">    Plot the solution of Quench problem over time</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t399" href="#t399">399</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t402" href="#t402">402</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t403" href="#t403">403</a></span><span class="t">    <span class="key">if</span> <span class="nam">JOURNAL</span> <span class="op">==</span> <span class="str">'JSC_beamer'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="num">0.9</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">1.0</span><span class="op">,</span> <span class="num">0.45</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t407" href="#t407">407</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t">    <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">run_quench</span><span class="op">(</span><span class="nam">custom_description</span><span class="op">=</span><span class="nam">custom_description</span><span class="op">,</span> <span class="nam">Tend</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">get_Tend</span><span class="op">(</span><span class="nam">run_quench</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t">    <span class="nam">strategy</span> <span class="op">=</span> <span class="nam">BaseStrategy</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t">    <span class="nam">prob</span> <span class="op">=</span> <span class="nam">controller</span><span class="op">.</span><span class="nam">MS</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">prob</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t">    <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">run_quench</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t">    <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t">    <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">run_quench</span><span class="op">(</span><span class="nam">custom_description</span><span class="op">=</span><span class="nam">custom_description</span><span class="op">,</span> <span class="nam">Tend</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">get_Tend</span><span class="op">(</span><span class="nam">run_quench</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t413" href="#t413">413</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">max</span><span class="op">(</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'black'</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">'$T$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">axhline</span><span class="op">(</span><span class="nam">prob</span><span class="op">.</span><span class="nam">u_thresh</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">r'$T_\mathrm{thresh}$'</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">'--'</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'grey'</span><span class="op">,</span> <span class="nam">zorder</span><span class="op">=</span><span class="op">-</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">axhline</span><span class="op">(</span><span class="nam">prob</span><span class="op">.</span><span class="nam">u_max</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">r'$T_\mathrm{max}$'</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">':'</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'grey'</span><span class="op">,</span> <span class="nam">zorder</span><span class="op">=</span><span class="op">-</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t">    <span class="nam">prob</span> <span class="op">=</span> <span class="nam">controller</span><span class="op">.</span><span class="nam">MS</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">prob</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t">    <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t417" href="#t417">417</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">r'$t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'quench_sol'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_Schroedinger_solution</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">problem_classes</span><span class="op">.</span><span class="nam">NonlinearSchroedinger_MPIFFT</span> <span class="key">import</span> <span class="nam">nonlinearschroedinger_imex</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t425" href="#t425">425</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t426" href="#t426">426</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t">    <span class="key">if</span> <span class="nam">JOURNAL</span> <span class="op">==</span> <span class="str">'JSC_beamer'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t">        <span class="key">raise</span> <span class="nam">NotImplementedError</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t429" href="#t429">429</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="num">0.9</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">1.0</span><span class="op">,</span> <span class="num">0.45</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">max</span><span class="op">(</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'black'</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">'$T$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">axhline</span><span class="op">(</span><span class="nam">prob</span><span class="op">.</span><span class="nam">u_thresh</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">r'$T_\mathrm{thresh}$'</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">'--'</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'grey'</span><span class="op">,</span> <span class="nam">zorder</span><span class="op">=</span><span class="op">-</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">axhline</span><span class="op">(</span><span class="nam">prob</span><span class="op">.</span><span class="nam">u_max</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">r'$T_\mathrm{max}$'</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">':'</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'grey'</span><span class="op">,</span> <span class="nam">zorder</span><span class="op">=</span><span class="op">-</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">r'$t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'quench_sol'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t425" href="#t425">425</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t426" href="#t426">426</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_RBC_solution</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t429" href="#t429">429</a></span><span class="t"><span class="str">    Plot solution of Rayleigh-Benard convection</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t432" href="#t432">432</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t433" href="#t433">433</a></span><span class="t">    <span class="key">from</span> <span class="nam">mpl_toolkits</span><span class="op">.</span><span class="nam">axes_grid1</span> <span class="key">import</span> <span class="nam">make_axes_locatable</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t434" href="#t434">434</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t435" href="#t435">435</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">rcParams</span><span class="op">[</span><span class="str">'figure.constrained_layout.use'</span><span class="op">]</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t">    <span class="nam">cax</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t">    <span class="nam">divider</span> <span class="op">=</span> <span class="nam">make_axes_locatable</span><span class="op">(</span><span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t">    <span class="nam">cax</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">divider</span><span class="op">.</span><span class="nam">append_axes</span><span class="op">(</span><span class="str">'right'</span><span class="op">,</span> <span class="nam">size</span><span class="op">=</span><span class="str">'5%'</span><span class="op">,</span> <span class="nam">pad</span><span class="op">=</span><span class="num">0.05</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t439" href="#t439">439</a></span><span class="t">    <span class="nam">divider2</span> <span class="op">=</span> <span class="nam">make_axes_locatable</span><span class="op">(</span><span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t440" href="#t440">440</a></span><span class="t">    <span class="nam">cax</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">divider2</span><span class="op">.</span><span class="nam">append_axes</span><span class="op">(</span><span class="str">'right'</span><span class="op">,</span> <span class="nam">size</span><span class="op">=</span><span class="str">'5%'</span><span class="op">,</span> <span class="nam">pad</span><span class="op">=</span><span class="num">0.05</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t">    <span class="nam">problem_params</span> <span class="op">=</span> <span class="nam">dict</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t">    <span class="nam">problem_params</span><span class="op">[</span><span class="str">'nvars'</span><span class="op">]</span> <span class="op">=</span> <span class="op">(</span><span class="num">256</span><span class="op">,</span> <span class="num">256</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t">    <span class="nam">problem_params</span><span class="op">[</span><span class="str">'spectral'</span><span class="op">]</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t">    <span class="nam">problem_params</span><span class="op">[</span><span class="str">'c'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t">    <span class="nam">description</span> <span class="op">=</span> <span class="op">{</span><span class="str">'problem_params'</span><span class="op">:</span> <span class="nam">problem_params</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t">    <span class="nam">stats</span><span class="op">,</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">run_Schroedinger</span><span class="op">(</span><span class="nam">Tend</span><span class="op">=</span><span class="num">1.0e0</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">=</span><span class="nam">description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t">    <span class="nam">P</span> <span class="op">=</span> <span class="nam">nonlinearschroedinger_imex</span><span class="op">(</span><span class="op">**</span><span class="nam">problem_params</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t">    <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t">    <span class="nam">im</span> <span class="op">=</span> <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">pcolormesh</span><span class="op">(</span><span class="op">*</span><span class="nam">P</span><span class="op">.</span><span class="nam">X</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">abs</span><span class="op">(</span><span class="nam">u</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="nam">rasterized</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t">    <span class="nam">im1</span> <span class="op">=</span> <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">pcolormesh</span><span class="op">(</span><span class="op">*</span><span class="nam">P</span><span class="op">.</span><span class="nam">X</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">abs</span><span class="op">(</span><span class="nam">u</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="nam">rasterized</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">colorbar</span><span class="op">(</span><span class="nam">im</span><span class="op">,</span> <span class="nam">cax</span><span class="op">=</span><span class="nam">cax</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">colorbar</span><span class="op">(</span><span class="nam">im1</span><span class="op">,</span> <span class="nam">cax</span><span class="op">=</span><span class="nam">cax</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">r'$\|u(t=0)\|$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">r'$\|u(t=1)\|$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t">    <span class="key">for</span> <span class="nam">ax</span> <span class="key">in</span> <span class="nam">axs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_aspect</span><span class="op">(</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'$x$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'$y$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'Schroedinger_sol'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_AC_solution</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">AC</span> <span class="key">import</span> <span class="nam">monitor</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t">    <span class="key">if</span> <span class="nam">JOURNAL</span> <span class="op">==</span> <span class="str">'JSC_beamer'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t">        <span class="key">raise</span> <span class="nam">NotImplementedError</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="num">0.9</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">1.0</span><span class="op">,</span> <span class="num">0.45</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t">    <span class="nam">description</span> <span class="op">=</span> <span class="op">{</span><span class="str">'problem_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'nvars'</span><span class="op">:</span> <span class="op">(</span><span class="num">256</span><span class="op">,</span> <span class="num">256</span><span class="op">)</span><span class="op">}</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t">    <span class="nam">stats</span><span class="op">,</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">run_AC</span><span class="op">(</span><span class="nam">Tend</span><span class="op">=</span><span class="num">0.032</span><span class="op">,</span> <span class="nam">hook_class</span><span class="op">=</span><span class="nam">monitor</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">=</span><span class="nam">description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t">    <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">    <span class="nam">computed_radius</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'computed_radius'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">computed_radius</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">computed_radius</span><span class="op">]</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">'-'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">axvline</span><span class="op">(</span><span class="num">0.025</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">':'</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">r'$t=0.025$'</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'grey'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">'Radius over time'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'$t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t">    <span class="nam">im</span> <span class="op">=</span> <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">imshow</span><span class="op">(</span><span class="nam">u</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">extent</span><span class="op">=</span><span class="op">(</span><span class="op">-</span><span class="num">0.5</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="op">-</span><span class="num">0.5</span><span class="op">,</span> <span class="num">0.5</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">colorbar</span><span class="op">(</span><span class="nam">im</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">r'$u_0$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'$x$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'$y$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'AC_sol'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_vdp_solution</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t"><span class="str">    Plot the solution of van der Pol problem over time to illustrate the varying time scales.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t">    <span class="key">if</span> <span class="nam">JOURNAL</span> <span class="op">==</span> <span class="str">'JSC_beamer'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="num">0.9</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">1.0</span><span class="op">,</span> <span class="num">0.33</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t">    <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t">        <span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span><span class="nam">Adaptivity</span><span class="op">:</span> <span class="op">{</span><span class="str">'e_tol'</span><span class="op">:</span> <span class="num">1e-7</span><span class="op">,</span> <span class="str">'dt_max'</span><span class="op">:</span> <span class="num">1e0</span><span class="op">}</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t">        <span class="str">'problem_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'mu'</span><span class="op">:</span> <span class="num">1000</span><span class="op">,</span> <span class="str">'crash_at_maxiter'</span><span class="op">:</span> <span class="key">False</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t">        <span class="str">'level_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'dt'</span><span class="op">:</span> <span class="num">1e-3</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t">    <span class="nam">stats</span><span class="op">,</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">run_vdp</span><span class="op">(</span><span class="nam">custom_description</span><span class="op">=</span><span class="nam">custom_description</span><span class="op">,</span> <span class="nam">Tend</span><span class="op">=</span><span class="num">2000</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">1.0</span><span class="op">,</span> <span class="num">0.45</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t">    <span class="nam">caxs</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t">    <span class="nam">divider</span> <span class="op">=</span> <span class="nam">make_axes_locatable</span><span class="op">(</span><span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t439" href="#t439">439</a></span><span class="t">    <span class="nam">caxs</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">divider</span><span class="op">.</span><span class="nam">append_axes</span><span class="op">(</span><span class="str">'right'</span><span class="op">,</span> <span class="nam">size</span><span class="op">=</span><span class="str">'3%'</span><span class="op">,</span> <span class="nam">pad</span><span class="op">=</span><span class="num">0.03</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t440" href="#t440">440</a></span><span class="t">    <span class="nam">divider2</span> <span class="op">=</span> <span class="nam">make_axes_locatable</span><span class="op">(</span><span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t">    <span class="nam">caxs</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">divider2</span><span class="op">.</span><span class="nam">append_axes</span><span class="op">(</span><span class="str">'right'</span><span class="op">,</span> <span class="nam">size</span><span class="op">=</span><span class="str">'3%'</span><span class="op">,</span> <span class="nam">pad</span><span class="op">=</span><span class="num">0.03</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">RBC</span> <span class="key">import</span> <span class="nam">RayleighBenard</span><span class="op">,</span> <span class="nam">PROBLEM_PARAMS</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t">    <span class="nam">prob</span> <span class="op">=</span> <span class="nam">RayleighBenard</span><span class="op">(</span><span class="op">**</span><span class="nam">PROBLEM_PARAMS</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t">    <span class="key">def</span> <span class="nam">_plot</span><span class="op">(</span><span class="nam">t</span><span class="op">,</span> <span class="nam">ax</span><span class="op">,</span> <span class="nam">cax</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t">        <span class="nam">u_hat</span> <span class="op">=</span> <span class="nam">prob</span><span class="op">.</span><span class="nam">u_exact</span><span class="op">(</span><span class="nam">t</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t">        <span class="nam">u</span> <span class="op">=</span> <span class="nam">prob</span><span class="op">.</span><span class="nam">itransform</span><span class="op">(</span><span class="nam">u_hat</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t">        <span class="nam">im</span> <span class="op">=</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">pcolormesh</span><span class="op">(</span><span class="nam">prob</span><span class="op">.</span><span class="nam">X</span><span class="op">,</span> <span class="nam">prob</span><span class="op">.</span><span class="nam">Z</span><span class="op">,</span> <span class="nam">u</span><span class="op">[</span><span class="nam">prob</span><span class="op">.</span><span class="nam">index</span><span class="op">(</span><span class="str">'T'</span><span class="op">)</span><span class="op">]</span><span class="op">,</span> <span class="nam">rasterized</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">cmap</span><span class="op">=</span><span class="str">'plasma'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t">        <span class="nam">fig</span><span class="op">.</span><span class="nam">colorbar</span><span class="op">(</span><span class="nam">im</span><span class="op">,</span> <span class="nam">cax</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="fst">f'</span><span class="fst">$T(t={</span> <span class="op">{</span><span class="nam">t</span><span class="op">}</span><span class="fst">}</span> <span class="fst">)$</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t">    <span class="nam">_plot</span><span class="op">(</span><span class="num">0</span><span class="op">,</span> <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">caxs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t">    <span class="nam">_plot</span><span class="op">(</span><span class="num">21</span><span class="op">,</span> <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">caxs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'$x$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'$z$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'$z$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'RBC_sol'</span><span class="op">,</span> <span class="nam">tight_layout</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_Schroedinger_solution</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">problem_classes</span><span class="op">.</span><span class="nam">NonlinearSchroedinger_MPIFFT</span> <span class="key">import</span> <span class="nam">nonlinearschroedinger_imex</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t">    <span class="key">if</span> <span class="nam">JOURNAL</span> <span class="op">==</span> <span class="str">'JSC_beamer'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t">        <span class="key">raise</span> <span class="nam">NotImplementedError</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="num">0.9</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">1.0</span><span class="op">,</span> <span class="num">0.45</span><span class="op">)</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t">    <span class="key">from</span> <span class="nam">mpl_toolkits</span><span class="op">.</span><span class="nam">axes_grid1</span> <span class="key">import</span> <span class="nam">make_axes_locatable</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t">    <span class="nam">plt</span><span class="op">.</span><span class="nam">rcParams</span><span class="op">[</span><span class="str">'figure.constrained_layout.use'</span><span class="op">]</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t">    <span class="nam">cax</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t">    <span class="nam">divider</span> <span class="op">=</span> <span class="nam">make_axes_locatable</span><span class="op">(</span><span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t">    <span class="nam">cax</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">divider</span><span class="op">.</span><span class="nam">append_axes</span><span class="op">(</span><span class="str">'right'</span><span class="op">,</span> <span class="nam">size</span><span class="op">=</span><span class="str">'5%'</span><span class="op">,</span> <span class="nam">pad</span><span class="op">=</span><span class="num">0.05</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t">    <span class="nam">divider2</span> <span class="op">=</span> <span class="nam">make_axes_locatable</span><span class="op">(</span><span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t">    <span class="nam">cax</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">divider2</span><span class="op">.</span><span class="nam">append_axes</span><span class="op">(</span><span class="str">'right'</span><span class="op">,</span> <span class="nam">size</span><span class="op">=</span><span class="str">'5%'</span><span class="op">,</span> <span class="nam">pad</span><span class="op">=</span><span class="num">0.05</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t">    <span class="nam">problem_params</span> <span class="op">=</span> <span class="nam">dict</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t">    <span class="nam">problem_params</span><span class="op">[</span><span class="str">'nvars'</span><span class="op">]</span> <span class="op">=</span> <span class="op">(</span><span class="num">256</span><span class="op">,</span> <span class="num">256</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t">    <span class="nam">problem_params</span><span class="op">[</span><span class="str">'spectral'</span><span class="op">]</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">    <span class="nam">problem_params</span><span class="op">[</span><span class="str">'c'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t">    <span class="nam">description</span> <span class="op">=</span> <span class="op">{</span><span class="str">'problem_params'</span><span class="op">:</span> <span class="nam">problem_params</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t">    <span class="nam">stats</span><span class="op">,</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">run_Schroedinger</span><span class="op">(</span><span class="nam">Tend</span><span class="op">=</span><span class="num">1.0e0</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">=</span><span class="nam">description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t">    <span class="nam">P</span> <span class="op">=</span> <span class="nam">nonlinearschroedinger_imex</span><span class="op">(</span><span class="op">**</span><span class="nam">problem_params</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t">    <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t">    <span class="nam">im</span> <span class="op">=</span> <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">pcolormesh</span><span class="op">(</span><span class="op">*</span><span class="nam">P</span><span class="op">.</span><span class="nam">X</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">abs</span><span class="op">(</span><span class="nam">u</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="nam">rasterized</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t">    <span class="nam">im1</span> <span class="op">=</span> <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">pcolormesh</span><span class="op">(</span><span class="op">*</span><span class="nam">P</span><span class="op">.</span><span class="nam">X</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">abs</span><span class="op">(</span><span class="nam">u</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="nam">rasterized</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">colorbar</span><span class="op">(</span><span class="nam">im</span><span class="op">,</span> <span class="nam">cax</span><span class="op">=</span><span class="nam">cax</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">colorbar</span><span class="op">(</span><span class="nam">im1</span><span class="op">,</span> <span class="nam">cax</span><span class="op">=</span><span class="nam">cax</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">r'$\|u(t=0)\|$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">r'$\|u(t=1)\|$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t">    <span class="key">for</span> <span class="nam">ax</span> <span class="key">in</span> <span class="nam">axs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_aspect</span><span class="op">(</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'$x$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'$y$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'Schroedinger_sol'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_AC_solution</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">AC</span> <span class="key">import</span> <span class="nam">monitor</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t">    <span class="key">if</span> <span class="nam">JOURNAL</span> <span class="op">==</span> <span class="str">'JSC_beamer'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t">        <span class="key">raise</span> <span class="nam">NotImplementedError</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="num">0.9</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">1.0</span><span class="op">,</span> <span class="num">0.45</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t">    <span class="nam">description</span> <span class="op">=</span> <span class="op">{</span><span class="str">'problem_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'nvars'</span><span class="op">:</span> <span class="op">(</span><span class="num">256</span><span class="op">,</span> <span class="num">256</span><span class="op">)</span><span class="op">}</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t">    <span class="nam">stats</span><span class="op">,</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">run_AC</span><span class="op">(</span><span class="nam">Tend</span><span class="op">=</span><span class="num">0.032</span><span class="op">,</span> <span class="nam">hook_class</span><span class="op">=</span><span class="nam">monitor</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">=</span><span class="nam">description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t518" href="#t518">518</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t">    <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t">    <span class="nam">_u</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t">    <span class="nam">_x</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t523" href="#t523">523</a></span><span class="t">    <span class="nam">x1</span> <span class="op">=</span> <span class="nam">_x</span><span class="op">[</span><span class="nam">abs</span><span class="op">(</span><span class="nam">_u</span> <span class="op">-</span> <span class="num">1.1</span><span class="op">)</span> <span class="op">&lt;</span> <span class="num">1e-2</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">_x</span><span class="op">,</span> <span class="nam">_u</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'black'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">axvspan</span><span class="op">(</span><span class="nam">x1</span><span class="op">,</span> <span class="nam">x1</span> <span class="op">+</span> <span class="num">20</span><span class="op">,</span> <span class="nam">alpha</span><span class="op">=</span><span class="num">0.4</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">r'$u$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t527" href="#t527">527</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">r'$t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'vdp_sol'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t"><span class="key">def</span> <span class="nam">work_precision</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">work_precision</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t">        <span class="nam">all_problems</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t536" href="#t536">536</a></span><span class="t">    <span class="nam">all_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t537" href="#t537">537</a></span><span class="t">        <span class="str">'record'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t538" href="#t538">538</a></span><span class="t">        <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'t'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t">        <span class="str">'precision_key'</span><span class="op">:</span> <span class="str">'e_global_rel'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t">        <span class="str">'plotting'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t">        <span class="str">'base_path'</span><span class="op">:</span> <span class="str">'data/paper'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t543" href="#t543">543</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t544" href="#t544">544</a></span><span class="t">    <span class="key">for</span> <span class="nam">mode</span> <span class="key">in</span> <span class="op">[</span><span class="str">'compare_strategies'</span><span class="op">,</span> <span class="str">'parallel_efficiency'</span><span class="op">,</span> <span class="str">'RK_comp'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t545" href="#t545">545</a></span><span class="t">        <span class="nam">all_problems</span><span class="op">(</span><span class="op">**</span><span class="nam">all_params</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t546" href="#t546">546</a></span><span class="t">    <span class="nam">all_problems</span><span class="op">(</span><span class="op">**</span><span class="op">{</span><span class="op">**</span><span class="nam">all_params</span><span class="op">,</span> <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'param'</span><span class="op">}</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="str">'compare_strategies'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t547" href="#t547">547</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t548" href="#t548">548</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t549" href="#t549">549</a></span><span class="t"><span class="key">def</span> <span class="nam">make_plots_for_TIME_X_website</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t550" href="#t550">550</a></span><span class="t">    <span class="key">global</span> <span class="nam">JOURNAL</span><span class="op">,</span> <span class="nam">BASE_PATH</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t551" href="#t551">551</a></span><span class="t">    <span class="nam">JOURNAL</span> <span class="op">=</span> <span class="str">'JSC_beamer'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t552" href="#t552">552</a></span><span class="t">    <span class="nam">BASE_PATH</span> <span class="op">=</span> <span class="str">'data/paper/time-x_website'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t553" href="#t553">553</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t554" href="#t554">554</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="num">2.0</span> <span class="op">/</span> <span class="num">3.0</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t555" href="#t555">555</a></span><span class="t">    <span class="nam">plot_recovery_rate_recoverable_only</span><span class="op">(</span><span class="nam">get_stats</span><span class="op">(</span><span class="nam">run_vdp</span><span class="op">)</span><span class="op">,</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t556" href="#t556">556</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'recovery_rate'</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'png'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t557" href="#t557">557</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t558" href="#t558">558</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">work_precision</span> <span class="key">import</span> <span class="nam">vdp_stiffness_plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t559" href="#t559">559</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t560" href="#t560">560</a></span><span class="t">    <span class="nam">vdp_stiffness_plot</span><span class="op">(</span><span class="nam">base_path</span><span class="op">=</span><span class="nam">BASE_PATH</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'png'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t561" href="#t561">561</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t562" href="#t562">562</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t563" href="#t563">563</a></span><span class="t"><span class="key">def</span> <span class="nam">make_plots_for_SIAM_CSE23</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t564" href="#t564">564</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t565" href="#t565">565</a></span><span class="t"><span class="str">    Make plots for the SIAM talk</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t566" href="#t566">566</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t567" href="#t567">567</a></span><span class="t">    <span class="key">global</span> <span class="nam">JOURNAL</span><span class="op">,</span> <span class="nam">BASE_PATH</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t568" href="#t568">568</a></span><span class="t">    <span class="nam">JOURNAL</span> <span class="op">=</span> <span class="str">'JSC_beamer'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t569" href="#t569">569</a></span><span class="t">    <span class="nam">BASE_PATH</span> <span class="op">=</span> <span class="str">'data/paper/SIAMCSE23'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t570" href="#t570">570</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t571" href="#t571">571</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="num">3.0</span> <span class="op">/</span> <span class="num">4.0</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t572" href="#t572">572</a></span><span class="t">    <span class="nam">plot_recovery_rate_recoverable_only</span><span class="op">(</span><span class="nam">get_stats</span><span class="op">(</span><span class="nam">run_vdp</span><span class="op">)</span><span class="op">,</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t573" href="#t573">573</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'recovery_rate'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t574" href="#t574">574</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t575" href="#t575">575</a></span><span class="t">    <span class="nam">plot_adaptivity_stuff</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t576" href="#t576">576</a></span><span class="t">    <span class="nam">compare_recovery_rate_problems</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t577" href="#t577">577</a></span><span class="t">    <span class="nam">plot_vdp_solution</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t578" href="#t578">578</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t579" href="#t579">579</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t580" href="#t580">580</a></span><span class="t"><span class="key">def</span> <span class="nam">make_plots_for_adaptivity_paper</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t581" href="#t581">581</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t582" href="#t582">582</a></span><span class="t"><span class="str">    Make plots that are supposed to go in the paper.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t583" href="#t583">583</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t584" href="#t584">584</a></span><span class="t">    <span class="key">global</span> <span class="nam">JOURNAL</span><span class="op">,</span> <span class="nam">BASE_PATH</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t585" href="#t585">585</a></span><span class="t">    <span class="nam">JOURNAL</span> <span class="op">=</span> <span class="str">'Springer_Numerical_Algorithms'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t586" href="#t586">586</a></span><span class="t">    <span class="nam">BASE_PATH</span> <span class="op">=</span> <span class="str">'data/paper'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t587" href="#t587">587</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t588" href="#t588">588</a></span><span class="t">    <span class="nam">plot_adaptivity_stuff</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t589" href="#t589">589</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t590" href="#t590">590</a></span><span class="t">    <span class="nam">work_precision</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t591" href="#t591">591</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t592" href="#t592">592</a></span><span class="t">    <span class="nam">plot_vdp_solution</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t593" href="#t593">593</a></span><span class="t">    <span class="nam">plot_AC_solution</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t594" href="#t594">594</a></span><span class="t">    <span class="nam">plot_Schroedinger_solution</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t595" href="#t595">595</a></span><span class="t">    <span class="nam">plot_quench_solution</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t596" href="#t596">596</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t597" href="#t597">597</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t598" href="#t598">598</a></span><span class="t"><span class="key">def</span> <span class="nam">make_plots_for_resilience_paper</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t599" href="#t599">599</a></span><span class="t">    <span class="nam">plot_recovery_rate</span><span class="op">(</span><span class="nam">get_stats</span><span class="op">(</span><span class="nam">run_vdp</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t600" href="#t600">600</a></span><span class="t">    <span class="nam">plot_fault_vdp</span><span class="op">(</span><span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t601" href="#t601">601</a></span><span class="t">    <span class="nam">plot_fault_vdp</span><span class="op">(</span><span class="num">13</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t602" href="#t602">602</a></span><span class="t">    <span class="nam">compare_recovery_rate_problems</span><span class="op">(</span><span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">strategy_type</span><span class="op">=</span><span class="str">'SDC'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t603" href="#t603">603</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t604" href="#t604">604</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t605" href="#t605">605</a></span><span class="t"><span class="key">def</span> <span class="nam">make_plots_for_notes</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t606" href="#t606">606</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t607" href="#t607">607</a></span><span class="t"><span class="str">    Make plots for the notes for the website / GitHub</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t608" href="#t608">608</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t609" href="#t609">609</a></span><span class="t">    <span class="key">global</span> <span class="nam">JOURNAL</span><span class="op">,</span> <span class="nam">BASE_PATH</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t610" href="#t610">610</a></span><span class="t">    <span class="nam">JOURNAL</span> <span class="op">=</span> <span class="str">'Springer_Numerical_Algorithms'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t611" href="#t611">611</a></span><span class="t">    <span class="nam">BASE_PATH</span> <span class="op">=</span> <span class="str">'notes/Lorenz'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t612" href="#t612">612</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t613" href="#t613">613</a></span><span class="t">    <span class="nam">analyse_resilience</span><span class="op">(</span><span class="nam">run_Lorenz</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'png'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t614" href="#t614">614</a></span><span class="t">    <span class="nam">analyse_resilience</span><span class="op">(</span><span class="nam">run_quench</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'png'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t615" href="#t615">615</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t616" href="#t616">616</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t617" href="#t617">617</a></span><span class="t"><span class="key">if</span> <span class="nam">__name__</span> <span class="op">==</span> <span class="str">"__main__"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t618" href="#t618">618</a></span><span class="t">    <span class="com"># make_plots_for_notes()</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t619" href="#t619">619</a></span><span class="t">    <span class="com"># make_plots_for_SIAM_CSE23()</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t620" href="#t620">620</a></span><span class="t">    <span class="com"># make_plots_for_TIME_X_website()</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t621" href="#t621">621</a></span><span class="t">    <span class="nam">make_plots_for_adaptivity_paper</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t">    <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t">    <span class="nam">computed_radius</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'computed_radius'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">computed_radius</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">computed_radius</span><span class="op">]</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">'-'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t523" href="#t523">523</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">axvline</span><span class="op">(</span><span class="num">0.025</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="str">':'</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">r'$t=0.025$'</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'grey'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">'Radius over time'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'$t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span><span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t527" href="#t527">527</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t">    <span class="nam">im</span> <span class="op">=</span> <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">imshow</span><span class="op">(</span><span class="nam">u</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">extent</span><span class="op">=</span><span class="op">(</span><span class="op">-</span><span class="num">0.5</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="op">-</span><span class="num">0.5</span><span class="op">,</span> <span class="num">0.5</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">colorbar</span><span class="op">(</span><span class="nam">im</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="str">r'$u_0$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">'$x$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t">    <span class="nam">axs</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'$y$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'AC_sol'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t536" href="#t536">536</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_vdp_solution</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t537" href="#t537">537</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t538" href="#t538">538</a></span><span class="t"><span class="str">    Plot the solution of van der Pol problem over time to illustrate the varying time scales.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t543" href="#t543">543</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t544" href="#t544">544</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t545" href="#t545">545</a></span><span class="t">    <span class="nam">my_setup_mpl</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t546" href="#t546">546</a></span><span class="t">    <span class="key">if</span> <span class="nam">JOURNAL</span> <span class="op">==</span> <span class="str">'JSC_beamer'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t547" href="#t547">547</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="num">0.9</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t548" href="#t548">548</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t549" href="#t549">549</a></span><span class="t">        <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">1.0</span><span class="op">,</span> <span class="num">0.33</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t550" href="#t550">550</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t551" href="#t551">551</a></span><span class="t">    <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t552" href="#t552">552</a></span><span class="t">        <span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span><span class="nam">Adaptivity</span><span class="op">:</span> <span class="op">{</span><span class="str">'e_tol'</span><span class="op">:</span> <span class="num">1e-7</span><span class="op">,</span> <span class="str">'dt_max'</span><span class="op">:</span> <span class="num">1e0</span><span class="op">}</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t553" href="#t553">553</a></span><span class="t">        <span class="str">'problem_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'mu'</span><span class="op">:</span> <span class="num">1000</span><span class="op">,</span> <span class="str">'crash_at_maxiter'</span><span class="op">:</span> <span class="key">False</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t554" href="#t554">554</a></span><span class="t">        <span class="str">'level_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'dt'</span><span class="op">:</span> <span class="num">1e-3</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t555" href="#t555">555</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t556" href="#t556">556</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t557" href="#t557">557</a></span><span class="t">    <span class="nam">stats</span><span class="op">,</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">_</span> <span class="op">=</span> <span class="nam">run_vdp</span><span class="op">(</span><span class="nam">custom_description</span><span class="op">=</span><span class="nam">custom_description</span><span class="op">,</span> <span class="nam">Tend</span><span class="op">=</span><span class="num">2000</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t558" href="#t558">558</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t559" href="#t559">559</a></span><span class="t">    <span class="nam">u</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="str">'u'</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t560" href="#t560">560</a></span><span class="t">    <span class="nam">_u</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t561" href="#t561">561</a></span><span class="t">    <span class="nam">_x</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="op">[</span><span class="nam">me</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">u</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t562" href="#t562">562</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t563" href="#t563">563</a></span><span class="t">    <span class="nam">x1</span> <span class="op">=</span> <span class="nam">_x</span><span class="op">[</span><span class="nam">abs</span><span class="op">(</span><span class="nam">_u</span> <span class="op">-</span> <span class="num">1.1</span><span class="op">)</span> <span class="op">&lt;</span> <span class="num">1e-2</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t564" href="#t564">564</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">_x</span><span class="op">,</span> <span class="nam">_u</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'black'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t565" href="#t565">565</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">axvspan</span><span class="op">(</span><span class="nam">x1</span><span class="op">,</span> <span class="nam">x1</span> <span class="op">+</span> <span class="num">20</span><span class="op">,</span> <span class="nam">alpha</span><span class="op">=</span><span class="num">0.4</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t566" href="#t566">566</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">r'$u$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t567" href="#t567">567</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="str">r'$t$'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t568" href="#t568">568</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'vdp_sol'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t569" href="#t569">569</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t570" href="#t570">570</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t571" href="#t571">571</a></span><span class="t"><span class="key">def</span> <span class="nam">work_precision</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t572" href="#t572">572</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">work_precision</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t573" href="#t573">573</a></span><span class="t">        <span class="nam">all_problems</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t574" href="#t574">574</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t575" href="#t575">575</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t576" href="#t576">576</a></span><span class="t">    <span class="nam">all_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t577" href="#t577">577</a></span><span class="t">        <span class="str">'record'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t578" href="#t578">578</a></span><span class="t">        <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'t'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t579" href="#t579">579</a></span><span class="t">        <span class="str">'precision_key'</span><span class="op">:</span> <span class="str">'e_global_rel'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t580" href="#t580">580</a></span><span class="t">        <span class="str">'plotting'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t581" href="#t581">581</a></span><span class="t">        <span class="str">'base_path'</span><span class="op">:</span> <span class="str">'data/paper'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t582" href="#t582">582</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t583" href="#t583">583</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t584" href="#t584">584</a></span><span class="t">    <span class="key">for</span> <span class="nam">mode</span> <span class="key">in</span> <span class="op">[</span><span class="str">'compare_strategies'</span><span class="op">,</span> <span class="str">'parallel_efficiency'</span><span class="op">,</span> <span class="str">'RK_comp'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t585" href="#t585">585</a></span><span class="t">        <span class="nam">all_problems</span><span class="op">(</span><span class="op">**</span><span class="nam">all_params</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t586" href="#t586">586</a></span><span class="t">    <span class="nam">all_problems</span><span class="op">(</span><span class="op">**</span><span class="op">{</span><span class="op">**</span><span class="nam">all_params</span><span class="op">,</span> <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'param'</span><span class="op">}</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="str">'compare_strategies'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t587" href="#t587">587</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t588" href="#t588">588</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t589" href="#t589">589</a></span><span class="t"><span class="key">def</span> <span class="nam">make_plots_for_TIME_X_website</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t590" href="#t590">590</a></span><span class="t">    <span class="key">global</span> <span class="nam">JOURNAL</span><span class="op">,</span> <span class="nam">BASE_PATH</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t591" href="#t591">591</a></span><span class="t">    <span class="nam">JOURNAL</span> <span class="op">=</span> <span class="str">'JSC_beamer'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t592" href="#t592">592</a></span><span class="t">    <span class="nam">BASE_PATH</span> <span class="op">=</span> <span class="str">'data/paper/time-x_website'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t593" href="#t593">593</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t594" href="#t594">594</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="num">2.0</span> <span class="op">/</span> <span class="num">3.0</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t595" href="#t595">595</a></span><span class="t">    <span class="nam">plot_recovery_rate_recoverable_only</span><span class="op">(</span><span class="nam">get_stats</span><span class="op">(</span><span class="nam">run_vdp</span><span class="op">)</span><span class="op">,</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t596" href="#t596">596</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'recovery_rate'</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'png'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t597" href="#t597">597</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t598" href="#t598">598</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">work_precision</span> <span class="key">import</span> <span class="nam">vdp_stiffness_plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t599" href="#t599">599</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t600" href="#t600">600</a></span><span class="t">    <span class="nam">vdp_stiffness_plot</span><span class="op">(</span><span class="nam">base_path</span><span class="op">=</span><span class="nam">BASE_PATH</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'png'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t601" href="#t601">601</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t602" href="#t602">602</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t603" href="#t603">603</a></span><span class="t"><span class="key">def</span> <span class="nam">make_plots_for_SIAM_CSE23</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t604" href="#t604">604</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t605" href="#t605">605</a></span><span class="t"><span class="str">    Make plots for the SIAM talk</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t606" href="#t606">606</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t607" href="#t607">607</a></span><span class="t">    <span class="key">global</span> <span class="nam">JOURNAL</span><span class="op">,</span> <span class="nam">BASE_PATH</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t608" href="#t608">608</a></span><span class="t">    <span class="nam">JOURNAL</span> <span class="op">=</span> <span class="str">'JSC_beamer'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t609" href="#t609">609</a></span><span class="t">    <span class="nam">BASE_PATH</span> <span class="op">=</span> <span class="str">'data/paper/SIAMCSE23'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t610" href="#t610">610</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t611" href="#t611">611</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="nam">JOURNAL</span><span class="op">,</span> <span class="num">0.5</span><span class="op">,</span> <span class="num">3.0</span> <span class="op">/</span> <span class="num">4.0</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t612" href="#t612">612</a></span><span class="t">    <span class="nam">plot_recovery_rate_recoverable_only</span><span class="op">(</span><span class="nam">get_stats</span><span class="op">(</span><span class="nam">run_vdp</span><span class="op">)</span><span class="op">,</span> <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t613" href="#t613">613</a></span><span class="t">    <span class="nam">savefig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'recovery_rate'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t614" href="#t614">614</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t615" href="#t615">615</a></span><span class="t">    <span class="nam">plot_adaptivity_stuff</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t616" href="#t616">616</a></span><span class="t">    <span class="nam">compare_recovery_rate_problems</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t617" href="#t617">617</a></span><span class="t">    <span class="nam">plot_vdp_solution</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t618" href="#t618">618</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t619" href="#t619">619</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t620" href="#t620">620</a></span><span class="t"><span class="key">def</span> <span class="nam">make_plots_for_adaptivity_paper</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t621" href="#t621">621</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t622" href="#t622">622</a></span><span class="t"><span class="str">    Make plots that are supposed to go in the paper.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t623" href="#t623">623</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t624" href="#t624">624</a></span><span class="t">    <span class="key">global</span> <span class="nam">JOURNAL</span><span class="op">,</span> <span class="nam">BASE_PATH</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t625" href="#t625">625</a></span><span class="t">    <span class="nam">JOURNAL</span> <span class="op">=</span> <span class="str">'Springer_Numerical_Algorithms'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t626" href="#t626">626</a></span><span class="t">    <span class="nam">BASE_PATH</span> <span class="op">=</span> <span class="str">'data/paper'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t627" href="#t627">627</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t628" href="#t628">628</a></span><span class="t">    <span class="nam">plot_adaptivity_stuff</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t629" href="#t629">629</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t630" href="#t630">630</a></span><span class="t">    <span class="nam">work_precision</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t631" href="#t631">631</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t632" href="#t632">632</a></span><span class="t">    <span class="nam">plot_vdp_solution</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t633" href="#t633">633</a></span><span class="t">    <span class="nam">plot_AC_solution</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t634" href="#t634">634</a></span><span class="t">    <span class="nam">plot_Schroedinger_solution</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t635" href="#t635">635</a></span><span class="t">    <span class="nam">plot_quench_solution</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t636" href="#t636">636</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t637" href="#t637">637</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t638" href="#t638">638</a></span><span class="t"><span class="key">def</span> <span class="nam">make_plots_for_resilience_paper</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t639" href="#t639">639</a></span><span class="t">    <span class="nam">compare_recovery_rate_problems</span><span class="op">(</span><span class="nam">target</span><span class="op">=</span><span class="str">'resilience'</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">strategy_type</span><span class="op">=</span><span class="str">'SDC'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t640" href="#t640">640</a></span><span class="t">    <span class="nam">plot_RBC_solution</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t641" href="#t641">641</a></span><span class="t">    <span class="nam">plot_recovery_rate</span><span class="op">(</span><span class="nam">get_stats</span><span class="op">(</span><span class="nam">run_vdp</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t642" href="#t642">642</a></span><span class="t">    <span class="nam">plot_fault_vdp</span><span class="op">(</span><span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t643" href="#t643">643</a></span><span class="t">    <span class="nam">plot_fault_vdp</span><span class="op">(</span><span class="num">13</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t644" href="#t644">644</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t645" href="#t645">645</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t646" href="#t646">646</a></span><span class="t"><span class="key">def</span> <span class="nam">make_plots_for_notes</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t647" href="#t647">647</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t648" href="#t648">648</a></span><span class="t"><span class="str">    Make plots for the notes for the website / GitHub</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t649" href="#t649">649</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t650" href="#t650">650</a></span><span class="t">    <span class="key">global</span> <span class="nam">JOURNAL</span><span class="op">,</span> <span class="nam">BASE_PATH</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t651" href="#t651">651</a></span><span class="t">    <span class="nam">JOURNAL</span> <span class="op">=</span> <span class="str">'Springer_Numerical_Algorithms'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t652" href="#t652">652</a></span><span class="t">    <span class="nam">BASE_PATH</span> <span class="op">=</span> <span class="str">'notes/Lorenz'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t653" href="#t653">653</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t654" href="#t654">654</a></span><span class="t">    <span class="nam">analyse_resilience</span><span class="op">(</span><span class="nam">run_Lorenz</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'png'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t655" href="#t655">655</a></span><span class="t">    <span class="nam">analyse_resilience</span><span class="op">(</span><span class="nam">run_quench</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'png'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t656" href="#t656">656</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t657" href="#t657">657</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t658" href="#t658">658</a></span><span class="t"><span class="key">def</span> <span class="nam">make_plots_for_thesis</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t659" href="#t659">659</a></span><span class="t">    <span class="key">global</span> <span class="nam">JOURNAL</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t660" href="#t660">660</a></span><span class="t">    <span class="nam">JOURNAL</span> <span class="op">=</span> <span class="str">'TUHH_thesis'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t661" href="#t661">661</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t662" href="#t662">662</a></span><span class="t">    <span class="nam">plot_RBC_solution</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t663" href="#t663">663</a></span><span class="t">    <span class="com"># plot_vdp_solution()</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t664" href="#t664">664</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t665" href="#t665">665</a></span><span class="t">    <span class="com"># plot_adaptivity_stuff()</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t666" href="#t666">666</a></span><span class="t">    <span class="nam">compare_recovery_rate_problems</span><span class="op">(</span><span class="nam">target</span><span class="op">=</span><span class="str">'thesis'</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">strategy_type</span><span class="op">=</span><span class="str">'SDC'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t667" href="#t667">667</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t668" href="#t668">668</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t669" href="#t669">669</a></span><span class="t"><span class="key">if</span> <span class="nam">__name__</span> <span class="op">==</span> <span class="str">"__main__"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t670" href="#t670">670</a></span><span class="t">    <span class="key">import</span> <span class="nam">argparse</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t671" href="#t671">671</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t672" href="#t672">672</a></span><span class="t">    <span class="nam">parser</span> <span class="op">=</span> <span class="nam">argparse</span><span class="op">.</span><span class="nam">ArgumentParser</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t673" href="#t673">673</a></span><span class="t">    <span class="nam">parser</span><span class="op">.</span><span class="nam">add_argument</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t674" href="#t674">674</a></span><span class="t">        <span class="str">'--target'</span><span class="op">,</span> <span class="nam">choices</span><span class="op">=</span><span class="op">[</span><span class="str">'adaptivity'</span><span class="op">,</span> <span class="str">'resilience'</span><span class="op">,</span> <span class="str">'thesis'</span><span class="op">,</span> <span class="str">'notes'</span><span class="op">,</span> <span class="str">'SIAM_CSE23'</span><span class="op">,</span> <span class="str">'TIME_X_website'</span><span class="op">]</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="nam">str</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t675" href="#t675">675</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t676" href="#t676">676</a></span><span class="t">    <span class="nam">args</span> <span class="op">=</span> <span class="nam">parser</span><span class="op">.</span><span class="nam">parse_args</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t677" href="#t677">677</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t678" href="#t678">678</a></span><span class="t">    <span class="key">if</span> <span class="nam">args</span><span class="op">.</span><span class="nam">target</span> <span class="op">==</span> <span class="str">'adaptivity'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t679" href="#t679">679</a></span><span class="t">        <span class="nam">make_plots_for_adaptivity_paper</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t680" href="#t680">680</a></span><span class="t">    <span class="key">elif</span> <span class="nam">args</span><span class="op">.</span><span class="nam">target</span> <span class="op">==</span> <span class="str">'resilience'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t681" href="#t681">681</a></span><span class="t">        <span class="nam">make_plots_for_resilience_paper</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t682" href="#t682">682</a></span><span class="t">    <span class="key">elif</span> <span class="nam">args</span><span class="op">.</span><span class="nam">target</span> <span class="op">==</span> <span class="str">'thesis'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t683" href="#t683">683</a></span><span class="t">        <span class="nam">make_plots_for_thesis</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t684" href="#t684">684</a></span><span class="t">    <span class="key">elif</span> <span class="nam">args</span><span class="op">.</span><span class="nam">target</span> <span class="op">==</span> <span class="str">'notes'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t685" href="#t685">685</a></span><span class="t">        <span class="nam">make_plots_for_notes</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t686" href="#t686">686</a></span><span class="t">    <span class="key">elif</span> <span class="nam">args</span><span class="op">.</span><span class="nam">target</span> <span class="op">==</span> <span class="str">'SIAM_CSE23'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t687" href="#t687">687</a></span><span class="t">        <span class="nam">make_plots_for_SIAM_CSE23</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t688" href="#t688">688</a></span><span class="t">    <span class="key">elif</span> <span class="nam">args</span><span class="op">.</span><span class="nam">target</span> <span class="op">==</span> <span class="str">'TIME_X_website'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t689" href="#t689">689</a></span><span class="t">        <span class="nam">make_plots_for_TIME_X_website</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t690" href="#t690">690</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t691" href="#t691">691</a></span><span class="t">        <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Don\'t know how to make plots for target </span><span class="op">{</span><span class="nam">args</span><span class="op">.</span><span class="nam">target</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 </main>
 <footer>
     <div class="content">
@@ -710,7 +780,7 @@ <h2>
             <a class="nav" href="z_5893b65af8042ae2_piline_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_5893b65af8042ae2_piline_py.html b/coverage/z_5893b65af8042ae2_piline_py.html
index 4080cb900d..607de826c8 100644
--- a/coverage/z_5893b65af8042ae2_piline_py.html
+++ b/coverage/z_5893b65af8042ae2_piline_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_5893b65af8042ae2_quench_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -460,7 +460,7 @@ <h2>
             <a class="nav" href="z_5893b65af8042ae2_quench_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_5893b65af8042ae2_quench_py.html b/coverage/z_5893b65af8042ae2_quench_py.html
index f191ed720e..2ca64e9992 100644
--- a/coverage/z_5893b65af8042ae2_quench_py.html
+++ b/coverage/z_5893b65af8042ae2_quench_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_5893b65af8042ae2_strategies_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -653,7 +653,7 @@ <h2>
             <a class="nav" href="z_5893b65af8042ae2_strategies_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_5893b65af8042ae2_strategies_py.html b/coverage/z_5893b65af8042ae2_strategies_py.html
index 8c47bcaca7..129bfe8a39 100644
--- a/coverage/z_5893b65af8042ae2_strategies_py.html
+++ b/coverage/z_5893b65af8042ae2_strategies_py.html
@@ -2,7 +2,7 @@
 <html lang="en">
 <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-    <title>Coverage for pySDC/projects/Resilience/strategies.py: 72%</title>
+    <title>Coverage for pySDC/projects/Resilience/strategies.py: 70%</title>
     <link rel="icon" sizes="32x32" href="favicon_32_cb_58284776.png">
     <link rel="stylesheet" href="style_cb_8e611ae1.css" type="text/css">
     <script src="coverage_html_cb_6fb7b396.js" defer></script>
@@ -12,7 +12,7 @@
     <div class="content">
         <h1>
             <span class="text">Coverage for </span><b>pySDC/projects/Resilience/strategies.py</b>:
-            <span class="pc_cov">72%</span>
+            <span class="pc_cov">70%</span>
         </h1>
         <aside id="help_panel_wrapper">
             <input id="help_panel_state" type="checkbox">
@@ -54,9 +54,9 @@ <h1>
             </div>
         </aside>
         <h2>
-            <span class="text">867 statements &nbsp;</span>
-            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">623<span class="text"> run</span></button>
-            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">244<span class="text"> missing</span></button>
+            <span class="text">905 statements &nbsp;</span>
+            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">631<span class="text"> run</span></button>
+            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">274<span class="text"> missing</span></button>
             <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">11<span class="text"> excluded</span></button>
         </h2>
         <p class="text">
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_5893b65af8042ae2_sweepers_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -212,1847 +212,1892 @@ <h2>
     <p class="run"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">            <span class="nam">args</span><span class="op">[</span><span class="str">'time'</span><span class="op">]</span> <span class="op">=</span> <span class="num">0.3</span>&nbsp;</span><span class="r"></span></p>
     <p class="mis show_mis"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="mis show_mis"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">            <span class="nam">args</span><span class="op">[</span><span class="str">'time'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-2</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">        <span class="key">return</span> <span class="nam">args</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_RBC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">            <span class="nam">args</span><span class="op">[</span><span class="str">'time'</span><span class="op">]</span> <span class="op">=</span> <span class="num">20.19</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t"><span class="str">        Routine to get parameters for the randomization of faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t"><span class="str">            dict: Randomization parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">        <span class="nam">base_params</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_base_parameters</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">        <span class="nam">rnd_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">base_params</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'maxiter'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'rank'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">num_procs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">,</span> <span class="str">'run_quench'</span><span class="op">,</span> <span class="str">'run_AC'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">            <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'min_node'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">            <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Lorenz'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">            <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">        <span class="key">return</span> <span class="nam">rnd_params</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">    <span class="key">def</span> <span class="nam">style</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t"><span class="str">        Get the plotting parameters for the strategy.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t"><span class="str">        Supply them to a plotting function using `**`</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t"><span class="str">            (dict): The plotting parameters as a dictionary</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t">        <span class="key">return</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t">            <span class="str">'marker'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t">            <span class="str">'label'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">label</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t">            <span class="str">'color'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">color</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t">            <span class="str">'ls'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">linestyle</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t"><span class="str">        Get a label for plotting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">name</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_Tend</span><span class="op">(</span><span class="nam">cls</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t"><span class="str">        Get the final time of runs for fault stats based on the problem</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">        <span class="key">return</span> <span class="nam">args</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"><span class="str">        Routine to get parameters for the randomization of faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t"><span class="str">            dict: Randomization parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">        <span class="nam">base_params</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_base_parameters</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">        <span class="nam">rnd_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">base_params</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'maxiter'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'rank'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">num_procs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">,</span> <span class="str">'run_quench'</span><span class="op">,</span> <span class="str">'run_AC'</span><span class="op">,</span> <span class="str">'run_RBC'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">            <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'min_node'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">            <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Lorenz'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">            <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_RBC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">            <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'problem_pos'</span><span class="op">]</span> <span class="op">=</span> <span class="op">[</span><span class="num">3</span><span class="op">,</span> <span class="num">16</span><span class="op">,</span> <span class="num">16</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">        <span class="key">return</span> <span class="nam">rnd_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t">    <span class="key">def</span> <span class="nam">style</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t"><span class="str">        Get the plotting parameters for the strategy.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t"><span class="str">        Supply them to a plotting function using `**`</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t"><span class="str">            (dict): The plotting parameters as a dictionary</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t">        <span class="key">return</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t">            <span class="str">'marker'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">            <span class="str">'label'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">label</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">            <span class="str">'color'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">color</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">            <span class="str">'ls'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">linestyle</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t"><span class="str">        Get a label for plotting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">name</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t"><span class="str">            problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"><span class="str">            float: Tend to put into the run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t">            <span class="key">return</span> <span class="num">20</span>  <span class="com"># 11.5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_piline"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t">            <span class="key">return</span> <span class="num">20.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t">            <span class="key">return</span> <span class="num">1.5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">            <span class="key">return</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t">            <span class="key">return</span> <span class="num">500.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t">            <span class="key">return</span> <span class="num">0.025</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="str">'I don\'t have a final time for your problem!'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_base_parameters</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t"><span class="str">        Get a base parameters for the problems independent of the strategy.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t"><span class="str">            problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t"><span class="str">            dict: Custom description</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">step_size_limiter</span> <span class="key">import</span> <span class="nam">StepSizeLimiter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">3</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t">                <span class="str">'u0'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="op">[</span><span class="num">1.1</span><span class="op">,</span> <span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">np</span><span class="op">.</span><span class="nam">float64</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t">                <span class="str">'mu'</span><span class="op">:</span> <span class="num">1000</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t">                <span class="str">'crash_at_maxiter'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t">                <span class="str">'newton_tol'</span><span class="op">:</span> <span class="num">1e-11</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t">                <span class="str">'stop_at_nan'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'dt'</span><span class="op">:</span> <span class="num">1e-4</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'dt'</span><span class="op">:</span> <span class="num">1e-2</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'stop_at_nan'</span><span class="op">:</span> <span class="key">False</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'dt'</span><span class="op">:</span> <span class="num">1e-2</span><span class="op">,</span> <span class="str">'restol'</span><span class="op">:</span> <span class="op">-</span><span class="num">1</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'nvars'</span><span class="op">]</span> <span class="op">=</span> <span class="op">(</span><span class="num">256</span><span class="op">,</span> <span class="num">256</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'restol'</span><span class="op">:</span> <span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="str">'dt'</span><span class="op">:</span> <span class="num">8.0</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t">                <span class="str">'newton_maxiter'</span><span class="op">:</span> <span class="num">29</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t">                <span class="str">'newton_tol'</span><span class="op">:</span> <span class="num">1e-7</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t">                <span class="str">'nvars'</span><span class="op">:</span> <span class="num">2</span><span class="op">**</span><span class="num">6</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t">                <span class="str">'direct_solver'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t">                <span class="str">'lintol'</span><span class="op">:</span> <span class="num">1e-8</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t">                <span class="str">'liniter'</span><span class="op">:</span> <span class="num">29</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t">                <span class="str">'order'</span><span class="op">:</span> <span class="num">6</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t">            <span class="nam">eps</span> <span class="op">=</span> <span class="num">4e-2</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t">                <span class="str">'nvars'</span><span class="op">:</span> <span class="op">(</span><span class="num">128</span><span class="op">,</span><span class="op">)</span> <span class="op">*</span> <span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t">                <span class="str">'init_type'</span><span class="op">:</span> <span class="str">'circle'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t">                <span class="str">'eps'</span><span class="op">:</span> <span class="nam">eps</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t">                <span class="str">'radius'</span><span class="op">:</span> <span class="num">0.25</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t">                <span class="str">'nu'</span><span class="op">:</span> <span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'restol'</span><span class="op">:</span> <span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="str">'dt'</span><span class="op">:</span> <span class="num">0.1</span> <span class="op">*</span> <span class="nam">eps</span><span class="op">**</span><span class="num">2</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t">            <span class="com"># StepSizeLimiter: {'dt_min': self.get_Tend(problem=problem, num_procs=num_procs) / self.max_steps}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">stop_at_nan</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">crash</span> <span class="key">import</span> <span class="nam">StopAtNan</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">StopAtNan</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'thresh'</span><span class="op">:</span> <span class="num">1e20</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">crash</span> <span class="key">import</span> <span class="nam">StopAtMaxRuntime</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">        <span class="nam">max_runtime</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t">            <span class="str">'run_vdp'</span><span class="op">:</span> <span class="num">1000</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t">            <span class="str">'run_Lorenz'</span><span class="op">:</span> <span class="num">60</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t">            <span class="str">'run_Schroedinger'</span><span class="op">:</span> <span class="num">150</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t">            <span class="str">'run_quench'</span><span class="op">:</span> <span class="num">150</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t">            <span class="str">'run_AC'</span><span class="op">:</span> <span class="num">150</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_Tend</span><span class="op">(</span><span class="nam">cls</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t"><span class="str">        Get the final time of runs for fault stats based on the problem</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t"><span class="str">            problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t"><span class="str">            float: Tend to put into the run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t">            <span class="key">return</span> <span class="num">20</span>  <span class="com"># 11.5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_piline"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">            <span class="key">return</span> <span class="num">20.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t">            <span class="key">return</span> <span class="num">1.5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t">            <span class="key">return</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">            <span class="key">return</span> <span class="num">500.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t">            <span class="key">return</span> <span class="num">0.025</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_RBC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t">            <span class="key">return</span> <span class="num">21</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="str">'I don\'t have a final time for your problem!'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_base_parameters</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t"><span class="str">        Get a base parameters for the problems independent of the strategy.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t"><span class="str">            problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t"><span class="str">            dict: Custom description</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">step_size_limiter</span> <span class="key">import</span> <span class="nam">StepSizeLimiter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">3</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t">                <span class="str">'u0'</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="op">[</span><span class="num">1.1</span><span class="op">,</span> <span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">dtype</span><span class="op">=</span><span class="nam">np</span><span class="op">.</span><span class="nam">float64</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t">                <span class="str">'mu'</span><span class="op">:</span> <span class="num">1000</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t">                <span class="str">'crash_at_maxiter'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t">                <span class="str">'newton_tol'</span><span class="op">:</span> <span class="num">1e-11</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t">                <span class="str">'stop_at_nan'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'dt'</span><span class="op">:</span> <span class="num">1e-4</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'dt'</span><span class="op">:</span> <span class="num">1e-2</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'stop_at_nan'</span><span class="op">:</span> <span class="key">False</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'dt'</span><span class="op">:</span> <span class="num">1e-2</span><span class="op">,</span> <span class="str">'restol'</span><span class="op">:</span> <span class="op">-</span><span class="num">1</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'nvars'</span><span class="op">]</span> <span class="op">=</span> <span class="op">(</span><span class="num">256</span><span class="op">,</span> <span class="num">256</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'restol'</span><span class="op">:</span> <span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="str">'dt'</span><span class="op">:</span> <span class="num">8.0</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t">                <span class="str">'newton_maxiter'</span><span class="op">:</span> <span class="num">29</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t">                <span class="str">'newton_tol'</span><span class="op">:</span> <span class="num">1e-7</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t">                <span class="str">'nvars'</span><span class="op">:</span> <span class="num">2</span><span class="op">**</span><span class="num">6</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t">                <span class="str">'direct_solver'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t">                <span class="str">'lintol'</span><span class="op">:</span> <span class="num">1e-8</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t">                <span class="str">'liniter'</span><span class="op">:</span> <span class="num">29</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t">                <span class="str">'order'</span><span class="op">:</span> <span class="num">6</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t">            <span class="nam">eps</span> <span class="op">=</span> <span class="num">4e-2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t">                <span class="str">'nvars'</span><span class="op">:</span> <span class="op">(</span><span class="num">128</span><span class="op">,</span><span class="op">)</span> <span class="op">*</span> <span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t">                <span class="str">'init_type'</span><span class="op">:</span> <span class="str">'circle'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t">                <span class="str">'eps'</span><span class="op">:</span> <span class="nam">eps</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t">                <span class="str">'radius'</span><span class="op">:</span> <span class="num">0.25</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t">                <span class="str">'nu'</span><span class="op">:</span> <span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'restol'</span><span class="op">:</span> <span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="str">'dt'</span><span class="op">:</span> <span class="num">0.1</span> <span class="op">*</span> <span class="nam">eps</span><span class="op">**</span><span class="num">2</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_RBC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5e-2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">            <span class="com"># StepSizeLimiter: {'dt_min': self.get_Tend(problem=problem, num_procs=num_procs) / self.max_steps}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">stop_at_nan</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">crash</span> <span class="key">import</span> <span class="nam">StopAtNan</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">StopAtNan</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'thresh'</span><span class="op">:</span> <span class="num">1e20</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">StopAtMaxRuntime</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t">            <span class="str">'max_runtime'</span><span class="op">:</span> <span class="nam">max_runtime</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">,</span> <span class="num">100</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t"><span class="str">        Get a custom description based on the problem</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t"><span class="str">            problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t"><span class="str">            dict: Custom description</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_base_parameters</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">custom_description</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t"><span class="str">        Get a custom description based on the problem to run the fault stuff</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t"><span class="str">            dict: Custom description</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t">        <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t">            <span class="fst">f'</span><span class="fst">The reference value you are looking for is not implemented for </span><span class="op">{</span><span class="nam">type</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst"> strategy!</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t"><span class="key">class</span> <span class="nam">InexactBaseStrategy</span><span class="op">(</span><span class="nam">Strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t"><span class="str">    Base class for inexact strategies.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span> <span class="nam">double_adaptivity</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">linear_inexactness</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">SDC_maxiter</span><span class="op">=</span><span class="num">16</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t">        <span class="nam">kwargs</span> <span class="op">=</span> <span class="op">{</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span> <span class="str">'skip_residual_computation'</span><span class="op">:</span> <span class="str">'most'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">double_adaptivity</span> <span class="op">=</span> <span class="nam">double_adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">newton_inexactness</span> <span class="op">=</span> <span class="nam">newton_inexactness</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">linear_inexactness</span> <span class="op">=</span> <span class="nam">linear_inexactness</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">SDC_maxiter</span> <span class="op">=</span> <span class="nam">SDC_maxiter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_controller_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t">        <span class="key">return</span> <span class="op">{</span><span class="str">'all_to_done'</span><span class="op">:</span> <span class="key">True</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t355" href="#t355">355</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">inexactness</span> <span class="key">import</span> <span class="nam">NewtonInexactness</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t">        <span class="nam">preconditioner</span> <span class="op">=</span> <span class="str">'MIN-SR-NS'</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Lorenz'</span><span class="op">]</span> <span class="key">else</span> <span class="str">'MIN-SR-S'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'QI'</span><span class="op">:</span> <span class="nam">preconditioner</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t363" href="#t363">363</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">SDC_maxiter</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t364" href="#t364">364</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t365" href="#t365">365</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'restol'</span><span class="op">:</span> <span class="num">1e-8</span><span class="op">,</span> <span class="str">'residual_type'</span><span class="op">:</span> <span class="str">'last_abs'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t366" href="#t366">366</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t">        <span class="nam">inexactness_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t">            <span class="str">'min_tol'</span><span class="op">:</span> <span class="num">1e-12</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t">            <span class="str">'ratio'</span><span class="op">:</span> <span class="num">1e-2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t371" href="#t371">371</a></span><span class="t">            <span class="str">'max_tol'</span><span class="op">:</span> <span class="num">1e-4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t372" href="#t372">372</a></span><span class="t">            <span class="str">'use_e_tol'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t373" href="#t373">373</a></span><span class="t">            <span class="str">'maxiter'</span><span class="op">:</span> <span class="num">15</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t374" href="#t374">374</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t375" href="#t375">375</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">newton_inexactness</span> <span class="key">and</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">not</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">,</span> <span class="str">'run_AC'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t">            <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_quench'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t">                <span class="nam">inexactness_params</span><span class="op">[</span><span class="str">'ratio'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t379" href="#t379">379</a></span><span class="t">                <span class="nam">inexactness_params</span><span class="op">[</span><span class="str">'min_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-11</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t380" href="#t380">380</a></span><span class="t">                <span class="nam">inexactness_params</span><span class="op">[</span><span class="str">'maxiter'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t381" href="#t381">381</a></span><span class="t">            <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t382" href="#t382">382</a></span><span class="t">                <span class="nam">inexactness_params</span><span class="op">[</span><span class="str">'ratio'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t383" href="#t383">383</a></span><span class="t">                <span class="nam">inexactness_params</span><span class="op">[</span><span class="str">'min_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-15</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t">                <span class="nam">inexactness_params</span><span class="op">[</span><span class="str">'maxiter'</span><span class="op">]</span> <span class="op">=</span> <span class="num">9</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">NewtonInexactness</span><span class="op">]</span> <span class="op">=</span> <span class="nam">inexactness_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">crash</span> <span class="key">import</span> <span class="nam">StopAtMaxRuntime</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t">        <span class="nam">max_runtime</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t">            <span class="str">'run_vdp'</span><span class="op">:</span> <span class="num">1000</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t">            <span class="str">'run_Lorenz'</span><span class="op">:</span> <span class="num">60</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t">            <span class="str">'run_Schroedinger'</span><span class="op">:</span> <span class="num">150</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t">            <span class="str">'run_quench'</span><span class="op">:</span> <span class="num">150</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t">            <span class="str">'run_AC'</span><span class="op">:</span> <span class="num">150</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t">            <span class="str">'run_RBC'</span><span class="op">:</span> <span class="num">1000</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">StopAtMaxRuntime</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t">            <span class="str">'max_runtime'</span><span class="op">:</span> <span class="nam">max_runtime</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">,</span> <span class="num">100</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t"><span class="str">        Get a custom description based on the problem</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t"><span class="str">            problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t"><span class="str">            dict: Custom description</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_base_parameters</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">custom_description</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t"><span class="str">        Get a custom description based on the problem to run the fault stuff</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t"><span class="str">            dict: Custom description</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t">        <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t">            <span class="fst">f'</span><span class="fst">The reference value you are looking for is not implemented for </span><span class="op">{</span><span class="nam">type</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst"> strategy!</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t"><span class="key">class</span> <span class="nam">InexactBaseStrategy</span><span class="op">(</span><span class="nam">Strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t"><span class="str">    Base class for inexact strategies.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t355" href="#t355">355</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span> <span class="nam">double_adaptivity</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">linear_inexactness</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">SDC_maxiter</span><span class="op">=</span><span class="num">16</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t">    <span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t">        <span class="nam">kwargs</span> <span class="op">=</span> <span class="op">{</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span> <span class="str">'skip_residual_computation'</span><span class="op">:</span> <span class="str">'most'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">double_adaptivity</span> <span class="op">=</span> <span class="nam">double_adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">newton_inexactness</span> <span class="op">=</span> <span class="nam">newton_inexactness</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">linear_inexactness</span> <span class="op">=</span> <span class="nam">linear_inexactness</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">SDC_maxiter</span> <span class="op">=</span> <span class="nam">SDC_maxiter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t363" href="#t363">363</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t364" href="#t364">364</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_controller_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t365" href="#t365">365</a></span><span class="t">        <span class="key">return</span> <span class="op">{</span><span class="str">'all_to_done'</span><span class="op">:</span> <span class="key">True</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t366" href="#t366">366</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">inexactness</span> <span class="key">import</span> <span class="nam">NewtonInexactness</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t">        <span class="nam">preconditioner</span> <span class="op">=</span> <span class="str">'MIN-SR-NS'</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Lorenz'</span><span class="op">]</span> <span class="key">else</span> <span class="str">'MIN-SR-S'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t371" href="#t371">371</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t372" href="#t372">372</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t373" href="#t373">373</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'QI'</span><span class="op">:</span> <span class="nam">preconditioner</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t374" href="#t374">374</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">SDC_maxiter</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t375" href="#t375">375</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'restol'</span><span class="op">:</span> <span class="num">1e-8</span><span class="op">,</span> <span class="str">'residual_type'</span><span class="op">:</span> <span class="str">'last_abs'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t379" href="#t379">379</a></span><span class="t">        <span class="nam">inexactness_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t380" href="#t380">380</a></span><span class="t">            <span class="str">'min_tol'</span><span class="op">:</span> <span class="num">1e-12</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t381" href="#t381">381</a></span><span class="t">            <span class="str">'ratio'</span><span class="op">:</span> <span class="num">1e-2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t382" href="#t382">382</a></span><span class="t">            <span class="str">'max_tol'</span><span class="op">:</span> <span class="num">1e-4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t383" href="#t383">383</a></span><span class="t">            <span class="str">'use_e_tol'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t">            <span class="str">'maxiter'</span><span class="op">:</span> <span class="num">15</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t386" href="#t386">386</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_vdp'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t388" href="#t388">388</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'stop_at_nan'</span><span class="op">]</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t389" href="#t389">389</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t390" href="#t390">390</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">linear_inexactness</span> <span class="key">and</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_quench'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'inexact_linear_ratio'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t392" href="#t392">392</a></span><span class="t">            <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_quench'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t">                <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'direct_solver'</span><span class="op">]</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t">                <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'liniter'</span><span class="op">]</span> <span class="op">=</span> <span class="num">9</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t">                <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'min_lintol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-11</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t399" href="#t399">399</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t">            <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">29</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t">            <span class="str">'crash_after_max_restarts'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t402" href="#t402">402</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t403" href="#t403">403</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span> <span class="nam">desc</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t"><span class="key">class</span> <span class="nam">BaseStrategy</span><span class="op">(</span><span class="nam">Strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t407" href="#t407">407</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t"><span class="str">    Do a fixed iteration count</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">skip_residual_computation</span><span class="op">=</span><span class="str">'all'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t413" href="#t413">413</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="nam">skip_residual_computation</span><span class="op">=</span><span class="nam">skip_residual_computation</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t417" href="#t417">417</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'o'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'base'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'base'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'dt'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'level_params'</span><span class="op">,</span> <span class="str">'dt'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t425" href="#t425">425</a></span><span class="t">        <span class="key">return</span> <span class="str">r'fixed'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t426" href="#t426">426</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t429" href="#t429">429</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-2</span> <span class="op">*</span> <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'eps'</span><span class="op">]</span> <span class="op">**</span> <span class="num">2</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t432" href="#t432">432</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t433" href="#t433">433</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t434" href="#t434">434</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t435" href="#t435">435</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t439" href="#t439">439</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t440" href="#t440">440</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t">                <span class="key">return</span> <span class="num">2136</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t">                <span class="key">return</span> <span class="num">9.256926357892326e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">newton_inexactness</span> <span class="key">and</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">not</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">,</span> <span class="str">'run_AC'</span><span class="op">,</span> <span class="str">'run_RBC'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t388" href="#t388">388</a></span><span class="t">            <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_quench'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t389" href="#t389">389</a></span><span class="t">                <span class="nam">inexactness_params</span><span class="op">[</span><span class="str">'ratio'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t390" href="#t390">390</a></span><span class="t">                <span class="nam">inexactness_params</span><span class="op">[</span><span class="str">'min_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-11</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t">                <span class="nam">inexactness_params</span><span class="op">[</span><span class="str">'maxiter'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t392" href="#t392">392</a></span><span class="t">            <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t">                <span class="nam">inexactness_params</span><span class="op">[</span><span class="str">'ratio'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t">                <span class="nam">inexactness_params</span><span class="op">[</span><span class="str">'min_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-15</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t">                <span class="nam">inexactness_params</span><span class="op">[</span><span class="str">'maxiter'</span><span class="op">]</span> <span class="op">=</span> <span class="num">9</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">NewtonInexactness</span><span class="op">]</span> <span class="op">=</span> <span class="nam">inexactness_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_vdp'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t399" href="#t399">399</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'stop_at_nan'</span><span class="op">]</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">linear_inexactness</span> <span class="key">and</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_quench'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t402" href="#t402">402</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'inexact_linear_ratio'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t403" href="#t403">403</a></span><span class="t">            <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_quench'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">                <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'direct_solver'</span><span class="op">]</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t">                <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'liniter'</span><span class="op">]</span> <span class="op">=</span> <span class="num">9</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t">                <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'min_lintol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-11</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t407" href="#t407">407</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t">            <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">29</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t">            <span class="str">'crash_after_max_restarts'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t413" href="#t413">413</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span> <span class="nam">desc</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t417" href="#t417">417</a></span><span class="t"><span class="key">class</span> <span class="nam">BaseStrategy</span><span class="op">(</span><span class="nam">Strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t"><span class="str">    Do a fixed iteration count</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">skip_residual_computation</span><span class="op">=</span><span class="str">'all'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t425" href="#t425">425</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t426" href="#t426">426</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="nam">skip_residual_computation</span><span class="op">=</span><span class="nam">skip_residual_computation</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'o'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t429" href="#t429">429</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'base'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'base'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'dt'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t432" href="#t432">432</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'level_params'</span><span class="op">,</span> <span class="str">'dt'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t433" href="#t433">433</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t434" href="#t434">434</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t435" href="#t435">435</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t">        <span class="key">return</span> <span class="str">r'fixed'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t439" href="#t439">439</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t440" href="#t440">440</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-2</span> <span class="op">*</span> <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'eps'</span><span class="op">]</span> <span class="op">**</span> <span class="num">2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">Strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t"><span class="str">    Adaptivity as a resilience strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t">                <span class="key">return</span> <span class="num">2136</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t">                <span class="key">return</span> <span class="num">9.256926357892326e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t">        <span class="nam">kwargs</span><span class="op">[</span><span class="str">'skip_residual_computation'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'all'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'*'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'adaptivity'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'adaptivity'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">Adaptivity</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t">        <span class="key">return</span> <span class="str">r'$\Delta t$-adaptivity'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_fixable_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">maxiter</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t"><span class="str">        Here faults occurring in the last iteration cannot be fixed.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t"><span class="str">            maxiter (int): Max. iterations until convergence is declared</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">Strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t"><span class="str">    Adaptivity as a resilience strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t">        <span class="nam">kwargs</span><span class="op">[</span><span class="str">'skip_residual_computation'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'all'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'*'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'adaptivity'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'adaptivity'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">Adaptivity</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t"><span class="str">            (list): Contains dictionaries of keyword arguments for `FaultStats.get_mask`</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">fixable</span> <span class="op">+=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t">            <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">                <span class="str">'key'</span><span class="op">:</span> <span class="str">'iteration'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t">                <span class="str">'op'</span><span class="op">:</span> <span class="str">'lt'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t">                <span class="str">'val'</span><span class="op">:</span> <span class="nam">maxiter</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">fixable</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">step_size_limiter</span> <span class="key">import</span> <span class="nam">StepSizeLimiter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t518" href="#t518">518</a></span><span class="t">        <span class="nam">base_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t">        <span class="nam">dt_max</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t523" href="#t523">523</a></span><span class="t">        <span class="nam">dt_slope_max</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_piline"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t527" href="#t527">527</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">4e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-8</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t536" href="#t536">536</a></span><span class="t">                <span class="str">'newton_tol'</span><span class="op">:</span> <span class="num">1e-10</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t537" href="#t537">537</a></span><span class="t">                <span class="str">'lintol'</span><span class="op">:</span> <span class="num">1e-11</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t538" href="#t538">538</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t543" href="#t543">543</a></span><span class="t">                <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">99</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t544" href="#t544">544</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t545" href="#t545">545</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t546" href="#t546">546</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t547" href="#t547">547</a></span><span class="t">            <span class="com"># dt_max = 0.1 * base_params['problem_params']['eps'] ** 2</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t548" href="#t548">548</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t549" href="#t549">549</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t550" href="#t550">550</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t551" href="#t551">551</a></span><span class="t">                <span class="str">'I don\'t have a tolerance for adaptivity for your problem. Please add one to the\</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t552" href="#t552">552</a></span><span class="t"><span class="str"> strategy'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t553" href="#t553">553</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t554" href="#t554">554</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t555" href="#t555">555</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t556" href="#t556">556</a></span><span class="t">            <span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t557" href="#t557">557</a></span><span class="t">            <span class="str">'dt_slope_max'</span><span class="op">:</span> <span class="nam">dt_slope_max</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t558" href="#t558">558</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t559" href="#t559">559</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">StepSizeLimiter</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t560" href="#t560">560</a></span><span class="t">            <span class="str">'dt_max'</span><span class="op">:</span> <span class="nam">dt_max</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t561" href="#t561">561</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t562" href="#t562">562</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">base_params</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t">        <span class="key">return</span> <span class="str">r'$\Delta t$-adaptivity'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_fixable_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">maxiter</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t"><span class="str">        Here faults occurring in the last iteration cannot be fixed.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t"><span class="str">            maxiter (int): Max. iterations until convergence is declared</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t"><span class="str">            (list): Contains dictionaries of keyword arguments for `FaultStats.get_mask`</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">fixable</span> <span class="op">+=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t">            <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t">                <span class="str">'key'</span><span class="op">:</span> <span class="str">'iteration'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t">                <span class="str">'op'</span><span class="op">:</span> <span class="str">'lt'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t">                <span class="str">'val'</span><span class="op">:</span> <span class="nam">maxiter</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">fixable</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t518" href="#t518">518</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t523" href="#t523">523</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t527" href="#t527">527</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">step_size_limiter</span> <span class="key">import</span> <span class="nam">StepSizeLimiter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t">        <span class="nam">base_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t">        <span class="nam">dt_max</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t">        <span class="nam">dt_slope_max</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t">        <span class="nam">dt_slope_min</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t536" href="#t536">536</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t537" href="#t537">537</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_piline"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t538" href="#t538">538</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t543" href="#t543">543</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t544" href="#t544">544</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">4e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t545" href="#t545">545</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t546" href="#t546">546</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-8</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t547" href="#t547">547</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t548" href="#t548">548</a></span><span class="t">                <span class="str">'newton_tol'</span><span class="op">:</span> <span class="num">1e-10</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t549" href="#t549">549</a></span><span class="t">                <span class="str">'lintol'</span><span class="op">:</span> <span class="num">1e-11</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t550" href="#t550">550</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t551" href="#t551">551</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t552" href="#t552">552</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t553" href="#t553">553</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t554" href="#t554">554</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t555" href="#t555">555</a></span><span class="t">                <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">99</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t556" href="#t556">556</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t557" href="#t557">557</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t558" href="#t558">558</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t559" href="#t559">559</a></span><span class="t">            <span class="com"># dt_max = 0.1 * base_params['problem_params']['eps'] ** 2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t560" href="#t560">560</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_RBC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t561" href="#t561">561</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t562" href="#t562">562</a></span><span class="t">            <span class="nam">dt_slope_min</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t563" href="#t563">563</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t564" href="#t564">564</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t565" href="#t565">565</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t566" href="#t566">566</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t567" href="#t567">567</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t568" href="#t568">568</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t569" href="#t569">569</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t570" href="#t570">570</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t571" href="#t571">571</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t572" href="#t572">572</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t573" href="#t573">573</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t574" href="#t574">574</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t575" href="#t575">575</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t576" href="#t576">576</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t577" href="#t577">577</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Lorenz'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t578" href="#t578">578</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t579" href="#t579">579</a></span><span class="t">                <span class="key">return</span> <span class="num">1369</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t580" href="#t580">580</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t581" href="#t581">581</a></span><span class="t">                <span class="key">return</span> <span class="num">9.364841517367495e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t582" href="#t582">582</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t583" href="#t583">583</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t584" href="#t584">584</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t585" href="#t585">585</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t586" href="#t586">586</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">step_size_limiter</span> <span class="key">import</span> <span class="nam">StepSizeLimiter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t587" href="#t587">587</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t588" href="#t588">588</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t589" href="#t589">589</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t590" href="#t590">590</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t591" href="#t591">591</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1.1e1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t592" href="#t592">592</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-6</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t593" href="#t593">593</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t594" href="#t594">594</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t595" href="#t595">595</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t596" href="#t596">596</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityRestartFirstStep</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t597" href="#t597">597</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t598" href="#t598">598</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t599" href="#t599">599</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="str">'teal'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t600" href="#t600">600</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'adaptivityRestartFirstStep'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t601" href="#t601">601</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t602" href="#t602">602</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t603" href="#t603">603</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t604" href="#t604">604</a></span><span class="t"><span class="str">        Add the other version of basic restarting.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t605" href="#t605">605</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t606" href="#t606">606</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t607" href="#t607">607</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t608" href="#t608">608</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t609" href="#t609">609</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t610" href="#t610">610</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t611" href="#t611">611</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t612" href="#t612">612</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t613" href="#t613">613</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t614" href="#t614">614</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t615" href="#t615">615</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t616" href="#t616">616</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t617" href="#t617">617</a></span><span class="t">            <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">15</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t618" href="#t618">618</a></span><span class="t">            <span class="str">'restart_from_first_step'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t619" href="#t619">619</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t620" href="#t620">620</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t564" href="#t564">564</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t565" href="#t565">565</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t566" href="#t566">566</a></span><span class="t">                <span class="str">'I don\'t have a tolerance for adaptivity for your problem. Please add one to the\</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t567" href="#t567">567</a></span><span class="t"><span class="str"> strategy'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t568" href="#t568">568</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t569" href="#t569">569</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t570" href="#t570">570</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t571" href="#t571">571</a></span><span class="t">            <span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t572" href="#t572">572</a></span><span class="t">            <span class="str">'dt_slope_max'</span><span class="op">:</span> <span class="nam">dt_slope_max</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t573" href="#t573">573</a></span><span class="t">            <span class="str">'dt_rel_min_slope'</span><span class="op">:</span> <span class="nam">dt_slope_min</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t574" href="#t574">574</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t575" href="#t575">575</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">StepSizeLimiter</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t576" href="#t576">576</a></span><span class="t">            <span class="str">'dt_max'</span><span class="op">:</span> <span class="nam">dt_max</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t577" href="#t577">577</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t578" href="#t578">578</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">base_params</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t579" href="#t579">579</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t580" href="#t580">580</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t581" href="#t581">581</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t582" href="#t582">582</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t583" href="#t583">583</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t584" href="#t584">584</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t585" href="#t585">585</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t586" href="#t586">586</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t587" href="#t587">587</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t588" href="#t588">588</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t589" href="#t589">589</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t590" href="#t590">590</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t591" href="#t591">591</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t592" href="#t592">592</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t593" href="#t593">593</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Lorenz'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t594" href="#t594">594</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t595" href="#t595">595</a></span><span class="t">                <span class="key">return</span> <span class="num">1369</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t596" href="#t596">596</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t597" href="#t597">597</a></span><span class="t">                <span class="key">return</span> <span class="num">9.364841517367495e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t598" href="#t598">598</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t599" href="#t599">599</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t600" href="#t600">600</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t601" href="#t601">601</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t602" href="#t602">602</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">step_size_limiter</span> <span class="key">import</span> <span class="nam">StepSizeLimiter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t603" href="#t603">603</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t604" href="#t604">604</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t605" href="#t605">605</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t606" href="#t606">606</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t607" href="#t607">607</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1.1e1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t608" href="#t608">608</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t609" href="#t609">609</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t610" href="#t610">610</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t611" href="#t611">611</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t612" href="#t612">612</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityRestartFirstStep</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t613" href="#t613">613</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t614" href="#t614">614</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t615" href="#t615">615</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="str">'teal'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t616" href="#t616">616</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'adaptivityRestartFirstStep'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t617" href="#t617">617</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t618" href="#t618">618</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t619" href="#t619">619</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t620" href="#t620">620</a></span><span class="t"><span class="str">        Add the other version of basic restarting.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t621" href="#t621">621</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t622" href="#t622">622</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t623" href="#t623">623</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t624" href="#t624">624</a></span><span class="t">        <span class="key">return</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">label</span><span class="op">}</span><span class="fst"> restart from first step</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t622" href="#t622">622</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t623" href="#t623">623</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t624" href="#t624">624</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t625" href="#t625">625</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t626" href="#t626">626</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t627" href="#t627">627</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptiveHotRodStrategy</span><span class="op">(</span><span class="nam">Strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t628" href="#t628">628</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t629" href="#t629">629</a></span><span class="t"><span class="str">    Adaptivity + Hot Rod as a resilience strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t630" href="#t630">630</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t626" href="#t626">626</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t627" href="#t627">627</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t628" href="#t628">628</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t629" href="#t629">629</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t630" href="#t630">630</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t631" href="#t631">631</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t632" href="#t632">632</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t633" href="#t633">633</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t634" href="#t634">634</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t635" href="#t635">635</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t636" href="#t636">636</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t632" href="#t632">632</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t633" href="#t633">633</a></span><span class="t">            <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">15</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t634" href="#t634">634</a></span><span class="t">            <span class="str">'restart_from_first_step'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t635" href="#t635">635</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t636" href="#t636">636</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t637" href="#t637">637</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t638" href="#t638">638</a></span><span class="t">        <span class="nam">kwargs</span><span class="op">[</span><span class="str">'skip_residual_computation'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'all'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t639" href="#t639">639</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t640" href="#t640">640</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">4</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t641" href="#t641">641</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'.'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t642" href="#t642">642</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'adaptive Hot Rod'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t643" href="#t643">643</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'adaptive\nHot Rod'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t644" href="#t644">644</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t645" href="#t645">645</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">Adaptivity</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t646" href="#t646">646</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t647" href="#t647">647</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t648" href="#t648">648</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t649" href="#t649">649</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity and Hot Rod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t650" href="#t650">650</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t651" href="#t651">651</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t652" href="#t652">652</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t653" href="#t653">653</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t654" href="#t654">654</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t655" href="#t655">655</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t656" href="#t656">656</a></span><span class="t"><span class="str">            The custom description you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t657" href="#t657">657</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t658" href="#t658">658</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">hotrod</span> <span class="key">import</span> <span class="nam">HotRod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t659" href="#t659">659</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t660" href="#t660">660</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t661" href="#t661">661</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t662" href="#t662">662</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">3e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t663" href="#t663">663</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t664" href="#t664">664</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t665" href="#t665">665</a></span><span class="t">            <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">2e-6</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t666" href="#t666">666</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t667" href="#t667">667</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">3e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t668" href="#t668">668</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t669" href="#t669">669</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t670" href="#t670">670</a></span><span class="t">            <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">2e-6</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t671" href="#t671">671</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t672" href="#t672">672</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t673" href="#t673">673</a></span><span class="t">                <span class="str">'I don\'t have a tolerance for adaptive Hot Rod for your problem. Please add one \</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t674" href="#t674">674</a></span><span class="t"><span class="str">to the strategy'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t675" href="#t675">675</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t638" href="#t638">638</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t639" href="#t639">639</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t640" href="#t640">640</a></span><span class="t">        <span class="key">return</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">label</span><span class="op">}</span><span class="fst"> restart from first step</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t641" href="#t641">641</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t642" href="#t642">642</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t643" href="#t643">643</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptiveHotRodStrategy</span><span class="op">(</span><span class="nam">Strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t644" href="#t644">644</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t645" href="#t645">645</a></span><span class="t"><span class="str">    Adaptivity + Hot Rod as a resilience strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t646" href="#t646">646</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t647" href="#t647">647</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t648" href="#t648">648</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t649" href="#t649">649</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t650" href="#t650">650</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t651" href="#t651">651</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t652" href="#t652">652</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t653" href="#t653">653</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t654" href="#t654">654</a></span><span class="t">        <span class="nam">kwargs</span><span class="op">[</span><span class="str">'skip_residual_computation'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'all'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t655" href="#t655">655</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t656" href="#t656">656</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">4</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t657" href="#t657">657</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'.'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t658" href="#t658">658</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'adaptive Hot Rod'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t659" href="#t659">659</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'adaptive\nHot Rod'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t660" href="#t660">660</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t661" href="#t661">661</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">Adaptivity</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t662" href="#t662">662</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t663" href="#t663">663</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t664" href="#t664">664</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t665" href="#t665">665</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity and Hot Rod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t666" href="#t666">666</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t667" href="#t667">667</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t668" href="#t668">668</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t669" href="#t669">669</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t670" href="#t670">670</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t671" href="#t671">671</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t672" href="#t672">672</a></span><span class="t"><span class="str">            The custom description you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t673" href="#t673">673</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t674" href="#t674">674</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">hotrod</span> <span class="key">import</span> <span class="nam">HotRod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t675" href="#t675">675</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t676" href="#t676">676</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t677" href="#t677">677</a></span><span class="t">        <span class="nam">no_storage</span> <span class="op">=</span> <span class="nam">num_procs</span> <span class="op">></span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t678" href="#t678">678</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t679" href="#t679">679</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t680" href="#t680">680</a></span><span class="t">            <span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t681" href="#t681">681</a></span><span class="t">                <span class="nam">HotRod</span><span class="op">:</span> <span class="op">{</span><span class="str">'HotRod_tol'</span><span class="op">:</span> <span class="nam">HotRod_tol</span><span class="op">,</span> <span class="str">'no_storage'</span><span class="op">:</span> <span class="nam">no_storage</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t682" href="#t682">682</a></span><span class="t">                <span class="nam">Adaptivity</span><span class="op">:</span> <span class="op">{</span><span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span> <span class="str">'dt_min'</span><span class="op">:</span> <span class="nam">dt_min</span><span class="op">,</span> <span class="str">'embedded_error_flavor'</span><span class="op">:</span> <span class="str">'linearized'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t683" href="#t683">683</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t684" href="#t684">684</a></span><span class="t">            <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="nam">maxiter</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t685" href="#t685">685</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t686" href="#t686">686</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t687" href="#t687">687</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t688" href="#t688">688</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t689" href="#t689">689</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t690" href="#t690">690</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t691" href="#t691">691</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t677" href="#t677">677</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t678" href="#t678">678</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">3e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t679" href="#t679">679</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t680" href="#t680">680</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t681" href="#t681">681</a></span><span class="t">            <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">2e-6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t682" href="#t682">682</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t683" href="#t683">683</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">3e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t684" href="#t684">684</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t685" href="#t685">685</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t686" href="#t686">686</a></span><span class="t">            <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">2e-6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t687" href="#t687">687</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t688" href="#t688">688</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t689" href="#t689">689</a></span><span class="t">                <span class="str">'I don\'t have a tolerance for adaptive Hot Rod for your problem. Please add one \</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t690" href="#t690">690</a></span><span class="t"><span class="str">to the strategy'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t691" href="#t691">691</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t692" href="#t692">692</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t693" href="#t693">693</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t694" href="#t694">694</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t695" href="#t695">695</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t696" href="#t696">696</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t697" href="#t697">697</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t698" href="#t698">698</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t699" href="#t699">699</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t700" href="#t700">700</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t701" href="#t701">701</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t702" href="#t702">702</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t703" href="#t703">703</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t704" href="#t704">704</a></span><span class="t">                <span class="key">return</span> <span class="num">4758</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t705" href="#t705">705</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t706" href="#t706">706</a></span><span class="t">                <span class="key">return</span> <span class="num">4.107116318152748e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t707" href="#t707">707</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t708" href="#t708">708</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t709" href="#t709">709</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t710" href="#t710">710</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t711" href="#t711">711</a></span><span class="t"><span class="key">class</span> <span class="nam">IterateStrategy</span><span class="op">(</span><span class="nam">Strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t712" href="#t712">712</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t713" href="#t713">713</a></span><span class="t"><span class="str">    Iterate for as much as you want</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t714" href="#t714">714</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t715" href="#t715">715</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t716" href="#t716">716</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t717" href="#t717">717</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t718" href="#t718">718</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t719" href="#t719">719</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t720" href="#t720">720</a></span><span class="t">        <span class="nam">kwargs</span><span class="op">[</span><span class="str">'skip_residual_computation'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'most'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t721" href="#t721">721</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t722" href="#t722">722</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">2</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t723" href="#t723">723</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'v'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t724" href="#t724">724</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'iterate'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t725" href="#t725">725</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'iterate'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t726" href="#t726">726</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'restol'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t727" href="#t727">727</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'level_params'</span><span class="op">,</span> <span class="str">'restol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t728" href="#t728">728</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t729" href="#t729">729</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t730" href="#t730">730</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t731" href="#t731">731</a></span><span class="t">        <span class="key">return</span> <span class="str">r'$k$-adaptivity'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t732" href="#t732">732</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t733" href="#t733">733</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t734" href="#t734">734</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t735" href="#t735">735</a></span><span class="t"><span class="str">        Routine to get a custom description that allows for adaptive iteration counts</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t736" href="#t736">736</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t737" href="#t737">737</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t738" href="#t738">738</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t739" href="#t739">739</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t740" href="#t740">740</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t741" href="#t741">741</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t742" href="#t742">742</a></span><span class="t"><span class="str">            The custom description you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t743" href="#t743">743</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t744" href="#t744">744</a></span><span class="t">        <span class="nam">restol</span> <span class="op">=</span> <span class="op">-</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t745" href="#t745">745</a></span><span class="t">        <span class="nam">e_tol</span> <span class="op">=</span> <span class="op">-</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t746" href="#t746">746</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t747" href="#t747">747</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_piline"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t748" href="#t748">748</a></span><span class="t">            <span class="nam">restol</span> <span class="op">=</span> <span class="num">2.3e-8</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t749" href="#t749">749</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t750" href="#t750">750</a></span><span class="t">            <span class="nam">restol</span> <span class="op">=</span> <span class="num">9e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t751" href="#t751">751</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t752" href="#t752">752</a></span><span class="t">            <span class="nam">restol</span> <span class="op">=</span> <span class="num">16e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t753" href="#t753">753</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t754" href="#t754">754</a></span><span class="t">            <span class="nam">restol</span> <span class="op">=</span> <span class="num">6.5e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t755" href="#t755">755</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t756" href="#t756">756</a></span><span class="t">            <span class="nam">restol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t757" href="#t757">757</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t758" href="#t758">758</a></span><span class="t">            <span class="nam">restol</span> <span class="op">=</span> <span class="num">1e-11</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t759" href="#t759">759</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t760" href="#t760">760</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t761" href="#t761">761</a></span><span class="t">                <span class="str">'I don\'t have a residual tolerance for your problem. Please add one to the \</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t762" href="#t762">762</a></span><span class="t"><span class="str">strategy'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t763" href="#t763">763</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t764" href="#t764">764</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t765" href="#t765">765</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t766" href="#t766">766</a></span><span class="t">            <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">99</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t767" href="#t767">767</a></span><span class="t">            <span class="str">'level_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'restol'</span><span class="op">:</span> <span class="nam">restol</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t768" href="#t768">768</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t769" href="#t769">769</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t770" href="#t770">770</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t771" href="#t771">771</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t772" href="#t772">772</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t773" href="#t773">773</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t774" href="#t774">774</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t775" href="#t775">775</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t776" href="#t776">776</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t777" href="#t777">777</a></span><span class="t"><span class="str">        Routine to get parameters for the randomization of faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t778" href="#t778">778</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t779" href="#t779">779</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t780" href="#t780">780</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t781" href="#t781">781</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t693" href="#t693">693</a></span><span class="t">        <span class="nam">no_storage</span> <span class="op">=</span> <span class="nam">num_procs</span> <span class="op">></span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t694" href="#t694">694</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t695" href="#t695">695</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t696" href="#t696">696</a></span><span class="t">            <span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t697" href="#t697">697</a></span><span class="t">                <span class="nam">HotRod</span><span class="op">:</span> <span class="op">{</span><span class="str">'HotRod_tol'</span><span class="op">:</span> <span class="nam">HotRod_tol</span><span class="op">,</span> <span class="str">'no_storage'</span><span class="op">:</span> <span class="nam">no_storage</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t698" href="#t698">698</a></span><span class="t">                <span class="nam">Adaptivity</span><span class="op">:</span> <span class="op">{</span><span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span> <span class="str">'dt_min'</span><span class="op">:</span> <span class="nam">dt_min</span><span class="op">,</span> <span class="str">'embedded_error_flavor'</span><span class="op">:</span> <span class="str">'linearized'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t699" href="#t699">699</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t700" href="#t700">700</a></span><span class="t">            <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="nam">maxiter</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t701" href="#t701">701</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t702" href="#t702">702</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t703" href="#t703">703</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t704" href="#t704">704</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t705" href="#t705">705</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t706" href="#t706">706</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t707" href="#t707">707</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t708" href="#t708">708</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t709" href="#t709">709</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t710" href="#t710">710</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t711" href="#t711">711</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t712" href="#t712">712</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t713" href="#t713">713</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t714" href="#t714">714</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t715" href="#t715">715</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t716" href="#t716">716</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t717" href="#t717">717</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t718" href="#t718">718</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t719" href="#t719">719</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t720" href="#t720">720</a></span><span class="t">                <span class="key">return</span> <span class="num">4758</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t721" href="#t721">721</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t722" href="#t722">722</a></span><span class="t">                <span class="key">return</span> <span class="num">4.107116318152748e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t723" href="#t723">723</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t724" href="#t724">724</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t725" href="#t725">725</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t726" href="#t726">726</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t727" href="#t727">727</a></span><span class="t"><span class="key">class</span> <span class="nam">IterateStrategy</span><span class="op">(</span><span class="nam">Strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t728" href="#t728">728</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t729" href="#t729">729</a></span><span class="t"><span class="str">    Iterate for as much as you want</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t730" href="#t730">730</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t731" href="#t731">731</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t732" href="#t732">732</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t733" href="#t733">733</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t734" href="#t734">734</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t735" href="#t735">735</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t736" href="#t736">736</a></span><span class="t">        <span class="nam">kwargs</span><span class="op">[</span><span class="str">'skip_residual_computation'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'most'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t737" href="#t737">737</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t738" href="#t738">738</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">2</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t739" href="#t739">739</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'v'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t740" href="#t740">740</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'iterate'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t741" href="#t741">741</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'iterate'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t742" href="#t742">742</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'restol'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t743" href="#t743">743</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'level_params'</span><span class="op">,</span> <span class="str">'restol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t744" href="#t744">744</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t745" href="#t745">745</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t746" href="#t746">746</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t747" href="#t747">747</a></span><span class="t">        <span class="key">return</span> <span class="str">r'$k$-adaptivity'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t748" href="#t748">748</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t749" href="#t749">749</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t750" href="#t750">750</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t751" href="#t751">751</a></span><span class="t"><span class="str">        Routine to get a custom description that allows for adaptive iteration counts</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t752" href="#t752">752</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t753" href="#t753">753</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t754" href="#t754">754</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t755" href="#t755">755</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t756" href="#t756">756</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t757" href="#t757">757</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t758" href="#t758">758</a></span><span class="t"><span class="str">            The custom description you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t759" href="#t759">759</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t760" href="#t760">760</a></span><span class="t">        <span class="nam">restol</span> <span class="op">=</span> <span class="op">-</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t761" href="#t761">761</a></span><span class="t">        <span class="nam">e_tol</span> <span class="op">=</span> <span class="op">-</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t762" href="#t762">762</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t763" href="#t763">763</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_piline"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t764" href="#t764">764</a></span><span class="t">            <span class="nam">restol</span> <span class="op">=</span> <span class="num">2.3e-8</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t765" href="#t765">765</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t766" href="#t766">766</a></span><span class="t">            <span class="nam">restol</span> <span class="op">=</span> <span class="num">9e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t767" href="#t767">767</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t768" href="#t768">768</a></span><span class="t">            <span class="nam">restol</span> <span class="op">=</span> <span class="num">16e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t769" href="#t769">769</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t770" href="#t770">770</a></span><span class="t">            <span class="nam">restol</span> <span class="op">=</span> <span class="num">6.5e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t771" href="#t771">771</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t772" href="#t772">772</a></span><span class="t">            <span class="nam">restol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t773" href="#t773">773</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t774" href="#t774">774</a></span><span class="t">            <span class="nam">restol</span> <span class="op">=</span> <span class="num">1e-11</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t775" href="#t775">775</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_RBC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t776" href="#t776">776</a></span><span class="t">            <span class="nam">restol</span> <span class="op">=</span> <span class="num">1e-4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t777" href="#t777">777</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t778" href="#t778">778</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t779" href="#t779">779</a></span><span class="t">                <span class="str">'I don\'t have a residual tolerance for your problem. Please add one to the \</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t780" href="#t780">780</a></span><span class="t"><span class="str">strategy'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t781" href="#t781">781</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t782" href="#t782">782</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t783" href="#t783">783</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t784" href="#t784">784</a></span><span class="t"><span class="str">            dict: Randomization parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t785" href="#t785">785</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t786" href="#t786">786</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t787" href="#t787">787</a></span><span class="t">        <span class="nam">rnd_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_random_params</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t783" href="#t783">783</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t784" href="#t784">784</a></span><span class="t">            <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">99</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t785" href="#t785">785</a></span><span class="t">            <span class="str">'level_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'restol'</span><span class="op">:</span> <span class="nam">restol</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t786" href="#t786">786</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t787" href="#t787">787</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t788" href="#t788">788</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t789" href="#t789">789</a></span><span class="t">            <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t790" href="#t790">790</a></span><span class="t">        <span class="key">return</span> <span class="nam">rnd_params</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t791" href="#t791">791</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t792" href="#t792">792</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t793" href="#t793">793</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t794" href="#t794">794</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t795" href="#t795">795</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t796" href="#t796">796</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t797" href="#t797">797</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t798" href="#t798">798</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t799" href="#t799">799</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t800" href="#t800">800</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t801" href="#t801">801</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t802" href="#t802">802</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t803" href="#t803">803</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t804" href="#t804">804</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t805" href="#t805">805</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t806" href="#t806">806</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t807" href="#t807">807</a></span><span class="t">                <span class="key">return</span> <span class="num">1872</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t808" href="#t808">808</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t809" href="#t809">809</a></span><span class="t">                <span class="key">return</span> <span class="num">2.2362043480939064e-05</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t810" href="#t810">810</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t811" href="#t811">811</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t812" href="#t812">812</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t789" href="#t789">789</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t790" href="#t790">790</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t791" href="#t791">791</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t792" href="#t792">792</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t793" href="#t793">793</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t794" href="#t794">794</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t795" href="#t795">795</a></span><span class="t"><span class="str">        Routine to get parameters for the randomization of faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t796" href="#t796">796</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t797" href="#t797">797</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t798" href="#t798">798</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t799" href="#t799">799</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t800" href="#t800">800</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t801" href="#t801">801</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t802" href="#t802">802</a></span><span class="t"><span class="str">            dict: Randomization parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t803" href="#t803">803</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t804" href="#t804">804</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t805" href="#t805">805</a></span><span class="t">        <span class="nam">rnd_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_random_params</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t806" href="#t806">806</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t807" href="#t807">807</a></span><span class="t">            <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t808" href="#t808">808</a></span><span class="t">        <span class="key">return</span> <span class="nam">rnd_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t809" href="#t809">809</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t810" href="#t810">810</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t811" href="#t811">811</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t812" href="#t812">812</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t813" href="#t813">813</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t814" href="#t814">814</a></span><span class="t"><span class="key">class</span> <span class="nam">kAdaptivityStrategy</span><span class="op">(</span><span class="nam">IterateStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t815" href="#t815">815</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t816" href="#t816">816</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t817" href="#t817">817</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'dt'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t818" href="#t818">818</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'level_params'</span><span class="op">,</span> <span class="str">'dt'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t814" href="#t814">814</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t815" href="#t815">815</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t816" href="#t816">816</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t817" href="#t817">817</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t818" href="#t818">818</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t819" href="#t819">819</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t820" href="#t820">820</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t821" href="#t821">821</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t822" href="#t822">822</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'restol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-9</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t823" href="#t823">823</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t824" href="#t824">824</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'newton_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-9</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t825" href="#t825">825</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'lintol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-9</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t826" href="#t826">826</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">2.5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t827" href="#t827">827</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t828" href="#t828">828</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'restol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-11</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t829" href="#t829">829</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">0.4</span> <span class="op">*</span> <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'eps'</span><span class="op">]</span> <span class="op">**</span> <span class="num">2</span> <span class="op">/</span> <span class="num">8.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t830" href="#t830">830</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t820" href="#t820">820</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t821" href="#t821">821</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t822" href="#t822">822</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t823" href="#t823">823</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t824" href="#t824">824</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t825" href="#t825">825</a></span><span class="t">                <span class="key">return</span> <span class="num">1872</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t826" href="#t826">826</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t827" href="#t827">827</a></span><span class="t">                <span class="key">return</span> <span class="num">2.2362043480939064e-05</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t828" href="#t828">828</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t829" href="#t829">829</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t830" href="#t830">830</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t831" href="#t831">831</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t832" href="#t832">832</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t833" href="#t833">833</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t834" href="#t834">834</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_quench'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t835" href="#t835">835</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t836" href="#t836">836</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_AC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t837" href="#t837">837</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">0.6</span> <span class="op">*</span> <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'eps'</span><span class="op">]</span> <span class="op">**</span> <span class="num">2</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t838" href="#t838">838</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t839" href="#t839">839</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t840" href="#t840">840</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t841" href="#t841">841</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t842" href="#t842">842</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t843" href="#t843">843</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t844" href="#t844">844</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t845" href="#t845">845</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t846" href="#t846">846</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t847" href="#t847">847</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t848" href="#t848">848</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t849" href="#t849">849</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t850" href="#t850">850</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t851" href="#t851">851</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t852" href="#t852">852</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t853" href="#t853">853</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t854" href="#t854">854</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t855" href="#t855">855</a></span><span class="t">                <span class="key">return</span> <span class="num">2392</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t856" href="#t856">856</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t857" href="#t857">857</a></span><span class="t">                <span class="key">return</span> <span class="num">4.808610118089973e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t858" href="#t858">858</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t859" href="#t859">859</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t860" href="#t860">860</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t861" href="#t861">861</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t862" href="#t862">862</a></span><span class="t"><span class="key">class</span> <span class="nam">HotRodStrategy</span><span class="op">(</span><span class="nam">Strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t863" href="#t863">863</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t864" href="#t864">864</a></span><span class="t"><span class="str">    Hot Rod as a resilience strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t865" href="#t865">865</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t832" href="#t832">832</a></span><span class="t"><span class="key">class</span> <span class="nam">kAdaptivityStrategy</span><span class="op">(</span><span class="nam">IterateStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t833" href="#t833">833</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t834" href="#t834">834</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t835" href="#t835">835</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'dt'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t836" href="#t836">836</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'level_params'</span><span class="op">,</span> <span class="str">'dt'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t837" href="#t837">837</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t838" href="#t838">838</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t839" href="#t839">839</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t840" href="#t840">840</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'restol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-9</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t841" href="#t841">841</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t842" href="#t842">842</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'newton_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-9</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t843" href="#t843">843</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'lintol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-9</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t844" href="#t844">844</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">2.5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t845" href="#t845">845</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t846" href="#t846">846</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'restol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-11</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t847" href="#t847">847</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">0.4</span> <span class="op">*</span> <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'eps'</span><span class="op">]</span> <span class="op">**</span> <span class="num">2</span> <span class="op">/</span> <span class="num">8.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t848" href="#t848">848</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_RBC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t849" href="#t849">849</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">7e-2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t850" href="#t850">850</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'restol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-9</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t851" href="#t851">851</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t852" href="#t852">852</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t853" href="#t853">853</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t854" href="#t854">854</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t855" href="#t855">855</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_quench'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t856" href="#t856">856</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t857" href="#t857">857</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_AC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t858" href="#t858">858</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">0.6</span> <span class="op">*</span> <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'eps'</span><span class="op">]</span> <span class="op">**</span> <span class="num">2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t859" href="#t859">859</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_RBC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t860" href="#t860">860</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'restol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t861" href="#t861">861</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t862" href="#t862">862</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t863" href="#t863">863</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t864" href="#t864">864</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t865" href="#t865">865</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t866" href="#t866">866</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t867" href="#t867">867</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t868" href="#t868">868</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t869" href="#t869">869</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t870" href="#t870">870</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t871" href="#t871">871</a></span><span class="t">        <span class="nam">kwargs</span><span class="op">[</span><span class="str">'skip_residual_computation'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'all'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t872" href="#t872">872</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t873" href="#t873">873</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">3</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t874" href="#t874">874</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'^'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t875" href="#t875">875</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'Hot Rod'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t876" href="#t876">876</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'Hot Rod'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t877" href="#t877">877</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'dt'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t878" href="#t878">878</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'level_params'</span><span class="op">,</span> <span class="str">'dt'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t879" href="#t879">879</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t880" href="#t880">880</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t881" href="#t881">881</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t882" href="#t882">882</a></span><span class="t"><span class="str">        Routine to get a custom description that adds Hot Rod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t867" href="#t867">867</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t868" href="#t868">868</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t869" href="#t869">869</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t870" href="#t870">870</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t871" href="#t871">871</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t872" href="#t872">872</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t873" href="#t873">873</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t874" href="#t874">874</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t875" href="#t875">875</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t876" href="#t876">876</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t877" href="#t877">877</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t878" href="#t878">878</a></span><span class="t">                <span class="key">return</span> <span class="num">2392</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t879" href="#t879">879</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t880" href="#t880">880</a></span><span class="t">                <span class="key">return</span> <span class="num">4.808610118089973e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t881" href="#t881">881</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t882" href="#t882">882</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t883" href="#t883">883</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t884" href="#t884">884</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t885" href="#t885">885</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t886" href="#t886">886</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t887" href="#t887">887</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t888" href="#t888">888</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t889" href="#t889">889</a></span><span class="t"><span class="str">            The custom description you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t890" href="#t890">890</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t891" href="#t891">891</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">hotrod</span> <span class="key">import</span> <span class="nam">HotRod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t892" href="#t892">892</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestartingNonMPI</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t893" href="#t893">893</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t894" href="#t894">894</a></span><span class="t">        <span class="nam">base_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t895" href="#t895">895</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t896" href="#t896">896</a></span><span class="t">            <span class="key">if</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">4</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t897" href="#t897">897</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">1.800804e-04</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t898" href="#t898">898</a></span><span class="t">            <span class="key">elif</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">5</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t899" href="#t899">899</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">9.329361e-05</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t900" href="#t900">900</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>  <span class="com"># 1 process</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t901" href="#t901">901</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">1.347949e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t902" href="#t902">902</a></span><span class="t">            <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">7e-6</span> <span class="key">if</span> <span class="nam">num_procs</span> <span class="op">></span> <span class="num">1</span> <span class="key">else</span> <span class="num">5e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t903" href="#t903">903</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t904" href="#t904">904</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t905" href="#t905">905</a></span><span class="t">            <span class="key">if</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">5</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t906" href="#t906">906</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">9.539348e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t907" href="#t907">907</a></span><span class="t">            <span class="key">elif</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">4</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t908" href="#t908">908</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">3.201e-6</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t909" href="#t909">909</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t910" href="#t910">910</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">7.720589e-07</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t911" href="#t911">911</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">6</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t912" href="#t912">912</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t913" href="#t913">913</a></span><span class="t">            <span class="key">if</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">5</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t914" href="#t914">914</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">2.497697e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t915" href="#t915">915</a></span><span class="t">            <span class="key">elif</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">4</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t916" href="#t916">916</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">1.910405e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t917" href="#t917">917</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t918" href="#t918">918</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">4.476790e-07</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t919" href="#t919">919</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">6</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t920" href="#t920">920</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t921" href="#t921">921</a></span><span class="t">            <span class="key">if</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">5</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t922" href="#t922">922</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">1.017534e-03</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t923" href="#t923">923</a></span><span class="t">            <span class="key">elif</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">4</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t924" href="#t924">924</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">1.017534e-03</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t925" href="#t925">925</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t926" href="#t926">926</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">5.198620e-04</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t927" href="#t927">927</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">6</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t928" href="#t928">928</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_AC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t929" href="#t929">929</a></span><span class="t">            <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">9.564437e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t930" href="#t930">930</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">6</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t931" href="#t931">931</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t932" href="#t932">932</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t933" href="#t933">933</a></span><span class="t">                <span class="str">'I don\'t have a tolerance for Hot Rod for your problem. Please add one to the\</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t934" href="#t934">934</a></span><span class="t"><span class="str"> strategy'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t935" href="#t935">935</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t936" href="#t936">936</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t937" href="#t937">937</a></span><span class="t">        <span class="nam">no_storage</span> <span class="op">=</span> <span class="key">False</span>  <span class="com"># num_procs > 1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t938" href="#t938">938</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t939" href="#t939">939</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t940" href="#t940">940</a></span><span class="t">            <span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t941" href="#t941">941</a></span><span class="t">                <span class="nam">HotRod</span><span class="op">:</span> <span class="op">{</span><span class="str">'HotRod_tol'</span><span class="op">:</span> <span class="nam">HotRod_tol</span><span class="op">,</span> <span class="str">'no_storage'</span><span class="op">:</span> <span class="nam">no_storage</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t942" href="#t942">942</a></span><span class="t">                <span class="nam">BasicRestartingNonMPI</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t943" href="#t943">943</a></span><span class="t">                    <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t944" href="#t944">944</a></span><span class="t">                    <span class="str">'crash_after_max_restarts'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t945" href="#t945">945</a></span><span class="t">                    <span class="str">'restart_from_first_step'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t946" href="#t946">946</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t947" href="#t947">947</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t948" href="#t948">948</a></span><span class="t">            <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="nam">maxiter</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t949" href="#t949">949</a></span><span class="t">            <span class="str">'level_params'</span><span class="op">:</span> <span class="op">{</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t950" href="#t950">950</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t951" href="#t951">951</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t952" href="#t952">952</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">0.8</span> <span class="op">*</span> <span class="nam">base_params</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'eps'</span><span class="op">]</span> <span class="op">**</span> <span class="num">2</span> <span class="op">/</span> <span class="num">8.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t953" href="#t953">953</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">base_params</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t954" href="#t954">954</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t955" href="#t955">955</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t956" href="#t956">956</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t957" href="#t957">957</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t958" href="#t958">958</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t959" href="#t959">959</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t960" href="#t960">960</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t961" href="#t961">961</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t962" href="#t962">962</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t963" href="#t963">963</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t884" href="#t884">884</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t885" href="#t885">885</a></span><span class="t"><span class="key">class</span> <span class="nam">HotRodStrategy</span><span class="op">(</span><span class="nam">Strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t886" href="#t886">886</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t887" href="#t887">887</a></span><span class="t"><span class="str">    Hot Rod as a resilience strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t888" href="#t888">888</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t889" href="#t889">889</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t890" href="#t890">890</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t891" href="#t891">891</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t892" href="#t892">892</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t893" href="#t893">893</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t894" href="#t894">894</a></span><span class="t">        <span class="nam">kwargs</span><span class="op">[</span><span class="str">'skip_residual_computation'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'all'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t895" href="#t895">895</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t896" href="#t896">896</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">3</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t897" href="#t897">897</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'^'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t898" href="#t898">898</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'Hot Rod'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t899" href="#t899">899</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'Hot Rod'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t900" href="#t900">900</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'dt'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t901" href="#t901">901</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'level_params'</span><span class="op">,</span> <span class="str">'dt'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t902" href="#t902">902</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t903" href="#t903">903</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t904" href="#t904">904</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t905" href="#t905">905</a></span><span class="t"><span class="str">        Routine to get a custom description that adds Hot Rod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t906" href="#t906">906</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t907" href="#t907">907</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t908" href="#t908">908</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t909" href="#t909">909</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t910" href="#t910">910</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t911" href="#t911">911</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t912" href="#t912">912</a></span><span class="t"><span class="str">            The custom description you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t913" href="#t913">913</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t914" href="#t914">914</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">hotrod</span> <span class="key">import</span> <span class="nam">HotRod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t915" href="#t915">915</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestartingNonMPI</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t916" href="#t916">916</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t917" href="#t917">917</a></span><span class="t">        <span class="nam">base_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t918" href="#t918">918</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t919" href="#t919">919</a></span><span class="t">            <span class="key">if</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">4</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t920" href="#t920">920</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">1.800804e-04</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t921" href="#t921">921</a></span><span class="t">            <span class="key">elif</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">5</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t922" href="#t922">922</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">9.329361e-05</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t923" href="#t923">923</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>  <span class="com"># 1 process</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t924" href="#t924">924</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">1.347949e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t925" href="#t925">925</a></span><span class="t">            <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">7e-6</span> <span class="key">if</span> <span class="nam">num_procs</span> <span class="op">></span> <span class="num">1</span> <span class="key">else</span> <span class="num">5e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t926" href="#t926">926</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t927" href="#t927">927</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t928" href="#t928">928</a></span><span class="t">            <span class="key">if</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">5</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t929" href="#t929">929</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">9.539348e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t930" href="#t930">930</a></span><span class="t">            <span class="key">elif</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">4</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t931" href="#t931">931</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">3.201e-6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t932" href="#t932">932</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t933" href="#t933">933</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">7.720589e-07</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t934" href="#t934">934</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t935" href="#t935">935</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t936" href="#t936">936</a></span><span class="t">            <span class="key">if</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">5</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t937" href="#t937">937</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">2.497697e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t938" href="#t938">938</a></span><span class="t">            <span class="key">elif</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">4</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t939" href="#t939">939</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">1.910405e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t940" href="#t940">940</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t941" href="#t941">941</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">4.476790e-07</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t942" href="#t942">942</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t943" href="#t943">943</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t944" href="#t944">944</a></span><span class="t">            <span class="key">if</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">5</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t945" href="#t945">945</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">1.017534e-03</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t946" href="#t946">946</a></span><span class="t">            <span class="key">elif</span> <span class="nam">num_procs</span> <span class="op">==</span> <span class="num">4</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t947" href="#t947">947</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">1.017534e-03</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t948" href="#t948">948</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t949" href="#t949">949</a></span><span class="t">                <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">5.198620e-04</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t950" href="#t950">950</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t951" href="#t951">951</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_AC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t952" href="#t952">952</a></span><span class="t">            <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">9.564437e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t953" href="#t953">953</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t954" href="#t954">954</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_RBC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t955" href="#t955">955</a></span><span class="t">            <span class="nam">HotRod_tol</span> <span class="op">=</span> <span class="num">6.34e-6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t956" href="#t956">956</a></span><span class="t">            <span class="nam">maxiter</span> <span class="op">=</span> <span class="num">6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t957" href="#t957">957</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t958" href="#t958">958</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t959" href="#t959">959</a></span><span class="t">                <span class="str">'I don\'t have a tolerance for Hot Rod for your problem. Please add one to the\</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t960" href="#t960">960</a></span><span class="t"><span class="str"> strategy'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t961" href="#t961">961</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t962" href="#t962">962</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t963" href="#t963">963</a></span><span class="t">        <span class="nam">no_storage</span> <span class="op">=</span> <span class="key">False</span>  <span class="com"># num_procs > 1</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t964" href="#t964">964</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t965" href="#t965">965</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t966" href="#t966">966</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t967" href="#t967">967</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t968" href="#t968">968</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t969" href="#t969">969</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t970" href="#t970">970</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t971" href="#t971">971</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t972" href="#t972">972</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t973" href="#t973">973</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t974" href="#t974">974</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t975" href="#t975">975</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t976" href="#t976">976</a></span><span class="t">                <span class="key">return</span> <span class="num">2329</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t977" href="#t977">977</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t978" href="#t978">978</a></span><span class="t">                <span class="key">return</span> <span class="num">9.256926357892326e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t979" href="#t979">979</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t980" href="#t980">980</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t981" href="#t981">981</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t982" href="#t982">982</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t983" href="#t983">983</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityCollocationStrategy</span><span class="op">(</span><span class="nam">InexactBaseStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t984" href="#t984">984</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t985" href="#t985">985</a></span><span class="t"><span class="str">    Adaptivity based on collocation as a resilience strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t986" href="#t986">986</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t987" href="#t987">987</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t988" href="#t988">988</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t989" href="#t989">989</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t990" href="#t990">990</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t991" href="#t991">991</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t992" href="#t992">992</a></span><span class="t">        <span class="nam">kwargs</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t993" href="#t993">993</a></span><span class="t">            <span class="str">'skip_residual_computation'</span><span class="op">:</span> <span class="str">'most'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t994" href="#t994">994</a></span><span class="t">            <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t995" href="#t995">995</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t965" href="#t965">965</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t966" href="#t966">966</a></span><span class="t">            <span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t967" href="#t967">967</a></span><span class="t">                <span class="nam">HotRod</span><span class="op">:</span> <span class="op">{</span><span class="str">'HotRod_tol'</span><span class="op">:</span> <span class="nam">HotRod_tol</span><span class="op">,</span> <span class="str">'no_storage'</span><span class="op">:</span> <span class="nam">no_storage</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t968" href="#t968">968</a></span><span class="t">                <span class="nam">BasicRestartingNonMPI</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t969" href="#t969">969</a></span><span class="t">                    <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t970" href="#t970">970</a></span><span class="t">                    <span class="str">'crash_after_max_restarts'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t971" href="#t971">971</a></span><span class="t">                    <span class="str">'restart_from_first_step'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t972" href="#t972">972</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t973" href="#t973">973</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t974" href="#t974">974</a></span><span class="t">            <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="nam">maxiter</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t975" href="#t975">975</a></span><span class="t">            <span class="str">'level_params'</span><span class="op">:</span> <span class="op">{</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t976" href="#t976">976</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t977" href="#t977">977</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t978" href="#t978">978</a></span><span class="t">            <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">0.8</span> <span class="op">*</span> <span class="nam">base_params</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'eps'</span><span class="op">]</span> <span class="op">**</span> <span class="num">2</span> <span class="op">/</span> <span class="num">8.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t979" href="#t979">979</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">base_params</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t980" href="#t980">980</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t981" href="#t981">981</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t982" href="#t982">982</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t983" href="#t983">983</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t984" href="#t984">984</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t985" href="#t985">985</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t986" href="#t986">986</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t987" href="#t987">987</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t988" href="#t988">988</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t989" href="#t989">989</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t990" href="#t990">990</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t991" href="#t991">991</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t992" href="#t992">992</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t993" href="#t993">993</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t994" href="#t994">994</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t995" href="#t995">995</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t996" href="#t996">996</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t997" href="#t997">997</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityCollocation</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t998" href="#t998">998</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t999" href="#t999">999</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">restol</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1000" href="#t1000">1000</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1001" href="#t1001">1001</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1002" href="#t1002">1002</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'*'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1003" href="#t1003">1003</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'adaptivity_coll'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1004" href="#t1004">1004</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'adaptivity collocation'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1005" href="#t1005">1005</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1006" href="#t1006">1006</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1007" href="#t1007">1007</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">AdaptivityCollocation</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t997" href="#t997">997</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t998" href="#t998">998</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t999" href="#t999">999</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1000" href="#t1000">1000</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1001" href="#t1001">1001</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1002" href="#t1002">1002</a></span><span class="t">                <span class="key">return</span> <span class="num">2329</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1003" href="#t1003">1003</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1004" href="#t1004">1004</a></span><span class="t">                <span class="key">return</span> <span class="num">9.256926357892326e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1005" href="#t1005">1005</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1006" href="#t1006">1006</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1007" href="#t1007">1007</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1008" href="#t1008">1008</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1009" href="#t1009">1009</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1010" href="#t1010">1010</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1011" href="#t1011">1011</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1012" href="#t1012">1012</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1013" href="#t1013">1013</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1014" href="#t1014">1014</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1015" href="#t1015">1015</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1016" href="#t1016">1016</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1017" href="#t1017">1017</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1018" href="#t1018">1018</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1019" href="#t1019">1019</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1020" href="#t1020">1020</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityCollocation</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1021" href="#t1021">1021</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1022" href="#t1022">1022</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1023" href="#t1023">1023</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1024" href="#t1024">1024</a></span><span class="t">        <span class="nam">dt_max</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1025" href="#t1025">1025</a></span><span class="t">        <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1026" href="#t1026">1026</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1027" href="#t1027">1027</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_piline"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1028" href="#t1028">1028</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1029" href="#t1029">1029</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-2</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1030" href="#t1030">1030</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1031" href="#t1031">1031</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1032" href="#t1032">1032</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1033" href="#t1033">1033</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1034" href="#t1034">1034</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1035" href="#t1035">1035</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1036" href="#t1036">1036</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1037" href="#t1037">1037</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">4e-6</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1038" href="#t1038">1038</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1039" href="#t1039">1039</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1040" href="#t1040">1040</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1041" href="#t1041">1041</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1042" href="#t1042">1042</a></span><span class="t">            <span class="nam">dt_max</span> <span class="op">=</span> <span class="num">1e2</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1043" href="#t1043">1043</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1044" href="#t1044">1044</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1045" href="#t1045">1045</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1046" href="#t1046">1046</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1047" href="#t1047">1047</a></span><span class="t">                <span class="str">'I don\'t have a tolerance for adaptivity for your problem. Please add one to the\</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1048" href="#t1048">1048</a></span><span class="t"><span class="str"> strategy'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1049" href="#t1049">1049</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1050" href="#t1050">1050</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1051" href="#t1051">1051</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1052" href="#t1052">1052</a></span><span class="t">            <span class="nam">AdaptivityCollocation</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1053" href="#t1053">1053</a></span><span class="t">                <span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1054" href="#t1054">1054</a></span><span class="t">                <span class="str">'dt_min'</span><span class="op">:</span> <span class="nam">dt_min</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1055" href="#t1055">1055</a></span><span class="t">                <span class="str">'dt_max'</span><span class="op">:</span> <span class="nam">dt_max</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1056" href="#t1056">1056</a></span><span class="t">                <span class="str">'adaptive_coll_params'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1057" href="#t1057">1057</a></span><span class="t">                <span class="str">'restol_rel'</span><span class="op">:</span> <span class="num">1e-2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1058" href="#t1058">1058</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1059" href="#t1059">1059</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1060" href="#t1060">1060</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1061" href="#t1061">1061</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1062" href="#t1062">1062</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1063" href="#t1063">1063</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityCollocationTypeStrategy</span><span class="op">(</span><span class="nam">AdaptivityCollocationStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1064" href="#t1064">1064</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1065" href="#t1065">1065</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1066" href="#t1066">1066</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">4</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1067" href="#t1067">1067</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'.'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1068" href="#t1068">1068</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1069" href="#t1069">1069</a></span><span class="t">            <span class="str">'quad_type'</span><span class="op">:</span> <span class="op">[</span><span class="str">'RADAU-RIGHT'</span><span class="op">,</span> <span class="str">'GAUSS'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1070" href="#t1070">1070</a></span><span class="t">            <span class="str">'do_coll_update'</span><span class="op">:</span> <span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1071" href="#t1071">1071</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1072" href="#t1072">1072</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1073" href="#t1073">1073</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1074" href="#t1074">1074</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1075" href="#t1075">1075</a></span><span class="t">        <span class="key">return</span> <span class="str">'adaptivity type'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1009" href="#t1009">1009</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityCollocationStrategy</span><span class="op">(</span><span class="nam">InexactBaseStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1010" href="#t1010">1010</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1011" href="#t1011">1011</a></span><span class="t"><span class="str">    Adaptivity based on collocation as a resilience strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1012" href="#t1012">1012</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1013" href="#t1013">1013</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1014" href="#t1014">1014</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1015" href="#t1015">1015</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1016" href="#t1016">1016</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1017" href="#t1017">1017</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1018" href="#t1018">1018</a></span><span class="t">        <span class="nam">kwargs</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1019" href="#t1019">1019</a></span><span class="t">            <span class="str">'skip_residual_computation'</span><span class="op">:</span> <span class="str">'most'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1020" href="#t1020">1020</a></span><span class="t">            <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1021" href="#t1021">1021</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1022" href="#t1022">1022</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1023" href="#t1023">1023</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityCollocation</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1024" href="#t1024">1024</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1025" href="#t1025">1025</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">restol</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1026" href="#t1026">1026</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1027" href="#t1027">1027</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1028" href="#t1028">1028</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'*'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1029" href="#t1029">1029</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'adaptivity_coll'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1030" href="#t1030">1030</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'adaptivity collocation'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1031" href="#t1031">1031</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1032" href="#t1032">1032</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1033" href="#t1033">1033</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">AdaptivityCollocation</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1034" href="#t1034">1034</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1035" href="#t1035">1035</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1036" href="#t1036">1036</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1037" href="#t1037">1037</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1038" href="#t1038">1038</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1039" href="#t1039">1039</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1040" href="#t1040">1040</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1041" href="#t1041">1041</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1042" href="#t1042">1042</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1043" href="#t1043">1043</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1044" href="#t1044">1044</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1045" href="#t1045">1045</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1046" href="#t1046">1046</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityCollocation</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1047" href="#t1047">1047</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1048" href="#t1048">1048</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1049" href="#t1049">1049</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1050" href="#t1050">1050</a></span><span class="t">        <span class="nam">dt_max</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1051" href="#t1051">1051</a></span><span class="t">        <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1052" href="#t1052">1052</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1053" href="#t1053">1053</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_piline"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1054" href="#t1054">1054</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1055" href="#t1055">1055</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1056" href="#t1056">1056</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1057" href="#t1057">1057</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1058" href="#t1058">1058</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1059" href="#t1059">1059</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1060" href="#t1060">1060</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1061" href="#t1061">1061</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1062" href="#t1062">1062</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1063" href="#t1063">1063</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">4e-6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1064" href="#t1064">1064</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1065" href="#t1065">1065</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1066" href="#t1066">1066</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1067" href="#t1067">1067</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1068" href="#t1068">1068</a></span><span class="t">            <span class="nam">dt_max</span> <span class="op">=</span> <span class="num">1e2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1069" href="#t1069">1069</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1070" href="#t1070">1070</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1071" href="#t1071">1071</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1072" href="#t1072">1072</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1073" href="#t1073">1073</a></span><span class="t">                <span class="str">'I don\'t have a tolerance for adaptivity for your problem. Please add one to the\</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1074" href="#t1074">1074</a></span><span class="t"><span class="str"> strategy'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1075" href="#t1075">1075</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1076" href="#t1076">1076</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1077" href="#t1077">1077</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1078" href="#t1078">1078</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1079" href="#t1079">1079</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1080" href="#t1080">1080</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1081" href="#t1081">1081</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1082" href="#t1082">1082</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1083" href="#t1083">1083</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1084" href="#t1084">1084</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1085" href="#t1085">1085</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1086" href="#t1086">1086</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1087" href="#t1087">1087</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1088" href="#t1088">1088</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1089" href="#t1089">1089</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1090" href="#t1090">1090</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1091" href="#t1091">1091</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1092" href="#t1092">1092</a></span><span class="t">                <span class="key">return</span> <span class="num">983</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1093" href="#t1093">1093</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1094" href="#t1094">1094</a></span><span class="t">                <span class="key">return</span> <span class="num">3.944880392126038e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1095" href="#t1095">1095</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1096" href="#t1096">1096</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1097" href="#t1097">1097</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1077" href="#t1077">1077</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1078" href="#t1078">1078</a></span><span class="t">            <span class="nam">AdaptivityCollocation</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1079" href="#t1079">1079</a></span><span class="t">                <span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1080" href="#t1080">1080</a></span><span class="t">                <span class="str">'dt_min'</span><span class="op">:</span> <span class="nam">dt_min</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1081" href="#t1081">1081</a></span><span class="t">                <span class="str">'dt_max'</span><span class="op">:</span> <span class="nam">dt_max</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1082" href="#t1082">1082</a></span><span class="t">                <span class="str">'adaptive_coll_params'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1083" href="#t1083">1083</a></span><span class="t">                <span class="str">'restol_rel'</span><span class="op">:</span> <span class="num">1e-2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1084" href="#t1084">1084</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1085" href="#t1085">1085</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1086" href="#t1086">1086</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1087" href="#t1087">1087</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1088" href="#t1088">1088</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1089" href="#t1089">1089</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityCollocationTypeStrategy</span><span class="op">(</span><span class="nam">AdaptivityCollocationStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1090" href="#t1090">1090</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1091" href="#t1091">1091</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1092" href="#t1092">1092</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">4</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1093" href="#t1093">1093</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'.'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1094" href="#t1094">1094</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1095" href="#t1095">1095</a></span><span class="t">            <span class="str">'quad_type'</span><span class="op">:</span> <span class="op">[</span><span class="str">'RADAU-RIGHT'</span><span class="op">,</span> <span class="str">'GAUSS'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1096" href="#t1096">1096</a></span><span class="t">            <span class="str">'do_coll_update'</span><span class="op">:</span> <span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1097" href="#t1097">1097</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1098" href="#t1098">1098</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1099" href="#t1099">1099</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityCollocationRefinementStrategy</span><span class="op">(</span><span class="nam">AdaptivityCollocationStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1100" href="#t1100">1100</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1101" href="#t1101">1101</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1102" href="#t1102">1102</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">5</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1103" href="#t1103">1103</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'^'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1104" href="#t1104">1104</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1105" href="#t1105">1105</a></span><span class="t">            <span class="str">'num_nodes'</span><span class="op">:</span> <span class="op">[</span><span class="num">2</span><span class="op">,</span> <span class="num">3</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1106" href="#t1106">1106</a></span><span class="t">            <span class="str">'quad_type'</span><span class="op">:</span> <span class="op">[</span><span class="str">'GAUSS'</span><span class="op">,</span> <span class="str">'RADAU-RIGHT'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1107" href="#t1107">1107</a></span><span class="t">            <span class="str">'do_coll_update'</span><span class="op">:</span> <span class="op">[</span><span class="key">True</span><span class="op">,</span> <span class="key">False</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1108" href="#t1108">1108</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1109" href="#t1109">1109</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1110" href="#t1110">1110</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1111" href="#t1111">1111</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1112" href="#t1112">1112</a></span><span class="t">        <span class="key">return</span> <span class="str">'adaptivity refinement'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1113" href="#t1113">1113</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1114" href="#t1114">1114</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1115" href="#t1115">1115</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1116" href="#t1116">1116</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1117" href="#t1117">1117</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1118" href="#t1118">1118</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1119" href="#t1119">1119</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1120" href="#t1120">1120</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1121" href="#t1121">1121</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1122" href="#t1122">1122</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1099" href="#t1099">1099</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1100" href="#t1100">1100</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1101" href="#t1101">1101</a></span><span class="t">        <span class="key">return</span> <span class="str">'adaptivity type'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1102" href="#t1102">1102</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1103" href="#t1103">1103</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1104" href="#t1104">1104</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1105" href="#t1105">1105</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1106" href="#t1106">1106</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1107" href="#t1107">1107</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1108" href="#t1108">1108</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1109" href="#t1109">1109</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1110" href="#t1110">1110</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1111" href="#t1111">1111</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1112" href="#t1112">1112</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1113" href="#t1113">1113</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1114" href="#t1114">1114</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1115" href="#t1115">1115</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1116" href="#t1116">1116</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1117" href="#t1117">1117</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1118" href="#t1118">1118</a></span><span class="t">                <span class="key">return</span> <span class="num">983</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1119" href="#t1119">1119</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1120" href="#t1120">1120</a></span><span class="t">                <span class="key">return</span> <span class="num">3.944880392126038e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1121" href="#t1121">1121</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1122" href="#t1122">1122</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1123" href="#t1123">1123</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1124" href="#t1124">1124</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1125" href="#t1125">1125</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1126" href="#t1126">1126</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1127" href="#t1127">1127</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1128" href="#t1128">1128</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1129" href="#t1129">1129</a></span><span class="t">                <span class="key">return</span> <span class="num">917</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1130" href="#t1130">1130</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1131" href="#t1131">1131</a></span><span class="t">                <span class="key">return</span> <span class="num">1.0587702028885815e-05</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1132" href="#t1132">1132</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1133" href="#t1133">1133</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1134" href="#t1134">1134</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1124" href="#t1124">1124</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1125" href="#t1125">1125</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityCollocationRefinementStrategy</span><span class="op">(</span><span class="nam">AdaptivityCollocationStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1126" href="#t1126">1126</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1127" href="#t1127">1127</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1128" href="#t1128">1128</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">5</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1129" href="#t1129">1129</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'^'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1130" href="#t1130">1130</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1131" href="#t1131">1131</a></span><span class="t">            <span class="str">'num_nodes'</span><span class="op">:</span> <span class="op">[</span><span class="num">2</span><span class="op">,</span> <span class="num">3</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1132" href="#t1132">1132</a></span><span class="t">            <span class="str">'quad_type'</span><span class="op">:</span> <span class="op">[</span><span class="str">'GAUSS'</span><span class="op">,</span> <span class="str">'RADAU-RIGHT'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1133" href="#t1133">1133</a></span><span class="t">            <span class="str">'do_coll_update'</span><span class="op">:</span> <span class="op">[</span><span class="key">True</span><span class="op">,</span> <span class="key">False</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1134" href="#t1134">1134</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1135" href="#t1135">1135</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1136" href="#t1136">1136</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityCollocationDerefinementStrategy</span><span class="op">(</span><span class="nam">AdaptivityCollocationStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1137" href="#t1137">1137</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1138" href="#t1138">1138</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1139" href="#t1139">1139</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">6</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1140" href="#t1140">1140</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'^'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1141" href="#t1141">1141</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="op">[</span><span class="num">4</span><span class="op">,</span> <span class="num">3</span><span class="op">]</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1142" href="#t1142">1142</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1143" href="#t1143">1143</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1144" href="#t1144">1144</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1145" href="#t1145">1145</a></span><span class="t">        <span class="key">return</span> <span class="str">'adaptivity de-refinement'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1146" href="#t1146">1146</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1147" href="#t1147">1147</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1148" href="#t1148">1148</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1149" href="#t1149">1149</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1150" href="#t1150">1150</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1151" href="#t1151">1151</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1152" href="#t1152">1152</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1153" href="#t1153">1153</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1154" href="#t1154">1154</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1155" href="#t1155">1155</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1156" href="#t1156">1156</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1157" href="#t1157">1157</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1158" href="#t1158">1158</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1159" href="#t1159">1159</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1160" href="#t1160">1160</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Lorenz'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1161" href="#t1161">1161</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1162" href="#t1162">1162</a></span><span class="t">                <span class="key">return</span> <span class="num">1358</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1163" href="#t1163">1163</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1164" href="#t1164">1164</a></span><span class="t">                <span class="key">return</span> <span class="num">0.00010316526647002888</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1165" href="#t1165">1165</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1166" href="#t1166">1166</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1167" href="#t1167">1167</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1136" href="#t1136">1136</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1137" href="#t1137">1137</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1138" href="#t1138">1138</a></span><span class="t">        <span class="key">return</span> <span class="str">'adaptivity refinement'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1139" href="#t1139">1139</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1140" href="#t1140">1140</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1141" href="#t1141">1141</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1142" href="#t1142">1142</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1143" href="#t1143">1143</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1144" href="#t1144">1144</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1145" href="#t1145">1145</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1146" href="#t1146">1146</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1147" href="#t1147">1147</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1148" href="#t1148">1148</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1149" href="#t1149">1149</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1150" href="#t1150">1150</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1151" href="#t1151">1151</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1152" href="#t1152">1152</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1153" href="#t1153">1153</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1154" href="#t1154">1154</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1155" href="#t1155">1155</a></span><span class="t">                <span class="key">return</span> <span class="num">917</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1156" href="#t1156">1156</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1157" href="#t1157">1157</a></span><span class="t">                <span class="key">return</span> <span class="num">1.0587702028885815e-05</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1158" href="#t1158">1158</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1159" href="#t1159">1159</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1160" href="#t1160">1160</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1161" href="#t1161">1161</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1162" href="#t1162">1162</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityCollocationDerefinementStrategy</span><span class="op">(</span><span class="nam">AdaptivityCollocationStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1163" href="#t1163">1163</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1164" href="#t1164">1164</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1165" href="#t1165">1165</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">6</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1166" href="#t1166">1166</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'^'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1167" href="#t1167">1167</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="op">[</span><span class="num">4</span><span class="op">,</span> <span class="num">3</span><span class="op">]</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1168" href="#t1168">1168</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1169" href="#t1169">1169</a></span><span class="t"><span class="key">class</span> <span class="nam">DIRKStrategy</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1170" href="#t1170">1170</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1171" href="#t1171">1171</a></span><span class="t"><span class="str">    DIRK4(3)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1172" href="#t1172">1172</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1173" href="#t1173">1173</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1174" href="#t1174">1174</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1175" href="#t1175">1175</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1176" href="#t1176">1176</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1177" href="#t1177">1177</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1178" href="#t1178">1178</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityRK</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1179" href="#t1179">1179</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1180" href="#t1180">1180</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1181" href="#t1181">1181</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">7</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1182" href="#t1182">1182</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'^'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1183" href="#t1183">1183</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'DIRK'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1184" href="#t1184">1184</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'DIRK4(3)'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1185" href="#t1185">1185</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1186" href="#t1186">1186</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">AdaptivityRK</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1187" href="#t1187">1187</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">max_steps</span> <span class="op">=</span> <span class="num">1e5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1188" href="#t1188">1188</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1189" href="#t1189">1189</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1190" href="#t1190">1190</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1191" href="#t1191">1191</a></span><span class="t">        <span class="key">return</span> <span class="str">'DIRK4(3)'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1192" href="#t1192">1192</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1193" href="#t1193">1193</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1194" href="#t1194">1194</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1195" href="#t1195">1195</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1196" href="#t1196">1196</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1197" href="#t1197">1197</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1198" href="#t1198">1198</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1199" href="#t1199">1199</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1200" href="#t1200">1200</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1201" href="#t1201">1201</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1202" href="#t1202">1202</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1169" href="#t1169">1169</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1170" href="#t1170">1170</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1171" href="#t1171">1171</a></span><span class="t">        <span class="key">return</span> <span class="str">'adaptivity de-refinement'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1172" href="#t1172">1172</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1173" href="#t1173">1173</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1174" href="#t1174">1174</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1175" href="#t1175">1175</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1176" href="#t1176">1176</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1177" href="#t1177">1177</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1178" href="#t1178">1178</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1179" href="#t1179">1179</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1180" href="#t1180">1180</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1181" href="#t1181">1181</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1182" href="#t1182">1182</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1183" href="#t1183">1183</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1184" href="#t1184">1184</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1185" href="#t1185">1185</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1186" href="#t1186">1186</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Lorenz'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1187" href="#t1187">1187</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1188" href="#t1188">1188</a></span><span class="t">                <span class="key">return</span> <span class="num">1358</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1189" href="#t1189">1189</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1190" href="#t1190">1190</a></span><span class="t">                <span class="key">return</span> <span class="num">0.00010316526647002888</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1191" href="#t1191">1191</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1192" href="#t1192">1192</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1193" href="#t1193">1193</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1194" href="#t1194">1194</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1195" href="#t1195">1195</a></span><span class="t"><span class="key">class</span> <span class="nam">DIRKStrategy</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1196" href="#t1196">1196</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1197" href="#t1197">1197</a></span><span class="t"><span class="str">    DIRK4(3)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1198" href="#t1198">1198</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1199" href="#t1199">1199</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1200" href="#t1200">1200</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1201" href="#t1201">1201</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1202" href="#t1202">1202</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1203" href="#t1203">1203</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1204" href="#t1204">1204</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityRK</span><span class="op">,</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1205" href="#t1205">1205</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1206" href="#t1206">1206</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">Runge_Kutta</span> <span class="key">import</span> <span class="nam">DIRK43</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1207" href="#t1207">1207</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1208" href="#t1208">1208</a></span><span class="t">        <span class="nam">adaptivity_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1209" href="#t1209">1209</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1210" href="#t1210">1210</a></span><span class="t">        <span class="nam">e_tol</span> <span class="op">=</span> <span class="nam">adaptivity_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1211" href="#t1211">1211</a></span><span class="t">        <span class="nam">adaptivity_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="nam">Adaptivity</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1212" href="#t1212">1212</a></span><span class="t">        <span class="nam">adaptivity_description</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'sweeper_params'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1213" href="#t1213">1213</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1214" href="#t1214">1214</a></span><span class="t">        <span class="nam">rk_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1215" href="#t1215">1215</a></span><span class="t">            <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">1</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1216" href="#t1216">1216</a></span><span class="t">            <span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">DIRK43</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1217" href="#t1217">1217</a></span><span class="t">            <span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1218" href="#t1218">1218</a></span><span class="t">                <span class="nam">AdaptivityRK</span><span class="op">:</span> <span class="op">{</span><span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1219" href="#t1219">1219</a></span><span class="t">                <span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1220" href="#t1220">1220</a></span><span class="t">                    <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">49</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1221" href="#t1221">1221</a></span><span class="t">                    <span class="str">'crash_after_max_restarts'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1222" href="#t1222">1222</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1223" href="#t1223">1223</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1224" href="#t1224">1224</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1225" href="#t1225">1225</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1226" href="#t1226">1226</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">adaptivity_description</span><span class="op">,</span> <span class="nam">rk_params</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1227" href="#t1227">1227</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1228" href="#t1228">1228</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1229" href="#t1229">1229</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1230" href="#t1230">1230</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1231" href="#t1231">1231</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1232" href="#t1232">1232</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1204" href="#t1204">1204</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityRK</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1205" href="#t1205">1205</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1206" href="#t1206">1206</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1207" href="#t1207">1207</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">7</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1208" href="#t1208">1208</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'^'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1209" href="#t1209">1209</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'DIRK'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1210" href="#t1210">1210</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'DIRK4(3)'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1211" href="#t1211">1211</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1212" href="#t1212">1212</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">AdaptivityRK</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1213" href="#t1213">1213</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">max_steps</span> <span class="op">=</span> <span class="num">1e5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1214" href="#t1214">1214</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1215" href="#t1215">1215</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1216" href="#t1216">1216</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1217" href="#t1217">1217</a></span><span class="t">        <span class="key">return</span> <span class="str">'DIRK4(3)'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1218" href="#t1218">1218</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1219" href="#t1219">1219</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1220" href="#t1220">1220</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1221" href="#t1221">1221</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1222" href="#t1222">1222</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1223" href="#t1223">1223</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1224" href="#t1224">1224</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1225" href="#t1225">1225</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1226" href="#t1226">1226</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1227" href="#t1227">1227</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1228" href="#t1228">1228</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1229" href="#t1229">1229</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1230" href="#t1230">1230</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityRK</span><span class="op">,</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1231" href="#t1231">1231</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1232" href="#t1232">1232</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">Runge_Kutta</span> <span class="key">import</span> <span class="nam">DIRK43</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1233" href="#t1233">1233</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1234" href="#t1234">1234</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1235" href="#t1235">1235</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1236" href="#t1236">1236</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1237" href="#t1237">1237</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1238" href="#t1238">1238</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1234" href="#t1234">1234</a></span><span class="t">        <span class="nam">adaptivity_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1235" href="#t1235">1235</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1236" href="#t1236">1236</a></span><span class="t">        <span class="nam">e_tol</span> <span class="op">=</span> <span class="nam">adaptivity_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1237" href="#t1237">1237</a></span><span class="t">        <span class="nam">adaptivity_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="nam">Adaptivity</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1238" href="#t1238">1238</a></span><span class="t">        <span class="nam">adaptivity_description</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'sweeper_params'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1239" href="#t1239">1239</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1240" href="#t1240">1240</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1241" href="#t1241">1241</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1242" href="#t1242">1242</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1243" href="#t1243">1243</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1244" href="#t1244">1244</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1245" href="#t1245">1245</a></span><span class="t">                <span class="key">return</span> <span class="num">1456</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1246" href="#t1246">1246</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1247" href="#t1247">1247</a></span><span class="t">                <span class="key">return</span> <span class="num">0.00013730538358736055</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1248" href="#t1248">1248</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1249" href="#t1249">1249</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1250" href="#t1250">1250</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1251" href="#t1251">1251</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1252" href="#t1252">1252</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1253" href="#t1253">1253</a></span><span class="t"><span class="str">        Routine to get parameters for the randomization of faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1254" href="#t1254">1254</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1255" href="#t1255">1255</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1256" href="#t1256">1256</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1257" href="#t1257">1257</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1258" href="#t1258">1258</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1259" href="#t1259">1259</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1260" href="#t1260">1260</a></span><span class="t"><span class="str">            dict: Randomization parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1261" href="#t1261">1261</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1262" href="#t1262">1262</a></span><span class="t">        <span class="nam">rnd_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_random_params</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1263" href="#t1263">1263</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1264" href="#t1264">1264</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'min_node'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1240" href="#t1240">1240</a></span><span class="t">        <span class="nam">rk_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1241" href="#t1241">1241</a></span><span class="t">            <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">1</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1242" href="#t1242">1242</a></span><span class="t">            <span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">DIRK43</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1243" href="#t1243">1243</a></span><span class="t">            <span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1244" href="#t1244">1244</a></span><span class="t">                <span class="nam">AdaptivityRK</span><span class="op">:</span> <span class="op">{</span><span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1245" href="#t1245">1245</a></span><span class="t">                <span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1246" href="#t1246">1246</a></span><span class="t">                    <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">49</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1247" href="#t1247">1247</a></span><span class="t">                    <span class="str">'crash_after_max_restarts'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1248" href="#t1248">1248</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1249" href="#t1249">1249</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1250" href="#t1250">1250</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1251" href="#t1251">1251</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1252" href="#t1252">1252</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">adaptivity_description</span><span class="op">,</span> <span class="nam">rk_params</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1253" href="#t1253">1253</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1254" href="#t1254">1254</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1255" href="#t1255">1255</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1256" href="#t1256">1256</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1257" href="#t1257">1257</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1258" href="#t1258">1258</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1259" href="#t1259">1259</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1260" href="#t1260">1260</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1261" href="#t1261">1261</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1262" href="#t1262">1262</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1263" href="#t1263">1263</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1264" href="#t1264">1264</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1265" href="#t1265">1265</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1266" href="#t1266">1266</a></span><span class="t">        <span class="key">return</span> <span class="nam">rnd_params</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1267" href="#t1267">1267</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1268" href="#t1268">1268</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1269" href="#t1269">1269</a></span><span class="t"><span class="key">class</span> <span class="nam">ARKStrategy</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1270" href="#t1270">1270</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1271" href="#t1271">1271</a></span><span class="t"><span class="str">    ARK5(4)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1272" href="#t1272">1272</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1273" href="#t1273">1273</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1274" href="#t1274">1274</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1275" href="#t1275">1275</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1276" href="#t1276">1276</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1277" href="#t1277">1277</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1278" href="#t1278">1278</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityRK</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1279" href="#t1279">1279</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1280" href="#t1280">1280</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1281" href="#t1281">1281</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">7</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1282" href="#t1282">1282</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'P'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1283" href="#t1283">1283</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'ARK'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1284" href="#t1284">1284</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'ARK5(4)'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1285" href="#t1285">1285</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1286" href="#t1286">1286</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">AdaptivityRK</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1287" href="#t1287">1287</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">max_steps</span> <span class="op">=</span> <span class="num">1e5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1288" href="#t1288">1288</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1289" href="#t1289">1289</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1290" href="#t1290">1290</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1291" href="#t1291">1291</a></span><span class="t">        <span class="key">return</span> <span class="str">'ARK5(4)'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1292" href="#t1292">1292</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1293" href="#t1293">1293</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1294" href="#t1294">1294</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1295" href="#t1295">1295</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1296" href="#t1296">1296</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1297" href="#t1297">1297</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1298" href="#t1298">1298</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1299" href="#t1299">1299</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1300" href="#t1300">1300</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1301" href="#t1301">1301</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1302" href="#t1302">1302</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1266" href="#t1266">1266</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1267" href="#t1267">1267</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1268" href="#t1268">1268</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1269" href="#t1269">1269</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1270" href="#t1270">1270</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1271" href="#t1271">1271</a></span><span class="t">                <span class="key">return</span> <span class="num">1456</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1272" href="#t1272">1272</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1273" href="#t1273">1273</a></span><span class="t">                <span class="key">return</span> <span class="num">0.00013730538358736055</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1274" href="#t1274">1274</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1275" href="#t1275">1275</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1276" href="#t1276">1276</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1277" href="#t1277">1277</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1278" href="#t1278">1278</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1279" href="#t1279">1279</a></span><span class="t"><span class="str">        Routine to get parameters for the randomization of faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1280" href="#t1280">1280</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1281" href="#t1281">1281</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1282" href="#t1282">1282</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1283" href="#t1283">1283</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1284" href="#t1284">1284</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1285" href="#t1285">1285</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1286" href="#t1286">1286</a></span><span class="t"><span class="str">            dict: Randomization parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1287" href="#t1287">1287</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1288" href="#t1288">1288</a></span><span class="t">        <span class="nam">rnd_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_random_params</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1289" href="#t1289">1289</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1290" href="#t1290">1290</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'min_node'</span><span class="op">]</span> <span class="op">=</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1291" href="#t1291">1291</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1292" href="#t1292">1292</a></span><span class="t">        <span class="key">return</span> <span class="nam">rnd_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1293" href="#t1293">1293</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1294" href="#t1294">1294</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1295" href="#t1295">1295</a></span><span class="t"><span class="key">class</span> <span class="nam">ARKStrategy</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1296" href="#t1296">1296</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1297" href="#t1297">1297</a></span><span class="t"><span class="str">    ARK5(4)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1298" href="#t1298">1298</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1299" href="#t1299">1299</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1300" href="#t1300">1300</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1301" href="#t1301">1301</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1302" href="#t1302">1302</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1303" href="#t1303">1303</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1304" href="#t1304">1304</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityRK</span><span class="op">,</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1305" href="#t1305">1305</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1306" href="#t1306">1306</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">Runge_Kutta</span> <span class="key">import</span> <span class="nam">ARK548L2SA</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1307" href="#t1307">1307</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1308" href="#t1308">1308</a></span><span class="t">        <span class="nam">adaptivity_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1309" href="#t1309">1309</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1310" href="#t1310">1310</a></span><span class="t">        <span class="nam">e_tol</span> <span class="op">=</span> <span class="nam">adaptivity_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span> <span class="op">/</span> <span class="num">20.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1311" href="#t1311">1311</a></span><span class="t">        <span class="nam">adaptivity_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="nam">Adaptivity</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1312" href="#t1312">1312</a></span><span class="t">        <span class="nam">adaptivity_description</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'sweeper_params'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1313" href="#t1313">1313</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1314" href="#t1314">1314</a></span><span class="t">        <span class="nam">rk_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1315" href="#t1315">1315</a></span><span class="t">            <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">1</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1316" href="#t1316">1316</a></span><span class="t">            <span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">ARK548L2SA</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1317" href="#t1317">1317</a></span><span class="t">            <span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1318" href="#t1318">1318</a></span><span class="t">                <span class="nam">AdaptivityRK</span><span class="op">:</span> <span class="op">{</span><span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1319" href="#t1319">1319</a></span><span class="t">                <span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1320" href="#t1320">1320</a></span><span class="t">                    <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">49</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1321" href="#t1321">1321</a></span><span class="t">                    <span class="str">'crash_after_max_restarts'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1322" href="#t1322">1322</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1323" href="#t1323">1323</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1324" href="#t1324">1324</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1325" href="#t1325">1325</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1326" href="#t1326">1326</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">adaptivity_description</span><span class="op">,</span> <span class="nam">rk_params</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1327" href="#t1327">1327</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1328" href="#t1328">1328</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1329" href="#t1329">1329</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1330" href="#t1330">1330</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1331" href="#t1331">1331</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1332" href="#t1332">1332</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1333" href="#t1333">1333</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1334" href="#t1334">1334</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1335" href="#t1335">1335</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1336" href="#t1336">1336</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1337" href="#t1337">1337</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1338" href="#t1338">1338</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1339" href="#t1339">1339</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1340" href="#t1340">1340</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1341" href="#t1341">1341</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1342" href="#t1342">1342</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1343" href="#t1343">1343</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1344" href="#t1344">1344</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1345" href="#t1345">1345</a></span><span class="t">                <span class="key">return</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1346" href="#t1346">1346</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1347" href="#t1347">1347</a></span><span class="t">                <span class="key">return</span> <span class="num">3.1786601531890356e-08</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1348" href="#t1348">1348</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1349" href="#t1349">1349</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1350" href="#t1350">1350</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1351" href="#t1351">1351</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1352" href="#t1352">1352</a></span><span class="t"><span class="key">class</span> <span class="nam">ESDIRKStrategy</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1353" href="#t1353">1353</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1354" href="#t1354">1354</a></span><span class="t"><span class="str">    ESDIRK5(3)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1355" href="#t1355">1355</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1356" href="#t1356">1356</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1357" href="#t1357">1357</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1358" href="#t1358">1358</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1359" href="#t1359">1359</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1360" href="#t1360">1360</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1361" href="#t1361">1361</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityRK</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1362" href="#t1362">1362</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1363" href="#t1363">1363</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1364" href="#t1364">1364</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="str">'violet'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1365" href="#t1365">1365</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'^'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1366" href="#t1366">1366</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'ESDIRK'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1367" href="#t1367">1367</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'ESDIRK5(3)'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1368" href="#t1368">1368</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1369" href="#t1369">1369</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">AdaptivityRK</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1370" href="#t1370">1370</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">max_steps</span> <span class="op">=</span> <span class="num">1e5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1371" href="#t1371">1371</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1372" href="#t1372">1372</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1373" href="#t1373">1373</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1374" href="#t1374">1374</a></span><span class="t">        <span class="key">return</span> <span class="str">'ESDIRK5(3)'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1375" href="#t1375">1375</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1376" href="#t1376">1376</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_description_for_tolerance</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">param</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1377" href="#t1377">1377</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1378" href="#t1378">1378</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Schroedinger'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1379" href="#t1379">1379</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'lintol'</span><span class="op">:</span> <span class="nam">param</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1380" href="#t1380">1380</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1304" href="#t1304">1304</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityRK</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1305" href="#t1305">1305</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1306" href="#t1306">1306</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1307" href="#t1307">1307</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">7</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1308" href="#t1308">1308</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'P'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1309" href="#t1309">1309</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'ARK'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1310" href="#t1310">1310</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'ARK5(4)'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1311" href="#t1311">1311</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1312" href="#t1312">1312</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">AdaptivityRK</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1313" href="#t1313">1313</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">max_steps</span> <span class="op">=</span> <span class="num">1e5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1314" href="#t1314">1314</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1315" href="#t1315">1315</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1316" href="#t1316">1316</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1317" href="#t1317">1317</a></span><span class="t">        <span class="key">return</span> <span class="str">'ARK5(4)'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1318" href="#t1318">1318</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1319" href="#t1319">1319</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1320" href="#t1320">1320</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1321" href="#t1321">1321</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1322" href="#t1322">1322</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1323" href="#t1323">1323</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1324" href="#t1324">1324</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1325" href="#t1325">1325</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1326" href="#t1326">1326</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1327" href="#t1327">1327</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1328" href="#t1328">1328</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1329" href="#t1329">1329</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1330" href="#t1330">1330</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityRK</span><span class="op">,</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1331" href="#t1331">1331</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">step_size_limiter</span> <span class="key">import</span> <span class="nam">StepSizeSlopeLimiter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1332" href="#t1332">1332</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1333" href="#t1333">1333</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">Runge_Kutta</span> <span class="key">import</span> <span class="nam">ARK548L2SA</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1334" href="#t1334">1334</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1335" href="#t1335">1335</a></span><span class="t">        <span class="nam">adaptivity_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1336" href="#t1336">1336</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1337" href="#t1337">1337</a></span><span class="t">        <span class="nam">e_tol</span> <span class="op">=</span> <span class="nam">adaptivity_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span> <span class="op">/</span> <span class="num">20.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1338" href="#t1338">1338</a></span><span class="t">        <span class="nam">adaptivity_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="nam">Adaptivity</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1339" href="#t1339">1339</a></span><span class="t">        <span class="nam">adaptivity_description</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'sweeper_params'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1340" href="#t1340">1340</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1341" href="#t1341">1341</a></span><span class="t">        <span class="nam">rk_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1342" href="#t1342">1342</a></span><span class="t">            <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">1</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1343" href="#t1343">1343</a></span><span class="t">            <span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">ARK548L2SA</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1344" href="#t1344">1344</a></span><span class="t">            <span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1345" href="#t1345">1345</a></span><span class="t">                <span class="nam">AdaptivityRK</span><span class="op">:</span> <span class="op">{</span><span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1346" href="#t1346">1346</a></span><span class="t">                <span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1347" href="#t1347">1347</a></span><span class="t">                    <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">49</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1348" href="#t1348">1348</a></span><span class="t">                    <span class="str">'crash_after_max_restarts'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1349" href="#t1349">1349</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1350" href="#t1350">1350</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1351" href="#t1351">1351</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1352" href="#t1352">1352</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1353" href="#t1353">1353</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_RBC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1354" href="#t1354">1354</a></span><span class="t">            <span class="nam">rk_params</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">StepSizeSlopeLimiter</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'dt_rel_min_slope'</span><span class="op">:</span> <span class="num">0.25</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1355" href="#t1355">1355</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1356" href="#t1356">1356</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">adaptivity_description</span><span class="op">,</span> <span class="nam">rk_params</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1357" href="#t1357">1357</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1358" href="#t1358">1358</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1359" href="#t1359">1359</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1360" href="#t1360">1360</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1361" href="#t1361">1361</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1362" href="#t1362">1362</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1363" href="#t1363">1363</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1364" href="#t1364">1364</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1365" href="#t1365">1365</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1366" href="#t1366">1366</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1367" href="#t1367">1367</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1368" href="#t1368">1368</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1369" href="#t1369">1369</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1370" href="#t1370">1370</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1371" href="#t1371">1371</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1372" href="#t1372">1372</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1373" href="#t1373">1373</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1374" href="#t1374">1374</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1375" href="#t1375">1375</a></span><span class="t">                <span class="key">return</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1376" href="#t1376">1376</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1377" href="#t1377">1377</a></span><span class="t">                <span class="key">return</span> <span class="num">3.1786601531890356e-08</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1378" href="#t1378">1378</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1379" href="#t1379">1379</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1380" href="#t1380">1380</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1381" href="#t1381">1381</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1382" href="#t1382">1382</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1383" href="#t1383">1383</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1384" href="#t1384">1384</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1385" href="#t1385">1385</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1386" href="#t1386">1386</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1387" href="#t1387">1387</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1388" href="#t1388">1388</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1389" href="#t1389">1389</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1390" href="#t1390">1390</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1391" href="#t1391">1391</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1392" href="#t1392">1392</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1393" href="#t1393">1393</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityRK</span><span class="op">,</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1394" href="#t1394">1394</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1395" href="#t1395">1395</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">Runge_Kutta</span> <span class="key">import</span> <span class="nam">ESDIRK53</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1396" href="#t1396">1396</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1397" href="#t1397">1397</a></span><span class="t">        <span class="nam">adaptivity_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1398" href="#t1398">1398</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1399" href="#t1399">1399</a></span><span class="t">        <span class="nam">e_tol</span> <span class="op">=</span> <span class="nam">adaptivity_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1400" href="#t1400">1400</a></span><span class="t">        <span class="nam">adaptivity_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="nam">Adaptivity</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1401" href="#t1401">1401</a></span><span class="t">        <span class="nam">adaptivity_description</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'sweeper_params'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1402" href="#t1402">1402</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1403" href="#t1403">1403</a></span><span class="t">        <span class="nam">mod</span> <span class="op">=</span> <span class="num">1e1</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_quench'</span> <span class="key">else</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1404" href="#t1404">1404</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1405" href="#t1405">1405</a></span><span class="t">        <span class="nam">rk_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1406" href="#t1406">1406</a></span><span class="t">            <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">1</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1407" href="#t1407">1407</a></span><span class="t">            <span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">ESDIRK53</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1408" href="#t1408">1408</a></span><span class="t">            <span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1409" href="#t1409">1409</a></span><span class="t">                <span class="nam">AdaptivityRK</span><span class="op">:</span> <span class="op">{</span><span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span> <span class="op">*</span> <span class="nam">mod</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1410" href="#t1410">1410</a></span><span class="t">                <span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1411" href="#t1411">1411</a></span><span class="t">                    <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">49</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1412" href="#t1412">1412</a></span><span class="t">                    <span class="str">'crash_after_max_restarts'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1413" href="#t1413">1413</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1414" href="#t1414">1414</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1415" href="#t1415">1415</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1416" href="#t1416">1416</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1417" href="#t1417">1417</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">adaptivity_description</span><span class="op">,</span> <span class="nam">rk_params</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1418" href="#t1418">1418</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1419" href="#t1419">1419</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1420" href="#t1420">1420</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1421" href="#t1421">1421</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1422" href="#t1422">1422</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1423" href="#t1423">1423</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1424" href="#t1424">1424</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1425" href="#t1425">1425</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1426" href="#t1426">1426</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1427" href="#t1427">1427</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1428" href="#t1428">1428</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1429" href="#t1429">1429</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1430" href="#t1430">1430</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1431" href="#t1431">1431</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1432" href="#t1432">1432</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1433" href="#t1433">1433</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1434" href="#t1434">1434</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1435" href="#t1435">1435</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1436" href="#t1436">1436</a></span><span class="t">                <span class="key">return</span> <span class="num">820</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1437" href="#t1437">1437</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1438" href="#t1438">1438</a></span><span class="t">                <span class="key">return</span> <span class="num">3.148061889390874e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1439" href="#t1439">1439</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1440" href="#t1440">1440</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1441" href="#t1441">1441</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1442" href="#t1442">1442</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1443" href="#t1443">1443</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1444" href="#t1444">1444</a></span><span class="t"><span class="str">        Routine to get parameters for the randomization of faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1445" href="#t1445">1445</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1446" href="#t1446">1446</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1447" href="#t1447">1447</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1448" href="#t1448">1448</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1449" href="#t1449">1449</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1450" href="#t1450">1450</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1451" href="#t1451">1451</a></span><span class="t"><span class="str">            dict: Randomization parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1452" href="#t1452">1452</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1453" href="#t1453">1453</a></span><span class="t">        <span class="nam">rnd_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_random_params</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1454" href="#t1454">1454</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1455" href="#t1455">1455</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'min_node'</span><span class="op">]</span> <span class="op">=</span> <span class="num">6</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1456" href="#t1456">1456</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1457" href="#t1457">1457</a></span><span class="t">        <span class="key">return</span> <span class="nam">rnd_params</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1458" href="#t1458">1458</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1459" href="#t1459">1459</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1460" href="#t1460">1460</a></span><span class="t"><span class="key">class</span> <span class="nam">ERKStrategy</span><span class="op">(</span><span class="nam">DIRKStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1461" href="#t1461">1461</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1462" href="#t1462">1462</a></span><span class="t"><span class="str">    Explicit embedded RK using Cash-Karp's method</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1463" href="#t1463">1463</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1464" href="#t1464">1464</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1465" href="#t1465">1465</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1466" href="#t1466">1466</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1467" href="#t1467">1467</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1468" href="#t1468">1468</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1469" href="#t1469">1469</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1470" href="#t1470">1470</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">8</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1471" href="#t1471">1471</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'x'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1472" href="#t1472">1472</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'ERK'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1473" href="#t1473">1473</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'ERK5(4)'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1474" href="#t1474">1474</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1475" href="#t1475">1475</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_description_for_tolerance</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">param</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1476" href="#t1476">1476</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1477" href="#t1477">1477</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Schroedinger'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1478" href="#t1478">1478</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'lintol'</span><span class="op">:</span> <span class="nam">param</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1382" href="#t1382">1382</a></span><span class="t"><span class="key">class</span> <span class="nam">ESDIRKStrategy</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1383" href="#t1383">1383</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1384" href="#t1384">1384</a></span><span class="t"><span class="str">    ESDIRK5(3)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1385" href="#t1385">1385</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1386" href="#t1386">1386</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1387" href="#t1387">1387</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1388" href="#t1388">1388</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1389" href="#t1389">1389</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1390" href="#t1390">1390</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1391" href="#t1391">1391</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityRK</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1392" href="#t1392">1392</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1393" href="#t1393">1393</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1394" href="#t1394">1394</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="str">'violet'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1395" href="#t1395">1395</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'^'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1396" href="#t1396">1396</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'ESDIRK'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1397" href="#t1397">1397</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'ESDIRK5(3)'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1398" href="#t1398">1398</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1399" href="#t1399">1399</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">AdaptivityRK</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1400" href="#t1400">1400</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">max_steps</span> <span class="op">=</span> <span class="num">1e5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1401" href="#t1401">1401</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1402" href="#t1402">1402</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1403" href="#t1403">1403</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1404" href="#t1404">1404</a></span><span class="t">        <span class="key">return</span> <span class="str">'ESDIRK5(3)'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1405" href="#t1405">1405</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1406" href="#t1406">1406</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_description_for_tolerance</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">param</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1407" href="#t1407">1407</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1408" href="#t1408">1408</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Schroedinger'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1409" href="#t1409">1409</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'lintol'</span><span class="op">:</span> <span class="nam">param</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1410" href="#t1410">1410</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1411" href="#t1411">1411</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1412" href="#t1412">1412</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1413" href="#t1413">1413</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1414" href="#t1414">1414</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1415" href="#t1415">1415</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1416" href="#t1416">1416</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1417" href="#t1417">1417</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1418" href="#t1418">1418</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1419" href="#t1419">1419</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1420" href="#t1420">1420</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1421" href="#t1421">1421</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1422" href="#t1422">1422</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1423" href="#t1423">1423</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityRK</span><span class="op">,</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1424" href="#t1424">1424</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1425" href="#t1425">1425</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">Runge_Kutta</span> <span class="key">import</span> <span class="nam">ESDIRK53</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1426" href="#t1426">1426</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1427" href="#t1427">1427</a></span><span class="t">        <span class="nam">adaptivity_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1428" href="#t1428">1428</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1429" href="#t1429">1429</a></span><span class="t">        <span class="nam">e_tol</span> <span class="op">=</span> <span class="nam">adaptivity_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1430" href="#t1430">1430</a></span><span class="t">        <span class="nam">adaptivity_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="nam">Adaptivity</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1431" href="#t1431">1431</a></span><span class="t">        <span class="nam">adaptivity_description</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="str">'sweeper_params'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1432" href="#t1432">1432</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1433" href="#t1433">1433</a></span><span class="t">        <span class="nam">mod</span> <span class="op">=</span> <span class="num">1e1</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_quench'</span> <span class="key">else</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1434" href="#t1434">1434</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1435" href="#t1435">1435</a></span><span class="t">        <span class="nam">rk_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1436" href="#t1436">1436</a></span><span class="t">            <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">1</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1437" href="#t1437">1437</a></span><span class="t">            <span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">ESDIRK53</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1438" href="#t1438">1438</a></span><span class="t">            <span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1439" href="#t1439">1439</a></span><span class="t">                <span class="nam">AdaptivityRK</span><span class="op">:</span> <span class="op">{</span><span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span> <span class="op">*</span> <span class="nam">mod</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1440" href="#t1440">1440</a></span><span class="t">                <span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1441" href="#t1441">1441</a></span><span class="t">                    <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">49</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1442" href="#t1442">1442</a></span><span class="t">                    <span class="str">'crash_after_max_restarts'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1443" href="#t1443">1443</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1444" href="#t1444">1444</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1445" href="#t1445">1445</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1446" href="#t1446">1446</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1447" href="#t1447">1447</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">adaptivity_description</span><span class="op">,</span> <span class="nam">rk_params</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1448" href="#t1448">1448</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1449" href="#t1449">1449</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1450" href="#t1450">1450</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1451" href="#t1451">1451</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1452" href="#t1452">1452</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1453" href="#t1453">1453</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1454" href="#t1454">1454</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1455" href="#t1455">1455</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1456" href="#t1456">1456</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1457" href="#t1457">1457</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1458" href="#t1458">1458</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1459" href="#t1459">1459</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1460" href="#t1460">1460</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1461" href="#t1461">1461</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1462" href="#t1462">1462</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1463" href="#t1463">1463</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1464" href="#t1464">1464</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1465" href="#t1465">1465</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1466" href="#t1466">1466</a></span><span class="t">                <span class="key">return</span> <span class="num">820</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1467" href="#t1467">1467</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1468" href="#t1468">1468</a></span><span class="t">                <span class="key">return</span> <span class="num">3.148061889390874e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1469" href="#t1469">1469</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1470" href="#t1470">1470</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1471" href="#t1471">1471</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1472" href="#t1472">1472</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1473" href="#t1473">1473</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1474" href="#t1474">1474</a></span><span class="t"><span class="str">        Routine to get parameters for the randomization of faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1475" href="#t1475">1475</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1476" href="#t1476">1476</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1477" href="#t1477">1477</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1478" href="#t1478">1478</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1479" href="#t1479">1479</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1480" href="#t1480">1480</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1481" href="#t1481">1481</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1482" href="#t1482">1482</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1483" href="#t1483">1483</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1484" href="#t1484">1484</a></span><span class="t">        <span class="key">return</span> <span class="str">'CP5(4)'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1485" href="#t1485">1485</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1486" href="#t1486">1486</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1487" href="#t1487">1487</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1488" href="#t1488">1488</a></span><span class="t"><span class="str">        Routine to get parameters for the randomization of faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1480" href="#t1480">1480</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1481" href="#t1481">1481</a></span><span class="t"><span class="str">            dict: Randomization parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1482" href="#t1482">1482</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1483" href="#t1483">1483</a></span><span class="t">        <span class="nam">rnd_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_random_params</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1484" href="#t1484">1484</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1485" href="#t1485">1485</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'min_node'</span><span class="op">]</span> <span class="op">=</span> <span class="num">6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1486" href="#t1486">1486</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1487" href="#t1487">1487</a></span><span class="t">        <span class="key">return</span> <span class="nam">rnd_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1488" href="#t1488">1488</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1489" href="#t1489">1489</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1490" href="#t1490">1490</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1491" href="#t1491">1491</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1492" href="#t1492">1492</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1493" href="#t1493">1493</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1494" href="#t1494">1494</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1495" href="#t1495">1495</a></span><span class="t"><span class="str">            dict: Randomization parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1496" href="#t1496">1496</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1497" href="#t1497">1497</a></span><span class="t">        <span class="nam">rnd_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_random_params</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1498" href="#t1498">1498</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'min_node'</span><span class="op">]</span> <span class="op">=</span> <span class="num">7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1499" href="#t1499">1499</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1500" href="#t1500">1500</a></span><span class="t">        <span class="key">return</span> <span class="nam">rnd_params</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1501" href="#t1501">1501</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1502" href="#t1502">1502</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1503" href="#t1503">1503</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">Runge_Kutta</span> <span class="key">import</span> <span class="nam">Cash_Karp</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1490" href="#t1490">1490</a></span><span class="t"><span class="key">class</span> <span class="nam">ERKStrategy</span><span class="op">(</span><span class="nam">DIRKStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1491" href="#t1491">1491</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1492" href="#t1492">1492</a></span><span class="t"><span class="str">    Explicit embedded RK using Cash-Karp's method</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1493" href="#t1493">1493</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1494" href="#t1494">1494</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1495" href="#t1495">1495</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1496" href="#t1496">1496</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1497" href="#t1497">1497</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1498" href="#t1498">1498</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1499" href="#t1499">1499</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1500" href="#t1500">1500</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">8</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1501" href="#t1501">1501</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'x'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1502" href="#t1502">1502</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'ERK'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1503" href="#t1503">1503</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'ERK5(4)'</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1504" href="#t1504">1504</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1505" href="#t1505">1505</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1506" href="#t1506">1506</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_class'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">Cash_Karp</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1507" href="#t1507">1507</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1508" href="#t1508">1508</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1509" href="#t1509">1509</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1510" href="#t1510">1510</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1505" href="#t1505">1505</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_description_for_tolerance</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">param</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1506" href="#t1506">1506</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1507" href="#t1507">1507</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Schroedinger'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1508" href="#t1508">1508</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'lintol'</span><span class="op">:</span> <span class="nam">param</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1509" href="#t1509">1509</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1510" href="#t1510">1510</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1511" href="#t1511">1511</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1512" href="#t1512">1512</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1513" href="#t1513">1513</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1514" href="#t1514">1514</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1512" href="#t1512">1512</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1513" href="#t1513">1513</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1514" href="#t1514">1514</a></span><span class="t">        <span class="key">return</span> <span class="str">'CP5(4)'</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1515" href="#t1515">1515</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1516" href="#t1516">1516</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1517" href="#t1517">1517</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1518" href="#t1518">1518</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1519" href="#t1519">1519</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1520" href="#t1520">1520</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1521" href="#t1521">1521</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1522" href="#t1522">1522</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1523" href="#t1523">1523</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1524" href="#t1524">1524</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1525" href="#t1525">1525</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1526" href="#t1526">1526</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1527" href="#t1527">1527</a></span><span class="t">                <span class="key">return</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1528" href="#t1528">1528</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1529" href="#t1529">1529</a></span><span class="t">                <span class="key">return</span> <span class="num">3.5085474063834e-05</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1530" href="#t1530">1530</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1531" href="#t1531">1531</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1532" href="#t1532">1532</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1533" href="#t1533">1533</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1534" href="#t1534">1534</a></span><span class="t"><span class="key">class</span> <span class="nam">DoubleAdaptivityStrategy</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1535" href="#t1535">1535</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1536" href="#t1536">1536</a></span><span class="t"><span class="str">    Adaptivity based both on embedded estimate and on residual</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1537" href="#t1537">1537</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1538" href="#t1538">1538</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1539" href="#t1539">1539</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1540" href="#t1540">1540</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1541" href="#t1541">1541</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1542" href="#t1542">1542</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1543" href="#t1543">1543</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1544" href="#t1544">1544</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1545" href="#t1545">1545</a></span><span class="t">        <span class="nam">kwargs</span><span class="op">[</span><span class="str">'skip_residual_computation'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'all'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1546" href="#t1546">1546</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1547" href="#t1547">1547</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">7</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1548" href="#t1548">1548</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'^'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1549" href="#t1549">1549</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'double_adaptivity'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1550" href="#t1550">1550</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'double adaptivity'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1551" href="#t1551">1551</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1552" href="#t1552">1552</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">Adaptivity</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1553" href="#t1553">1553</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">residual_e_tol_ratio</span> <span class="op">=</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1554" href="#t1554">1554</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">residual_e_tol_abs</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1555" href="#t1555">1555</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1556" href="#t1556">1556</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1557" href="#t1557">1557</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1558" href="#t1558">1558</a></span><span class="t">        <span class="key">return</span> <span class="str">'double adaptivity'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1559" href="#t1559">1559</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1560" href="#t1560">1560</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1561" href="#t1561">1561</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1562" href="#t1562">1562</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1516" href="#t1516">1516</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1517" href="#t1517">1517</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1518" href="#t1518">1518</a></span><span class="t"><span class="str">        Routine to get parameters for the randomization of faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1519" href="#t1519">1519</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1520" href="#t1520">1520</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1521" href="#t1521">1521</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1522" href="#t1522">1522</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1523" href="#t1523">1523</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1524" href="#t1524">1524</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1525" href="#t1525">1525</a></span><span class="t"><span class="str">            dict: Randomization parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1526" href="#t1526">1526</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1527" href="#t1527">1527</a></span><span class="t">        <span class="nam">rnd_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_random_params</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1528" href="#t1528">1528</a></span><span class="t">        <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'min_node'</span><span class="op">]</span> <span class="op">=</span> <span class="num">7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1529" href="#t1529">1529</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1530" href="#t1530">1530</a></span><span class="t">        <span class="key">return</span> <span class="nam">rnd_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1531" href="#t1531">1531</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1532" href="#t1532">1532</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1533" href="#t1533">1533</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">Runge_Kutta</span> <span class="key">import</span> <span class="nam">Cash_Karp</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1534" href="#t1534">1534</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1535" href="#t1535">1535</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1536" href="#t1536">1536</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_class'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">Cash_Karp</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1537" href="#t1537">1537</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1538" href="#t1538">1538</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1539" href="#t1539">1539</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1540" href="#t1540">1540</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1541" href="#t1541">1541</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1542" href="#t1542">1542</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1543" href="#t1543">1543</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1544" href="#t1544">1544</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1545" href="#t1545">1545</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1546" href="#t1546">1546</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1547" href="#t1547">1547</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1548" href="#t1548">1548</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1549" href="#t1549">1549</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1550" href="#t1550">1550</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1551" href="#t1551">1551</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1552" href="#t1552">1552</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1553" href="#t1553">1553</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1554" href="#t1554">1554</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1555" href="#t1555">1555</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1556" href="#t1556">1556</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1557" href="#t1557">1557</a></span><span class="t">                <span class="key">return</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1558" href="#t1558">1558</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1559" href="#t1559">1559</a></span><span class="t">                <span class="key">return</span> <span class="num">3.5085474063834e-05</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1560" href="#t1560">1560</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1561" href="#t1561">1561</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1562" href="#t1562">1562</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1563" href="#t1563">1563</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1564" href="#t1564">1564</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1565" href="#t1565">1565</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1566" href="#t1566">1566</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1567" href="#t1567">1567</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1568" href="#t1568">1568</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1569" href="#t1569">1569</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1570" href="#t1570">1570</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1571" href="#t1571">1571</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityResidual</span><span class="op">,</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1572" href="#t1572">1572</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1573" href="#t1573">1573</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1574" href="#t1574">1574</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1575" href="#t1575">1575</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1576" href="#t1576">1576</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">residual_e_tol_abs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1577" href="#t1577">1577</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">residual_e_tol_abs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1578" href="#t1578">1578</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1579" href="#t1579">1579</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span> <span class="op">*</span> <span class="nam">self</span><span class="op">.</span><span class="nam">residual_e_tol_ratio</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1580" href="#t1580">1580</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">AdaptivityResidual</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1581" href="#t1581">1581</a></span><span class="t">            <span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1582" href="#t1582">1582</a></span><span class="t">            <span class="str">'allowed_modifications'</span><span class="op">:</span> <span class="op">[</span><span class="str">'decrease'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1583" href="#t1583">1583</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1584" href="#t1584">1584</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1585" href="#t1585">1585</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1586" href="#t1586">1586</a></span><span class="t">            <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">15</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1587" href="#t1587">1587</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1588" href="#t1588">1588</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1589" href="#t1589">1589</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1590" href="#t1590">1590</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1591" href="#t1591">1591</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1592" href="#t1592">1592</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1593" href="#t1593">1593</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1594" href="#t1594">1594</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1595" href="#t1595">1595</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1596" href="#t1596">1596</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1597" href="#t1597">1597</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1598" href="#t1598">1598</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1599" href="#t1599">1599</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1600" href="#t1600">1600</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1601" href="#t1601">1601</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1602" href="#t1602">1602</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1603" href="#t1603">1603</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1604" href="#t1604">1604</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Lorenz'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1605" href="#t1605">1605</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1606" href="#t1606">1606</a></span><span class="t">                <span class="key">return</span> <span class="num">1369</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1607" href="#t1607">1607</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1608" href="#t1608">1608</a></span><span class="t">                <span class="key">return</span> <span class="num">9.364841517367495e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1609" href="#t1609">1609</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1610" href="#t1610">1610</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1611" href="#t1611">1611</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1612" href="#t1612">1612</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1613" href="#t1613">1613</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityAvoidRestartsStrategy</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1614" href="#t1614">1614</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1615" href="#t1615">1615</a></span><span class="t"><span class="str">    Adaptivity with the avoid restarts option</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1616" href="#t1616">1616</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1617" href="#t1617">1617</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1618" href="#t1618">1618</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1619" href="#t1619">1619</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1620" href="#t1620">1620</a></span><span class="t">        <span class="key">return</span> <span class="str">'adaptivity (avoid restarts)'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1621" href="#t1621">1621</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1622" href="#t1622">1622</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1623" href="#t1623">1623</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1624" href="#t1624">1624</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1625" href="#t1625">1625</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1626" href="#t1626">1626</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1627" href="#t1627">1627</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1628" href="#t1628">1628</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1629" href="#t1629">1629</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1630" href="#t1630">1630</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1631" href="#t1631">1631</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1632" href="#t1632">1632</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1633" href="#t1633">1633</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1634" href="#t1634">1634</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1635" href="#t1635">1635</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1636" href="#t1636">1636</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1637" href="#t1637">1637</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1638" href="#t1638">1638</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'avoid_restarts'</span><span class="op">]</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1564" href="#t1564">1564</a></span><span class="t"><span class="key">class</span> <span class="nam">DoubleAdaptivityStrategy</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1565" href="#t1565">1565</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1566" href="#t1566">1566</a></span><span class="t"><span class="str">    Adaptivity based both on embedded estimate and on residual</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1567" href="#t1567">1567</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1568" href="#t1568">1568</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1569" href="#t1569">1569</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1570" href="#t1570">1570</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1571" href="#t1571">1571</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1572" href="#t1572">1572</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1573" href="#t1573">1573</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1574" href="#t1574">1574</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1575" href="#t1575">1575</a></span><span class="t">        <span class="nam">kwargs</span><span class="op">[</span><span class="str">'skip_residual_computation'</span><span class="op">]</span> <span class="op">=</span> <span class="str">'all'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1576" href="#t1576">1576</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1577" href="#t1577">1577</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">7</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1578" href="#t1578">1578</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'^'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1579" href="#t1579">1579</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'double_adaptivity'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1580" href="#t1580">1580</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'double adaptivity'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1581" href="#t1581">1581</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1582" href="#t1582">1582</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">Adaptivity</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1583" href="#t1583">1583</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">residual_e_tol_ratio</span> <span class="op">=</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1584" href="#t1584">1584</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">residual_e_tol_abs</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1585" href="#t1585">1585</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1586" href="#t1586">1586</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1587" href="#t1587">1587</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1588" href="#t1588">1588</a></span><span class="t">        <span class="key">return</span> <span class="str">'double adaptivity'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1589" href="#t1589">1589</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1590" href="#t1590">1590</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1591" href="#t1591">1591</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1592" href="#t1592">1592</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1593" href="#t1593">1593</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1594" href="#t1594">1594</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1595" href="#t1595">1595</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1596" href="#t1596">1596</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1597" href="#t1597">1597</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1598" href="#t1598">1598</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1599" href="#t1599">1599</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1600" href="#t1600">1600</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1601" href="#t1601">1601</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityResidual</span><span class="op">,</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1602" href="#t1602">1602</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1603" href="#t1603">1603</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1604" href="#t1604">1604</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1605" href="#t1605">1605</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1606" href="#t1606">1606</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">residual_e_tol_abs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1607" href="#t1607">1607</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">residual_e_tol_abs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1608" href="#t1608">1608</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1609" href="#t1609">1609</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span> <span class="op">*</span> <span class="nam">self</span><span class="op">.</span><span class="nam">residual_e_tol_ratio</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1610" href="#t1610">1610</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">AdaptivityResidual</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1611" href="#t1611">1611</a></span><span class="t">            <span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1612" href="#t1612">1612</a></span><span class="t">            <span class="str">'allowed_modifications'</span><span class="op">:</span> <span class="op">[</span><span class="str">'decrease'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1613" href="#t1613">1613</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1614" href="#t1614">1614</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1615" href="#t1615">1615</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1616" href="#t1616">1616</a></span><span class="t">            <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">15</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1617" href="#t1617">1617</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1618" href="#t1618">1618</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1619" href="#t1619">1619</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1620" href="#t1620">1620</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1621" href="#t1621">1621</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1622" href="#t1622">1622</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1623" href="#t1623">1623</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1624" href="#t1624">1624</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1625" href="#t1625">1625</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1626" href="#t1626">1626</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1627" href="#t1627">1627</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1628" href="#t1628">1628</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1629" href="#t1629">1629</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1630" href="#t1630">1630</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1631" href="#t1631">1631</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1632" href="#t1632">1632</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1633" href="#t1633">1633</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1634" href="#t1634">1634</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Lorenz'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1635" href="#t1635">1635</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1636" href="#t1636">1636</a></span><span class="t">                <span class="key">return</span> <span class="num">1369</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1637" href="#t1637">1637</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1638" href="#t1638">1638</a></span><span class="t">                <span class="key">return</span> <span class="num">9.364841517367495e-06</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1639" href="#t1639">1639</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1640" href="#t1640">1640</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1641" href="#t1641">1641</a></span><span class="t">            <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">15</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1642" href="#t1642">1642</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1643" href="#t1643">1643</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1644" href="#t1644">1644</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1645" href="#t1645">1645</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1646" href="#t1646">1646</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1647" href="#t1647">1647</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1648" href="#t1648">1648</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1649" href="#t1649">1649</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1650" href="#t1650">1650</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1651" href="#t1651">1651</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1652" href="#t1652">1652</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1653" href="#t1653">1653</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1654" href="#t1654">1654</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1640" href="#t1640">1640</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1641" href="#t1641">1641</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1642" href="#t1642">1642</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1643" href="#t1643">1643</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityAvoidRestartsStrategy</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1644" href="#t1644">1644</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1645" href="#t1645">1645</a></span><span class="t"><span class="str">    Adaptivity with the avoid restarts option</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1646" href="#t1646">1646</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1647" href="#t1647">1647</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1648" href="#t1648">1648</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1649" href="#t1649">1649</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1650" href="#t1650">1650</a></span><span class="t">        <span class="key">return</span> <span class="str">'adaptivity (avoid restarts)'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1651" href="#t1651">1651</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1652" href="#t1652">1652</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1653" href="#t1653">1653</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1654" href="#t1654">1654</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1655" href="#t1655">1655</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1656" href="#t1656">1656</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1657" href="#t1657">1657</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1658" href="#t1658">1658</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1659" href="#t1659">1659</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1660" href="#t1660">1660</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1661" href="#t1661">1661</a></span><span class="t">                <span class="key">return</span> <span class="num">1369</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1662" href="#t1662">1662</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1663" href="#t1663">1663</a></span><span class="t">                <span class="key">return</span> <span class="num">9.364841517367495e-06</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1664" href="#t1664">1664</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1665" href="#t1665">1665</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1666" href="#t1666">1666</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1656" href="#t1656">1656</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1657" href="#t1657">1657</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1658" href="#t1658">1658</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1659" href="#t1659">1659</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1660" href="#t1660">1660</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1661" href="#t1661">1661</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1662" href="#t1662">1662</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1663" href="#t1663">1663</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1664" href="#t1664">1664</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1665" href="#t1665">1665</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1666" href="#t1666">1666</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1667" href="#t1667">1667</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1668" href="#t1668">1668</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityInterpolationStrategy</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1669" href="#t1669">1669</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1670" href="#t1670">1670</a></span><span class="t"><span class="str">    Adaptivity with interpolation between restarts</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1671" href="#t1671">1671</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1672" href="#t1672">1672</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1673" href="#t1673">1673</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1674" href="#t1674">1674</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1675" href="#t1675">1675</a></span><span class="t">        <span class="key">return</span> <span class="str">'adaptivity+interpolation'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1676" href="#t1676">1676</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1677" href="#t1677">1677</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1678" href="#t1678">1678</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1679" href="#t1679">1679</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1680" href="#t1680">1680</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1681" href="#t1681">1681</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1682" href="#t1682">1682</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1683" href="#t1683">1683</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1684" href="#t1684">1684</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1685" href="#t1685">1685</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1686" href="#t1686">1686</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1687" href="#t1687">1687</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1688" href="#t1688">1688</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1689" href="#t1689">1689</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">interpolate_between_restarts</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1690" href="#t1690">1690</a></span><span class="t">            <span class="nam">InterpolateBetweenRestarts</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1691" href="#t1691">1691</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1692" href="#t1692">1692</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1693" href="#t1693">1693</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1694" href="#t1694">1694</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1695" href="#t1695">1695</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1696" href="#t1696">1696</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'avoid_restarts'</span><span class="op">]</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1697" href="#t1697">1697</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">InterpolateBetweenRestarts</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1698" href="#t1698">1698</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1699" href="#t1699">1699</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1700" href="#t1700">1700</a></span><span class="t">            <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">15</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1701" href="#t1701">1701</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1668" href="#t1668">1668</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'avoid_restarts'</span><span class="op">]</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1669" href="#t1669">1669</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1670" href="#t1670">1670</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1671" href="#t1671">1671</a></span><span class="t">            <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">15</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1672" href="#t1672">1672</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1673" href="#t1673">1673</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1674" href="#t1674">1674</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1675" href="#t1675">1675</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1676" href="#t1676">1676</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1677" href="#t1677">1677</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1678" href="#t1678">1678</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1679" href="#t1679">1679</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1680" href="#t1680">1680</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1681" href="#t1681">1681</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1682" href="#t1682">1682</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1683" href="#t1683">1683</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1684" href="#t1684">1684</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1685" href="#t1685">1685</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1686" href="#t1686">1686</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1687" href="#t1687">1687</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1688" href="#t1688">1688</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1689" href="#t1689">1689</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1690" href="#t1690">1690</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1691" href="#t1691">1691</a></span><span class="t">                <span class="key">return</span> <span class="num">1369</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1692" href="#t1692">1692</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1693" href="#t1693">1693</a></span><span class="t">                <span class="key">return</span> <span class="num">9.364841517367495e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1694" href="#t1694">1694</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1695" href="#t1695">1695</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1696" href="#t1696">1696</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1697" href="#t1697">1697</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1698" href="#t1698">1698</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityInterpolationStrategy</span><span class="op">(</span><span class="nam">AdaptivityStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1699" href="#t1699">1699</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1700" href="#t1700">1700</a></span><span class="t"><span class="str">    Adaptivity with interpolation between restarts</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1701" href="#t1701">1701</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1702" href="#t1702">1702</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1703" href="#t1703">1703</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1704" href="#t1704">1704</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1705" href="#t1705">1705</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1706" href="#t1706">1706</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1707" href="#t1707">1707</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1708" href="#t1708">1708</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1709" href="#t1709">1709</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1710" href="#t1710">1710</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1711" href="#t1711">1711</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1712" href="#t1712">1712</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1713" href="#t1713">1713</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1703" href="#t1703">1703</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1704" href="#t1704">1704</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1705" href="#t1705">1705</a></span><span class="t">        <span class="key">return</span> <span class="str">'adaptivity+interpolation'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1706" href="#t1706">1706</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1707" href="#t1707">1707</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1708" href="#t1708">1708</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1709" href="#t1709">1709</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1710" href="#t1710">1710</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1711" href="#t1711">1711</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1712" href="#t1712">1712</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1713" href="#t1713">1713</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1714" href="#t1714">1714</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1715" href="#t1715">1715</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1716" href="#t1716">1716</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1717" href="#t1717">1717</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1718" href="#t1718">1718</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1719" href="#t1719">1719</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1720" href="#t1720">1720</a></span><span class="t">                <span class="key">return</span> <span class="num">6659</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1721" href="#t1721">1721</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1722" href="#t1722">1722</a></span><span class="t">                <span class="key">return</span> <span class="num">2.9780002756552015e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1716" href="#t1716">1716</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1717" href="#t1717">1717</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1718" href="#t1718">1718</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">Adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1719" href="#t1719">1719</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">interpolate_between_restarts</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1720" href="#t1720">1720</a></span><span class="t">            <span class="nam">InterpolateBetweenRestarts</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1721" href="#t1721">1721</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1722" href="#t1722">1722</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">basic_restarting</span> <span class="key">import</span> <span class="nam">BasicRestarting</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1723" href="#t1723">1723</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1724" href="#t1724">1724</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1724" href="#t1724">1724</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1725" href="#t1725">1725</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1726" href="#t1726">1726</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1727" href="#t1727">1727</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityExtrapolationWithinQStrategy</span><span class="op">(</span><span class="nam">InexactBaseStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1728" href="#t1728">1728</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1729" href="#t1729">1729</a></span><span class="t"><span class="str">    Adaptivity based on extrapolation between collocation nodes as a resilience strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1730" href="#t1730">1730</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1731" href="#t1731">1731</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1732" href="#t1732">1732</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1733" href="#t1733">1733</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1734" href="#t1734">1734</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1735" href="#t1735">1735</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1736" href="#t1736">1736</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityExtrapolationWithinQ</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1737" href="#t1737">1737</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1738" href="#t1738">1738</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">restol</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1739" href="#t1739">1739</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1740" href="#t1740">1740</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">8</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1741" href="#t1741">1741</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'*'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1742" href="#t1742">1742</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'adaptivity_extraQ'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1743" href="#t1743">1743</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'adaptivity Q'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1744" href="#t1744">1744</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1745" href="#t1745">1745</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1746" href="#t1746">1746</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">AdaptivityExtrapolationWithinQ</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1747" href="#t1747">1747</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1748" href="#t1748">1748</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1749" href="#t1749">1749</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1750" href="#t1750">1750</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1751" href="#t1751">1751</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1752" href="#t1752">1752</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1753" href="#t1753">1753</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1754" href="#t1754">1754</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1726" href="#t1726">1726</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">Adaptivity</span><span class="op">]</span><span class="op">[</span><span class="str">'avoid_restarts'</span><span class="op">]</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1727" href="#t1727">1727</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">InterpolateBetweenRestarts</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1728" href="#t1728">1728</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1729" href="#t1729">1729</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">BasicRestarting</span><span class="op">.</span><span class="nam">get_implementation</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">useMPI</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1730" href="#t1730">1730</a></span><span class="t">            <span class="str">'max_restarts'</span><span class="op">:</span> <span class="num">15</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1731" href="#t1731">1731</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1732" href="#t1732">1732</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1733" href="#t1733">1733</a></span><span class="t">        <span class="key">return</span> <span class="nam">custom_description</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1734" href="#t1734">1734</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1735" href="#t1735">1735</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1736" href="#t1736">1736</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1737" href="#t1737">1737</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1738" href="#t1738">1738</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1739" href="#t1739">1739</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1740" href="#t1740">1740</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1741" href="#t1741">1741</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1742" href="#t1742">1742</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1743" href="#t1743">1743</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1744" href="#t1744">1744</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1745" href="#t1745">1745</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1746" href="#t1746">1746</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1747" href="#t1747">1747</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1748" href="#t1748">1748</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1749" href="#t1749">1749</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1750" href="#t1750">1750</a></span><span class="t">                <span class="key">return</span> <span class="num">6659</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1751" href="#t1751">1751</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1752" href="#t1752">1752</a></span><span class="t">                <span class="key">return</span> <span class="num">2.9780002756552015e-06</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1753" href="#t1753">1753</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1754" href="#t1754">1754</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1755" href="#t1755">1755</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1756" href="#t1756">1756</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1757" href="#t1757">1757</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1758" href="#t1758">1758</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1759" href="#t1759">1759</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityExtrapolationWithinQ</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1760" href="#t1760">1760</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1761" href="#t1761">1761</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1762" href="#t1762">1762</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1763" href="#t1763">1763</a></span><span class="t">        <span class="nam">dt_max</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1764" href="#t1764">1764</a></span><span class="t">        <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1765" href="#t1765">1765</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1766" href="#t1766">1766</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1767" href="#t1767">1767</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1768" href="#t1768">1768</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1769" href="#t1769">1769</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_piline"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1770" href="#t1770">1770</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1771" href="#t1771">1771</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-2</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1772" href="#t1772">1772</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1773" href="#t1773">1773</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1774" href="#t1774">1774</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1775" href="#t1775">1775</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1776" href="#t1776">1776</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">4e-6</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1777" href="#t1777">1777</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1778" href="#t1778">1778</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1779" href="#t1779">1779</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1780" href="#t1780">1780</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1781" href="#t1781">1781</a></span><span class="t">            <span class="nam">dt_max</span> <span class="op">=</span> <span class="num">1e2</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1782" href="#t1782">1782</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1783" href="#t1783">1783</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1784" href="#t1784">1784</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1785" href="#t1785">1785</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1786" href="#t1786">1786</a></span><span class="t">                <span class="str">'I don\'t have a tolerance for adaptivity for your problem. Please add one to the\</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1787" href="#t1787">1787</a></span><span class="t"><span class="str"> strategy'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1788" href="#t1788">1788</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1789" href="#t1789">1789</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1790" href="#t1790">1790</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1791" href="#t1791">1791</a></span><span class="t">            <span class="nam">AdaptivityExtrapolationWithinQ</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1792" href="#t1792">1792</a></span><span class="t">                <span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1793" href="#t1793">1793</a></span><span class="t">                <span class="str">'dt_min'</span><span class="op">:</span> <span class="nam">dt_min</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1794" href="#t1794">1794</a></span><span class="t">                <span class="str">'dt_max'</span><span class="op">:</span> <span class="nam">dt_max</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1795" href="#t1795">1795</a></span><span class="t">                <span class="str">'restol_rel'</span><span class="op">:</span> <span class="num">1e-2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1796" href="#t1796">1796</a></span><span class="t">                <span class="str">'restart_at_maxiter'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1797" href="#t1797">1797</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1798" href="#t1798">1798</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1799" href="#t1799">1799</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1800" href="#t1800">1800</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1801" href="#t1801">1801</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1802" href="#t1802">1802</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1803" href="#t1803">1803</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1804" href="#t1804">1804</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1805" href="#t1805">1805</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1806" href="#t1806">1806</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1807" href="#t1807">1807</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1808" href="#t1808">1808</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1809" href="#t1809">1809</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1810" href="#t1810">1810</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1811" href="#t1811">1811</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1812" href="#t1812">1812</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1813" href="#t1813">1813</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1814" href="#t1814">1814</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1815" href="#t1815">1815</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1816" href="#t1816">1816</a></span><span class="t">                <span class="key">return</span> <span class="num">2198</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1817" href="#t1817">1817</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1818" href="#t1818">1818</a></span><span class="t">                <span class="key">return</span> <span class="num">5.412657451131508e-07</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1756" href="#t1756">1756</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1757" href="#t1757">1757</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityExtrapolationWithinQStrategy</span><span class="op">(</span><span class="nam">InexactBaseStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1758" href="#t1758">1758</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1759" href="#t1759">1759</a></span><span class="t"><span class="str">    Adaptivity based on extrapolation between collocation nodes as a resilience strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1760" href="#t1760">1760</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1761" href="#t1761">1761</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1762" href="#t1762">1762</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1763" href="#t1763">1763</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1764" href="#t1764">1764</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1765" href="#t1765">1765</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1766" href="#t1766">1766</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityExtrapolationWithinQ</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1767" href="#t1767">1767</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1768" href="#t1768">1768</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">restol</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1769" href="#t1769">1769</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1770" href="#t1770">1770</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">8</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1771" href="#t1771">1771</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'*'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1772" href="#t1772">1772</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'adaptivity_extraQ'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1773" href="#t1773">1773</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'adaptivity Q'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1774" href="#t1774">1774</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1775" href="#t1775">1775</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1776" href="#t1776">1776</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">AdaptivityExtrapolationWithinQ</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1777" href="#t1777">1777</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1778" href="#t1778">1778</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1779" href="#t1779">1779</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1780" href="#t1780">1780</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1781" href="#t1781">1781</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1782" href="#t1782">1782</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1783" href="#t1783">1783</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1784" href="#t1784">1784</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1785" href="#t1785">1785</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1786" href="#t1786">1786</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1787" href="#t1787">1787</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1788" href="#t1788">1788</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1789" href="#t1789">1789</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityExtrapolationWithinQ</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1790" href="#t1790">1790</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1791" href="#t1791">1791</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1792" href="#t1792">1792</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1793" href="#t1793">1793</a></span><span class="t">        <span class="nam">dt_max</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1794" href="#t1794">1794</a></span><span class="t">        <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1795" href="#t1795">1795</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1796" href="#t1796">1796</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1797" href="#t1797">1797</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1798" href="#t1798">1798</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1799" href="#t1799">1799</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_piline"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1800" href="#t1800">1800</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1801" href="#t1801">1801</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1802" href="#t1802">1802</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1803" href="#t1803">1803</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">2e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1804" href="#t1804">1804</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1805" href="#t1805">1805</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1806" href="#t1806">1806</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">4e-6</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1807" href="#t1807">1807</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1808" href="#t1808">1808</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1809" href="#t1809">1809</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1810" href="#t1810">1810</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1811" href="#t1811">1811</a></span><span class="t">            <span class="nam">dt_max</span> <span class="op">=</span> <span class="num">1e2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1812" href="#t1812">1812</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1813" href="#t1813">1813</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1814" href="#t1814">1814</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1815" href="#t1815">1815</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1816" href="#t1816">1816</a></span><span class="t">                <span class="str">'I don\'t have a tolerance for adaptivity for your problem. Please add one to the\</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1817" href="#t1817">1817</a></span><span class="t"><span class="str"> strategy'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1818" href="#t1818">1818</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1819" href="#t1819">1819</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1820" href="#t1820">1820</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1821" href="#t1821">1821</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1822" href="#t1822">1822</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1823" href="#t1823">1823</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">InexactBaseStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1824" href="#t1824">1824</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1825" href="#t1825">1825</a></span><span class="t"><span class="str">    Adaptivity based on extrapolation between collocation nodes as a resilience strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1826" href="#t1826">1826</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1827" href="#t1827">1827</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1828" href="#t1828">1828</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">interpolate_between_restarts</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">use_restol_rel</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">max_slope</span><span class="op">=</span><span class="num">4</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1829" href="#t1829">1829</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1830" href="#t1830">1830</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1831" href="#t1831">1831</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1832" href="#t1832">1832</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1833" href="#t1833">1833</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1834" href="#t1834">1834</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">restol</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1835" href="#t1835">1835</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1836" href="#t1836">1836</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">9</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1837" href="#t1837">1837</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'+'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1838" href="#t1838">1838</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'adaptivity-inter'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1839" href="#t1839">1839</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'adaptivity Q'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1840" href="#t1840">1840</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1841" href="#t1841">1841</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1842" href="#t1842">1842</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1843" href="#t1843">1843</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">interpolate_between_restarts</span> <span class="op">=</span> <span class="nam">interpolate_between_restarts</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1844" href="#t1844">1844</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">use_restol_rel</span> <span class="op">=</span> <span class="nam">use_restol_rel</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1845" href="#t1845">1845</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">max_slope</span> <span class="op">=</span> <span class="nam">max_slope</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1846" href="#t1846">1846</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1847" href="#t1847">1847</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1848" href="#t1848">1848</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1849" href="#t1849">1849</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1850" href="#t1850">1850</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1851" href="#t1851">1851</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1852" href="#t1852">1852</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1853" href="#t1853">1853</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1854" href="#t1854">1854</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1855" href="#t1855">1855</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1856" href="#t1856">1856</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1857" href="#t1857">1857</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1858" href="#t1858">1858</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1859" href="#t1859">1859</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">step_size_limiter</span> <span class="key">import</span> <span class="nam">StepSizeLimiter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1860" href="#t1860">1860</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1861" href="#t1861">1861</a></span><span class="t">        <span class="nam">base_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1862" href="#t1862">1862</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1820" href="#t1820">1820</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1821" href="#t1821">1821</a></span><span class="t">            <span class="nam">AdaptivityExtrapolationWithinQ</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1822" href="#t1822">1822</a></span><span class="t">                <span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1823" href="#t1823">1823</a></span><span class="t">                <span class="str">'dt_min'</span><span class="op">:</span> <span class="nam">dt_min</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1824" href="#t1824">1824</a></span><span class="t">                <span class="str">'dt_max'</span><span class="op">:</span> <span class="nam">dt_max</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1825" href="#t1825">1825</a></span><span class="t">                <span class="str">'restol_rel'</span><span class="op">:</span> <span class="num">1e-2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1826" href="#t1826">1826</a></span><span class="t">                <span class="str">'restart_at_maxiter'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1827" href="#t1827">1827</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1828" href="#t1828">1828</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1829" href="#t1829">1829</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1830" href="#t1830">1830</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1831" href="#t1831">1831</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1832" href="#t1832">1832</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1833" href="#t1833">1833</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1834" href="#t1834">1834</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1835" href="#t1835">1835</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1836" href="#t1836">1836</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1837" href="#t1837">1837</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1838" href="#t1838">1838</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1839" href="#t1839">1839</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1840" href="#t1840">1840</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1841" href="#t1841">1841</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1842" href="#t1842">1842</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1843" href="#t1843">1843</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1844" href="#t1844">1844</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1845" href="#t1845">1845</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1846" href="#t1846">1846</a></span><span class="t">                <span class="key">return</span> <span class="num">2198</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1847" href="#t1847">1847</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1848" href="#t1848">1848</a></span><span class="t">                <span class="key">return</span> <span class="num">5.412657451131508e-07</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1849" href="#t1849">1849</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1850" href="#t1850">1850</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1851" href="#t1851">1851</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1852" href="#t1852">1852</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1853" href="#t1853">1853</a></span><span class="t"><span class="key">class</span> <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">InexactBaseStrategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1854" href="#t1854">1854</a></span><span class="t">    <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1855" href="#t1855">1855</a></span><span class="t"><span class="str">    Adaptivity based on extrapolation between collocation nodes as a resilience strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1856" href="#t1856">1856</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1857" href="#t1857">1857</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1858" href="#t1858">1858</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">interpolate_between_restarts</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">use_restol_rel</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">max_slope</span><span class="op">=</span><span class="num">4</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1859" href="#t1859">1859</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1860" href="#t1860">1860</a></span><span class="t"><span class="str">        Initialization routine</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1861" href="#t1861">1861</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1862" href="#t1862">1862</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1863" href="#t1863">1863</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1864" href="#t1864">1864</a></span><span class="t">        <span class="nam">dt_max</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1865" href="#t1865">1865</a></span><span class="t">        <span class="nam">restol_rel</span> <span class="op">=</span> <span class="num">1e-4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1866" href="#t1866">1866</a></span><span class="t">        <span class="nam">restol_min</span> <span class="op">=</span> <span class="num">1e-12</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1867" href="#t1867">1867</a></span><span class="t">        <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1868" href="#t1868">1868</a></span><span class="t">        <span class="nam">level_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1869" href="#t1869">1869</a></span><span class="t">        <span class="nam">problem_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1870" href="#t1870">1870</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1871" href="#t1871">1871</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1872" href="#t1872">1872</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">6e-4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1873" href="#t1873">1873</a></span><span class="t">            <span class="nam">level_params</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">0.1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1874" href="#t1874">1874</a></span><span class="t">            <span class="nam">restol_rel</span> <span class="op">=</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1875" href="#t1875">1875</a></span><span class="t">            <span class="nam">restol_min</span> <span class="op">=</span> <span class="num">1e-12</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1876" href="#t1876">1876</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1877" href="#t1877">1877</a></span><span class="t">            <span class="nam">problem_params</span><span class="op">[</span><span class="str">'newton_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-14</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1878" href="#t1878">1878</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_piline"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1879" href="#t1879">1879</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1880" href="#t1880">1880</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1881" href="#t1881">1881</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">7e-4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1882" href="#t1882">1882</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1883" href="#t1883">1883</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">3e-5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1884" href="#t1884">1884</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1885" href="#t1885">1885</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1886" href="#t1886">1886</a></span><span class="t">            <span class="nam">level_params</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">50.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1887" href="#t1887">1887</a></span><span class="t">            <span class="nam">restol_min</span> <span class="op">=</span> <span class="num">1e-11</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1888" href="#t1888">1888</a></span><span class="t">            <span class="nam">restol_rel</span> <span class="op">=</span> <span class="num">1e-1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1889" href="#t1889">1889</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1890" href="#t1890">1890</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1.0e-4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1891" href="#t1891">1891</a></span><span class="t">            <span class="nam">restol_rel</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1892" href="#t1892">1892</a></span><span class="t">            <span class="com"># dt_max = 0.1 * base_params['problem_params']['eps'] ** 2</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1893" href="#t1893">1893</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1894" href="#t1894">1894</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1895" href="#t1895">1895</a></span><span class="t">                <span class="str">'I don\'t have a tolerance for adaptivity for your problem. Please add one to the\</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1896" href="#t1896">1896</a></span><span class="t"><span class="str"> strategy'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1897" href="#t1897">1897</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1898" href="#t1898">1898</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1899" href="#t1899">1899</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1900" href="#t1900">1900</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1901" href="#t1901">1901</a></span><span class="t">                <span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1902" href="#t1902">1902</a></span><span class="t">                <span class="str">'restol_rel'</span><span class="op">:</span> <span class="nam">restol_rel</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">use_restol_rel</span> <span class="key">else</span> <span class="num">1e-11</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1903" href="#t1903">1903</a></span><span class="t">                <span class="str">'restol_min'</span><span class="op">:</span> <span class="nam">restol_min</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">use_restol_rel</span> <span class="key">else</span> <span class="num">1e-12</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1904" href="#t1904">1904</a></span><span class="t">                <span class="str">'restart_at_maxiter'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1905" href="#t1905">1905</a></span><span class="t">                <span class="str">'factor_if_not_converged'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">max_slope</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1906" href="#t1906">1906</a></span><span class="t">                <span class="str">'interpolate_between_restarts'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">interpolate_between_restarts</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1907" href="#t1907">1907</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1908" href="#t1908">1908</a></span><span class="t">            <span class="nam">StepSizeLimiter</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1909" href="#t1909">1909</a></span><span class="t">                <span class="str">'dt_max'</span><span class="op">:</span> <span class="nam">dt_max</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1910" href="#t1910">1910</a></span><span class="t">                <span class="str">'dt_slope_max'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">max_slope</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1911" href="#t1911">1911</a></span><span class="t">                <span class="str">'dt_min'</span><span class="op">:</span> <span class="nam">dt_min</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1912" href="#t1912">1912</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1913" href="#t1913">1913</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1914" href="#t1914">1914</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">level_params</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1915" href="#t1915">1915</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">problem_params</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1916" href="#t1916">1916</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">base_params</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1917" href="#t1917">1917</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1918" href="#t1918">1918</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1919" href="#t1919">1919</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1920" href="#t1920">1920</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1921" href="#t1921">1921</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1922" href="#t1922">1922</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1923" href="#t1923">1923</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">AdaptivityPolynomialError</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-7</span> <span class="op">*</span> <span class="num">11</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1924" href="#t1924">1924</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">4.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1925" href="#t1925">1925</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1926" href="#t1926">1926</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1927" href="#t1927">1927</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1928" href="#t1928">1928</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">AdaptivityPolynomialError</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1929" href="#t1929">1929</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1930" href="#t1930">1930</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1931" href="#t1931">1931</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1932" href="#t1932">1932</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1933" href="#t1933">1933</a></span><span class="t"><span class="str">        Routine to get parameters for the randomization of faults</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1934" href="#t1934">1934</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1935" href="#t1935">1935</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1936" href="#t1936">1936</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1937" href="#t1937">1937</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1938" href="#t1938">1938</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1939" href="#t1939">1939</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1940" href="#t1940">1940</a></span><span class="t"><span class="str">            dict: Randomization parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1941" href="#t1941">1941</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1942" href="#t1942">1942</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1943" href="#t1943">1943</a></span><span class="t">        <span class="nam">rnd_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_random_params</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1944" href="#t1944">1944</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1945" href="#t1945">1945</a></span><span class="t">            <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1946" href="#t1946">1946</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Lorenz'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1947" href="#t1947">1947</a></span><span class="t">            <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1948" href="#t1948">1948</a></span><span class="t">        <span class="key">return</span> <span class="nam">rnd_params</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1949" href="#t1949">1949</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1950" href="#t1950">1950</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1951" href="#t1951">1951</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1952" href="#t1952">1952</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1953" href="#t1953">1953</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1954" href="#t1954">1954</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1955" href="#t1955">1955</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1956" href="#t1956">1956</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1957" href="#t1957">1957</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1958" href="#t1958">1958</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1959" href="#t1959">1959</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1960" href="#t1960">1960</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1961" href="#t1961">1961</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1962" href="#t1962">1962</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1963" href="#t1963">1963</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1964" href="#t1964">1964</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1965" href="#t1965">1965</a></span><span class="t">                <span class="key">return</span> <span class="num">2124</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1966" href="#t1966">1966</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1967" href="#t1967">1967</a></span><span class="t">                <span class="key">return</span> <span class="num">8.484321512014503e-08</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1968" href="#t1968">1968</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1969" href="#t1969">1969</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1970" href="#t1970">1970</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1971" href="#t1971">1971</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t1972" href="#t1972">1972</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1973" href="#t1973">1973</a></span><span class="t">        <span class="key">return</span> <span class="str">r'$\Delta t$-$k$-adaptivity'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1864" href="#t1864">1864</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">restol</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1865" href="#t1865">1865</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1866" href="#t1866">1866</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">color</span> <span class="op">=</span> <span class="nam">list</span><span class="op">(</span><span class="nam">cmap</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">[</span><span class="num">9</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1867" href="#t1867">1867</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">marker</span> <span class="op">=</span> <span class="str">'+'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1868" href="#t1868">1868</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">name</span> <span class="op">=</span> <span class="str">'adaptivity-inter'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1869" href="#t1869">1869</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">bar_plot_x_label</span> <span class="op">=</span> <span class="str">'adaptivity Q'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1870" href="#t1870">1870</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter</span> <span class="op">=</span> <span class="str">'e_tol'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1871" href="#t1871">1871</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">adaptive_coll_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1872" href="#t1872">1872</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">precision_parameter_loc</span> <span class="op">=</span> <span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">,</span> <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span> <span class="str">'e_tol'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1873" href="#t1873">1873</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">interpolate_between_restarts</span> <span class="op">=</span> <span class="nam">interpolate_between_restarts</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1874" href="#t1874">1874</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">use_restol_rel</span> <span class="op">=</span> <span class="nam">use_restol_rel</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1875" href="#t1875">1875</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">max_slope</span> <span class="op">=</span> <span class="nam">max_slope</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1876" href="#t1876">1876</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1877" href="#t1877">1877</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1878" href="#t1878">1878</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1879" href="#t1879">1879</a></span><span class="t"><span class="str">        Routine to get a custom description that adds adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1880" href="#t1880">1880</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1881" href="#t1881">1881</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1882" href="#t1882">1882</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1883" href="#t1883">1883</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1884" href="#t1884">1884</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1885" href="#t1885">1885</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1886" href="#t1886">1886</a></span><span class="t"><span class="str">            The custom descriptions you can supply to the problem when running it</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1887" href="#t1887">1887</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1888" href="#t1888">1888</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1889" href="#t1889">1889</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">step_size_limiter</span> <span class="key">import</span> <span class="nam">StepSizeLimiter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1890" href="#t1890">1890</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">check_convergence</span> <span class="key">import</span> <span class="nam">CheckConvergence</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1891" href="#t1891">1891</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1892" href="#t1892">1892</a></span><span class="t">        <span class="nam">base_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1893" href="#t1893">1893</a></span><span class="t">        <span class="nam">custom_description</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1894" href="#t1894">1894</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1895" href="#t1895">1895</a></span><span class="t">        <span class="nam">dt_max</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1896" href="#t1896">1896</a></span><span class="t">        <span class="nam">restol_rel</span> <span class="op">=</span> <span class="num">1e-4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1897" href="#t1897">1897</a></span><span class="t">        <span class="nam">restol_min</span> <span class="op">=</span> <span class="num">1e-12</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1898" href="#t1898">1898</a></span><span class="t">        <span class="nam">restol_max</span> <span class="op">=</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1899" href="#t1899">1899</a></span><span class="t">        <span class="nam">dt_slope_min</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1900" href="#t1900">1900</a></span><span class="t">        <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1901" href="#t1901">1901</a></span><span class="t">        <span class="nam">abort_at_growing_residual</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1902" href="#t1902">1902</a></span><span class="t">        <span class="nam">level_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1903" href="#t1903">1903</a></span><span class="t">        <span class="nam">problem_params</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1904" href="#t1904">1904</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1905" href="#t1905">1905</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_vdp"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1906" href="#t1906">1906</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">6e-4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1907" href="#t1907">1907</a></span><span class="t">            <span class="nam">level_params</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">0.1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1908" href="#t1908">1908</a></span><span class="t">            <span class="nam">restol_rel</span> <span class="op">=</span> <span class="num">1e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1909" href="#t1909">1909</a></span><span class="t">            <span class="nam">restol_min</span> <span class="op">=</span> <span class="num">1e-12</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1910" href="#t1910">1910</a></span><span class="t">            <span class="nam">dt_min</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1911" href="#t1911">1911</a></span><span class="t">            <span class="nam">problem_params</span><span class="op">[</span><span class="str">'newton_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-14</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1912" href="#t1912">1912</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_piline"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1913" href="#t1913">1913</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1914" href="#t1914">1914</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1915" href="#t1915">1915</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">7e-4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1916" href="#t1916">1916</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Schroedinger"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1917" href="#t1917">1917</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">3e-5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1918" href="#t1918">1918</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1919" href="#t1919">1919</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1920" href="#t1920">1920</a></span><span class="t">            <span class="nam">level_params</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">50.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1921" href="#t1921">1921</a></span><span class="t">            <span class="nam">restol_min</span> <span class="op">=</span> <span class="num">1e-11</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1922" href="#t1922">1922</a></span><span class="t">            <span class="nam">restol_rel</span> <span class="op">=</span> <span class="num">1e-1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1923" href="#t1923">1923</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1924" href="#t1924">1924</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">1.0e-4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1925" href="#t1925">1925</a></span><span class="t">            <span class="nam">restol_rel</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1926" href="#t1926">1926</a></span><span class="t">            <span class="com"># dt_max = 0.1 * base_params['problem_params']['eps'] ** 2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1927" href="#t1927">1927</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_RBC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1928" href="#t1928">1928</a></span><span class="t">            <span class="nam">e_tol</span> <span class="op">=</span> <span class="num">5e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1929" href="#t1929">1929</a></span><span class="t">            <span class="nam">dt_slope_min</span> <span class="op">=</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1930" href="#t1930">1930</a></span><span class="t">            <span class="nam">abort_at_growing_residual</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1931" href="#t1931">1931</a></span><span class="t">            <span class="nam">restol_rel</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1932" href="#t1932">1932</a></span><span class="t">            <span class="nam">restol_max</span> <span class="op">=</span> <span class="num">1e-1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1933" href="#t1933">1933</a></span><span class="t">            <span class="nam">restol_min</span> <span class="op">=</span> <span class="num">5e-7</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1934" href="#t1934">1934</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">max_slope</span> <span class="op">=</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1935" href="#t1935">1935</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1936" href="#t1936">1936</a></span><span class="t">            <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1937" href="#t1937">1937</a></span><span class="t">                <span class="str">'I don\'t have a tolerance for adaptivity for your problem. Please add one to the\</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1938" href="#t1938">1938</a></span><span class="t"><span class="str"> strategy'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1939" href="#t1939">1939</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1940" href="#t1940">1940</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1941" href="#t1941">1941</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1942" href="#t1942">1942</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1943" href="#t1943">1943</a></span><span class="t">                <span class="str">'e_tol'</span><span class="op">:</span> <span class="nam">e_tol</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1944" href="#t1944">1944</a></span><span class="t">                <span class="str">'restol_rel'</span><span class="op">:</span> <span class="nam">restol_rel</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">use_restol_rel</span> <span class="key">else</span> <span class="num">1e-11</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1945" href="#t1945">1945</a></span><span class="t">                <span class="str">'restol_min'</span><span class="op">:</span> <span class="nam">restol_min</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">use_restol_rel</span> <span class="key">else</span> <span class="num">1e-12</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1946" href="#t1946">1946</a></span><span class="t">                <span class="str">'restol_max'</span><span class="op">:</span> <span class="nam">restol_max</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">use_restol_rel</span> <span class="key">else</span> <span class="num">1e-5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1947" href="#t1947">1947</a></span><span class="t">                <span class="str">'restart_at_maxiter'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1948" href="#t1948">1948</a></span><span class="t">                <span class="str">'factor_if_not_converged'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">max_slope</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1949" href="#t1949">1949</a></span><span class="t">                <span class="str">'interpolate_between_restarts'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">interpolate_between_restarts</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1950" href="#t1950">1950</a></span><span class="t">                <span class="str">'abort_at_growing_residual'</span><span class="op">:</span> <span class="nam">abort_at_growing_residual</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1951" href="#t1951">1951</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1952" href="#t1952">1952</a></span><span class="t">            <span class="nam">StepSizeLimiter</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1953" href="#t1953">1953</a></span><span class="t">                <span class="str">'dt_max'</span><span class="op">:</span> <span class="nam">dt_max</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1954" href="#t1954">1954</a></span><span class="t">                <span class="str">'dt_slope_max'</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">max_slope</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1955" href="#t1955">1955</a></span><span class="t">                <span class="str">'dt_min'</span><span class="op">:</span> <span class="nam">dt_min</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1956" href="#t1956">1956</a></span><span class="t">                <span class="str">'dt_rel_min_slope'</span><span class="op">:</span> <span class="nam">dt_slope_min</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1957" href="#t1957">1957</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1958" href="#t1958">1958</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1959" href="#t1959">1959</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">level_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1960" href="#t1960">1960</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">problem_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1961" href="#t1961">1961</a></span><span class="t">        <span class="key">return</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">base_params</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1962" href="#t1962">1962</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1963" href="#t1963">1963</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_custom_description_for_faults</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1964" href="#t1964">1964</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1965" href="#t1965">1965</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1966" href="#t1966">1966</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1967" href="#t1967">1967</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1968" href="#t1968">1968</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">AdaptivityPolynomialError</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-7</span> <span class="op">*</span> <span class="num">11</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1969" href="#t1969">1969</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'level_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'dt'</span><span class="op">]</span> <span class="op">=</span> <span class="num">4.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1970" href="#t1970">1970</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_AC"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1971" href="#t1971">1971</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">adaptivity</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1972" href="#t1972">1972</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1973" href="#t1973">1973</a></span><span class="t">            <span class="nam">desc</span><span class="op">[</span><span class="str">'convergence_controllers'</span><span class="op">]</span><span class="op">[</span><span class="nam">AdaptivityPolynomialError</span><span class="op">]</span><span class="op">[</span><span class="str">'e_tol'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1e-3</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1974" href="#t1974">1974</a></span><span class="t">        <span class="key">return</span> <span class="nam">desc</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1975" href="#t1975">1975</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1976" href="#t1976">1976</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_random_params</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1977" href="#t1977">1977</a></span><span class="t">        <span class="str">'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1978" href="#t1978">1978</a></span><span class="t"><span class="str">        Routine to get parameters for the randomization of faults</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1979" href="#t1979">1979</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1980" href="#t1980">1980</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1981" href="#t1981">1981</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1982" href="#t1982">1982</a></span><span class="t"><span class="str">            num_procs (int): Number of processes you intend to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1983" href="#t1983">1983</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1984" href="#t1984">1984</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1985" href="#t1985">1985</a></span><span class="t"><span class="str">            dict: Randomization parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1986" href="#t1986">1986</a></span><span class="t"><span class="str">        '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1987" href="#t1987">1987</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1988" href="#t1988">1988</a></span><span class="t">        <span class="nam">rnd_params</span> <span class="op">=</span> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_random_params</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1989" href="#t1989">1989</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_quench"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1990" href="#t1990">1990</a></span><span class="t">            <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1991" href="#t1991">1991</a></span><span class="t">        <span class="key">elif</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Lorenz'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1992" href="#t1992">1992</a></span><span class="t">            <span class="nam">rnd_params</span><span class="op">[</span><span class="str">'iteration'</span><span class="op">]</span> <span class="op">=</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1993" href="#t1993">1993</a></span><span class="t">        <span class="key">return</span> <span class="nam">rnd_params</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1994" href="#t1994">1994</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t1995" href="#t1995">1995</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1996" href="#t1996">1996</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1997" href="#t1997">1997</a></span><span class="t"><span class="str">        Get a reference value for a given problem for testing in CI.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1998" href="#t1998">1998</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1999" href="#t1999">1999</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t2000" href="#t2000">2000</a></span><span class="t"><span class="str">            problem: A function that runs a pySDC problem, see imports for available problems</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t2001" href="#t2001">2001</a></span><span class="t"><span class="str">            key (str): The name of the variable you want to compare</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t2002" href="#t2002">2002</a></span><span class="t"><span class="str">            op (function): The operation you want to apply to the data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t2003" href="#t2003">2003</a></span><span class="t"><span class="str">            num_procs (int): Number of processes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t2004" href="#t2004">2004</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t2005" href="#t2005">2005</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t2006" href="#t2006">2006</a></span><span class="t"><span class="str">            The reference value</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t2007" href="#t2007">2007</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t2008" href="#t2008">2008</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">"run_Lorenz"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t2009" href="#t2009">2009</a></span><span class="t">            <span class="key">if</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'work_newton'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">sum</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t2010" href="#t2010">2010</a></span><span class="t">                <span class="key">return</span> <span class="num">2124</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t2011" href="#t2011">2011</a></span><span class="t">            <span class="key">elif</span> <span class="nam">key</span> <span class="op">==</span> <span class="str">'e_global_post_run'</span> <span class="key">and</span> <span class="nam">op</span> <span class="op">==</span> <span class="nam">max</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t2012" href="#t2012">2012</a></span><span class="t">                <span class="key">return</span> <span class="num">8.484321512014503e-08</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t2013" href="#t2013">2013</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t2014" href="#t2014">2014</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">get_reference_value</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">op</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t2015" href="#t2015">2015</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t2016" href="#t2016">2016</a></span><span class="t">    <span class="op">@</span><span class="nam">property</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t2017" href="#t2017">2017</a></span><span class="t">    <span class="key">def</span> <span class="nam">label</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t2018" href="#t2018">2018</a></span><span class="t">        <span class="key">return</span> <span class="str">r'$\Delta t$-$k$-adaptivity'</span>&nbsp;</span><span class="r"></span></p>
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             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -645,7 +645,7 @@ <h2>
             <a class="nav" href="z_5893b65af8042ae2_work_precision_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
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+            created at 2024-10-21 15:25 +0000
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 </footer>
diff --git a/coverage/z_5893b65af8042ae2_work_precision_py.html b/coverage/z_5893b65af8042ae2_work_precision_py.html
index d9b8f943a3..fd411ff8fc 100644
--- a/coverage/z_5893b65af8042ae2_work_precision_py.html
+++ b/coverage/z_5893b65af8042ae2_work_precision_py.html
@@ -54,10 +54,10 @@ <h1>
             </div>
         </aside>
         <h2>
-            <span class="text">348 statements &nbsp;</span>
+            <span class="text">358 statements &nbsp;</span>
             <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">0<span class="text"> run</span></button>
-            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">348<span class="text"> missing</span></button>
-            <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">464<span class="text"> excluded</span></button>
+            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">358<span class="text"> missing</span></button>
+            <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">465<span class="text"> excluded</span></button>
         </h2>
         <p class="text">
             <a id="prevFileLink" class="nav" href="z_5893b65af8042ae2_vdp_py.html">&#xab; prev</a> &nbsp; &nbsp;
@@ -65,7 +65,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -94,1612 +94,1632 @@ <h2>
     <p class="mis show_mis"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">Schroedinger</span> <span class="key">import</span> <span class="nam">run_Schroedinger</span>&nbsp;</span><span class="r"></span></p>
     <p class="mis show_mis"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">quench</span> <span class="key">import</span> <span class="nam">run_quench</span>&nbsp;</span><span class="r"></span></p>
     <p class="mis show_mis"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">AC</span> <span class="key">import</span> <span class="nam">run_AC</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">helpers</span><span class="op">.</span><span class="nam">stats_helper</span> <span class="key">import</span> <span class="nam">get_sorted</span><span class="op">,</span> <span class="nam">filter_stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">helpers</span><span class="op">.</span><span class="nam">plot_helper</span> <span class="key">import</span> <span class="nam">setup_mpl</span><span class="op">,</span> <span class="nam">figsize_by_journal</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t"><span class="nam">setup_mpl</span><span class="op">(</span><span class="nam">reset</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"><span class="nam">LOGGER_LEVEL</span> <span class="op">=</span> <span class="num">25</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"><span class="nam">LOG_TO_FILE</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"><span class="nam">logging</span><span class="op">.</span><span class="nam">getLogger</span><span class="op">(</span><span class="str">'matplotlib.texmanager'</span><span class="op">)</span><span class="op">.</span><span class="nam">setLevel</span><span class="op">(</span><span class="num">90</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">RBC</span> <span class="key">import</span> <span class="nam">run_RBC</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">helpers</span><span class="op">.</span><span class="nam">stats_helper</span> <span class="key">import</span> <span class="nam">get_sorted</span><span class="op">,</span> <span class="nam">filter_stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"><span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">helpers</span><span class="op">.</span><span class="nam">plot_helper</span> <span class="key">import</span> <span class="nam">setup_mpl</span><span class="op">,</span> <span class="nam">figsize_by_journal</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"><span class="nam">setup_mpl</span><span class="op">(</span><span class="nam">reset</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"><span class="nam">LOGGER_LEVEL</span> <span class="op">=</span> <span class="num">25</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t"><span class="nam">LOG_TO_FILE</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"><span class="nam">logging</span><span class="op">.</span><span class="nam">getLogger</span><span class="op">(</span><span class="str">'matplotlib.texmanager'</span><span class="op">)</span><span class="op">.</span><span class="nam">setLevel</span><span class="op">(</span><span class="num">90</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"><span class="key">def</span> <span class="nam">std_log</span><span class="op">(</span><span class="nam">x</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t">    <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">std</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="nam">x</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"><span class="key">def</span> <span class="nam">std_log</span><span class="op">(</span><span class="nam">x</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t">    <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">std</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="nam">x</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"><span class="nam">MAPPINGS</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t">    <span class="str">'e_global'</span><span class="op">:</span> <span class="op">(</span><span class="str">'e_global_post_run'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t">    <span class="str">'e_global_rel'</span><span class="op">:</span> <span class="op">(</span><span class="str">'e_global_rel_post_run'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t">    <span class="str">'t'</span><span class="op">:</span> <span class="op">(</span><span class="str">'timing_run'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t">    <span class="com"># 'e_local_max': ('e_local_post_step', max, False),</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t">    <span class="str">'k_SDC'</span><span class="op">:</span> <span class="op">(</span><span class="str">'k'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t">    <span class="str">'k_SDC_no_restart'</span><span class="op">:</span> <span class="op">(</span><span class="str">'k'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t">    <span class="str">'k_Newton'</span><span class="op">:</span> <span class="op">(</span><span class="str">'work_newton'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t">    <span class="str">'k_linear'</span><span class="op">:</span> <span class="op">(</span><span class="str">'work_linear'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t">    <span class="str">'k_Newton_no_restart'</span><span class="op">:</span> <span class="op">(</span><span class="str">'work_newton'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t">    <span class="str">'k_rhs'</span><span class="op">:</span> <span class="op">(</span><span class="str">'work_rhs'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t">    <span class="str">'num_steps'</span><span class="op">:</span> <span class="op">(</span><span class="str">'dt'</span><span class="op">,</span> <span class="nam">len</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t">    <span class="str">'restart'</span><span class="op">:</span> <span class="op">(</span><span class="str">'restart'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t">    <span class="str">'dt_mean'</span><span class="op">:</span> <span class="op">(</span><span class="str">'dt'</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t">    <span class="str">'dt_max'</span><span class="op">:</span> <span class="op">(</span><span class="str">'dt'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t">    <span class="str">'dt_min'</span><span class="op">:</span> <span class="op">(</span><span class="str">'dt'</span><span class="op">,</span> <span class="nam">min</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t">    <span class="str">'dt_sigma'</span><span class="op">:</span> <span class="op">(</span><span class="str">'dt'</span><span class="op">,</span> <span class="nam">std_log</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t">    <span class="str">'e_embedded_max'</span><span class="op">:</span> <span class="op">(</span><span class="str">'error_embedded_estimate'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t">    <span class="str">'u0_increment_max'</span><span class="op">:</span> <span class="op">(</span><span class="str">'u0_increment'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t">    <span class="str">'u0_increment_mean'</span><span class="op">:</span> <span class="op">(</span><span class="str">'u0_increment'</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">    <span class="str">'u0_increment_max_no_restart'</span><span class="op">:</span> <span class="op">(</span><span class="str">'u0_increment'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">    <span class="str">'u0_increment_mean_no_restart'</span><span class="op">:</span> <span class="op">(</span><span class="str">'u0_increment'</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t"><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t"><span class="nam">logger</span> <span class="op">=</span> <span class="nam">logging</span><span class="op">.</span><span class="nam">getLogger</span><span class="op">(</span><span class="str">'WorkPrecision'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t"><span class="nam">logger</span><span class="op">.</span><span class="nam">setLevel</span><span class="op">(</span><span class="nam">LOGGER_LEVEL</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t"><span class="key">def</span> <span class="nam">get_forbidden_combinations</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t"><span class="str">    Check if the combination of strategy and problem is forbidden</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t"><span class="str">        strategy (Strategy): SDC strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t">    <span class="key">if</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">name</span> <span class="op">==</span> <span class="str">'ERK'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_quench'</span><span class="op">,</span> <span class="str">'run_Schroedinger'</span><span class="op">,</span> <span class="str">'run_AC'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t">            <span class="key">return</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">    <span class="key">return</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"><span class="nam">MAPPINGS</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t">    <span class="str">'e_global'</span><span class="op">:</span> <span class="op">(</span><span class="str">'e_global_post_run'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t">    <span class="str">'e_global_rel'</span><span class="op">:</span> <span class="op">(</span><span class="str">'e_global_rel_post_run'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t">    <span class="str">'t'</span><span class="op">:</span> <span class="op">(</span><span class="str">'timing_run'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t">    <span class="com"># 'e_local_max': ('e_local_post_step', max, False),</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t">    <span class="str">'k_SDC'</span><span class="op">:</span> <span class="op">(</span><span class="str">'k'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t">    <span class="str">'k_SDC_no_restart'</span><span class="op">:</span> <span class="op">(</span><span class="str">'k'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t">    <span class="str">'k_Newton'</span><span class="op">:</span> <span class="op">(</span><span class="str">'work_newton'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t">    <span class="str">'k_linear'</span><span class="op">:</span> <span class="op">(</span><span class="str">'work_linear'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t">    <span class="str">'k_Newton_no_restart'</span><span class="op">:</span> <span class="op">(</span><span class="str">'work_newton'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t">    <span class="str">'k_rhs'</span><span class="op">:</span> <span class="op">(</span><span class="str">'work_rhs'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t">    <span class="str">'k_factorizations'</span><span class="op">:</span> <span class="op">(</span><span class="str">'work_factorizations'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t">    <span class="str">'num_steps'</span><span class="op">:</span> <span class="op">(</span><span class="str">'dt'</span><span class="op">,</span> <span class="nam">len</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t">    <span class="str">'restart'</span><span class="op">:</span> <span class="op">(</span><span class="str">'restart'</span><span class="op">,</span> <span class="nam">sum</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t">    <span class="str">'dt_mean'</span><span class="op">:</span> <span class="op">(</span><span class="str">'dt'</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t">    <span class="str">'dt_max'</span><span class="op">:</span> <span class="op">(</span><span class="str">'dt'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t">    <span class="str">'dt_min'</span><span class="op">:</span> <span class="op">(</span><span class="str">'dt'</span><span class="op">,</span> <span class="nam">min</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t">    <span class="str">'dt_sigma'</span><span class="op">:</span> <span class="op">(</span><span class="str">'dt'</span><span class="op">,</span> <span class="nam">std_log</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t">    <span class="str">'e_embedded_max'</span><span class="op">:</span> <span class="op">(</span><span class="str">'error_embedded_estimate'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">    <span class="str">'u0_increment_max'</span><span class="op">:</span> <span class="op">(</span><span class="str">'u0_increment'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">    <span class="str">'u0_increment_mean'</span><span class="op">:</span> <span class="op">(</span><span class="str">'u0_increment'</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t">    <span class="str">'u0_increment_max_no_restart'</span><span class="op">:</span> <span class="op">(</span><span class="str">'u0_increment'</span><span class="op">,</span> <span class="nam">max</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t">    <span class="str">'u0_increment_mean_no_restart'</span><span class="op">:</span> <span class="op">(</span><span class="str">'u0_increment'</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">,</span> <span class="key">False</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t"><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t"><span class="nam">logger</span> <span class="op">=</span> <span class="nam">logging</span><span class="op">.</span><span class="nam">getLogger</span><span class="op">(</span><span class="str">'WorkPrecision'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t"><span class="nam">logger</span><span class="op">.</span><span class="nam">setLevel</span><span class="op">(</span><span class="nam">LOGGER_LEVEL</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t"><span class="key">def</span> <span class="nam">get_forbidden_combinations</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t"><span class="str">    Check if the combination of strategy and problem is forbidden</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t"><span class="str">        strategy (Strategy): SDC strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t">    <span class="key">if</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">name</span> <span class="op">==</span> <span class="str">'ERK'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_quench'</span><span class="op">,</span> <span class="str">'run_Schroedinger'</span><span class="op">,</span> <span class="str">'run_AC'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">            <span class="key">return</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t"><span class="key">def</span> <span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">    <span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">    <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t">    <span class="nam">data</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t">    <span class="nam">custom_description</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t">    <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t">    <span class="nam">comm_world</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t">    <span class="nam">problem_args</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t">    <span class="nam">hooks</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">    <span class="nam">Tend</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t">    <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t"><span class="str">    Make a single run of a particular problem with a certain strategy.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t"><span class="str">        strategy (Strategy): SDC strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t"><span class="str">        data (dict): Put the results in here</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t"><span class="str">        custom_description (dict): Overwrite presets</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t"><span class="str">        num_procs (int): Number of processes for the time communicator</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t"><span class="str">        comm_world (mpi4py.MPI.Intracomm): Communicator that is available for the entire script</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t"><span class="str">        hooks (list): List of additional hooks</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t"><span class="str">        num_procs_sweeper (int): Number of processes for the sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">    <span class="key">return</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t"><span class="nam">Tends</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t">    <span class="str">'run_RBC'</span><span class="op">:</span> <span class="num">16</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t"><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t"><span class="nam">t0s</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t">    <span class="str">'run_RBC'</span><span class="op">:</span> <span class="num">0.2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t"><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"><span class="key">def</span> <span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t">    <span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t">    <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t">    <span class="nam">data</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">    <span class="nam">custom_description</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t">    <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t">    <span class="nam">comm_world</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">    <span class="nam">problem_args</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t">    <span class="nam">hooks</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t">    <span class="nam">Tend</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t">    <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t"><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t"><span class="str">    Make a single run of a particular problem with a certain strategy.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t"><span class="str">        dict: Stats generated by the run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">hooks</span><span class="op">.</span><span class="nam">log_errors</span> <span class="key">import</span> <span class="nam">LogGlobalErrorPostRun</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">hooks</span><span class="op">.</span><span class="nam">log_work</span> <span class="key">import</span> <span class="nam">LogWork</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">hook</span> <span class="key">import</span> <span class="nam">LogData</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t">    <span class="nam">hooks</span> <span class="op">=</span> <span class="nam">hooks</span> <span class="key">if</span> <span class="nam">hooks</span> <span class="key">else</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t">    <span class="nam">t_last</span> <span class="op">=</span> <span class="nam">perf_counter</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t">    <span class="nam">num_procs_tot</span> <span class="op">=</span> <span class="nam">num_procs</span> <span class="op">*</span> <span class="nam">num_procs_sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">    <span class="nam">comm</span> <span class="op">=</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">Split</span><span class="op">(</span><span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">&lt;</span> <span class="nam">num_procs_tot</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">>=</span> <span class="nam">num_procs_tot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t">        <span class="nam">comm</span><span class="op">.</span><span class="nam">Free</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t"><span class="str">        strategy (Strategy): SDC strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"><span class="str">        data (dict): Put the results in here</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t"><span class="str">        custom_description (dict): Overwrite presets</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"><span class="str">        num_procs (int): Number of processes for the time communicator</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t"><span class="str">        comm_world (mpi4py.MPI.Intracomm): Communicator that is available for the entire script</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t"><span class="str">        hooks (list): List of additional hooks</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t"><span class="str">        num_procs_sweeper (int): Number of processes for the sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"><span class="str">        dict: Stats generated by the run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">hooks</span><span class="op">.</span><span class="nam">log_errors</span> <span class="key">import</span> <span class="nam">LogGlobalErrorPostRun</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">hooks</span><span class="op">.</span><span class="nam">log_work</span> <span class="key">import</span> <span class="nam">LogWork</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">hook</span> <span class="key">import</span> <span class="nam">LogData</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t">    <span class="com"># make communicators for time and sweepers</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t">    <span class="nam">comm_time</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">Split</span><span class="op">(</span><span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">//</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t">    <span class="nam">comm_sweep</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">Split</span><span class="op">(</span><span class="nam">comm_time</span><span class="op">.</span><span class="nam">rank</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t">    <span class="nam">hooks</span> <span class="op">=</span> <span class="nam">hooks</span> <span class="key">if</span> <span class="nam">hooks</span> <span class="key">else</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t">    <span class="nam">t_last</span> <span class="op">=</span> <span class="nam">perf_counter</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_time</span><span class="op">.</span><span class="nam">size</span> <span class="op">&lt;</span> <span class="nam">num_procs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t">        <span class="key">raise</span> <span class="nam">Exception</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Need at least </span><span class="op">{</span><span class="nam">num_procs</span><span class="op">*</span><span class="nam">num_procs_sweeper</span><span class="op">}</span><span class="fst"> processes, got only </span><span class="op">{</span><span class="nam">comm</span><span class="op">.</span><span class="nam">size</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t">    <span class="nam">strategy_description</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t">    <span class="nam">description</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">strategy_description</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_sweep</span><span class="op">.</span><span class="nam">size</span> <span class="op">></span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t">        <span class="nam">description</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'comm'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">comm_sweep</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t">    <span class="nam">controller_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t">        <span class="str">'logger_level'</span><span class="op">:</span> <span class="nam">LOGGER_LEVEL</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">        <span class="str">'log_to_file'</span><span class="op">:</span> <span class="nam">LOG_TO_FILE</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">        <span class="str">'fname'</span><span class="op">:</span> <span class="str">'out.txt'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">        <span class="op">**</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">get_controller_params</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">    <span class="nam">problem_args</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span> <span class="key">if</span> <span class="nam">problem_args</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">problem_args</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">    <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">crash</span> <span class="op">=</span> <span class="nam">problem</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">=</span><span class="nam">description</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">        <span class="nam">Tend</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">get_Tend</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span> <span class="key">if</span> <span class="nam">Tend</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">        <span class="nam">hook_class</span><span class="op">=</span><span class="op">[</span><span class="nam">LogData</span><span class="op">,</span> <span class="nam">LogWork</span><span class="op">,</span> <span class="nam">LogGlobalErrorPostRun</span><span class="op">]</span> <span class="op">+</span> <span class="nam">hooks</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">        <span class="nam">custom_controller_params</span><span class="op">=</span><span class="nam">controller_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t">        <span class="nam">use_MPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t">        <span class="nam">comm</span><span class="op">=</span><span class="nam">comm_time</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t">        <span class="op">**</span><span class="nam">problem_args</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t">    <span class="nam">num_procs_tot</span> <span class="op">=</span> <span class="nam">num_procs</span> <span class="op">*</span> <span class="nam">num_procs_sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t">    <span class="nam">comm</span> <span class="op">=</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">Split</span><span class="op">(</span><span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">&lt;</span> <span class="nam">num_procs_tot</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">>=</span> <span class="nam">num_procs_tot</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t">        <span class="nam">comm</span><span class="op">.</span><span class="nam">Free</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t">    <span class="com"># make communicators for time and sweepers</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t">    <span class="nam">comm_time</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">Split</span><span class="op">(</span><span class="nam">comm</span><span class="op">.</span><span class="nam">rank</span> <span class="op">//</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t">    <span class="nam">comm_sweep</span> <span class="op">=</span> <span class="nam">comm</span><span class="op">.</span><span class="nam">Split</span><span class="op">(</span><span class="nam">comm_time</span><span class="op">.</span><span class="nam">rank</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_time</span><span class="op">.</span><span class="nam">size</span> <span class="op">&lt;</span> <span class="nam">num_procs</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">        <span class="key">raise</span> <span class="nam">Exception</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Need at least </span><span class="op">{</span><span class="nam">num_procs</span><span class="op">*</span><span class="nam">num_procs_sweeper</span><span class="op">}</span><span class="fst"> processes, got only </span><span class="op">{</span><span class="nam">comm</span><span class="op">.</span><span class="nam">size</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">    <span class="nam">strategy_description</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">    <span class="nam">description</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span><span class="nam">strategy_description</span><span class="op">,</span> <span class="nam">custom_description</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_sweep</span><span class="op">.</span><span class="nam">size</span> <span class="op">></span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">        <span class="nam">description</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'comm'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">comm_sweep</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">    <span class="nam">controller_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">        <span class="str">'logger_level'</span><span class="op">:</span> <span class="nam">LOGGER_LEVEL</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">        <span class="str">'log_to_file'</span><span class="op">:</span> <span class="nam">LOG_TO_FILE</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t">        <span class="str">'fname'</span><span class="op">:</span> <span class="str">'out.txt'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t">        <span class="op">**</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">get_controller_params</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">    <span class="nam">problem_args</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span> <span class="key">if</span> <span class="nam">problem_args</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">problem_args</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">    <span class="nam">t_now</span> <span class="op">=</span> <span class="nam">perf_counter</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">    <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Finished run in </span><span class="op">{</span><span class="nam">t_now</span> <span class="op">-</span> <span class="nam">t_last</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> s</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">    <span class="nam">t_last</span> <span class="op">=</span> <span class="nam">perf_counter</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">    <span class="com"># record all the metrics</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">    <span class="nam">stats_all</span> <span class="op">=</span> <span class="nam">filter_stats</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="nam">comm_sweep</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">    <span class="nam">comm_sweep</span><span class="op">.</span><span class="nam">Free</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">    <span class="key">for</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">mapping</span> <span class="key">in</span> <span class="nam">MAPPINGS</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">        <span class="key">if</span> <span class="nam">crash</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">            <span class="nam">data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">nan</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">            <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">        <span class="nam">me</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats_all</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="nam">comm_time</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="nam">mapping</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="nam">mapping</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">        <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">            <span class="nam">data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">nan</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">            <span class="nam">data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">mapping</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">(</span><span class="op">[</span><span class="nam">you</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">you</span> <span class="key">in</span> <span class="nam">me</span><span class="op">]</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">    <span class="nam">Tend</span> <span class="op">=</span> <span class="nam">Tends</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span> <span class="key">if</span> <span class="nam">Tend</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">Tend</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">    <span class="nam">t0</span> <span class="op">=</span> <span class="nam">t0s</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">    <span class="nam">stats</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">crash</span> <span class="op">=</span> <span class="nam">problem</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">        <span class="nam">custom_description</span><span class="op">=</span><span class="nam">description</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">        <span class="nam">Tend</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">get_Tend</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span> <span class="key">if</span> <span class="nam">Tend</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">        <span class="nam">hook_class</span><span class="op">=</span><span class="op">[</span><span class="nam">LogData</span><span class="op">,</span> <span class="nam">LogWork</span><span class="op">,</span> <span class="nam">LogGlobalErrorPostRun</span><span class="op">]</span> <span class="op">+</span> <span class="nam">hooks</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">        <span class="nam">custom_controller_params</span><span class="op">=</span><span class="nam">controller_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">        <span class="nam">use_MPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">        <span class="nam">t0</span><span class="op">=</span><span class="nam">t0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">        <span class="nam">comm</span><span class="op">=</span><span class="nam">comm_time</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">        <span class="op">**</span><span class="nam">problem_args</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">    <span class="nam">t_now</span> <span class="op">=</span> <span class="nam">perf_counter</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">    <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Finished run in </span><span class="op">{</span><span class="nam">t_now</span> <span class="op">-</span> <span class="nam">t_last</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> s</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">    <span class="nam">t_last</span> <span class="op">=</span> <span class="nam">perf_counter</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">    <span class="nam">t_now</span> <span class="op">=</span> <span class="nam">perf_counter</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t">    <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Recorded all data after </span><span class="op">{</span><span class="nam">t_now</span> <span class="op">-</span> <span class="nam">t_last</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> s</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">    <span class="nam">t_last</span> <span class="op">=</span> <span class="nam">perf_counter</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">    <span class="com"># record all the metrics</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t">    <span class="nam">stats_all</span> <span class="op">=</span> <span class="nam">filter_stats</span><span class="op">(</span><span class="nam">stats</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="nam">comm_sweep</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">    <span class="nam">comm_sweep</span><span class="op">.</span><span class="nam">Free</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t">    <span class="nam">comm_time</span><span class="op">.</span><span class="nam">Free</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t">    <span class="nam">comm</span><span class="op">.</span><span class="nam">Free</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t">    <span class="key">return</span> <span class="nam">stats</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t"><span class="key">def</span> <span class="nam">get_parameter</span><span class="op">(</span><span class="nam">dictionary</span><span class="op">,</span> <span class="nam">where</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t"><span class="str">    Get a parameter at a certain position in a dictionary of dictionaries.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t"><span class="str">        dictionary (dict): The dictionary</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t"><span class="str">        where (list): The list of keys leading to the value you want</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t"><span class="str">        The value of the dictionary</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">    <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">where</span><span class="op">)</span> <span class="op">==</span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">        <span class="key">return</span> <span class="nam">dictionary</span><span class="op">[</span><span class="nam">where</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t">        <span class="key">return</span> <span class="nam">get_parameter</span><span class="op">(</span><span class="nam">dictionary</span><span class="op">[</span><span class="nam">where</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">]</span><span class="op">,</span> <span class="nam">where</span><span class="op">[</span><span class="num">1</span><span class="op">:</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t"><span class="key">def</span> <span class="nam">set_parameter</span><span class="op">(</span><span class="nam">dictionary</span><span class="op">,</span> <span class="nam">where</span><span class="op">,</span> <span class="nam">parameter</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t"><span class="str">    Set a parameter at a certain position in a dictionary of dictionaries</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"><span class="str">        dictionary (dict): The dictionary</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"><span class="str">        where (list): The list of keys leading to the value you want to set</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t"><span class="str">        parameter: Whatever you want to set the parameter to</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t">    <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">where</span><span class="op">)</span> <span class="op">==</span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t">        <span class="nam">dictionary</span><span class="op">[</span><span class="nam">where</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">]</span> <span class="op">=</span> <span class="nam">parameter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">        <span class="nam">set_parameter</span><span class="op">(</span><span class="nam">dictionary</span><span class="op">[</span><span class="nam">where</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">]</span><span class="op">,</span> <span class="nam">where</span><span class="op">[</span><span class="num">1</span><span class="op">:</span><span class="op">]</span><span class="op">,</span> <span class="nam">parameter</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t">    <span class="key">for</span> <span class="nam">key</span><span class="op">,</span> <span class="nam">mapping</span> <span class="key">in</span> <span class="nam">MAPPINGS</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t">        <span class="key">if</span> <span class="nam">crash</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t">            <span class="nam">data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">nan</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t">            <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t">        <span class="nam">me</span> <span class="op">=</span> <span class="nam">get_sorted</span><span class="op">(</span><span class="nam">stats_all</span><span class="op">,</span> <span class="nam">comm</span><span class="op">=</span><span class="nam">comm_time</span><span class="op">,</span> <span class="nam">type</span><span class="op">=</span><span class="nam">mapping</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">,</span> <span class="nam">recomputed</span><span class="op">=</span><span class="nam">mapping</span><span class="op">[</span><span class="num">2</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t">        <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t">            <span class="nam">data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">nan</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t">            <span class="nam">data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">mapping</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">(</span><span class="op">[</span><span class="nam">you</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="key">for</span> <span class="nam">you</span> <span class="key">in</span> <span class="nam">me</span><span class="op">]</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t">    <span class="nam">t_now</span> <span class="op">=</span> <span class="nam">perf_counter</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">    <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Recorded all data after </span><span class="op">{</span><span class="nam">t_now</span> <span class="op">-</span> <span class="nam">t_last</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst"> s</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">    <span class="nam">t_last</span> <span class="op">=</span> <span class="nam">perf_counter</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t">    <span class="nam">comm_time</span><span class="op">.</span><span class="nam">Free</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t">    <span class="nam">comm</span><span class="op">.</span><span class="nam">Free</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">    <span class="key">return</span> <span class="nam">stats</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t"><span class="key">def</span> <span class="nam">get_parameter</span><span class="op">(</span><span class="nam">dictionary</span><span class="op">,</span> <span class="nam">where</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t"><span class="str">    Get a parameter at a certain position in a dictionary of dictionaries.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t"><span class="str">        dictionary (dict): The dictionary</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t"><span class="str">        where (list): The list of keys leading to the value you want</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"><span class="str">        The value of the dictionary</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t">    <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">where</span><span class="op">)</span> <span class="op">==</span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t">        <span class="key">return</span> <span class="nam">dictionary</span><span class="op">[</span><span class="nam">where</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t">        <span class="key">return</span> <span class="nam">get_parameter</span><span class="op">(</span><span class="nam">dictionary</span><span class="op">[</span><span class="nam">where</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">]</span><span class="op">,</span> <span class="nam">where</span><span class="op">[</span><span class="num">1</span><span class="op">:</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t"><span class="key">def</span> <span class="nam">set_parameter</span><span class="op">(</span><span class="nam">dictionary</span><span class="op">,</span> <span class="nam">where</span><span class="op">,</span> <span class="nam">parameter</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t"><span class="str">    Set a parameter at a certain position in a dictionary of dictionaries</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t"><span class="key">def</span> <span class="nam">get_path</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="nam">handle</span><span class="op">=</span><span class="str">''</span><span class="op">,</span> <span class="nam">base_path</span><span class="op">=</span><span class="str">'data/work_precision'</span><span class="op">,</span> <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="str">''</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t"><span class="str">    Get the path to a certain data.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t"><span class="str">        strategy (Strategy): SDC strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t"><span class="str">        num_procs (int): Number of processes for the time communicator</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t"><span class="str">        handle (str): The name of the configuration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t"><span class="str">        base_path (str): Some path where all the files are stored</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t"><span class="str">        num_procs_sweeper (int): Number of processes for the sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t"><span class="str">        mode (str): The mode this was generated for</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t"><span class="str">        dictionary (dict): The dictionary</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t"><span class="str">        where (list): The list of keys leading to the value you want to set</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t"><span class="str">        parameter: Whatever you want to set the parameter to</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t">    <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">where</span><span class="op">)</span> <span class="op">==</span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t">        <span class="nam">dictionary</span><span class="op">[</span><span class="nam">where</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">]</span> <span class="op">=</span> <span class="nam">parameter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t">        <span class="nam">set_parameter</span><span class="op">(</span><span class="nam">dictionary</span><span class="op">[</span><span class="nam">where</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">]</span><span class="op">,</span> <span class="nam">where</span><span class="op">[</span><span class="num">1</span><span class="op">:</span><span class="op">]</span><span class="op">,</span> <span class="nam">parameter</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t"><span class="str">        str: The path to the data you are looking for</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t">    <span class="key">return</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">base_path</span><span class="op">}</span><span class="fst">/</span><span class="op">{</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">__class__</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">handle</span><span class="op">}</span><span class="op">{</span><span class="str">"-wp"</span> <span class="key">if</span> <span class="nam">handle</span> <span class="key">else</span> <span class="str">"wp"</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">num_procs_sweeper</span><span class="op">}</span><span class="fst">procs-</span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">.pickle</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t"><span class="key">def</span> <span class="nam">get_path</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="nam">handle</span><span class="op">=</span><span class="str">''</span><span class="op">,</span> <span class="nam">base_path</span><span class="op">=</span><span class="str">'data/work_precision'</span><span class="op">,</span> <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="str">''</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t"><span class="str">    Get the path to a certain data.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t"><span class="key">def</span> <span class="nam">record_work_precision</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t">    <span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t">    <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t">    <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t">    <span class="nam">custom_description</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t">    <span class="nam">handle</span><span class="op">=</span><span class="str">''</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t">    <span class="nam">runs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t">    <span class="nam">comm_world</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t">    <span class="nam">problem_args</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t">    <span class="nam">param_range</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t">    <span class="nam">Tend</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t">    <span class="nam">hooks</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t">    <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t">    <span class="nam">mode</span><span class="op">=</span><span class="str">''</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t"><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t"><span class="str">    Run problem with strategy and record the cost parameters.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t"><span class="str">        strategy (Strategy): SDC strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t"><span class="str">        num_procs (int): Number of processes for the time communicator</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t"><span class="str">        custom_description (dict): Overwrite presets</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t"><span class="str">        handle (str): The name of the configuration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t"><span class="str">        runs (int): Number of runs you want to do</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t"><span class="str">        comm_world (mpi4py.MPI.Intracomm): Communicator that is available for the entire script</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t"><span class="str">        num_procs_sweeper (int): Number of processes for the sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t">    <span class="key">if</span> <span class="nam">get_forbidden_combinations</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t">    <span class="nam">data</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t">    <span class="com"># prepare precision parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t">    <span class="nam">param</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">precision_parameter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t">    <span class="nam">description</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t">        <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t">        <span class="op">{</span><span class="op">}</span> <span class="key">if</span> <span class="nam">custom_description</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">custom_description</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t">    <span class="key">if</span> <span class="nam">param</span> <span class="op">==</span> <span class="str">'e_tol'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t">        <span class="nam">power</span> <span class="op">=</span> <span class="num">10.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t">        <span class="nam">set_parameter</span><span class="op">(</span><span class="nam">description</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">precision_parameter_loc</span><span class="op">[</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="op">+</span> <span class="op">[</span><span class="str">'dt_min'</span><span class="op">]</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t">        <span class="nam">exponents</span> <span class="op">=</span> <span class="op">[</span><span class="op">-</span><span class="num">3</span><span class="op">,</span> <span class="op">-</span><span class="num">2</span><span class="op">,</span> <span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="num">3</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_vdp'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t">            <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">strategy</span><span class="op">)</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">"AdaptivityPolynomialError"</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t">                <span class="nam">exponents</span> <span class="op">=</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="num">3</span><span class="op">,</span> <span class="num">5</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t">                <span class="nam">exponents</span> <span class="op">=</span> <span class="op">[</span><span class="op">-</span><span class="num">3</span><span class="op">,</span> <span class="op">-</span><span class="num">2</span><span class="op">,</span> <span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0.2</span><span class="op">,</span> <span class="num">0.8</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t">    <span class="key">elif</span> <span class="nam">param</span> <span class="op">==</span> <span class="str">'dt'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t">        <span class="nam">power</span> <span class="op">=</span> <span class="num">2.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t">        <span class="nam">exponents</span> <span class="op">=</span> <span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="num">3</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t">    <span class="key">elif</span> <span class="nam">param</span> <span class="op">==</span> <span class="str">'restol'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t">        <span class="nam">power</span> <span class="op">=</span> <span class="num">10.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t">        <span class="nam">exponents</span> <span class="op">=</span> <span class="op">[</span><span class="op">-</span><span class="num">2</span><span class="op">,</span> <span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="num">3</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_vdp'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">            <span class="nam">exponents</span> <span class="op">=</span> <span class="op">[</span><span class="op">-</span><span class="num">4</span><span class="op">,</span> <span class="op">-</span><span class="num">3</span><span class="op">,</span> <span class="op">-</span><span class="num">2</span><span class="op">,</span> <span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t">        <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">I don't know how to get default value for parameter \"</span><span class="op">{</span><span class="nam">param</span><span class="op">}</span><span class="fst">\"</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t">    <span class="nam">where</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">precision_parameter_loc</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t">    <span class="nam">default</span> <span class="op">=</span> <span class="nam">get_parameter</span><span class="op">(</span><span class="nam">description</span><span class="op">,</span> <span class="nam">where</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t">    <span class="nam">param_range</span> <span class="op">=</span> <span class="op">[</span><span class="nam">default</span> <span class="op">*</span> <span class="nam">power</span><span class="op">**</span><span class="nam">i</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">exponents</span><span class="op">]</span> <span class="key">if</span> <span class="nam">param_range</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">param_range</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t">    <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_quench'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t">        <span class="key">if</span> <span class="nam">param</span> <span class="op">==</span> <span class="str">'restol'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t">            <span class="nam">param_range</span> <span class="op">=</span> <span class="op">[</span><span class="num">1e-5</span><span class="op">,</span> <span class="num">1e-6</span><span class="op">,</span> <span class="num">1e-7</span><span class="op">,</span> <span class="num">1e-8</span><span class="op">,</span> <span class="num">1e-9</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t">        <span class="key">elif</span> <span class="nam">param</span> <span class="op">==</span> <span class="str">'dt'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t">            <span class="nam">param_range</span> <span class="op">=</span> <span class="op">[</span><span class="num">1.25</span><span class="op">,</span> <span class="num">2.5</span><span class="op">,</span> <span class="num">5.0</span><span class="op">,</span> <span class="num">10.0</span><span class="op">,</span> <span class="num">20.0</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t">    <span class="com"># run multiple times with different parameters</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">param_range</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t">        <span class="nam">set_parameter</span><span class="op">(</span><span class="nam">description</span><span class="op">,</span> <span class="nam">where</span><span class="op">,</span> <span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t">        <span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="nam">key</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">MAPPINGS</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t">        <span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="str">'param'</span><span class="op">]</span> <span class="op">=</span> <span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t">        <span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="nam">param</span><span class="op">]</span> <span class="op">=</span> <span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t">        <span class="nam">description</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t">            <span class="nam">descA</span><span class="op">=</span><span class="nam">description</span><span class="op">,</span> <span class="nam">descB</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">get_description_for_tolerance</span><span class="op">(</span><span class="nam">problem</span><span class="op">=</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">param</span><span class="op">=</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t">        <span class="key">for</span> <span class="nam">_j</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t">            <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t">                <span class="nam">logger</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t">                    <span class="num">24</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t">                    <span class="fst">f'</span><span class="fst">Starting: </span><span class="op">{</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst">: </span><span class="op">{</span><span class="nam">strategy</span><span class="op">}</span><span class="fst"> </span><span class="op">{</span><span class="nam">handle</span><span class="op">}</span><span class="fst"> </span><span class="op">{</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">num_procs_sweeper</span><span class="op">}</span><span class="fst"> procs, </span><span class="op">{</span><span class="nam">param</span><span class="op">}</span><span class="fst">=</span><span class="op">{</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t">            <span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t">                <span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t">                <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t">                <span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t">                <span class="nam">custom_description</span><span class="op">=</span><span class="nam">description</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t">                <span class="nam">comm_world</span><span class="op">=</span><span class="nam">comm_world</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t">                <span class="nam">problem_args</span><span class="op">=</span><span class="nam">problem_args</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t">                <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t">                <span class="nam">hooks</span><span class="op">=</span><span class="nam">hooks</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t">                <span class="nam">Tend</span><span class="op">=</span><span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t">                <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="nam">num_procs_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t">            <span class="nam">comm_world</span><span class="op">.</span><span class="nam">Barrier</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t">            <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t">                <span class="key">if</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isfinite</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="str">"k_linear"</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t">                    <span class="nam">k_type</span> <span class="op">=</span> <span class="str">"k_linear"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t">                <span class="key">elif</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isfinite</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="str">"k_Newton"</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t">                    <span class="nam">k_type</span> <span class="op">=</span> <span class="str">'k_Newton'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t">                <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t">                    <span class="nam">k_type</span> <span class="op">=</span> <span class="str">"k_SDC"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t">                <span class="nam">logger</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t">                    <span class="num">25</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t">                    <span class="fst">f'</span><span class="op">{</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst">: </span><span class="op">{</span><span class="nam">strategy</span><span class="op">}</span><span class="fst"> </span><span class="op">{</span><span class="nam">handle</span><span class="op">}</span><span class="fst"> </span><span class="op">{</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">num_procs_sweeper</span><span class="op">}</span><span class="fst"> procs, </span><span class="op">{</span><span class="nam">param</span><span class="op">}</span><span class="fst">=</span><span class="op">{</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">: e=</span><span class="op">{</span><span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="str">"e_global"</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">}</span><span class="fst">, t=</span><span class="op">{</span><span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="str">"t"</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">}</span><span class="fst">, </span><span class="op">{</span><span class="nam">k_type</span><span class="op">}</span><span class="fst">=</span><span class="op">{</span><span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="nam">k_type</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t">        <span class="key">import</span> <span class="nam">socket</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t">        <span class="key">import</span> <span class="nam">time</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t">        <span class="nam">data</span><span class="op">[</span><span class="str">'meta'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t">            <span class="str">'hostname'</span><span class="op">:</span> <span class="nam">socket</span><span class="op">.</span><span class="nam">gethostname</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t">            <span class="str">'time'</span><span class="op">:</span> <span class="nam">time</span><span class="op">.</span><span class="nam">time</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t">            <span class="str">'runs'</span><span class="op">:</span> <span class="nam">runs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t">        <span class="nam">path</span> <span class="op">=</span> <span class="nam">get_path</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="nam">handle</span><span class="op">,</span> <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="nam">num_procs_sweeper</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t">        <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'wb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">f</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t">            <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Dumping file \"</span><span class="op">{</span><span class="nam">path</span><span class="op">}</span><span class="fst">\"</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t">            <span class="nam">pickle</span><span class="op">.</span><span class="nam">dump</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">f</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t355" href="#t355">355</a></span><span class="t">        <span class="key">return</span> <span class="nam">data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t"><span class="key">def</span> <span class="nam">load</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t"><span class="str">    Load stored data. Arguments are passed on to `get_path`</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t363" href="#t363">363</a></span><span class="t"><span class="str">        dict: The data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t364" href="#t364">364</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t365" href="#t365">365</a></span><span class="t">    <span class="nam">path</span> <span class="op">=</span> <span class="nam">get_path</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t366" href="#t366">366</a></span><span class="t">    <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'rb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">f</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t">        <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Loading file \"</span><span class="op">{</span><span class="nam">path</span><span class="op">}</span><span class="fst">\"</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t">        <span class="nam">data</span> <span class="op">=</span> <span class="nam">pickle</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">f</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t">    <span class="key">return</span> <span class="nam">data</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t371" href="#t371">371</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t372" href="#t372">372</a></span><span class="t"><span class="key">def</span> <span class="nam">extract_data</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t373" href="#t373">373</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t374" href="#t374">374</a></span><span class="t"><span class="str">    Get the work and precision from a data object.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t"><span class="str">        strategy (Strategy): SDC strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t"><span class="str">        num_procs (int): Number of processes for the time communicator</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t"><span class="str">        handle (str): The name of the configuration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t"><span class="str">        base_path (str): Some path where all the files are stored</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t"><span class="str">        num_procs_sweeper (int): Number of processes for the sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t"><span class="str">        mode (str): The mode this was generated for</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t"><span class="str">        str: The path to the data you are looking for</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t">    <span class="key">return</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">base_path</span><span class="op">}</span><span class="fst">/</span><span class="op">{</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">__class__</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">handle</span><span class="op">}</span><span class="op">{</span><span class="str">"-wp"</span> <span class="key">if</span> <span class="nam">handle</span> <span class="key">else</span> <span class="str">"wp"</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">num_procs_sweeper</span><span class="op">}</span><span class="fst">procs-</span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">.pickle</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t"><span class="key">def</span> <span class="nam">record_work_precision</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t">    <span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t">    <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t">    <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t">    <span class="nam">custom_description</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t">    <span class="nam">handle</span><span class="op">=</span><span class="str">''</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t">    <span class="nam">runs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t">    <span class="nam">comm_world</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t">    <span class="nam">problem_args</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t">    <span class="nam">param_range</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t">    <span class="nam">Tend</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t">    <span class="nam">hooks</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t">    <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t">    <span class="nam">mode</span><span class="op">=</span><span class="str">''</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t"><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t"><span class="str">    Run problem with strategy and record the cost parameters.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t"><span class="str">        strategy (Strategy): SDC strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t"><span class="str">        num_procs (int): Number of processes for the time communicator</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t"><span class="str">        custom_description (dict): Overwrite presets</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t"><span class="str">        handle (str): The name of the configuration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t"><span class="str">        runs (int): Number of runs you want to do</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t"><span class="str">        comm_world (mpi4py.MPI.Intracomm): Communicator that is available for the entire script</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t"><span class="str">        num_procs_sweeper (int): Number of processes for the sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t">    <span class="key">if</span> <span class="nam">get_forbidden_combinations</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t">    <span class="nam">data</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t">    <span class="com"># prepare precision parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t">    <span class="nam">param</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">precision_parameter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t">    <span class="nam">description</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t">        <span class="nam">strategy</span><span class="op">.</span><span class="nam">get_custom_description</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t">        <span class="op">{</span><span class="op">}</span> <span class="key">if</span> <span class="nam">custom_description</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">custom_description</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t">    <span class="key">if</span> <span class="nam">param</span> <span class="op">==</span> <span class="str">'e_tol'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t">        <span class="nam">power</span> <span class="op">=</span> <span class="num">10.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">        <span class="nam">set_parameter</span><span class="op">(</span><span class="nam">description</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">precision_parameter_loc</span><span class="op">[</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="op">+</span> <span class="op">[</span><span class="str">'dt_min'</span><span class="op">]</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t">        <span class="nam">exponents</span> <span class="op">=</span> <span class="op">[</span><span class="op">-</span><span class="num">3</span><span class="op">,</span> <span class="op">-</span><span class="num">2</span><span class="op">,</span> <span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="num">3</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_vdp'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t">            <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">strategy</span><span class="op">)</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">"AdaptivityPolynomialError"</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t">                <span class="nam">exponents</span> <span class="op">=</span> <span class="op">[</span><span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="num">3</span><span class="op">,</span> <span class="num">5</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t">                <span class="nam">exponents</span> <span class="op">=</span> <span class="op">[</span><span class="op">-</span><span class="num">3</span><span class="op">,</span> <span class="op">-</span><span class="num">2</span><span class="op">,</span> <span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">0.2</span><span class="op">,</span> <span class="num">0.8</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_RBC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t">            <span class="nam">exponents</span> <span class="op">=</span> <span class="op">[</span><span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="op">-</span><span class="num">2</span><span class="op">,</span> <span class="op">-</span><span class="num">3</span><span class="op">,</span> <span class="op">-</span><span class="num">4</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t">    <span class="key">elif</span> <span class="nam">param</span> <span class="op">==</span> <span class="str">'dt'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t">        <span class="nam">power</span> <span class="op">=</span> <span class="num">2.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t">        <span class="nam">exponents</span> <span class="op">=</span> <span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="num">3</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t">    <span class="key">elif</span> <span class="nam">param</span> <span class="op">==</span> <span class="str">'restol'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t">        <span class="nam">power</span> <span class="op">=</span> <span class="num">10.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t">        <span class="nam">exponents</span> <span class="op">=</span> <span class="op">[</span><span class="op">-</span><span class="num">2</span><span class="op">,</span> <span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">2</span><span class="op">,</span> <span class="num">3</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_vdp'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t">            <span class="nam">exponents</span> <span class="op">=</span> <span class="op">[</span><span class="op">-</span><span class="num">4</span><span class="op">,</span> <span class="op">-</span><span class="num">3</span><span class="op">,</span> <span class="op">-</span><span class="num">2</span><span class="op">,</span> <span class="op">-</span><span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t">        <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">I don't know how to get default value for parameter \"</span><span class="op">{</span><span class="nam">param</span><span class="op">}</span><span class="fst">\"</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t">    <span class="nam">where</span> <span class="op">=</span> <span class="nam">strategy</span><span class="op">.</span><span class="nam">precision_parameter_loc</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t">    <span class="nam">default</span> <span class="op">=</span> <span class="nam">get_parameter</span><span class="op">(</span><span class="nam">description</span><span class="op">,</span> <span class="nam">where</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t">    <span class="nam">param_range</span> <span class="op">=</span> <span class="op">[</span><span class="nam">default</span> <span class="op">*</span> <span class="nam">power</span><span class="op">**</span><span class="nam">i</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">exponents</span><span class="op">]</span> <span class="key">if</span> <span class="nam">param_range</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">param_range</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t">    <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_quench'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t">        <span class="key">if</span> <span class="nam">param</span> <span class="op">==</span> <span class="str">'restol'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t">            <span class="nam">param_range</span> <span class="op">=</span> <span class="op">[</span><span class="num">1e-5</span><span class="op">,</span> <span class="num">1e-6</span><span class="op">,</span> <span class="num">1e-7</span><span class="op">,</span> <span class="num">1e-8</span><span class="op">,</span> <span class="num">1e-9</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t">        <span class="key">elif</span> <span class="nam">param</span> <span class="op">==</span> <span class="str">'dt'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t">            <span class="nam">param_range</span> <span class="op">=</span> <span class="op">[</span><span class="num">1.25</span><span class="op">,</span> <span class="num">2.5</span><span class="op">,</span> <span class="num">5.0</span><span class="op">,</span> <span class="num">10.0</span><span class="op">,</span> <span class="num">20.0</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t">    <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_RBC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t">        <span class="key">if</span> <span class="nam">param</span> <span class="op">==</span> <span class="str">'dt'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t">            <span class="nam">param_range</span> <span class="op">=</span> <span class="op">[</span><span class="num">2e-1</span><span class="op">,</span> <span class="num">1e-1</span><span class="op">,</span> <span class="num">8e-2</span><span class="op">,</span> <span class="num">6e-2</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t">    <span class="com"># run multiple times with different parameters</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">param_range</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t">        <span class="nam">set_parameter</span><span class="op">(</span><span class="nam">description</span><span class="op">,</span> <span class="nam">where</span><span class="op">,</span> <span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t">        <span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="nam">key</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">MAPPINGS</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t">        <span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="str">'param'</span><span class="op">]</span> <span class="op">=</span> <span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t">        <span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="nam">param</span><span class="op">]</span> <span class="op">=</span> <span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t">        <span class="nam">description</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t">            <span class="nam">descA</span><span class="op">=</span><span class="nam">description</span><span class="op">,</span> <span class="nam">descB</span><span class="op">=</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">get_description_for_tolerance</span><span class="op">(</span><span class="nam">problem</span><span class="op">=</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">param</span><span class="op">=</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t">        <span class="key">for</span> <span class="nam">_j</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">runs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t">            <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t">                <span class="nam">logger</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t">                    <span class="num">24</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t">                    <span class="fst">f'</span><span class="fst">Starting: </span><span class="op">{</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst">: </span><span class="op">{</span><span class="nam">strategy</span><span class="op">}</span><span class="fst"> </span><span class="op">{</span><span class="nam">handle</span><span class="op">}</span><span class="fst"> </span><span class="op">{</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">num_procs_sweeper</span><span class="op">}</span><span class="fst"> procs, </span><span class="op">{</span><span class="nam">param</span><span class="op">}</span><span class="fst">=</span><span class="op">{</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t">            <span class="nam">single_run</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t">                <span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t">                <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t">                <span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t">                <span class="nam">custom_description</span><span class="op">=</span><span class="nam">description</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t">                <span class="nam">comm_world</span><span class="op">=</span><span class="nam">comm_world</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t">                <span class="nam">problem_args</span><span class="op">=</span><span class="nam">problem_args</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t">                <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t">                <span class="nam">hooks</span><span class="op">=</span><span class="nam">hooks</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t">                <span class="nam">Tend</span><span class="op">=</span><span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t">                <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="nam">num_procs_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t">            <span class="nam">comm_world</span><span class="op">.</span><span class="nam">Barrier</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t">            <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t">                <span class="key">if</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isfinite</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="str">"k_linear"</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t">                    <span class="nam">k_type</span> <span class="op">=</span> <span class="str">"k_linear"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t">                <span class="key">elif</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isfinite</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="str">"k_Newton"</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t">                    <span class="nam">k_type</span> <span class="op">=</span> <span class="str">'k_Newton'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t">                <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t355" href="#t355">355</a></span><span class="t">                    <span class="nam">k_type</span> <span class="op">=</span> <span class="str">"k_SDC"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t">                <span class="nam">logger</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t">                    <span class="num">25</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t">                    <span class="fst">f'</span><span class="op">{</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst">: </span><span class="op">{</span><span class="nam">strategy</span><span class="op">}</span><span class="fst"> </span><span class="op">{</span><span class="nam">handle</span><span class="op">}</span><span class="fst"> </span><span class="op">{</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">num_procs_sweeper</span><span class="op">}</span><span class="fst"> procs, </span><span class="op">{</span><span class="nam">param</span><span class="op">}</span><span class="fst">=</span><span class="op">{</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">: e=</span><span class="op">{</span><span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="str">"e_global"</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">}</span><span class="fst">, t=</span><span class="op">{</span><span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="str">"t"</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">}</span><span class="fst">, </span><span class="op">{</span><span class="nam">k_type</span><span class="op">}</span><span class="fst">=</span><span class="op">{</span><span class="nam">data</span><span class="op">[</span><span class="nam">param_range</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">[</span><span class="nam">k_type</span><span class="op">]</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t">        <span class="key">import</span> <span class="nam">socket</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t363" href="#t363">363</a></span><span class="t">        <span class="key">import</span> <span class="nam">time</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t364" href="#t364">364</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t365" href="#t365">365</a></span><span class="t">        <span class="nam">data</span><span class="op">[</span><span class="str">'meta'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t366" href="#t366">366</a></span><span class="t">            <span class="str">'hostname'</span><span class="op">:</span> <span class="nam">socket</span><span class="op">.</span><span class="nam">gethostname</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t">            <span class="str">'time'</span><span class="op">:</span> <span class="nam">time</span><span class="op">.</span><span class="nam">time</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t">            <span class="str">'runs'</span><span class="op">:</span> <span class="nam">runs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t">        <span class="nam">path</span> <span class="op">=</span> <span class="nam">get_path</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="nam">handle</span><span class="op">,</span> <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="nam">num_procs_sweeper</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t371" href="#t371">371</a></span><span class="t">        <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'wb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">f</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t372" href="#t372">372</a></span><span class="t">            <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Dumping file \"</span><span class="op">{</span><span class="nam">path</span><span class="op">}</span><span class="fst">\"</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t373" href="#t373">373</a></span><span class="t">            <span class="nam">pickle</span><span class="op">.</span><span class="nam">dump</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">f</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t374" href="#t374">374</a></span><span class="t">        <span class="key">return</span> <span class="nam">data</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t375" href="#t375">375</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t"><span class="str">        data (dict): Data from work-precision measurements</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t"><span class="str">        work_key (str): Name of variable on x-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t379" href="#t379">379</a></span><span class="t"><span class="str">        precision_key (str): Name of variable on y-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t"><span class="key">def</span> <span class="nam">load</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t379" href="#t379">379</a></span><span class="t"><span class="str">    Load stored data. Arguments are passed on to `get_path`</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t380" href="#t380">380</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t381" href="#t381">381</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t382" href="#t382">382</a></span><span class="t"><span class="str">        numpy array: Work</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t383" href="#t383">383</a></span><span class="t"><span class="str">        numpy array: Precision</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t">    <span class="nam">keys</span> <span class="op">=</span> <span class="op">[</span><span class="nam">key</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">data</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">key</span> <span class="key">not</span> <span class="key">in</span> <span class="op">[</span><span class="str">'meta'</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t386" href="#t386">386</a></span><span class="t">    <span class="nam">work</span> <span class="op">=</span> <span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">nanmean</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="nam">work_key</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">keys</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t">    <span class="nam">precision</span> <span class="op">=</span> <span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">nanmean</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="nam">precision_key</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">keys</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t388" href="#t388">388</a></span><span class="t">    <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="nam">work</span><span class="op">)</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="nam">precision</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t382" href="#t382">382</a></span><span class="t"><span class="str">        dict: The data</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t383" href="#t383">383</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t">    <span class="nam">path</span> <span class="op">=</span> <span class="nam">get_path</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t">    <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'rb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">f</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t386" href="#t386">386</a></span><span class="t">        <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Loading file \"</span><span class="op">{</span><span class="nam">path</span><span class="op">}</span><span class="fst">\"</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t">        <span class="nam">data</span> <span class="op">=</span> <span class="nam">pickle</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">f</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t388" href="#t388">388</a></span><span class="t">    <span class="key">return</span> <span class="nam">data</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t389" href="#t389">389</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t390" href="#t390">390</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t"><span class="key">def</span> <span class="nam">get_order</span><span class="op">(</span><span class="nam">work_key</span><span class="op">=</span><span class="str">'e_global'</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">=</span><span class="str">'param'</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">handle</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t392" href="#t392">392</a></span><span class="t">    <span class="nam">data</span> <span class="op">=</span> <span class="nam">load</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">handle</span><span class="op">=</span><span class="nam">handle</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t">    <span class="nam">work</span><span class="op">,</span> <span class="nam">precision</span> <span class="op">=</span> <span class="nam">extract_data</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t"><span class="key">def</span> <span class="nam">extract_data</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t392" href="#t392">392</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t"><span class="str">    Get the work and precision from a data object.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t">    <span class="nam">order</span> <span class="op">=</span> <span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="nam">precision</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">/</span> <span class="nam">precision</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span> <span class="op">/</span> <span class="nam">np</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="nam">work</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">/</span> <span class="nam">work</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">work</span><span class="op">)</span> <span class="op">-</span> <span class="num">1</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t">    <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Order for </span><span class="op">{</span><span class="nam">strategy</span><span class="op">}</span><span class="fst"> </span><span class="op">{</span><span class="nam">handle</span><span class="op">}</span><span class="fst">: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">order</span><span class="op">)</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t"><span class="str">        data (dict): Data from work-precision measurements</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t"><span class="str">        work_key (str): Name of variable on x-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t"><span class="str">        precision_key (str): Name of variable on y-axis</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t399" href="#t399">399</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_work_precision</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t">    <span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t402" href="#t402">402</a></span><span class="t">    <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t403" href="#t403">403</a></span><span class="t">    <span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">    <span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t">    <span class="nam">work_key</span><span class="op">=</span><span class="str">'k_SDC'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t">    <span class="nam">precision_key</span><span class="op">=</span><span class="str">'e_global'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t407" href="#t407">407</a></span><span class="t">    <span class="nam">handle</span><span class="op">=</span><span class="str">''</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t">    <span class="nam">plotting_params</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t">    <span class="nam">comm_world</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t">    <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t">    <span class="nam">mode</span><span class="op">=</span><span class="str">''</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t"><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t413" href="#t413">413</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t"><span class="str">    Plot data from running a problem with a strategy.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t417" href="#t417">417</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t"><span class="str">        strategy (Strategy): SDC strategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t"><span class="str">        num_procs (int): Number of processes for the time communicator</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t"><span class="str">        ax (matplotlib.pyplot.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t"><span class="str">        work_key (str): The key in the recorded data you want on the x-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t"><span class="str">        precision_key (str): The key in the recorded data you want on the y-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t"><span class="str">        handle (str): The name of the configuration</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t"><span class="str">        plotting_params (dict): Will be passed when plotting</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t425" href="#t425">425</a></span><span class="t"><span class="str">        comm_world (mpi4py.MPI.Intracomm): Communicator that is available for the entire script</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t426" href="#t426">426</a></span><span class="t"><span class="str">        num_procs_sweeper (int): Number of processes for the sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t"><span class="str">        mode (str): The of the configurations you want to retrieve</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t429" href="#t429">429</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t432" href="#t432">432</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">></span> <span class="num">0</span> <span class="key">or</span> <span class="nam">get_forbidden_combinations</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t433" href="#t433">433</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t"><span class="str">        numpy array: Work</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t402" href="#t402">402</a></span><span class="t"><span class="str">        numpy array: Precision</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t403" href="#t403">403</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">    <span class="nam">keys</span> <span class="op">=</span> <span class="op">[</span><span class="nam">key</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">data</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">key</span> <span class="key">not</span> <span class="key">in</span> <span class="op">[</span><span class="str">'meta'</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t">    <span class="nam">work</span> <span class="op">=</span> <span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">nanmean</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="nam">work_key</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">keys</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t">    <span class="nam">precision</span> <span class="op">=</span> <span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">nanmean</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">[</span><span class="nam">precision_key</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">keys</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t407" href="#t407">407</a></span><span class="t">    <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="nam">work</span><span class="op">)</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="nam">precision</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t"><span class="key">def</span> <span class="nam">get_order</span><span class="op">(</span><span class="nam">work_key</span><span class="op">=</span><span class="str">'e_global'</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">=</span><span class="str">'param'</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">handle</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t">    <span class="nam">data</span> <span class="op">=</span> <span class="nam">load</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span> <span class="nam">handle</span><span class="op">=</span><span class="nam">handle</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t">    <span class="nam">work</span><span class="op">,</span> <span class="nam">precision</span> <span class="op">=</span> <span class="nam">extract_data</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t413" href="#t413">413</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t">    <span class="nam">order</span> <span class="op">=</span> <span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="nam">precision</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">/</span> <span class="nam">precision</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span> <span class="op">/</span> <span class="nam">np</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="nam">work</span><span class="op">[</span><span class="nam">i</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">/</span> <span class="nam">work</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">work</span><span class="op">)</span> <span class="op">-</span> <span class="num">1</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t">    <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Order for </span><span class="op">{</span><span class="nam">strategy</span><span class="op">}</span><span class="fst"> </span><span class="op">{</span><span class="nam">handle</span><span class="op">}</span><span class="fst">: </span><span class="op">{</span><span class="nam">np</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">order</span><span class="op">)</span><span class="op">:</span><span class="fst">.2f</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t417" href="#t417">417</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_work_precision</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t">    <span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t">    <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t">    <span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t">    <span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t">    <span class="nam">work_key</span><span class="op">=</span><span class="str">'k_SDC'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t425" href="#t425">425</a></span><span class="t">    <span class="nam">precision_key</span><span class="op">=</span><span class="str">'e_global'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t426" href="#t426">426</a></span><span class="t">    <span class="nam">handle</span><span class="op">=</span><span class="str">''</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t">    <span class="nam">plotting_params</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t">    <span class="nam">comm_world</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t429" href="#t429">429</a></span><span class="t">    <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t">    <span class="nam">mode</span><span class="op">=</span><span class="str">''</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t"><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t432" href="#t432">432</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t433" href="#t433">433</a></span><span class="t"><span class="str">    Plot data from running a problem with a strategy.</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t434" href="#t434">434</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t435" href="#t435">435</a></span><span class="t">    <span class="nam">data</span> <span class="op">=</span> <span class="nam">load</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t">        <span class="nam">problem</span><span class="op">=</span><span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t">        <span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t">        <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t439" href="#t439">439</a></span><span class="t">        <span class="nam">handle</span><span class="op">=</span><span class="nam">handle</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t440" href="#t440">440</a></span><span class="t">        <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="nam">num_procs_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t">        <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t">    <span class="nam">work</span><span class="op">,</span> <span class="nam">precision</span> <span class="op">=</span> <span class="nam">extract_data</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t">    <span class="nam">keys</span> <span class="op">=</span> <span class="op">[</span><span class="nam">key</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">data</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">key</span> <span class="key">not</span> <span class="key">in</span> <span class="op">[</span><span class="str">'meta'</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t">    <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="op">[</span><span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t">        <span class="nam">rel_variance</span> <span class="op">=</span> <span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">std</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">me</span><span class="op">]</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">)</span> <span class="op">/</span> <span class="nam">max</span><span class="op">(</span><span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">nanmean</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">me</span><span class="op">]</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="num">1.0</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">keys</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">all</span><span class="op">(</span><span class="nam">me</span> <span class="op">&lt;</span> <span class="num">1e-1</span> <span class="key">or</span> <span class="key">not</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isfinite</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">rel_variance</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t">            <span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t">                <span class="fst">f"</span><span class="fst">Variance in \"</span><span class="op">{</span><span class="nam">key</span><span class="op">}</span><span class="fst">\" for </span><span class="op">{</span><span class="nam">get_path</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="nam">handle</span><span class="op">,</span> <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="nam">num_procs_sweeper</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">)</span><span class="op">}</span><span class="fst"> too large! Got </span><span class="op">{</span><span class="nam">rel_variance</span><span class="op">}</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t435" href="#t435">435</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t"><span class="str">        strategy (Strategy): SDC strategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t"><span class="str">        num_procs (int): Number of processes for the time communicator</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t439" href="#t439">439</a></span><span class="t"><span class="str">        ax (matplotlib.pyplot.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t440" href="#t440">440</a></span><span class="t"><span class="str">        work_key (str): The key in the recorded data you want on the x-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t"><span class="str">        precision_key (str): The key in the recorded data you want on the y-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t"><span class="str">        handle (str): The name of the configuration</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t"><span class="str">        plotting_params (dict): Will be passed when plotting</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t"><span class="str">        comm_world (mpi4py.MPI.Intracomm): Communicator that is available for the entire script</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t"><span class="str">        num_procs_sweeper (int): Number of processes for the sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t"><span class="str">        mode (str): The of the configurations you want to retrieve</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">></span> <span class="num">0</span> <span class="key">or</span> <span class="nam">get_forbidden_combinations</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t">    <span class="nam">style</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t">        <span class="op">{</span><span class="op">**</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">style</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">style</span><span class="op">[</span><span class="str">"label"</span><span class="op">]</span><span class="op">}</span><span class="op">{</span><span class="fst">f"</span><span class="fst"> </span><span class="op">{</span><span class="nam">handle</span><span class="op">}</span><span class="fst">"</span> <span class="key">if</span> <span class="nam">handle</span> <span class="key">else</span> <span class="str">""</span><span class="op">}</span><span class="fst">'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t">        <span class="nam">plotting_params</span> <span class="key">if</span> <span class="nam">plotting_params</span> <span class="key">else</span> <span class="op">{</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t">    <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">logical_and</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">isfinite</span><span class="op">(</span><span class="nam">work</span><span class="op">)</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isfinite</span><span class="op">(</span><span class="nam">precision</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">loglog</span><span class="op">(</span><span class="nam">work</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">,</span> <span class="nam">precision</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">,</span> <span class="op">**</span><span class="nam">style</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t">    <span class="com"># get_order(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t">    <span class="com">#     problem=problem,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t">    <span class="com">#     strategy=strategy,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t">    <span class="com">#     num_procs=num_procs,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t">    <span class="com">#     handle=handle,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t">    <span class="com">#     work_key=work_key,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t">    <span class="com">#     precision_key=precision_key,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t">    <span class="com"># )</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t">    <span class="key">if</span> <span class="str">'t'</span> <span class="key">in</span> <span class="op">[</span><span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t">        <span class="nam">meta</span> <span class="op">=</span> <span class="nam">data</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'meta'</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t">        <span class="key">if</span> <span class="nam">meta</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'hostname'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span> <span class="key">in</span> <span class="op">[</span><span class="str">'thomas-work'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">text</span><span class="op">(</span><span class="num">0.1</span><span class="op">,</span> <span class="num">0.1</span><span class="op">,</span> <span class="str">"Laptop timings!"</span><span class="op">,</span> <span class="nam">transform</span><span class="op">=</span><span class="nam">ax</span><span class="op">.</span><span class="nam">transAxes</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t">        <span class="key">if</span> <span class="nam">meta</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'runs'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span> <span class="op">==</span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">text</span><span class="op">(</span><span class="num">0.1</span><span class="op">,</span> <span class="num">0.2</span><span class="op">,</span> <span class="str">"No sampling!"</span><span class="op">,</span> <span class="nam">transform</span><span class="op">=</span><span class="nam">ax</span><span class="op">.</span><span class="nam">transAxes</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_parallel_efficiency_diagonalSDC</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">    <span class="nam">ax</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">,</span> <span class="nam">num_procs_sweeper</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t"><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t">    <span class="nam">serial_data</span> <span class="op">=</span> <span class="nam">load</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t">        <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">        <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t">    <span class="nam">parallel_data</span> <span class="op">=</span> <span class="nam">load</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t">        <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t">        <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="nam">num_procs_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t">    <span class="nam">serial_work</span><span class="op">,</span> <span class="nam">serial_precision</span> <span class="op">=</span> <span class="nam">extract_data</span><span class="op">(</span><span class="nam">serial_data</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t">    <span class="nam">parallel_work</span><span class="op">,</span> <span class="nam">parallel_precision</span> <span class="op">=</span> <span class="nam">extract_data</span><span class="op">(</span><span class="nam">parallel_data</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t">    <span class="com"># assert np.allclose(serial_precision, parallel_precision)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">    <span class="nam">serial_work</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">asarray</span><span class="op">(</span><span class="nam">serial_work</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t">    <span class="nam">parallel_work</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">asarray</span><span class="op">(</span><span class="nam">parallel_work</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t">    <span class="com"># ax.loglog(serial_work, serial_precision)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t">    <span class="com"># ax.loglog(parallel_work, parallel_precision)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t">    <span class="nam">speedup</span> <span class="op">=</span> <span class="nam">serial_work</span> <span class="op">/</span> <span class="nam">parallel_work</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t">    <span class="nam">parallel_efficiency</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">median</span><span class="op">(</span><span class="nam">speedup</span><span class="op">)</span> <span class="op">/</span> <span class="nam">num_procs_sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">serial_precision</span><span class="op">,</span> <span class="nam">speedup</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xscale</span><span class="op">(</span><span class="str">'log'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'speedup'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t">    <span class="key">if</span> <span class="str">'t'</span> <span class="key">in</span> <span class="op">[</span><span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t">        <span class="nam">meta</span> <span class="op">=</span> <span class="nam">parallel_data</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'meta'</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t">        <span class="key">if</span> <span class="nam">meta</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'hostname'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span> <span class="key">in</span> <span class="op">[</span><span class="str">'thomas-work'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">text</span><span class="op">(</span><span class="num">0.1</span><span class="op">,</span> <span class="num">0.1</span><span class="op">,</span> <span class="str">"Laptop timings!"</span><span class="op">,</span> <span class="nam">transform</span><span class="op">=</span><span class="nam">ax</span><span class="op">.</span><span class="nam">transAxes</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t">        <span class="key">if</span> <span class="nam">meta</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'runs'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span> <span class="op">==</span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">text</span><span class="op">(</span><span class="num">0.1</span><span class="op">,</span> <span class="num">0.2</span><span class="op">,</span> <span class="str">"No sampling!"</span><span class="op">,</span> <span class="nam">transform</span><span class="op">=</span><span class="nam">ax</span><span class="op">.</span><span class="nam">transAxes</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t">    <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">median</span><span class="op">(</span><span class="nam">speedup</span><span class="op">)</span><span class="op">,</span> <span class="nam">parallel_efficiency</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t518" href="#t518">518</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t"><span class="key">def</span> <span class="nam">decorate_panel</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">title_only</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t"><span class="str">    Decorate a plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t523" href="#t523">523</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t"><span class="str">        ax (matplotlib.pyplot.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t527" href="#t527">527</a></span><span class="t"><span class="str">        work_key (str): The key in the recorded data you want on the x-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t"><span class="str">        precision_key (str): The key in the recorded data you want on the y-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t"><span class="str">        num_procs (int): Number of processes for the time communicator</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t"><span class="str">        title_only (bool): Put only the title on top, or do the whole shebang</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t">    <span class="nam">labels</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t536" href="#t536">536</a></span><span class="t">        <span class="str">'k_SDC'</span><span class="op">:</span> <span class="str">'SDC iterations'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t537" href="#t537">537</a></span><span class="t">        <span class="str">'k_SDC_no_restart'</span><span class="op">:</span> <span class="str">'SDC iterations (restarts excluded)'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t538" href="#t538">538</a></span><span class="t">        <span class="str">'k_Newton'</span><span class="op">:</span> <span class="str">'Newton iterations'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t">        <span class="str">'k_Newton_no_restart'</span><span class="op">:</span> <span class="str">'Newton iterations (restarts excluded)'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t">        <span class="str">'k_rhs'</span><span class="op">:</span> <span class="str">'right hand side evaluations'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t">        <span class="str">'t'</span><span class="op">:</span> <span class="str">'wall clock time / s'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t">        <span class="str">'e_global'</span><span class="op">:</span> <span class="str">'global error'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t543" href="#t543">543</a></span><span class="t">        <span class="str">'e_global_rel'</span><span class="op">:</span> <span class="str">'relative global error'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t544" href="#t544">544</a></span><span class="t">        <span class="str">'e_local_max'</span><span class="op">:</span> <span class="str">'max. local error'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t545" href="#t545">545</a></span><span class="t">        <span class="str">'restart'</span><span class="op">:</span> <span class="str">'restarts'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t546" href="#t546">546</a></span><span class="t">        <span class="str">'dt_max'</span><span class="op">:</span> <span class="str">r'$\Delta t_\mathrm{max}$'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t547" href="#t547">547</a></span><span class="t">        <span class="str">'dt_min'</span><span class="op">:</span> <span class="str">r'$\Delta t_\mathrm{min}$'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t548" href="#t548">548</a></span><span class="t">        <span class="str">'dt_sigma'</span><span class="op">:</span> <span class="str">r'$\sigma(\Delta t)$'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t549" href="#t549">549</a></span><span class="t">        <span class="str">'dt_mean'</span><span class="op">:</span> <span class="str">r'$\bar{\Delta t}$'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t550" href="#t550">550</a></span><span class="t">        <span class="str">'param'</span><span class="op">:</span> <span class="str">'accuracy parameter'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t551" href="#t551">551</a></span><span class="t">        <span class="str">'u0_increment_max'</span><span class="op">:</span> <span class="str">r'$\| \Delta u_0 \|_{\infty} $'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t552" href="#t552">552</a></span><span class="t">        <span class="str">'u0_increment_mean'</span><span class="op">:</span> <span class="str">r'$\bar{\Delta u_0}$'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t553" href="#t553">553</a></span><span class="t">        <span class="str">'u0_increment_max_no_restart'</span><span class="op">:</span> <span class="str">r'$\| \Delta u_0 \|_{\infty} $ (restarts excluded)'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t554" href="#t554">554</a></span><span class="t">        <span class="str">'u0_increment_mean_no_restart'</span><span class="op">:</span> <span class="str">r'$\bar{\Delta u_0}$ (restarts excluded)'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t555" href="#t555">555</a></span><span class="t">        <span class="str">'k_linear'</span><span class="op">:</span> <span class="str">'Linear solver iterations'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t556" href="#t556">556</a></span><span class="t">        <span class="str">'speedup'</span><span class="op">:</span> <span class="str">'Speedup'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t557" href="#t557">557</a></span><span class="t">        <span class="str">'nprocs'</span><span class="op">:</span> <span class="str">r'$N_\mathrm{procs}$'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t558" href="#t558">558</a></span><span class="t">        <span class="str">''</span><span class="op">:</span> <span class="str">''</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t559" href="#t559">559</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t560" href="#t560">560</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t561" href="#t561">561</a></span><span class="t">    <span class="key">if</span> <span class="key">not</span> <span class="nam">title_only</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t562" href="#t562">562</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="nam">labels</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">work_key</span><span class="op">,</span> <span class="str">'work'</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t563" href="#t563">563</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="nam">labels</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">precision_key</span><span class="op">,</span> <span class="str">'precision'</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t564" href="#t564">564</a></span><span class="t">        <span class="com"># ax.legend(frameon=False)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t565" href="#t565">565</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t566" href="#t566">566</a></span><span class="t">    <span class="nam">titles</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t567" href="#t567">567</a></span><span class="t">        <span class="str">'run_vdp'</span><span class="op">:</span> <span class="str">'Van der Pol'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t568" href="#t568">568</a></span><span class="t">        <span class="str">'run_Lorenz'</span><span class="op">:</span> <span class="str">'Lorenz attractor'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t569" href="#t569">569</a></span><span class="t">        <span class="str">'run_Schroedinger'</span><span class="op">:</span> <span class="str">r'Schr\"odinger'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t570" href="#t570">570</a></span><span class="t">        <span class="str">'run_quench'</span><span class="op">:</span> <span class="str">'Quench'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t571" href="#t571">571</a></span><span class="t">        <span class="str">'run_AC'</span><span class="op">:</span> <span class="str">'Allen-Cahn'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t572" href="#t572">572</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t573" href="#t573">573</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="nam">titles</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">,</span> <span class="str">''</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t574" href="#t574">574</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t575" href="#t575">575</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t576" href="#t576">576</a></span><span class="t"><span class="key">def</span> <span class="nam">execute_configurations</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t577" href="#t577">577</a></span><span class="t">    <span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t578" href="#t578">578</a></span><span class="t">    <span class="nam">configurations</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t579" href="#t579">579</a></span><span class="t">    <span class="nam">work_key</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t580" href="#t580">580</a></span><span class="t">    <span class="nam">precision_key</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t581" href="#t581">581</a></span><span class="t">    <span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t582" href="#t582">582</a></span><span class="t">    <span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t583" href="#t583">583</a></span><span class="t">    <span class="nam">decorate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t584" href="#t584">584</a></span><span class="t">    <span class="nam">record</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t585" href="#t585">585</a></span><span class="t">    <span class="nam">runs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t586" href="#t586">586</a></span><span class="t">    <span class="nam">comm_world</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t587" href="#t587">587</a></span><span class="t">    <span class="nam">plotting</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t588" href="#t588">588</a></span><span class="t">    <span class="nam">Tend</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t589" href="#t589">589</a></span><span class="t">    <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t590" href="#t590">590</a></span><span class="t">    <span class="nam">mode</span><span class="op">=</span><span class="str">''</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t591" href="#t591">591</a></span><span class="t"><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t592" href="#t592">592</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t593" href="#t593">593</a></span><span class="t"><span class="str">    Run for multiple configurations.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t">    <span class="nam">data</span> <span class="op">=</span> <span class="nam">load</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t">        <span class="nam">problem</span><span class="op">=</span><span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t">        <span class="nam">strategy</span><span class="op">=</span><span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t">        <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t">        <span class="nam">handle</span><span class="op">=</span><span class="nam">handle</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t">        <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="nam">num_procs_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t">        <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t">    <span class="nam">work</span><span class="op">,</span> <span class="nam">precision</span> <span class="op">=</span> <span class="nam">extract_data</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t">    <span class="nam">keys</span> <span class="op">=</span> <span class="op">[</span><span class="nam">key</span> <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="nam">data</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">key</span> <span class="key">not</span> <span class="key">in</span> <span class="op">[</span><span class="str">'meta'</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t">    <span class="key">for</span> <span class="nam">key</span> <span class="key">in</span> <span class="op">[</span><span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t">        <span class="nam">rel_variance</span> <span class="op">=</span> <span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">std</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">me</span><span class="op">]</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">)</span> <span class="op">/</span> <span class="nam">max</span><span class="op">(</span><span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">nanmean</span><span class="op">(</span><span class="nam">data</span><span class="op">[</span><span class="nam">me</span><span class="op">]</span><span class="op">[</span><span class="nam">key</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="num">1.0</span><span class="op">]</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">keys</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">all</span><span class="op">(</span><span class="nam">me</span> <span class="op">&lt;</span> <span class="num">1e-1</span> <span class="key">or</span> <span class="key">not</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isfinite</span><span class="op">(</span><span class="nam">me</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">rel_variance</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t">            <span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t">                <span class="fst">f"</span><span class="fst">Variance in \"</span><span class="op">{</span><span class="nam">key</span><span class="op">}</span><span class="fst">\" for </span><span class="op">{</span><span class="nam">get_path</span><span class="op">(</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">strategy</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">,</span> <span class="nam">handle</span><span class="op">,</span> <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="nam">num_procs_sweeper</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">)</span><span class="op">}</span><span class="fst"> too large! Got </span><span class="op">{</span><span class="nam">rel_variance</span><span class="op">}</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t">    <span class="nam">style</span> <span class="op">=</span> <span class="nam">merge_descriptions</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t">        <span class="op">{</span><span class="op">**</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">style</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">strategy</span><span class="op">.</span><span class="nam">style</span><span class="op">[</span><span class="str">"label"</span><span class="op">]</span><span class="op">}</span><span class="op">{</span><span class="fst">f"</span><span class="fst"> </span><span class="op">{</span><span class="nam">handle</span><span class="op">}</span><span class="fst">"</span> <span class="key">if</span> <span class="nam">handle</span> <span class="key">else</span> <span class="str">""</span><span class="op">}</span><span class="fst">'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t">        <span class="nam">plotting_params</span> <span class="key">if</span> <span class="nam">plotting_params</span> <span class="key">else</span> <span class="op">{</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t">    <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">logical_and</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">isfinite</span><span class="op">(</span><span class="nam">work</span><span class="op">)</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isfinite</span><span class="op">(</span><span class="nam">precision</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">loglog</span><span class="op">(</span><span class="nam">work</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">,</span> <span class="nam">precision</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">,</span> <span class="op">**</span><span class="nam">style</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">    <span class="com"># get_order(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t">    <span class="com">#     problem=problem,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t">    <span class="com">#     strategy=strategy,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t">    <span class="com">#     num_procs=num_procs,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">    <span class="com">#     handle=handle,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t">    <span class="com">#     work_key=work_key,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t">    <span class="com">#     precision_key=precision_key,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t">    <span class="com"># )</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t">    <span class="key">if</span> <span class="str">'t'</span> <span class="key">in</span> <span class="op">[</span><span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t">        <span class="nam">meta</span> <span class="op">=</span> <span class="nam">data</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'meta'</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t">        <span class="key">if</span> <span class="nam">meta</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'hostname'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span> <span class="key">in</span> <span class="op">[</span><span class="str">'thomas-work'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">text</span><span class="op">(</span><span class="num">0.1</span><span class="op">,</span> <span class="num">0.1</span><span class="op">,</span> <span class="str">"Laptop timings!"</span><span class="op">,</span> <span class="nam">transform</span><span class="op">=</span><span class="nam">ax</span><span class="op">.</span><span class="nam">transAxes</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t">        <span class="key">if</span> <span class="nam">meta</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'runs'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span> <span class="op">==</span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">text</span><span class="op">(</span><span class="num">0.1</span><span class="op">,</span> <span class="num">0.2</span><span class="op">,</span> <span class="str">"No sampling!"</span><span class="op">,</span> <span class="nam">transform</span><span class="op">=</span><span class="nam">ax</span><span class="op">.</span><span class="nam">transAxes</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t"><span class="key">def</span> <span class="nam">plot_parallel_efficiency_diagonalSDC</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t">    <span class="nam">ax</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">,</span> <span class="nam">num_procs_sweeper</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t"><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t">    <span class="nam">serial_data</span> <span class="op">=</span> <span class="nam">load</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t">        <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t">        <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t">    <span class="nam">parallel_data</span> <span class="op">=</span> <span class="nam">load</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t">        <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t">        <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="nam">num_procs_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t">    <span class="nam">serial_work</span><span class="op">,</span> <span class="nam">serial_precision</span> <span class="op">=</span> <span class="nam">extract_data</span><span class="op">(</span><span class="nam">serial_data</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t">    <span class="nam">parallel_work</span><span class="op">,</span> <span class="nam">parallel_precision</span> <span class="op">=</span> <span class="nam">extract_data</span><span class="op">(</span><span class="nam">parallel_data</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t">    <span class="com"># assert np.allclose(serial_precision, parallel_precision)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t">    <span class="nam">serial_work</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">asarray</span><span class="op">(</span><span class="nam">serial_work</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t">    <span class="nam">parallel_work</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">asarray</span><span class="op">(</span><span class="nam">parallel_work</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t518" href="#t518">518</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t">    <span class="com"># ax.loglog(serial_work, serial_precision)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t">    <span class="com"># ax.loglog(parallel_work, parallel_precision)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t">    <span class="nam">speedup</span> <span class="op">=</span> <span class="nam">serial_work</span> <span class="op">/</span> <span class="nam">parallel_work</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t523" href="#t523">523</a></span><span class="t">    <span class="nam">parallel_efficiency</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">median</span><span class="op">(</span><span class="nam">speedup</span><span class="op">)</span> <span class="op">/</span> <span class="nam">num_procs_sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">serial_precision</span><span class="op">,</span> <span class="nam">speedup</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xscale</span><span class="op">(</span><span class="str">'log'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="str">'speedup'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t527" href="#t527">527</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t">    <span class="key">if</span> <span class="str">'t'</span> <span class="key">in</span> <span class="op">[</span><span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t">        <span class="nam">meta</span> <span class="op">=</span> <span class="nam">parallel_data</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'meta'</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t">        <span class="key">if</span> <span class="nam">meta</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'hostname'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span> <span class="key">in</span> <span class="op">[</span><span class="str">'thomas-work'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">text</span><span class="op">(</span><span class="num">0.1</span><span class="op">,</span> <span class="num">0.1</span><span class="op">,</span> <span class="str">"Laptop timings!"</span><span class="op">,</span> <span class="nam">transform</span><span class="op">=</span><span class="nam">ax</span><span class="op">.</span><span class="nam">transAxes</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t">        <span class="key">if</span> <span class="nam">meta</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'runs'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span> <span class="op">==</span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">text</span><span class="op">(</span><span class="num">0.1</span><span class="op">,</span> <span class="num">0.2</span><span class="op">,</span> <span class="str">"No sampling!"</span><span class="op">,</span> <span class="nam">transform</span><span class="op">=</span><span class="nam">ax</span><span class="op">.</span><span class="nam">transAxes</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t536" href="#t536">536</a></span><span class="t">    <span class="key">return</span> <span class="nam">np</span><span class="op">.</span><span class="nam">median</span><span class="op">(</span><span class="nam">speedup</span><span class="op">)</span><span class="op">,</span> <span class="nam">parallel_efficiency</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t537" href="#t537">537</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t538" href="#t538">538</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t"><span class="key">def</span> <span class="nam">decorate_panel</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">title_only</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t"><span class="str">    Decorate a plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t543" href="#t543">543</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t544" href="#t544">544</a></span><span class="t"><span class="str">        ax (matplotlib.pyplot.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t545" href="#t545">545</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t546" href="#t546">546</a></span><span class="t"><span class="str">        work_key (str): The key in the recorded data you want on the x-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t547" href="#t547">547</a></span><span class="t"><span class="str">        precision_key (str): The key in the recorded data you want on the y-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t548" href="#t548">548</a></span><span class="t"><span class="str">        num_procs (int): Number of processes for the time communicator</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t549" href="#t549">549</a></span><span class="t"><span class="str">        title_only (bool): Put only the title on top, or do the whole shebang</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t550" href="#t550">550</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t551" href="#t551">551</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t552" href="#t552">552</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t553" href="#t553">553</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t554" href="#t554">554</a></span><span class="t">    <span class="nam">labels</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t555" href="#t555">555</a></span><span class="t">        <span class="str">'k_SDC'</span><span class="op">:</span> <span class="str">'SDC iterations'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t556" href="#t556">556</a></span><span class="t">        <span class="str">'k_SDC_no_restart'</span><span class="op">:</span> <span class="str">'SDC iterations (restarts excluded)'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t557" href="#t557">557</a></span><span class="t">        <span class="str">'k_Newton'</span><span class="op">:</span> <span class="str">'Newton iterations'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t558" href="#t558">558</a></span><span class="t">        <span class="str">'k_Newton_no_restart'</span><span class="op">:</span> <span class="str">'Newton iterations (restarts excluded)'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t559" href="#t559">559</a></span><span class="t">        <span class="str">'k_rhs'</span><span class="op">:</span> <span class="str">'right hand side evaluations'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t560" href="#t560">560</a></span><span class="t">        <span class="str">'k_factorizations'</span><span class="op">:</span> <span class="str">'matrix factorizations'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t561" href="#t561">561</a></span><span class="t">        <span class="str">'t'</span><span class="op">:</span> <span class="str">'wall clock time / s'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t562" href="#t562">562</a></span><span class="t">        <span class="str">'e_global'</span><span class="op">:</span> <span class="str">'global error'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t563" href="#t563">563</a></span><span class="t">        <span class="str">'e_global_rel'</span><span class="op">:</span> <span class="str">'relative global error'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t564" href="#t564">564</a></span><span class="t">        <span class="str">'e_local_max'</span><span class="op">:</span> <span class="str">'max. local error'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t565" href="#t565">565</a></span><span class="t">        <span class="str">'restart'</span><span class="op">:</span> <span class="str">'restarts'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t566" href="#t566">566</a></span><span class="t">        <span class="str">'dt_max'</span><span class="op">:</span> <span class="str">r'$\Delta t_\mathrm{max}$'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t567" href="#t567">567</a></span><span class="t">        <span class="str">'dt_min'</span><span class="op">:</span> <span class="str">r'$\Delta t_\mathrm{min}$'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t568" href="#t568">568</a></span><span class="t">        <span class="str">'dt_sigma'</span><span class="op">:</span> <span class="str">r'$\sigma(\Delta t)$'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t569" href="#t569">569</a></span><span class="t">        <span class="str">'dt_mean'</span><span class="op">:</span> <span class="str">r'$\bar{\Delta t}$'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t570" href="#t570">570</a></span><span class="t">        <span class="str">'param'</span><span class="op">:</span> <span class="str">'accuracy parameter'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t571" href="#t571">571</a></span><span class="t">        <span class="str">'u0_increment_max'</span><span class="op">:</span> <span class="str">r'$\| \Delta u_0 \|_{\infty} $'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t572" href="#t572">572</a></span><span class="t">        <span class="str">'u0_increment_mean'</span><span class="op">:</span> <span class="str">r'$\bar{\Delta u_0}$'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t573" href="#t573">573</a></span><span class="t">        <span class="str">'u0_increment_max_no_restart'</span><span class="op">:</span> <span class="str">r'$\| \Delta u_0 \|_{\infty} $ (restarts excluded)'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t574" href="#t574">574</a></span><span class="t">        <span class="str">'u0_increment_mean_no_restart'</span><span class="op">:</span> <span class="str">r'$\bar{\Delta u_0}$ (restarts excluded)'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t575" href="#t575">575</a></span><span class="t">        <span class="str">'k_linear'</span><span class="op">:</span> <span class="str">'Linear solver iterations'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t576" href="#t576">576</a></span><span class="t">        <span class="str">'speedup'</span><span class="op">:</span> <span class="str">'Speedup'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t577" href="#t577">577</a></span><span class="t">        <span class="str">'nprocs'</span><span class="op">:</span> <span class="str">r'$N_\mathrm{procs}$'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t578" href="#t578">578</a></span><span class="t">        <span class="str">''</span><span class="op">:</span> <span class="str">''</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t579" href="#t579">579</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t580" href="#t580">580</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t581" href="#t581">581</a></span><span class="t">    <span class="key">if</span> <span class="key">not</span> <span class="nam">title_only</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t582" href="#t582">582</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_xlabel</span><span class="op">(</span><span class="nam">labels</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">work_key</span><span class="op">,</span> <span class="str">'work'</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t583" href="#t583">583</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">set_ylabel</span><span class="op">(</span><span class="nam">labels</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">precision_key</span><span class="op">,</span> <span class="str">'precision'</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t584" href="#t584">584</a></span><span class="t">        <span class="com"># ax.legend(frameon=False)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t585" href="#t585">585</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t586" href="#t586">586</a></span><span class="t">    <span class="nam">titles</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t587" href="#t587">587</a></span><span class="t">        <span class="str">'run_vdp'</span><span class="op">:</span> <span class="str">'Van der Pol'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t588" href="#t588">588</a></span><span class="t">        <span class="str">'run_Lorenz'</span><span class="op">:</span> <span class="str">'Lorenz attractor'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t589" href="#t589">589</a></span><span class="t">        <span class="str">'run_Schroedinger'</span><span class="op">:</span> <span class="str">r'Schr\"odinger'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t590" href="#t590">590</a></span><span class="t">        <span class="str">'run_quench'</span><span class="op">:</span> <span class="str">'Quench'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t591" href="#t591">591</a></span><span class="t">        <span class="str">'run_AC'</span><span class="op">:</span> <span class="str">'Allen-Cahn'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t592" href="#t592">592</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t593" href="#t593">593</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="nam">titles</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">,</span> <span class="str">''</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t594" href="#t594">594</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t595" href="#t595">595</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t596" href="#t596">596</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t597" href="#t597">597</a></span><span class="t"><span class="str">        configurations (dict): The configurations you want to run with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t598" href="#t598">598</a></span><span class="t"><span class="str">        work_key (str): The key in the recorded data you want on the x-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t599" href="#t599">599</a></span><span class="t"><span class="str">        precision_key (str): The key in the recorded data you want on the y-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t600" href="#t600">600</a></span><span class="t"><span class="str">        num_procs (int): Number of processes for the time communicator</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t601" href="#t601">601</a></span><span class="t"><span class="str">        ax (matplotlib.pyplot.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t602" href="#t602">602</a></span><span class="t"><span class="str">        decorate (bool): Whether to decorate fully or only put the title</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t603" href="#t603">603</a></span><span class="t"><span class="str">        record (bool): Whether to only plot or also record the data first</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t604" href="#t604">604</a></span><span class="t"><span class="str">        runs (int): Number of runs you want to do</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t605" href="#t605">605</a></span><span class="t"><span class="str">        comm_world (mpi4py.MPI.Intracomm): Communicator that is available for the entire script</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t606" href="#t606">606</a></span><span class="t"><span class="str">        plotting (bool): Whether to plot something</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t607" href="#t607">607</a></span><span class="t"><span class="str">        num_procs_sweeper (int): Number of processes for the sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t608" href="#t608">608</a></span><span class="t"><span class="str">        mode (str): What you want to look at</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t609" href="#t609">609</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t610" href="#t610">610</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t611" href="#t611">611</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t612" href="#t612">612</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t613" href="#t613">613</a></span><span class="t">    <span class="key">for</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">config</span> <span class="key">in</span> <span class="nam">configurations</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t614" href="#t614">614</a></span><span class="t">        <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">config</span><span class="op">[</span><span class="str">'strategies'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t615" href="#t615">615</a></span><span class="t">            <span class="nam">shared_args</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t616" href="#t616">616</a></span><span class="t">                <span class="str">'problem'</span><span class="op">:</span> <span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t617" href="#t617">617</a></span><span class="t">                <span class="str">'strategy'</span><span class="op">:</span> <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t618" href="#t618">618</a></span><span class="t">                <span class="str">'handle'</span><span class="op">:</span> <span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'handle'</span><span class="op">,</span> <span class="str">''</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t619" href="#t619">619</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'num_procs'</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t620" href="#t620">620</a></span><span class="t">                <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'num_procs_sweeper'</span><span class="op">,</span> <span class="nam">num_procs_sweeper</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t621" href="#t621">621</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t622" href="#t622">622</a></span><span class="t">            <span class="key">if</span> <span class="nam">record</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t623" href="#t623">623</a></span><span class="t">                <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="str">'Recording work precision'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t624" href="#t624">624</a></span><span class="t">                <span class="nam">record_work_precision</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t625" href="#t625">625</a></span><span class="t">                    <span class="op">**</span><span class="nam">shared_args</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t626" href="#t626">626</a></span><span class="t">                    <span class="nam">custom_description</span><span class="op">=</span><span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'custom_description'</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t627" href="#t627">627</a></span><span class="t">                    <span class="nam">runs</span><span class="op">=</span><span class="nam">runs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t628" href="#t628">628</a></span><span class="t">                    <span class="nam">comm_world</span><span class="op">=</span><span class="nam">comm_world</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t629" href="#t629">629</a></span><span class="t">                    <span class="nam">problem_args</span><span class="op">=</span><span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'problem_args'</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t630" href="#t630">630</a></span><span class="t">                    <span class="nam">param_range</span><span class="op">=</span><span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'param_range'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t631" href="#t631">631</a></span><span class="t">                    <span class="nam">hooks</span><span class="op">=</span><span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'hooks'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t632" href="#t632">632</a></span><span class="t">                    <span class="nam">Tend</span><span class="op">=</span><span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'Tend'</span><span class="op">)</span> <span class="key">if</span> <span class="nam">Tend</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t633" href="#t633">633</a></span><span class="t">                    <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t634" href="#t634">634</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t635" href="#t635">635</a></span><span class="t">            <span class="key">if</span> <span class="nam">plotting</span> <span class="key">and</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t636" href="#t636">636</a></span><span class="t">                <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="str">'Plotting'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t637" href="#t637">637</a></span><span class="t">                <span class="nam">plot_work_precision</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t638" href="#t638">638</a></span><span class="t">                    <span class="op">**</span><span class="nam">shared_args</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t639" href="#t639">639</a></span><span class="t">                    <span class="nam">work_key</span><span class="op">=</span><span class="nam">work_key</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t640" href="#t640">640</a></span><span class="t">                    <span class="nam">precision_key</span><span class="op">=</span><span class="nam">precision_key</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t641" href="#t641">641</a></span><span class="t">                    <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t642" href="#t642">642</a></span><span class="t">                    <span class="nam">plotting_params</span><span class="op">=</span><span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'plotting_params'</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t643" href="#t643">643</a></span><span class="t">                    <span class="nam">comm_world</span><span class="op">=</span><span class="nam">comm_world</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t644" href="#t644">644</a></span><span class="t">                    <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t645" href="#t645">645</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t646" href="#t646">646</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t647" href="#t647">647</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t648" href="#t648">648</a></span><span class="t">        <span class="nam">decorate_panel</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t649" href="#t649">649</a></span><span class="t">            <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t650" href="#t650">650</a></span><span class="t">            <span class="nam">problem</span><span class="op">=</span><span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t651" href="#t651">651</a></span><span class="t">            <span class="nam">work_key</span><span class="op">=</span><span class="nam">work_key</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t652" href="#t652">652</a></span><span class="t">            <span class="nam">precision_key</span><span class="op">=</span><span class="nam">precision_key</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t653" href="#t653">653</a></span><span class="t">            <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t654" href="#t654">654</a></span><span class="t">            <span class="nam">title_only</span><span class="op">=</span><span class="key">not</span> <span class="nam">decorate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t655" href="#t655">655</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t656" href="#t656">656</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t657" href="#t657">657</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t658" href="#t658">658</a></span><span class="t"><span class="key">def</span> <span class="nam">get_configs</span><span class="op">(</span><span class="nam">mode</span><span class="op">,</span> <span class="nam">problem</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t659" href="#t659">659</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t660" href="#t660">660</a></span><span class="t"><span class="str">    Get configurations for work-precision plots. These are dictionaries containing strategies and handles and so on.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t661" href="#t661">661</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t662" href="#t662">662</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t663" href="#t663">663</a></span><span class="t"><span class="str">        mode (str): The of the configurations you want to retrieve</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t664" href="#t664">664</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t665" href="#t665">665</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t666" href="#t666">666</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t667" href="#t667">667</a></span><span class="t"><span class="str">        dict: Configurations</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t668" href="#t668">668</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t669" href="#t669">669</a></span><span class="t">    <span class="nam">configurations</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t670" href="#t670">670</a></span><span class="t">    <span class="key">if</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'regular'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t671" href="#t671">671</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">BaseStrategy</span><span class="op">,</span> <span class="nam">IterateStrategy</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t672" href="#t672">672</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t673" href="#t673">673</a></span><span class="t">        <span class="nam">handle</span> <span class="op">=</span> <span class="str">'regular'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t674" href="#t674">674</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t675" href="#t675">675</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="nam">handle</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t676" href="#t676">676</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span> <span class="nam">BaseStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span> <span class="nam">IterateStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t677" href="#t677">677</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t678" href="#t678">678</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'step_size_limiting'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t679" href="#t679">679</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">step_size_limiter</span> <span class="key">import</span> <span class="nam">StepSizeLimiter</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t680" href="#t680">680</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">ESDIRKStrategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t595" href="#t595">595</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t596" href="#t596">596</a></span><span class="t"><span class="key">def</span> <span class="nam">execute_configurations</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t597" href="#t597">597</a></span><span class="t">    <span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t598" href="#t598">598</a></span><span class="t">    <span class="nam">configurations</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t599" href="#t599">599</a></span><span class="t">    <span class="nam">work_key</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t600" href="#t600">600</a></span><span class="t">    <span class="nam">precision_key</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t601" href="#t601">601</a></span><span class="t">    <span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t602" href="#t602">602</a></span><span class="t">    <span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t603" href="#t603">603</a></span><span class="t">    <span class="nam">decorate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t604" href="#t604">604</a></span><span class="t">    <span class="nam">record</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t605" href="#t605">605</a></span><span class="t">    <span class="nam">runs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t606" href="#t606">606</a></span><span class="t">    <span class="nam">comm_world</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t607" href="#t607">607</a></span><span class="t">    <span class="nam">plotting</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t608" href="#t608">608</a></span><span class="t">    <span class="nam">Tend</span><span class="op">=</span><span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t609" href="#t609">609</a></span><span class="t">    <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t610" href="#t610">610</a></span><span class="t">    <span class="nam">mode</span><span class="op">=</span><span class="str">''</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t611" href="#t611">611</a></span><span class="t"><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t612" href="#t612">612</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t613" href="#t613">613</a></span><span class="t"><span class="str">    Run for multiple configurations.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t614" href="#t614">614</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t615" href="#t615">615</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t616" href="#t616">616</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t617" href="#t617">617</a></span><span class="t"><span class="str">        configurations (dict): The configurations you want to run with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t618" href="#t618">618</a></span><span class="t"><span class="str">        work_key (str): The key in the recorded data you want on the x-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t619" href="#t619">619</a></span><span class="t"><span class="str">        precision_key (str): The key in the recorded data you want on the y-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t620" href="#t620">620</a></span><span class="t"><span class="str">        num_procs (int): Number of processes for the time communicator</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t621" href="#t621">621</a></span><span class="t"><span class="str">        ax (matplotlib.pyplot.axes): Somewhere to plot</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t622" href="#t622">622</a></span><span class="t"><span class="str">        decorate (bool): Whether to decorate fully or only put the title</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t623" href="#t623">623</a></span><span class="t"><span class="str">        record (bool): Whether to only plot or also record the data first</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t624" href="#t624">624</a></span><span class="t"><span class="str">        runs (int): Number of runs you want to do</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t625" href="#t625">625</a></span><span class="t"><span class="str">        comm_world (mpi4py.MPI.Intracomm): Communicator that is available for the entire script</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t626" href="#t626">626</a></span><span class="t"><span class="str">        plotting (bool): Whether to plot something</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t627" href="#t627">627</a></span><span class="t"><span class="str">        num_procs_sweeper (int): Number of processes for the sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t628" href="#t628">628</a></span><span class="t"><span class="str">        mode (str): What you want to look at</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t629" href="#t629">629</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t630" href="#t630">630</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t631" href="#t631">631</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t632" href="#t632">632</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t633" href="#t633">633</a></span><span class="t">    <span class="key">for</span> <span class="nam">_</span><span class="op">,</span> <span class="nam">config</span> <span class="key">in</span> <span class="nam">configurations</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t634" href="#t634">634</a></span><span class="t">        <span class="key">for</span> <span class="nam">strategy</span> <span class="key">in</span> <span class="nam">config</span><span class="op">[</span><span class="str">'strategies'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t635" href="#t635">635</a></span><span class="t">            <span class="nam">shared_args</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t636" href="#t636">636</a></span><span class="t">                <span class="str">'problem'</span><span class="op">:</span> <span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t637" href="#t637">637</a></span><span class="t">                <span class="str">'strategy'</span><span class="op">:</span> <span class="nam">strategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t638" href="#t638">638</a></span><span class="t">                <span class="str">'handle'</span><span class="op">:</span> <span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'handle'</span><span class="op">,</span> <span class="str">''</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t639" href="#t639">639</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'num_procs'</span><span class="op">,</span> <span class="nam">num_procs</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t640" href="#t640">640</a></span><span class="t">                <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'num_procs_sweeper'</span><span class="op">,</span> <span class="nam">num_procs_sweeper</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t641" href="#t641">641</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t642" href="#t642">642</a></span><span class="t">            <span class="key">if</span> <span class="nam">record</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t643" href="#t643">643</a></span><span class="t">                <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="str">'Recording work precision'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t644" href="#t644">644</a></span><span class="t">                <span class="nam">record_work_precision</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t645" href="#t645">645</a></span><span class="t">                    <span class="op">**</span><span class="nam">shared_args</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t646" href="#t646">646</a></span><span class="t">                    <span class="nam">custom_description</span><span class="op">=</span><span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'custom_description'</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t647" href="#t647">647</a></span><span class="t">                    <span class="nam">runs</span><span class="op">=</span><span class="nam">runs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t648" href="#t648">648</a></span><span class="t">                    <span class="nam">comm_world</span><span class="op">=</span><span class="nam">comm_world</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t649" href="#t649">649</a></span><span class="t">                    <span class="nam">problem_args</span><span class="op">=</span><span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'problem_args'</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t650" href="#t650">650</a></span><span class="t">                    <span class="nam">param_range</span><span class="op">=</span><span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'param_range'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t651" href="#t651">651</a></span><span class="t">                    <span class="nam">hooks</span><span class="op">=</span><span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'hooks'</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t652" href="#t652">652</a></span><span class="t">                    <span class="nam">Tend</span><span class="op">=</span><span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'Tend'</span><span class="op">)</span> <span class="key">if</span> <span class="nam">Tend</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t653" href="#t653">653</a></span><span class="t">                    <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t654" href="#t654">654</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t655" href="#t655">655</a></span><span class="t">            <span class="key">if</span> <span class="nam">plotting</span> <span class="key">and</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t656" href="#t656">656</a></span><span class="t">                <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="str">'Plotting'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t657" href="#t657">657</a></span><span class="t">                <span class="nam">plot_work_precision</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t658" href="#t658">658</a></span><span class="t">                    <span class="op">**</span><span class="nam">shared_args</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t659" href="#t659">659</a></span><span class="t">                    <span class="nam">work_key</span><span class="op">=</span><span class="nam">work_key</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t660" href="#t660">660</a></span><span class="t">                    <span class="nam">precision_key</span><span class="op">=</span><span class="nam">precision_key</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t661" href="#t661">661</a></span><span class="t">                    <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t662" href="#t662">662</a></span><span class="t">                    <span class="nam">plotting_params</span><span class="op">=</span><span class="nam">config</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'plotting_params'</span><span class="op">,</span> <span class="op">{</span><span class="op">}</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t663" href="#t663">663</a></span><span class="t">                    <span class="nam">comm_world</span><span class="op">=</span><span class="nam">comm_world</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t664" href="#t664">664</a></span><span class="t">                    <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t665" href="#t665">665</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t666" href="#t666">666</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t667" href="#t667">667</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t668" href="#t668">668</a></span><span class="t">        <span class="nam">decorate_panel</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t669" href="#t669">669</a></span><span class="t">            <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t670" href="#t670">670</a></span><span class="t">            <span class="nam">problem</span><span class="op">=</span><span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t671" href="#t671">671</a></span><span class="t">            <span class="nam">work_key</span><span class="op">=</span><span class="nam">work_key</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t672" href="#t672">672</a></span><span class="t">            <span class="nam">precision_key</span><span class="op">=</span><span class="nam">precision_key</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t673" href="#t673">673</a></span><span class="t">            <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t674" href="#t674">674</a></span><span class="t">            <span class="nam">title_only</span><span class="op">=</span><span class="key">not</span> <span class="nam">decorate</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t675" href="#t675">675</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t676" href="#t676">676</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t677" href="#t677">677</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t678" href="#t678">678</a></span><span class="t"><span class="key">def</span> <span class="nam">get_configs</span><span class="op">(</span><span class="nam">mode</span><span class="op">,</span> <span class="nam">problem</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t679" href="#t679">679</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t680" href="#t680">680</a></span><span class="t"><span class="str">    Get configurations for work-precision plots. These are dictionaries containing strategies and handles and so on.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t681" href="#t681">681</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t682" href="#t682">682</a></span><span class="t">        <span class="nam">limits</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t683" href="#t683">683</a></span><span class="t">            <span class="num">25.0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t684" href="#t684">684</a></span><span class="t">            <span class="num">50.0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t685" href="#t685">685</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t686" href="#t686">686</a></span><span class="t">        <span class="nam">colors</span> <span class="op">=</span> <span class="op">[</span><span class="str">'teal'</span><span class="op">,</span> <span class="str">'magenta'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t687" href="#t687">687</a></span><span class="t">        <span class="nam">markers</span> <span class="op">=</span> <span class="op">[</span><span class="str">'v'</span><span class="op">,</span> <span class="str">'x'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t688" href="#t688">688</a></span><span class="t">        <span class="nam">markersize</span> <span class="op">=</span> <span class="num">9</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t689" href="#t689">689</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">limits</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t690" href="#t690">690</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t691" href="#t691">691</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span><span class="nam">StepSizeLimiter</span><span class="op">:</span> <span class="op">{</span><span class="str">'dt_max'</span><span class="op">:</span> <span class="nam">limits</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">}</span><span class="op">}</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t692" href="#t692">692</a></span><span class="t">                <span class="str">'handle'</span><span class="op">:</span> <span class="fst">f'</span><span class="fst">steplimiter</span><span class="op">{</span><span class="nam">limits</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">.0f</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t693" href="#t693">693</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t694" href="#t694">694</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t695" href="#t695">695</a></span><span class="t">                    <span class="str">'color'</span><span class="op">:</span> <span class="nam">colors</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t696" href="#t696">696</a></span><span class="t">                    <span class="str">'marker'</span><span class="op">:</span> <span class="nam">markers</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t697" href="#t697">697</a></span><span class="t">                    <span class="str">'label'</span><span class="op">:</span> <span class="fst">rf'</span><span class="fst">$\Delta t \leq {</span> <span class="op">{</span><span class="nam">limits</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">.0f</span><span class="op">}</span><span class="fst">}</span> <span class="fst">$</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t698" href="#t698">698</a></span><span class="t">                    <span class="com"># 'ls': '',</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t699" href="#t699">699</a></span><span class="t">                    <span class="str">'markersize'</span><span class="op">:</span> <span class="nam">markersize</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t700" href="#t700">700</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t701" href="#t701">701</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t702" href="#t702">702</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t703" href="#t703">703</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">99</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t704" href="#t704">704</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t705" href="#t705">705</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="str">'no limits'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t706" href="#t706">706</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t707" href="#t707">707</a></span><span class="t">                <span class="str">'label'</span><span class="op">:</span> <span class="str">'no limiter'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t708" href="#t708">708</a></span><span class="t">                <span class="com"># 'ls': '',</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t709" href="#t709">709</a></span><span class="t">                <span class="str">'markersize'</span><span class="op">:</span> <span class="nam">markersize</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t710" href="#t710">710</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t711" href="#t711">711</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t712" href="#t712">712</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t713" href="#t713">713</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t714" href="#t714">714</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'dynamic_restarts'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t715" href="#t715">715</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t716" href="#t716">716</a></span><span class="t"><span class="str">        Compare Block Gauss-Seidel SDC with restarting the first step in the block or the first step that exceeded the error threshold.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t717" href="#t717">717</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t718" href="#t718">718</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">AdaptivityRestartFirstStep</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t719" href="#t719">719</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t720" href="#t720">720</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t721" href="#t721">721</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span> <span class="str">'QI'</span><span class="op">:</span> <span class="str">'IE'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t722" href="#t722">722</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t723" href="#t723">723</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t724" href="#t724">724</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t725" href="#t725">725</a></span><span class="t">            <span class="num">1</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t726" href="#t726">726</a></span><span class="t">            <span class="num">2</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t727" href="#t727">727</a></span><span class="t">            <span class="num">3</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t728" href="#t728">728</a></span><span class="t">            <span class="num">4</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t729" href="#t729">729</a></span><span class="t">            <span class="num">5</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t730" href="#t730">730</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t731" href="#t731">731</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t732" href="#t732">732</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t733" href="#t733">733</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t734" href="#t734">734</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t735" href="#t735">735</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t736" href="#t736">736</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t737" href="#t737">737</a></span><span class="t">        <span class="key">for</span> <span class="nam">num_procs</span> <span class="key">in</span> <span class="op">[</span><span class="num">4</span><span class="op">,</span> <span class="num">2</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t738" href="#t738">738</a></span><span class="t">            <span class="nam">plotting_params</span> <span class="op">=</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">[</span><span class="nam">num_procs</span><span class="op">]</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="fst">f'</span><span class="fst">adaptivity </span><span class="op">{</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst"> procs</span><span class="fst">'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t739" href="#t739">739</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">num_procs</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t740" href="#t740">740</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span> <span class="nam">AdaptivityRestartFirstStep</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t741" href="#t741">741</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t742" href="#t742">742</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t743" href="#t743">743</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="nam">plotting_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t744" href="#t744">744</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t745" href="#t745">745</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t746" href="#t746">746</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'compare_strategies'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t747" href="#t747">747</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t748" href="#t748">748</a></span><span class="t"><span class="str">        Compare the different SDC strategies.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t749" href="#t749">749</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t750" href="#t750">750</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t751" href="#t751">751</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t752" href="#t752">752</a></span><span class="t">            <span class="nam">kAdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t753" href="#t753">753</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t754" href="#t754">754</a></span><span class="t">            <span class="nam">BaseStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t755" href="#t755">755</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t682" href="#t682">682</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t683" href="#t683">683</a></span><span class="t"><span class="str">        mode (str): The of the configurations you want to retrieve</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t684" href="#t684">684</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t685" href="#t685">685</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t686" href="#t686">686</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t687" href="#t687">687</a></span><span class="t"><span class="str">        dict: Configurations</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t688" href="#t688">688</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t689" href="#t689">689</a></span><span class="t">    <span class="nam">configurations</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t690" href="#t690">690</a></span><span class="t">    <span class="key">if</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'regular'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t691" href="#t691">691</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">BaseStrategy</span><span class="op">,</span> <span class="nam">IterateStrategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t692" href="#t692">692</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t693" href="#t693">693</a></span><span class="t">        <span class="nam">handle</span> <span class="op">=</span> <span class="str">'regular'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t694" href="#t694">694</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t695" href="#t695">695</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="nam">handle</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t696" href="#t696">696</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span> <span class="nam">BaseStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span> <span class="nam">IterateStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t697" href="#t697">697</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t698" href="#t698">698</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'step_size_limiting'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t699" href="#t699">699</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">convergence_controller_classes</span><span class="op">.</span><span class="nam">step_size_limiter</span> <span class="key">import</span> <span class="nam">StepSizeLimiter</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t700" href="#t700">700</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">ESDIRKStrategy</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t701" href="#t701">701</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t702" href="#t702">702</a></span><span class="t">        <span class="nam">limits</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t703" href="#t703">703</a></span><span class="t">            <span class="num">25.0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t704" href="#t704">704</a></span><span class="t">            <span class="num">50.0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t705" href="#t705">705</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t706" href="#t706">706</a></span><span class="t">        <span class="nam">colors</span> <span class="op">=</span> <span class="op">[</span><span class="str">'teal'</span><span class="op">,</span> <span class="str">'magenta'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t707" href="#t707">707</a></span><span class="t">        <span class="nam">markers</span> <span class="op">=</span> <span class="op">[</span><span class="str">'v'</span><span class="op">,</span> <span class="str">'x'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t708" href="#t708">708</a></span><span class="t">        <span class="nam">markersize</span> <span class="op">=</span> <span class="num">9</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t709" href="#t709">709</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">limits</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t710" href="#t710">710</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t711" href="#t711">711</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="str">'convergence_controllers'</span><span class="op">:</span> <span class="op">{</span><span class="nam">StepSizeLimiter</span><span class="op">:</span> <span class="op">{</span><span class="str">'dt_max'</span><span class="op">:</span> <span class="nam">limits</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">}</span><span class="op">}</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t712" href="#t712">712</a></span><span class="t">                <span class="str">'handle'</span><span class="op">:</span> <span class="fst">f'</span><span class="fst">steplimiter</span><span class="op">{</span><span class="nam">limits</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">.0f</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t713" href="#t713">713</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t714" href="#t714">714</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t715" href="#t715">715</a></span><span class="t">                    <span class="str">'color'</span><span class="op">:</span> <span class="nam">colors</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t716" href="#t716">716</a></span><span class="t">                    <span class="str">'marker'</span><span class="op">:</span> <span class="nam">markers</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t717" href="#t717">717</a></span><span class="t">                    <span class="str">'label'</span><span class="op">:</span> <span class="fst">rf'</span><span class="fst">$\Delta t \leq {</span> <span class="op">{</span><span class="nam">limits</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">:</span><span class="fst">.0f</span><span class="op">}</span><span class="fst">}</span> <span class="fst">$</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t718" href="#t718">718</a></span><span class="t">                    <span class="com"># 'ls': '',</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t719" href="#t719">719</a></span><span class="t">                    <span class="str">'markersize'</span><span class="op">:</span> <span class="nam">markersize</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t720" href="#t720">720</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t721" href="#t721">721</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t722" href="#t722">722</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t723" href="#t723">723</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">99</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t724" href="#t724">724</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t725" href="#t725">725</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="str">'no limits'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t726" href="#t726">726</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t727" href="#t727">727</a></span><span class="t">                <span class="str">'label'</span><span class="op">:</span> <span class="str">'no limiter'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t728" href="#t728">728</a></span><span class="t">                <span class="com"># 'ls': '',</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t729" href="#t729">729</a></span><span class="t">                <span class="str">'markersize'</span><span class="op">:</span> <span class="nam">markersize</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t730" href="#t730">730</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t731" href="#t731">731</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t732" href="#t732">732</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t733" href="#t733">733</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t734" href="#t734">734</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'dynamic_restarts'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t735" href="#t735">735</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t736" href="#t736">736</a></span><span class="t"><span class="str">        Compare Block Gauss-Seidel SDC with restarting the first step in the block or the first step that exceeded the error threshold.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t737" href="#t737">737</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t738" href="#t738">738</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">AdaptivityRestartFirstStep</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t739" href="#t739">739</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t740" href="#t740">740</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t741" href="#t741">741</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span> <span class="str">'QI'</span><span class="op">:</span> <span class="str">'IE'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t742" href="#t742">742</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t743" href="#t743">743</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t744" href="#t744">744</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t745" href="#t745">745</a></span><span class="t">            <span class="num">1</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t746" href="#t746">746</a></span><span class="t">            <span class="num">2</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t747" href="#t747">747</a></span><span class="t">            <span class="num">3</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t748" href="#t748">748</a></span><span class="t">            <span class="num">4</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t749" href="#t749">749</a></span><span class="t">            <span class="num">5</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t750" href="#t750">750</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t751" href="#t751">751</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t752" href="#t752">752</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t753" href="#t753">753</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t754" href="#t754">754</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t755" href="#t755">755</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t756" href="#t756">756</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t757" href="#t757">757</a></span><span class="t">        <span class="nam">newton_inexactness</span> <span class="op">=</span> <span class="key">False</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_vdp'</span><span class="op">]</span> <span class="key">else</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t758" href="#t758">758</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t759" href="#t759">759</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t760" href="#t760">760</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="nam">newton_inexactness</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t761" href="#t761">761</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t762" href="#t762">762</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t763" href="#t763">763</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">kAdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t764" href="#t764">764</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t765" href="#t765">765</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t766" href="#t766">766</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t767" href="#t767">767</a></span><span class="t">                <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t768" href="#t768">768</a></span><span class="t">                <span class="str">'sweeper_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span> <span class="str">'quad_type'</span><span class="op">:</span> <span class="str">'RADAU-RIGHT'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t769" href="#t769">769</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t770" href="#t770">770</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t771" href="#t771">771</a></span><span class="t">                <span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t772" href="#t772">772</a></span><span class="t">                <span class="nam">BaseStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t773" href="#t773">773</a></span><span class="t">            <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t774" href="#t774">774</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t775" href="#t775">775</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t776" href="#t776">776</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'RK_comp'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t777" href="#t777">777</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t778" href="#t778">778</a></span><span class="t"><span class="str">        Compare parallel adaptive SDC to Runge-Kutta</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t779" href="#t779">779</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t780" href="#t780">780</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t781" href="#t781">781</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t782" href="#t782">782</a></span><span class="t">            <span class="nam">ERKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t783" href="#t783">783</a></span><span class="t">            <span class="nam">ESDIRKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t784" href="#t784">784</a></span><span class="t">            <span class="nam">ARKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t785" href="#t785">785</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t786" href="#t786">786</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t787" href="#t787">787</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t788" href="#t788">788</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">,</span> <span class="str">'run_AC'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t789" href="#t789">789</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">imex_1st_order_MPI</span> <span class="key">import</span> <span class="nam">imex_1st_order_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t790" href="#t790">790</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t791" href="#t791">791</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t792" href="#t792">792</a></span><span class="t">                <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t793" href="#t793">793</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t794" href="#t794">794</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t795" href="#t795">795</a></span><span class="t">        <span class="nam">newton_inexactness</span> <span class="op">=</span> <span class="key">False</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_vdp'</span><span class="op">]</span> <span class="key">else</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t796" href="#t796">796</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t797" href="#t797">797</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t798" href="#t798">798</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span> <span class="str">'QI'</span><span class="op">:</span> <span class="str">'IE'</span><span class="op">,</span> <span class="str">'QE'</span><span class="op">:</span> <span class="str">"EE"</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t799" href="#t799">799</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t800" href="#t800">800</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t801" href="#t801">801</a></span><span class="t">        <span class="nam">desc_poly</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t802" href="#t802">802</a></span><span class="t">        <span class="nam">desc_poly</span><span class="op">[</span><span class="str">'sweeper_class'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t803" href="#t803">803</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t804" href="#t804">804</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t805" href="#t805">805</a></span><span class="t">            <span class="num">1</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t806" href="#t806">806</a></span><span class="t">            <span class="num">2</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t807" href="#t807">807</a></span><span class="t">            <span class="num">3</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t808" href="#t808">808</a></span><span class="t">            <span class="num">4</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t809" href="#t809">809</a></span><span class="t">            <span class="num">5</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t810" href="#t810">810</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t811" href="#t811">811</a></span><span class="t">        <span class="nam">RK_strategies</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t812" href="#t812">812</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Lorenz'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t813" href="#t813">813</a></span><span class="t">            <span class="nam">RK_strategies</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">ERKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t814" href="#t814">814</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">,</span> <span class="str">'run_AC'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t815" href="#t815">815</a></span><span class="t">            <span class="nam">RK_strategies</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">ARKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t816" href="#t816">816</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t817" href="#t817">817</a></span><span class="t">            <span class="nam">RK_strategies</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">ESDIRKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t818" href="#t818">818</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t819" href="#t819">819</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">3</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t820" href="#t820">820</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc_poly</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t821" href="#t821">821</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="nam">newton_inexactness</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t822" href="#t822">822</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t823" href="#t823">823</a></span><span class="t">            <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t824" href="#t824">824</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'label'</span><span class="op">:</span> <span class="str">r'$\Delta t$-$k$-adaptivity $N$=1x3'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t825" href="#t825">825</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t826" href="#t826">826</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t827" href="#t827">827</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="nam">RK_strategies</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t828" href="#t828">828</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t829" href="#t829">829</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t830" href="#t830">830</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t831" href="#t831">831</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t832" href="#t832">832</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t833" href="#t833">833</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t834" href="#t834">834</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'label'</span><span class="op">:</span> <span class="str">r'$\Delta t$-adaptivity $N$=4x1'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t835" href="#t835">835</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t836" href="#t836">836</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t837" href="#t837">837</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'parallel_efficiency'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t838" href="#t838">838</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t839" href="#t839">839</a></span><span class="t"><span class="str">        Compare parallel runs of the step size adaptive SDC</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t840" href="#t840">840</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t841" href="#t841">841</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t842" href="#t842">842</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t843" href="#t843">843</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">,</span> <span class="str">'run_AC'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t844" href="#t844">844</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">imex_1st_order_MPI</span> <span class="key">import</span> <span class="nam">imex_1st_order_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t845" href="#t845">845</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t846" href="#t846">846</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t847" href="#t847">847</a></span><span class="t">                <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t848" href="#t848">848</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t849" href="#t849">849</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t850" href="#t850">850</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t851" href="#t851">851</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span> <span class="str">'QI'</span><span class="op">:</span> <span class="str">'IE'</span><span class="op">,</span> <span class="str">'QE'</span><span class="op">:</span> <span class="str">'EE'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t852" href="#t852">852</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t853" href="#t853">853</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t854" href="#t854">854</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t855" href="#t855">855</a></span><span class="t">            <span class="num">1</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t856" href="#t856">856</a></span><span class="t">            <span class="num">2</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t857" href="#t857">857</a></span><span class="t">            <span class="num">3</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t858" href="#t858">858</a></span><span class="t">            <span class="num">4</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t859" href="#t859">859</a></span><span class="t">            <span class="num">5</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t860" href="#t860">860</a></span><span class="t">            <span class="num">12</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t861" href="#t861">861</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t757" href="#t757">757</a></span><span class="t">        <span class="key">for</span> <span class="nam">num_procs</span> <span class="key">in</span> <span class="op">[</span><span class="num">4</span><span class="op">,</span> <span class="num">2</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t758" href="#t758">758</a></span><span class="t">            <span class="nam">plotting_params</span> <span class="op">=</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">[</span><span class="nam">num_procs</span><span class="op">]</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="fst">f'</span><span class="fst">adaptivity </span><span class="op">{</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst"> procs</span><span class="fst">'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t759" href="#t759">759</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">num_procs</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t760" href="#t760">760</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span> <span class="nam">AdaptivityRestartFirstStep</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t761" href="#t761">761</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t762" href="#t762">762</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t763" href="#t763">763</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="nam">plotting_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t764" href="#t764">764</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t765" href="#t765">765</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t766" href="#t766">766</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'compare_strategies'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t767" href="#t767">767</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t768" href="#t768">768</a></span><span class="t"><span class="str">        Compare the different SDC strategies.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t769" href="#t769">769</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t770" href="#t770">770</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t771" href="#t771">771</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t772" href="#t772">772</a></span><span class="t">            <span class="nam">kAdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t773" href="#t773">773</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t774" href="#t774">774</a></span><span class="t">            <span class="nam">BaseStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t775" href="#t775">775</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t776" href="#t776">776</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t777" href="#t777">777</a></span><span class="t">        <span class="nam">newton_inexactness</span> <span class="op">=</span> <span class="key">False</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_vdp'</span><span class="op">]</span> <span class="key">else</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t778" href="#t778">778</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t779" href="#t779">779</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t780" href="#t780">780</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="nam">newton_inexactness</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t781" href="#t781">781</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t782" href="#t782">782</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t783" href="#t783">783</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">kAdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t784" href="#t784">784</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t785" href="#t785">785</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t786" href="#t786">786</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t787" href="#t787">787</a></span><span class="t">                <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t788" href="#t788">788</a></span><span class="t">                <span class="str">'sweeper_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span> <span class="str">'quad_type'</span><span class="op">:</span> <span class="str">'RADAU-RIGHT'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t789" href="#t789">789</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t790" href="#t790">790</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t791" href="#t791">791</a></span><span class="t">                <span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t792" href="#t792">792</a></span><span class="t">                <span class="nam">BaseStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t793" href="#t793">793</a></span><span class="t">            <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t794" href="#t794">794</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t795" href="#t795">795</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t796" href="#t796">796</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'RK_comp'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t797" href="#t797">797</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t798" href="#t798">798</a></span><span class="t"><span class="str">        Compare parallel adaptive SDC to Runge-Kutta</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t799" href="#t799">799</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t800" href="#t800">800</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t801" href="#t801">801</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t802" href="#t802">802</a></span><span class="t">            <span class="nam">ERKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t803" href="#t803">803</a></span><span class="t">            <span class="nam">ESDIRKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t804" href="#t804">804</a></span><span class="t">            <span class="nam">ARKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t805" href="#t805">805</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t806" href="#t806">806</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t807" href="#t807">807</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t808" href="#t808">808</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">,</span> <span class="str">'run_AC'</span><span class="op">,</span> <span class="str">'run_RBC'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t809" href="#t809">809</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">imex_1st_order_MPI</span> <span class="key">import</span> <span class="nam">imex_1st_order_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t810" href="#t810">810</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t811" href="#t811">811</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t812" href="#t812">812</a></span><span class="t">                <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t813" href="#t813">813</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t814" href="#t814">814</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t815" href="#t815">815</a></span><span class="t">        <span class="nam">newton_inexactness</span> <span class="op">=</span> <span class="key">False</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_vdp'</span><span class="op">,</span> <span class="str">'run_RBC'</span><span class="op">]</span> <span class="key">else</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t816" href="#t816">816</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t817" href="#t817">817</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t818" href="#t818">818</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span> <span class="str">'QI'</span><span class="op">:</span> <span class="str">'IE'</span><span class="op">,</span> <span class="str">'QE'</span><span class="op">:</span> <span class="str">"EE"</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t819" href="#t819">819</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t820" href="#t820">820</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t821" href="#t821">821</a></span><span class="t">        <span class="nam">desc_poly</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t822" href="#t822">822</a></span><span class="t">        <span class="nam">desc_poly</span><span class="op">[</span><span class="str">'sweeper_class'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t823" href="#t823">823</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t824" href="#t824">824</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t825" href="#t825">825</a></span><span class="t">            <span class="num">1</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t826" href="#t826">826</a></span><span class="t">            <span class="num">2</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t827" href="#t827">827</a></span><span class="t">            <span class="num">3</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t828" href="#t828">828</a></span><span class="t">            <span class="num">4</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t829" href="#t829">829</a></span><span class="t">            <span class="num">5</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t830" href="#t830">830</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t831" href="#t831">831</a></span><span class="t">        <span class="nam">RK_strategies</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t832" href="#t832">832</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Lorenz'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t833" href="#t833">833</a></span><span class="t">            <span class="nam">RK_strategies</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">ERKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t834" href="#t834">834</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">,</span> <span class="str">'run_AC'</span><span class="op">,</span> <span class="str">'run_RBC'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t835" href="#t835">835</a></span><span class="t">            <span class="nam">RK_strategies</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">ARKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t836" href="#t836">836</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t837" href="#t837">837</a></span><span class="t">            <span class="nam">RK_strategies</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">ESDIRKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t838" href="#t838">838</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t839" href="#t839">839</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">3</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t840" href="#t840">840</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc_poly</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t841" href="#t841">841</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="nam">newton_inexactness</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t842" href="#t842">842</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t843" href="#t843">843</a></span><span class="t">            <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t844" href="#t844">844</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'label'</span><span class="op">:</span> <span class="str">r'$\Delta t$-$k$-adaptivity $N$=1x3'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t845" href="#t845">845</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t846" href="#t846">846</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t847" href="#t847">847</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="nam">RK_strategies</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t848" href="#t848">848</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t849" href="#t849">849</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t850" href="#t850">850</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t851" href="#t851">851</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t852" href="#t852">852</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t853" href="#t853">853</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t854" href="#t854">854</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'label'</span><span class="op">:</span> <span class="str">r'$\Delta t$-adaptivity $N$=4x1'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t855" href="#t855">855</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t856" href="#t856">856</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t857" href="#t857">857</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'parallel_efficiency'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t858" href="#t858">858</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t859" href="#t859">859</a></span><span class="t"><span class="str">        Compare parallel runs of the step size adaptive SDC</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t860" href="#t860">860</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t861" href="#t861">861</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityStrategy</span><span class="op">,</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t862" href="#t862">862</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t863" href="#t863">863</a></span><span class="t">        <span class="nam">newton_inexactness</span> <span class="op">=</span> <span class="key">False</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_vdp'</span><span class="op">]</span> <span class="key">else</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t864" href="#t864">864</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t865" href="#t865">865</a></span><span class="t">        <span class="key">for</span> <span class="nam">num_procs</span> <span class="key">in</span> <span class="op">[</span><span class="num">4</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t866" href="#t866">866</a></span><span class="t">            <span class="nam">plotting_params</span> <span class="op">=</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t867" href="#t867">867</a></span><span class="t">                <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">[</span><span class="nam">num_procs</span><span class="op">]</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="fst">fr'</span><span class="fst">$\Delta t$-adaptivity $N$=</span><span class="op">{</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst">x1</span><span class="fst">'</span><span class="op">}</span> <span class="key">if</span> <span class="nam">num_procs</span> <span class="op">></span> <span class="num">1</span> <span class="key">else</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t863" href="#t863">863</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">,</span> <span class="str">'run_AC'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t864" href="#t864">864</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">imex_1st_order_MPI</span> <span class="key">import</span> <span class="nam">imex_1st_order_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t865" href="#t865">865</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t866" href="#t866">866</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t867" href="#t867">867</a></span><span class="t">                <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t868" href="#t868">868</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t869" href="#t869">869</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">num_procs</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t870" href="#t870">870</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t871" href="#t871">871</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">.</span><span class="nam">copy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t872" href="#t872">872</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t873" href="#t873">873</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="nam">plotting_params</span><span class="op">.</span><span class="nam">copy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t874" href="#t874">874</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t875" href="#t875">875</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">num_procs</span> <span class="op">*</span> <span class="num">100</span> <span class="op">+</span> <span class="num">79</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t876" href="#t876">876</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">parallel_sweeper</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t877" href="#t877">877</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t878" href="#t878">878</a></span><span class="t">                    <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t879" href="#t879">879</a></span><span class="t">                        <span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="nam">newton_inexactness</span><span class="op">,</span> <span class="nam">linear_inexactness</span><span class="op">=</span><span class="key">True</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t880" href="#t880">880</a></span><span class="t">                    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t881" href="#t881">881</a></span><span class="t">                <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t882" href="#t882">882</a></span><span class="t">                <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t883" href="#t883">883</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t884" href="#t884">884</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t885" href="#t885">885</a></span><span class="t">                    <span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">num_procs</span> <span class="op">*</span> <span class="num">3</span><span class="op">,</span> <span class="str">'-'</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t886" href="#t886">886</a></span><span class="t">                    <span class="str">'label'</span><span class="op">:</span> <span class="fst">rf'</span><span class="fst">$\Delta t$-$k$-adaptivity $N$=</span><span class="op">{</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst">x3</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t887" href="#t887">887</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t888" href="#t888">888</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t889" href="#t889">889</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t890" href="#t890">890</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="nam">num_procs</span> <span class="op">*</span> <span class="num">200</span> <span class="op">+</span> <span class="num">79</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t891" href="#t891">891</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t892" href="#t892">892</a></span><span class="t">                <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="nam">newton_inexactness</span><span class="op">,</span> <span class="nam">linear_inexactness</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t893" href="#t893">893</a></span><span class="t">            <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t894" href="#t894">894</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t895" href="#t895">895</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t896" href="#t896">896</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t897" href="#t897">897</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'interpolate_between_restarts'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t898" href="#t898">898</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t899" href="#t899">899</a></span><span class="t"><span class="str">        Compare adaptivity with interpolation between restarts and without</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t900" href="#t900">900</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t901" href="#t901">901</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t902" href="#t902">902</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t903" href="#t903">903</a></span><span class="t">        <span class="nam">i</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t904" href="#t904">904</a></span><span class="t">        <span class="key">for</span> <span class="nam">interpolate_between_restarts</span><span class="op">,</span> <span class="nam">handle</span><span class="op">,</span> <span class="nam">ls</span> <span class="key">in</span> <span class="nam">zip</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t905" href="#t905">905</a></span><span class="t">            <span class="op">[</span><span class="key">True</span><span class="op">,</span> <span class="key">False</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="str">'Interpolation between restarts'</span><span class="op">,</span> <span class="str">'regular'</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="str">'--'</span><span class="op">,</span> <span class="str">'-'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t906" href="#t906">906</a></span><span class="t">        <span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t907" href="#t907">907</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t908" href="#t908">908</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t909" href="#t909">909</a></span><span class="t">                    <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">interpolate_between_restarts</span><span class="op">=</span><span class="nam">interpolate_between_restarts</span><span class="op">,</span> <span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t910" href="#t910">910</a></span><span class="t">                <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t911" href="#t911">911</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t912" href="#t912">912</a></span><span class="t">                <span class="str">'handle'</span><span class="op">:</span> <span class="nam">handle</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t913" href="#t913">913</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t914" href="#t914">914</a></span><span class="t">            <span class="nam">i</span> <span class="op">+=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t915" href="#t915">915</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'diagonal_SDC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t916" href="#t916">916</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t917" href="#t917">917</a></span><span class="t"><span class="str">        Run diagonal SDC with different number of nodes and ranks. You can use this to compute a speedup, but it's not strong scaling!</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t918" href="#t918">918</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t919" href="#t919">919</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t920" href="#t920">920</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t921" href="#t921">921</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t922" href="#t922">922</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">imex_1st_order_MPI</span> <span class="key">import</span> <span class="nam">imex_1st_order_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t923" href="#t923">923</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t924" href="#t924">924</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t925" href="#t925">925</a></span><span class="t">                <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t926" href="#t926">926</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t927" href="#t927">927</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t928" href="#t928">928</a></span><span class="t">        <span class="key">for</span> <span class="nam">parallel</span> <span class="key">in</span> <span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t929" href="#t929">929</a></span><span class="t">            <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">parallel_sweeper</span><span class="op">}</span> <span class="key">if</span> <span class="nam">parallel</span> <span class="key">else</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t930" href="#t930">930</a></span><span class="t">            <span class="key">for</span> <span class="nam">num_nodes</span><span class="op">,</span> <span class="nam">ls</span> <span class="key">in</span> <span class="nam">zip</span><span class="op">(</span><span class="op">[</span><span class="num">3</span><span class="op">,</span> <span class="num">4</span><span class="op">,</span> <span class="num">2</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="str">'-'</span><span class="op">,</span> <span class="str">'--'</span><span class="op">,</span> <span class="str">':'</span><span class="op">,</span> <span class="str">'-.'</span><span class="op">]</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t931" href="#t931">931</a></span><span class="t">                <span class="nam">configurations</span><span class="op">[</span><span class="nam">num_nodes</span> <span class="op">+</span> <span class="op">(</span><span class="num">99</span> <span class="key">if</span> <span class="nam">parallel</span> <span class="key">else</span> <span class="num">0</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t932" href="#t932">932</a></span><span class="t">                    <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="op">**</span><span class="nam">desc</span><span class="op">,</span> <span class="str">'sweeper_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="nam">num_nodes</span><span class="op">}</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t933" href="#t933">933</a></span><span class="t">                    <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t934" href="#t934">934</a></span><span class="t">                        <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">linear_inexactness</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t935" href="#t935">935</a></span><span class="t">                    <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t936" href="#t936">936</a></span><span class="t">                    <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="nam">num_nodes</span> <span class="key">if</span> <span class="nam">parallel</span> <span class="key">else</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t937" href="#t937">937</a></span><span class="t">                    <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t938" href="#t938">938</a></span><span class="t">                    <span class="str">'handle'</span><span class="op">:</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">num_nodes</span><span class="op">}</span><span class="fst"> nodes</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t939" href="#t939">939</a></span><span class="t">                    <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t940" href="#t940">940</a></span><span class="t">                        <span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t941" href="#t941">941</a></span><span class="t">                        <span class="str">'label'</span><span class="op">:</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">num_nodes</span><span class="op">}</span><span class="fst"> procs</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t942" href="#t942">942</a></span><span class="t">                        <span class="com"># **{'color': 'grey' if parallel else None},</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t943" href="#t943">943</a></span><span class="t">                    <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t944" href="#t944">944</a></span><span class="t">                <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t945" href="#t945">945</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t946" href="#t946">946</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span><span class="op">[</span><span class="op">:</span><span class="num">13</span><span class="op">]</span> <span class="op">==</span> <span class="str">'vdp_stiffness'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t947" href="#t947">947</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t948" href="#t948">948</a></span><span class="t"><span class="str">        Run van der Pol with different parameter for the nonlinear term, which controls the stiffness.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t949" href="#t949">949</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t950" href="#t950">950</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t951" href="#t951">951</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t952" href="#t952">952</a></span><span class="t">            <span class="nam">ERKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t953" href="#t953">953</a></span><span class="t">            <span class="nam">ESDIRKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t954" href="#t954">954</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t955" href="#t955">955</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t956" href="#t956">956</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t957" href="#t957">957</a></span><span class="t">            <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t958" href="#t958">958</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t959" href="#t959">959</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t960" href="#t960">960</a></span><span class="t">        <span class="nam">Tends</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t961" href="#t961">961</a></span><span class="t">            <span class="num">1000</span><span class="op">:</span> <span class="num">2000</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t962" href="#t962">962</a></span><span class="t">            <span class="num">100</span><span class="op">:</span> <span class="num">200</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t963" href="#t963">963</a></span><span class="t">            <span class="num">10</span><span class="op">:</span> <span class="num">20</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t964" href="#t964">964</a></span><span class="t">            <span class="num">0</span><span class="op">:</span> <span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t965" href="#t965">965</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t966" href="#t966">966</a></span><span class="t">        <span class="nam">mu</span> <span class="op">=</span> <span class="nam">float</span><span class="op">(</span><span class="nam">mode</span><span class="op">[</span><span class="num">14</span><span class="op">:</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t967" href="#t967">967</a></span><span class="t">        <span class="nam">Tend</span> <span class="op">=</span> <span class="nam">Tends</span><span class="op">[</span><span class="nam">mu</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t968" href="#t968">968</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t969" href="#t969">969</a></span><span class="t">        <span class="nam">problem_desc</span> <span class="op">=</span> <span class="op">{</span><span class="str">'problem_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'mu'</span><span class="op">:</span> <span class="nam">mu</span><span class="op">}</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t970" href="#t970">970</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t971" href="#t971">971</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t972" href="#t972">972</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span> <span class="str">'QI'</span><span class="op">:</span> <span class="str">'IE'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t973" href="#t973">973</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t974" href="#t974">974</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">problem_desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t975" href="#t975">975</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t976" href="#t976">976</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t977" href="#t977">977</a></span><span class="t">            <span class="num">1</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t978" href="#t978">978</a></span><span class="t">            <span class="num">2</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t979" href="#t979">979</a></span><span class="t">            <span class="num">3</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t980" href="#t980">980</a></span><span class="t">            <span class="num">4</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t981" href="#t981">981</a></span><span class="t">            <span class="num">5</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t982" href="#t982">982</a></span><span class="t">            <span class="str">'MIN-SR-S'</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t983" href="#t983">983</a></span><span class="t">            <span class="str">'MIN-SR-NS'</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t984" href="#t984">984</a></span><span class="t">            <span class="str">'MIN-SR-FLEX'</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t869" href="#t869">869</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t870" href="#t870">870</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t871" href="#t871">871</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span> <span class="str">'QI'</span><span class="op">:</span> <span class="str">'IE'</span><span class="op">,</span> <span class="str">'QE'</span><span class="op">:</span> <span class="str">'EE'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t872" href="#t872">872</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t873" href="#t873">873</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t874" href="#t874">874</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t875" href="#t875">875</a></span><span class="t">            <span class="num">1</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t876" href="#t876">876</a></span><span class="t">            <span class="num">2</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t877" href="#t877">877</a></span><span class="t">            <span class="num">3</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t878" href="#t878">878</a></span><span class="t">            <span class="num">4</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t879" href="#t879">879</a></span><span class="t">            <span class="num">5</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t880" href="#t880">880</a></span><span class="t">            <span class="num">12</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t881" href="#t881">881</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t882" href="#t882">882</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t883" href="#t883">883</a></span><span class="t">        <span class="nam">newton_inexactness</span> <span class="op">=</span> <span class="key">False</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_vdp'</span><span class="op">]</span> <span class="key">else</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t884" href="#t884">884</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t885" href="#t885">885</a></span><span class="t">        <span class="key">for</span> <span class="nam">num_procs</span> <span class="key">in</span> <span class="op">[</span><span class="num">4</span><span class="op">,</span> <span class="num">1</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t886" href="#t886">886</a></span><span class="t">            <span class="nam">plotting_params</span> <span class="op">=</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t887" href="#t887">887</a></span><span class="t">                <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">[</span><span class="nam">num_procs</span><span class="op">]</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="fst">fr'</span><span class="fst">$\Delta t$-adaptivity $N$=</span><span class="op">{</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst">x1</span><span class="fst">'</span><span class="op">}</span> <span class="key">if</span> <span class="nam">num_procs</span> <span class="op">></span> <span class="num">1</span> <span class="key">else</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t888" href="#t888">888</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t889" href="#t889">889</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">num_procs</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t890" href="#t890">890</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t891" href="#t891">891</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">.</span><span class="nam">copy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t892" href="#t892">892</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t893" href="#t893">893</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="nam">plotting_params</span><span class="op">.</span><span class="nam">copy</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t894" href="#t894">894</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t895" href="#t895">895</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">num_procs</span> <span class="op">*</span> <span class="num">100</span> <span class="op">+</span> <span class="num">79</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t896" href="#t896">896</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">parallel_sweeper</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t897" href="#t897">897</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t898" href="#t898">898</a></span><span class="t">                    <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t899" href="#t899">899</a></span><span class="t">                        <span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="nam">newton_inexactness</span><span class="op">,</span> <span class="nam">linear_inexactness</span><span class="op">=</span><span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t900" href="#t900">900</a></span><span class="t">                    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t901" href="#t901">901</a></span><span class="t">                <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t902" href="#t902">902</a></span><span class="t">                <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t903" href="#t903">903</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t904" href="#t904">904</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t905" href="#t905">905</a></span><span class="t">                    <span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">num_procs</span> <span class="op">*</span> <span class="num">3</span><span class="op">,</span> <span class="str">'-'</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t906" href="#t906">906</a></span><span class="t">                    <span class="str">'label'</span><span class="op">:</span> <span class="fst">rf'</span><span class="fst">$\Delta t$-$k$-adaptivity $N$=</span><span class="op">{</span><span class="nam">num_procs</span><span class="op">}</span><span class="fst">x3</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t907" href="#t907">907</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t908" href="#t908">908</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t909" href="#t909">909</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t910" href="#t910">910</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="nam">num_procs</span> <span class="op">*</span> <span class="num">200</span> <span class="op">+</span> <span class="num">79</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t911" href="#t911">911</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t912" href="#t912">912</a></span><span class="t">                <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="nam">newton_inexactness</span><span class="op">,</span> <span class="nam">linear_inexactness</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t913" href="#t913">913</a></span><span class="t">            <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t914" href="#t914">914</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t915" href="#t915">915</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t916" href="#t916">916</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t917" href="#t917">917</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'interpolate_between_restarts'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t918" href="#t918">918</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t919" href="#t919">919</a></span><span class="t"><span class="str">        Compare adaptivity with interpolation between restarts and without</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t920" href="#t920">920</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t921" href="#t921">921</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t922" href="#t922">922</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t923" href="#t923">923</a></span><span class="t">        <span class="nam">i</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t924" href="#t924">924</a></span><span class="t">        <span class="key">for</span> <span class="nam">interpolate_between_restarts</span><span class="op">,</span> <span class="nam">handle</span><span class="op">,</span> <span class="nam">ls</span> <span class="key">in</span> <span class="nam">zip</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t925" href="#t925">925</a></span><span class="t">            <span class="op">[</span><span class="key">True</span><span class="op">,</span> <span class="key">False</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="str">'Interpolation between restarts'</span><span class="op">,</span> <span class="str">'regular'</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="str">'--'</span><span class="op">,</span> <span class="str">'-'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t926" href="#t926">926</a></span><span class="t">        <span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t927" href="#t927">927</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t928" href="#t928">928</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t929" href="#t929">929</a></span><span class="t">                    <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">interpolate_between_restarts</span><span class="op">=</span><span class="nam">interpolate_between_restarts</span><span class="op">,</span> <span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t930" href="#t930">930</a></span><span class="t">                <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t931" href="#t931">931</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t932" href="#t932">932</a></span><span class="t">                <span class="str">'handle'</span><span class="op">:</span> <span class="nam">handle</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t933" href="#t933">933</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t934" href="#t934">934</a></span><span class="t">            <span class="nam">i</span> <span class="op">+=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t935" href="#t935">935</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'diagonal_SDC'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t936" href="#t936">936</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t937" href="#t937">937</a></span><span class="t"><span class="str">        Run diagonal SDC with different number of nodes and ranks. You can use this to compute a speedup, but it's not strong scaling!</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t938" href="#t938">938</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t939" href="#t939">939</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t940" href="#t940">940</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t941" href="#t941">941</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t942" href="#t942">942</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">imex_1st_order_MPI</span> <span class="key">import</span> <span class="nam">imex_1st_order_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t943" href="#t943">943</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t944" href="#t944">944</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t945" href="#t945">945</a></span><span class="t">                <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t946" href="#t946">946</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t947" href="#t947">947</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t948" href="#t948">948</a></span><span class="t">        <span class="key">for</span> <span class="nam">parallel</span> <span class="key">in</span> <span class="op">[</span><span class="key">False</span><span class="op">,</span> <span class="key">True</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t949" href="#t949">949</a></span><span class="t">            <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">parallel_sweeper</span><span class="op">}</span> <span class="key">if</span> <span class="nam">parallel</span> <span class="key">else</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t950" href="#t950">950</a></span><span class="t">            <span class="key">for</span> <span class="nam">num_nodes</span><span class="op">,</span> <span class="nam">ls</span> <span class="key">in</span> <span class="nam">zip</span><span class="op">(</span><span class="op">[</span><span class="num">3</span><span class="op">,</span> <span class="num">4</span><span class="op">,</span> <span class="num">2</span><span class="op">]</span><span class="op">,</span> <span class="op">[</span><span class="str">'-'</span><span class="op">,</span> <span class="str">'--'</span><span class="op">,</span> <span class="str">':'</span><span class="op">,</span> <span class="str">'-.'</span><span class="op">]</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t951" href="#t951">951</a></span><span class="t">                <span class="nam">configurations</span><span class="op">[</span><span class="nam">num_nodes</span> <span class="op">+</span> <span class="op">(</span><span class="num">99</span> <span class="key">if</span> <span class="nam">parallel</span> <span class="key">else</span> <span class="num">0</span><span class="op">)</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t952" href="#t952">952</a></span><span class="t">                    <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="op">**</span><span class="nam">desc</span><span class="op">,</span> <span class="str">'sweeper_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="nam">num_nodes</span><span class="op">}</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t953" href="#t953">953</a></span><span class="t">                    <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t954" href="#t954">954</a></span><span class="t">                        <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">linear_inexactness</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t955" href="#t955">955</a></span><span class="t">                    <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t956" href="#t956">956</a></span><span class="t">                    <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="nam">num_nodes</span> <span class="key">if</span> <span class="nam">parallel</span> <span class="key">else</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t957" href="#t957">957</a></span><span class="t">                    <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t958" href="#t958">958</a></span><span class="t">                    <span class="str">'handle'</span><span class="op">:</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">num_nodes</span><span class="op">}</span><span class="fst"> nodes</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t959" href="#t959">959</a></span><span class="t">                    <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t960" href="#t960">960</a></span><span class="t">                        <span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t961" href="#t961">961</a></span><span class="t">                        <span class="str">'label'</span><span class="op">:</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">num_nodes</span><span class="op">}</span><span class="fst"> procs</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t962" href="#t962">962</a></span><span class="t">                        <span class="com"># **{'color': 'grey' if parallel else None},</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t963" href="#t963">963</a></span><span class="t">                    <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t964" href="#t964">964</a></span><span class="t">                <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t965" href="#t965">965</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t966" href="#t966">966</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span><span class="op">[</span><span class="op">:</span><span class="num">13</span><span class="op">]</span> <span class="op">==</span> <span class="str">'vdp_stiffness'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t967" href="#t967">967</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t968" href="#t968">968</a></span><span class="t"><span class="str">        Run van der Pol with different parameter for the nonlinear term, which controls the stiffness.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t969" href="#t969">969</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t970" href="#t970">970</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t971" href="#t971">971</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t972" href="#t972">972</a></span><span class="t">            <span class="nam">ERKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t973" href="#t973">973</a></span><span class="t">            <span class="nam">ESDIRKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t974" href="#t974">974</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t975" href="#t975">975</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t976" href="#t976">976</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t977" href="#t977">977</a></span><span class="t">            <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t978" href="#t978">978</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t979" href="#t979">979</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t980" href="#t980">980</a></span><span class="t">        <span class="nam">Tends</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t981" href="#t981">981</a></span><span class="t">            <span class="num">1000</span><span class="op">:</span> <span class="num">2000</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t982" href="#t982">982</a></span><span class="t">            <span class="num">100</span><span class="op">:</span> <span class="num">200</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t983" href="#t983">983</a></span><span class="t">            <span class="num">10</span><span class="op">:</span> <span class="num">20</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t984" href="#t984">984</a></span><span class="t">            <span class="num">0</span><span class="op">:</span> <span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t985" href="#t985">985</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t986" href="#t986">986</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t987" href="#t987">987</a></span><span class="t">        <span class="key">if</span> <span class="nam">mu</span> <span class="op">&lt;</span> <span class="num">100</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t988" href="#t988">988</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t989" href="#t989">989</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">ERKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t990" href="#t990">990</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t991" href="#t991">991</a></span><span class="t">                <span class="str">'handle'</span><span class="op">:</span> <span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t992" href="#t992">992</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'label'</span><span class="op">:</span> <span class="str">'CP5(4)'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t993" href="#t993">993</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">problem_desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t994" href="#t994">994</a></span><span class="t">                <span class="str">'Tend'</span><span class="op">:</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t995" href="#t995">995</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t996" href="#t996">996</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t997" href="#t997">997</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t998" href="#t998">998</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t999" href="#t999">999</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1000" href="#t1000">1000</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="str">'SDC $N$=4x1'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1001" href="#t1001">1001</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1002" href="#t1002">1002</a></span><span class="t">            <span class="str">'Tend'</span><span class="op">:</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1003" href="#t1003">1003</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1004" href="#t1004">1004</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">4</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1005" href="#t1005">1005</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">ESDIRKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1006" href="#t1006">1006</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1007" href="#t1007">1007</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1008" href="#t1008">1008</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'label'</span><span class="op">:</span> <span class="str">'ESDIRK5(3)'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1009" href="#t1009">1009</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">problem_desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1010" href="#t1010">1010</a></span><span class="t">            <span class="str">'Tend'</span><span class="op">:</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1011" href="#t1011">1011</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1012" href="#t1012">1012</a></span><span class="t">        <span class="key">for</span> <span class="nam">QI</span><span class="op">,</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">zip</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1013" href="#t1013">1013</a></span><span class="t">            <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1014" href="#t1014">1014</a></span><span class="t">                <span class="str">'MIN-SR-S'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1015" href="#t1015">1015</a></span><span class="t">                <span class="com"># 'MIN-SR-FLEX',</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1016" href="#t1016">1016</a></span><span class="t">            <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1017" href="#t1017">1017</a></span><span class="t">            <span class="op">[</span><span class="num">9991</span><span class="op">,</span> <span class="num">12123127391</span><span class="op">,</span> <span class="num">1231723109247102731092</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1018" href="#t1018">1018</a></span><span class="t">        <span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1019" href="#t1019">1019</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1020" href="#t1020">1020</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1021" href="#t1021">1021</a></span><span class="t">                    <span class="str">'sweeper_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span> <span class="str">'QI'</span><span class="op">:</span> <span class="nam">QI</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1022" href="#t1022">1022</a></span><span class="t">                    <span class="str">'problem_params'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">[</span><span class="str">"problem_params"</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1023" href="#t1023">1023</a></span><span class="t">                    <span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1024" href="#t1024">1024</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1025" href="#t1025">1025</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1026" href="#t1026">1026</a></span><span class="t">                    <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1027" href="#t1027">1027</a></span><span class="t">                        <span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">linear_inexactness</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">max_slope</span><span class="op">=</span><span class="num">4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1028" href="#t1028">1028</a></span><span class="t">                    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1029" href="#t1029">1029</a></span><span class="t">                <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1030" href="#t1030">1030</a></span><span class="t">                <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1031" href="#t1031">1031</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1032" href="#t1032">1032</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1033" href="#t1033">1033</a></span><span class="t">                    <span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">QI</span><span class="op">,</span> <span class="str">'-'</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1034" href="#t1034">1034</a></span><span class="t">                    <span class="str">'label'</span><span class="op">:</span> <span class="fst">rf'</span><span class="fst">$\Delta t$-$k$-adaptivity $N$=</span><span class="op">{</span><span class="num">1</span><span class="op">}</span><span class="fst">x3</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1035" href="#t1035">1035</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1036" href="#t1036">1036</a></span><span class="t">                <span class="str">'handle'</span><span class="op">:</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">QI</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1037" href="#t1037">1037</a></span><span class="t">                <span class="str">'Tend'</span><span class="op">:</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1038" href="#t1038">1038</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1039" href="#t1039">1039</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1040" href="#t1040">1040</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'inexactness'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1041" href="#t1041">1041</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1042" href="#t1042">1042</a></span><span class="t"><span class="str">        Compare inexact SDC to exact SDC</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1043" href="#t1043">1043</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1044" href="#t1044">1044</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1045" href="#t1045">1045</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1046" href="#t1046">1046</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1047" href="#t1047">1047</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1048" href="#t1048">1048</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1049" href="#t1049">1049</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">imex_1st_order_MPI</span> <span class="key">import</span> <span class="nam">imex_1st_order_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1050" href="#t1050">1050</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1051" href="#t1051">1051</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1052" href="#t1052">1052</a></span><span class="t">                <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1053" href="#t1053">1053</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1054" href="#t1054">1054</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1055" href="#t1055">1055</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1056" href="#t1056">1056</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1057" href="#t1057">1057</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1058" href="#t1058">1058</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1059" href="#t1059">1059</a></span><span class="t">        <span class="nam">inexactness</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1060" href="#t1060">1060</a></span><span class="t">            <span class="str">'newton_inexactness'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1061" href="#t1061">1061</a></span><span class="t">            <span class="str">'linear_inexactness'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1062" href="#t1062">1062</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1063" href="#t1063">1063</a></span><span class="t">        <span class="nam">no_inexactness</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1064" href="#t1064">1064</a></span><span class="t">            <span class="str">'newton_inexactness'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1065" href="#t1065">1065</a></span><span class="t">            <span class="str">'linear_inexactness'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1066" href="#t1066">1066</a></span><span class="t">            <span class="str">'SDC_maxiter'</span><span class="op">:</span> <span class="num">99</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1067" href="#t1067">1067</a></span><span class="t">            <span class="str">'use_restol_rel'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1068" href="#t1068">1068</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1069" href="#t1069">1069</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1070" href="#t1070">1070</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1071" href="#t1071">1071</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">parallel_sweeper</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1072" href="#t1072">1072</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">me</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="op">**</span><span class="nam">no_inexactness</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">strategies</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1073" href="#t1073">1073</a></span><span class="t">            <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1074" href="#t1074">1074</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="str">'exact'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1075" href="#t1075">1075</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="str">'--'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1076" href="#t1076">1076</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1077" href="#t1077">1077</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1078" href="#t1078">1078</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">parallel_sweeper</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1079" href="#t1079">1079</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">me</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="op">**</span><span class="nam">inexactness</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">strategies</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1080" href="#t1080">1080</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="str">'inexact'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1081" href="#t1081">1081</a></span><span class="t">            <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t986" href="#t986">986</a></span><span class="t">        <span class="nam">mu</span> <span class="op">=</span> <span class="nam">float</span><span class="op">(</span><span class="nam">mode</span><span class="op">[</span><span class="num">14</span><span class="op">:</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t987" href="#t987">987</a></span><span class="t">        <span class="nam">Tend</span> <span class="op">=</span> <span class="nam">Tends</span><span class="op">[</span><span class="nam">mu</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t988" href="#t988">988</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t989" href="#t989">989</a></span><span class="t">        <span class="nam">problem_desc</span> <span class="op">=</span> <span class="op">{</span><span class="str">'problem_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'mu'</span><span class="op">:</span> <span class="nam">mu</span><span class="op">}</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t990" href="#t990">990</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t991" href="#t991">991</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t992" href="#t992">992</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span> <span class="str">'QI'</span><span class="op">:</span> <span class="str">'IE'</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t993" href="#t993">993</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t994" href="#t994">994</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">problem_desc</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t995" href="#t995">995</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t996" href="#t996">996</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t997" href="#t997">997</a></span><span class="t">            <span class="num">1</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t998" href="#t998">998</a></span><span class="t">            <span class="num">2</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t999" href="#t999">999</a></span><span class="t">            <span class="num">3</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1000" href="#t1000">1000</a></span><span class="t">            <span class="num">4</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1001" href="#t1001">1001</a></span><span class="t">            <span class="num">5</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1002" href="#t1002">1002</a></span><span class="t">            <span class="str">'MIN-SR-S'</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1003" href="#t1003">1003</a></span><span class="t">            <span class="str">'MIN-SR-NS'</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1004" href="#t1004">1004</a></span><span class="t">            <span class="str">'MIN-SR-FLEX'</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1005" href="#t1005">1005</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1006" href="#t1006">1006</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1007" href="#t1007">1007</a></span><span class="t">        <span class="key">if</span> <span class="nam">mu</span> <span class="op">&lt;</span> <span class="num">100</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1008" href="#t1008">1008</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1009" href="#t1009">1009</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">ERKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1010" href="#t1010">1010</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1011" href="#t1011">1011</a></span><span class="t">                <span class="str">'handle'</span><span class="op">:</span> <span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1012" href="#t1012">1012</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'label'</span><span class="op">:</span> <span class="str">'CP5(4)'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1013" href="#t1013">1013</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">problem_desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1014" href="#t1014">1014</a></span><span class="t">                <span class="str">'Tend'</span><span class="op">:</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1015" href="#t1015">1015</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1016" href="#t1016">1016</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1017" href="#t1017">1017</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1018" href="#t1018">1018</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1019" href="#t1019">1019</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1020" href="#t1020">1020</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">[</span><span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="str">'SDC $N$=4x1'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1021" href="#t1021">1021</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1022" href="#t1022">1022</a></span><span class="t">            <span class="str">'Tend'</span><span class="op">:</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1023" href="#t1023">1023</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1024" href="#t1024">1024</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">4</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1025" href="#t1025">1025</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">ESDIRKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1026" href="#t1026">1026</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1027" href="#t1027">1027</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1028" href="#t1028">1028</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'label'</span><span class="op">:</span> <span class="str">'ESDIRK5(3)'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1029" href="#t1029">1029</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">problem_desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1030" href="#t1030">1030</a></span><span class="t">            <span class="str">'Tend'</span><span class="op">:</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1031" href="#t1031">1031</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1032" href="#t1032">1032</a></span><span class="t">        <span class="key">for</span> <span class="nam">QI</span><span class="op">,</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">zip</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1033" href="#t1033">1033</a></span><span class="t">            <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1034" href="#t1034">1034</a></span><span class="t">                <span class="str">'MIN-SR-S'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1035" href="#t1035">1035</a></span><span class="t">                <span class="com"># 'MIN-SR-FLEX',</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1036" href="#t1036">1036</a></span><span class="t">            <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1037" href="#t1037">1037</a></span><span class="t">            <span class="op">[</span><span class="num">9991</span><span class="op">,</span> <span class="num">12123127391</span><span class="op">,</span> <span class="num">1231723109247102731092</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1038" href="#t1038">1038</a></span><span class="t">        <span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1039" href="#t1039">1039</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1040" href="#t1040">1040</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1041" href="#t1041">1041</a></span><span class="t">                    <span class="str">'sweeper_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span> <span class="str">'QI'</span><span class="op">:</span> <span class="nam">QI</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1042" href="#t1042">1042</a></span><span class="t">                    <span class="str">'problem_params'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">[</span><span class="str">"problem_params"</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1043" href="#t1043">1043</a></span><span class="t">                    <span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1044" href="#t1044">1044</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1045" href="#t1045">1045</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1046" href="#t1046">1046</a></span><span class="t">                    <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1047" href="#t1047">1047</a></span><span class="t">                        <span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">linear_inexactness</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">max_slope</span><span class="op">=</span><span class="num">4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1048" href="#t1048">1048</a></span><span class="t">                    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1049" href="#t1049">1049</a></span><span class="t">                <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1050" href="#t1050">1050</a></span><span class="t">                <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1051" href="#t1051">1051</a></span><span class="t">                <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1052" href="#t1052">1052</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1053" href="#t1053">1053</a></span><span class="t">                    <span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">QI</span><span class="op">,</span> <span class="str">'-'</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1054" href="#t1054">1054</a></span><span class="t">                    <span class="str">'label'</span><span class="op">:</span> <span class="fst">rf'</span><span class="fst">$\Delta t$-$k$-adaptivity $N$=</span><span class="op">{</span><span class="num">1</span><span class="op">}</span><span class="fst">x3</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1055" href="#t1055">1055</a></span><span class="t">                <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1056" href="#t1056">1056</a></span><span class="t">                <span class="str">'handle'</span><span class="op">:</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">QI</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1057" href="#t1057">1057</a></span><span class="t">                <span class="str">'Tend'</span><span class="op">:</span> <span class="nam">Tend</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1058" href="#t1058">1058</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1059" href="#t1059">1059</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1060" href="#t1060">1060</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'inexactness'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1061" href="#t1061">1061</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1062" href="#t1062">1062</a></span><span class="t"><span class="str">        Compare inexact SDC to exact SDC</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1063" href="#t1063">1063</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1064" href="#t1064">1064</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1065" href="#t1065">1065</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1066" href="#t1066">1066</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1067" href="#t1067">1067</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1068" href="#t1068">1068</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1069" href="#t1069">1069</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">imex_1st_order_MPI</span> <span class="key">import</span> <span class="nam">imex_1st_order_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1070" href="#t1070">1070</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1071" href="#t1071">1071</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1072" href="#t1072">1072</a></span><span class="t">                <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1073" href="#t1073">1073</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1074" href="#t1074">1074</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1075" href="#t1075">1075</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1076" href="#t1076">1076</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1077" href="#t1077">1077</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1078" href="#t1078">1078</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1079" href="#t1079">1079</a></span><span class="t">        <span class="nam">inexactness</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1080" href="#t1080">1080</a></span><span class="t">            <span class="str">'newton_inexactness'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1081" href="#t1081">1081</a></span><span class="t">            <span class="str">'linear_inexactness'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1082" href="#t1082">1082</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1083" href="#t1083">1083</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'compare_adaptivity'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1084" href="#t1084">1084</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1085" href="#t1085">1085</a></span><span class="t"><span class="str">        Compare various modes of adaptivity</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1086" href="#t1086">1086</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1087" href="#t1087">1087</a></span><span class="t">        <span class="com"># TODO: configurations not final!</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1088" href="#t1088">1088</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1089" href="#t1089">1089</a></span><span class="t">            <span class="com"># AdaptivityCollocationTypeStrategy,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1090" href="#t1090">1090</a></span><span class="t">            <span class="com"># AdaptivityCollocationRefinementStrategy,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1091" href="#t1091">1091</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1092" href="#t1092">1092</a></span><span class="t">            <span class="com"># AdaptivityExtrapolationWithinQStrategy,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1093" href="#t1093">1093</a></span><span class="t">            <span class="nam">ESDIRKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1094" href="#t1094">1094</a></span><span class="t">            <span class="nam">ARKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1095" href="#t1095">1095</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1096" href="#t1096">1096</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1097" href="#t1097">1097</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1098" href="#t1098">1098</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1099" href="#t1099">1099</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">imex_1st_order_MPI</span> <span class="key">import</span> <span class="nam">imex_1st_order_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1100" href="#t1100">1100</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1101" href="#t1101">1101</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1102" href="#t1102">1102</a></span><span class="t">                <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1103" href="#t1103">1103</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1104" href="#t1104">1104</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1105" href="#t1105">1105</a></span><span class="t">        <span class="nam">inexactness_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1106" href="#t1106">1106</a></span><span class="t">            <span class="com"># 'double_adaptivity': True,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1107" href="#t1107">1107</a></span><span class="t">            <span class="str">'newton_inexactness'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1108" href="#t1108">1108</a></span><span class="t">            <span class="str">'linear_inexactness'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1109" href="#t1109">1109</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1110" href="#t1110">1110</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1111" href="#t1111">1111</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1112" href="#t1112">1112</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1113" href="#t1113">1113</a></span><span class="t">            <span class="com"># AdaptivityCollocationTypeStrategy,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1114" href="#t1114">1114</a></span><span class="t">            <span class="com"># AdaptivityExtrapolationWithinQStrategy,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1115" href="#t1115">1115</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1116" href="#t1116">1116</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1117" href="#t1117">1117</a></span><span class="t">        <span class="com"># restol = None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1118" href="#t1118">1118</a></span><span class="t">        <span class="com"># for strategy in strategies:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1119" href="#t1119">1119</a></span><span class="t">        <span class="com">#     strategy.restol = restol</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1120" href="#t1120">1120</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1121" href="#t1121">1121</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1122" href="#t1122">1122</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">parallel_sweeper</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1123" href="#t1123">1123</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">me</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="op">**</span><span class="nam">inexactness_params</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">strategies</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1124" href="#t1124">1124</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="str">'parallel'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1125" href="#t1125">1125</a></span><span class="t">            <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1126" href="#t1126">1126</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="str">'3 procs'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1127" href="#t1127">1127</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1128" href="#t1128">1128</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1129" href="#t1129">1129</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">me</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="op">**</span><span class="nam">inexactness_params</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">strategies</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1130" href="#t1130">1130</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="str">'--'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1131" href="#t1131">1131</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1132" href="#t1132">1132</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">4</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1133" href="#t1133">1133</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1134" href="#t1134">1134</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1135" href="#t1135">1135</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1083" href="#t1083">1083</a></span><span class="t">        <span class="nam">no_inexactness</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1084" href="#t1084">1084</a></span><span class="t">            <span class="str">'newton_inexactness'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1085" href="#t1085">1085</a></span><span class="t">            <span class="str">'linear_inexactness'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1086" href="#t1086">1086</a></span><span class="t">            <span class="str">'SDC_maxiter'</span><span class="op">:</span> <span class="num">99</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1087" href="#t1087">1087</a></span><span class="t">            <span class="str">'use_restol_rel'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1088" href="#t1088">1088</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1089" href="#t1089">1089</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1090" href="#t1090">1090</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1091" href="#t1091">1091</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">parallel_sweeper</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1092" href="#t1092">1092</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">me</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="op">**</span><span class="nam">no_inexactness</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">strategies</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1093" href="#t1093">1093</a></span><span class="t">            <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1094" href="#t1094">1094</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="str">'exact'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1095" href="#t1095">1095</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="str">'--'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1096" href="#t1096">1096</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1097" href="#t1097">1097</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1098" href="#t1098">1098</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">parallel_sweeper</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1099" href="#t1099">1099</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">me</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="op">**</span><span class="nam">inexactness</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">strategies</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1100" href="#t1100">1100</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="str">'inexact'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1101" href="#t1101">1101</a></span><span class="t">            <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1102" href="#t1102">1102</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1103" href="#t1103">1103</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'compare_adaptivity'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1104" href="#t1104">1104</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1105" href="#t1105">1105</a></span><span class="t"><span class="str">        Compare various modes of adaptivity</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1106" href="#t1106">1106</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1107" href="#t1107">1107</a></span><span class="t">        <span class="com"># TODO: configurations not final!</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1108" href="#t1108">1108</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1109" href="#t1109">1109</a></span><span class="t">            <span class="com"># AdaptivityCollocationTypeStrategy,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1110" href="#t1110">1110</a></span><span class="t">            <span class="com"># AdaptivityCollocationRefinementStrategy,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1111" href="#t1111">1111</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1112" href="#t1112">1112</a></span><span class="t">            <span class="com"># AdaptivityExtrapolationWithinQStrategy,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1113" href="#t1113">1113</a></span><span class="t">            <span class="nam">ESDIRKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1114" href="#t1114">1114</a></span><span class="t">            <span class="nam">ARKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1115" href="#t1115">1115</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1116" href="#t1116">1116</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1117" href="#t1117">1117</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1118" href="#t1118">1118</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1119" href="#t1119">1119</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">imex_1st_order_MPI</span> <span class="key">import</span> <span class="nam">imex_1st_order_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1120" href="#t1120">1120</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1121" href="#t1121">1121</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1122" href="#t1122">1122</a></span><span class="t">                <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1123" href="#t1123">1123</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1124" href="#t1124">1124</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1125" href="#t1125">1125</a></span><span class="t">        <span class="nam">inexactness_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1126" href="#t1126">1126</a></span><span class="t">            <span class="com"># 'double_adaptivity': True,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1127" href="#t1127">1127</a></span><span class="t">            <span class="str">'newton_inexactness'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1128" href="#t1128">1128</a></span><span class="t">            <span class="str">'linear_inexactness'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1129" href="#t1129">1129</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1130" href="#t1130">1130</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1131" href="#t1131">1131</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1132" href="#t1132">1132</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1133" href="#t1133">1133</a></span><span class="t">            <span class="com"># AdaptivityCollocationTypeStrategy,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1134" href="#t1134">1134</a></span><span class="t">            <span class="com"># AdaptivityExtrapolationWithinQStrategy,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1135" href="#t1135">1135</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1136" href="#t1136">1136</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1137" href="#t1137">1137</a></span><span class="t">        <span class="nam">desc_RK</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1138" href="#t1138">1138</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1139" href="#t1139">1139</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1140" href="#t1140">1140</a></span><span class="t">                <span class="nam">ARKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Schroedinger'</span> <span class="key">else</span> <span class="nam">ESDIRKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1141" href="#t1141">1141</a></span><span class="t">            <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1142" href="#t1142">1142</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1143" href="#t1143">1143</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc_RK</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1144" href="#t1144">1144</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1145" href="#t1145">1145</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1146" href="#t1146">1146</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'preconditioners'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1147" href="#t1147">1147</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1148" href="#t1148">1148</a></span><span class="t"><span class="str">        Compare different preconditioners</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1149" href="#t1149">1149</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1150" href="#t1150">1150</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1151" href="#t1151">1151</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1152" href="#t1152">1152</a></span><span class="t">            <span class="nam">IterateStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1153" href="#t1153">1153</a></span><span class="t">            <span class="nam">BaseStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1154" href="#t1154">1154</a></span><span class="t">            <span class="nam">ESDIRKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1155" href="#t1155">1155</a></span><span class="t">            <span class="nam">ERKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1156" href="#t1156">1156</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1157" href="#t1157">1157</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1158" href="#t1158">1158</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1159" href="#t1159">1159</a></span><span class="t">        <span class="nam">inexacness</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1160" href="#t1160">1160</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1161" href="#t1161">1161</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1162" href="#t1162">1162</a></span><span class="t">                <span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">SDC_maxiter</span><span class="op">=</span><span class="num">29</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="nam">inexacness</span><span class="op">,</span> <span class="nam">linear_inexactness</span><span class="op">=</span><span class="nam">inexacness</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1163" href="#t1163">1163</a></span><span class="t">            <span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1164" href="#t1164">1164</a></span><span class="t">            <span class="nam">BaseStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1165" href="#t1165">1165</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1166" href="#t1166">1166</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1167" href="#t1167">1167</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1168" href="#t1168">1168</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1169" href="#t1169">1169</a></span><span class="t">            <span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1170" href="#t1170">1170</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1171" href="#t1171">1171</a></span><span class="t">        <span class="com"># desc['step_params'] = {'maxiter': 5}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1172" href="#t1172">1172</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1173" href="#t1173">1173</a></span><span class="t">        <span class="nam">precons</span> <span class="op">=</span> <span class="op">[</span><span class="str">'IE'</span><span class="op">,</span> <span class="str">'LU'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1174" href="#t1174">1174</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">[</span><span class="str">'-.'</span><span class="op">,</span> <span class="str">'--'</span><span class="op">,</span> <span class="str">'-'</span><span class="op">,</span> <span class="str">':'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1175" href="#t1175">1175</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">precons</span><span class="op">)</span> <span class="op">+</span> <span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1176" href="#t1176">1176</a></span><span class="t">            <span class="key">if</span> <span class="nam">i</span> <span class="op">&lt;</span> <span class="nam">len</span><span class="op">(</span><span class="nam">precons</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1177" href="#t1177">1177</a></span><span class="t">                <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'QI'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">precons</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1178" href="#t1178">1178</a></span><span class="t">                <span class="nam">handle</span> <span class="op">=</span> <span class="nam">precons</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1179" href="#t1179">1179</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1180" href="#t1180">1180</a></span><span class="t">                <span class="nam">handle</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1181" href="#t1181">1181</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1182" href="#t1182">1182</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="nam">strategies</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1183" href="#t1183">1183</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">copy</span><span class="op">.</span><span class="nam">deepcopy</span><span class="op">(</span><span class="nam">desc</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1184" href="#t1184">1184</a></span><span class="t">                <span class="str">'handle'</span><span class="op">:</span> <span class="nam">handle</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1185" href="#t1185">1185</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1186" href="#t1186">1186</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1187" href="#t1187">1187</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'RK_comp_high_order'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1188" href="#t1188">1188</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1189" href="#t1189">1189</a></span><span class="t"><span class="str">        Compare higher order SDC than we can get with RKM to RKM</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1190" href="#t1190">1190</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1191" href="#t1191">1191</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1192" href="#t1192">1192</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1193" href="#t1193">1193</a></span><span class="t">            <span class="nam">ERKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1194" href="#t1194">1194</a></span><span class="t">            <span class="nam">ESDIRKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1195" href="#t1195">1195</a></span><span class="t">            <span class="nam">ARKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1196" href="#t1196">1196</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1197" href="#t1197">1197</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1198" href="#t1198">1198</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1199" href="#t1199">1199</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1200" href="#t1200">1200</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">imex_1st_order_MPI</span> <span class="key">import</span> <span class="nam">imex_1st_order_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1201" href="#t1201">1201</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1202" href="#t1202">1202</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1203" href="#t1203">1203</a></span><span class="t">                <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1204" href="#t1204">1204</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1205" href="#t1205">1205</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1206" href="#t1206">1206</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1207" href="#t1207">1207</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">4</span><span class="op">,</span> <span class="str">'QI'</span><span class="op">:</span> <span class="str">'IE'</span><span class="op">,</span> <span class="str">'QE'</span><span class="op">:</span> <span class="str">"EE"</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1208" href="#t1208">1208</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">7</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1209" href="#t1209">1209</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1210" href="#t1210">1210</a></span><span class="t">        <span class="nam">desc_poly</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1211" href="#t1211">1211</a></span><span class="t">        <span class="nam">desc_poly</span><span class="op">[</span><span class="str">'sweeper_class'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1212" href="#t1212">1212</a></span><span class="t">        <span class="nam">desc_poly</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">4</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1213" href="#t1213">1213</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1214" href="#t1214">1214</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1215" href="#t1215">1215</a></span><span class="t">            <span class="num">1</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1216" href="#t1216">1216</a></span><span class="t">            <span class="num">2</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1217" href="#t1217">1217</a></span><span class="t">            <span class="num">3</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1218" href="#t1218">1218</a></span><span class="t">            <span class="num">4</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1219" href="#t1219">1219</a></span><span class="t">            <span class="num">5</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1220" href="#t1220">1220</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1221" href="#t1221">1221</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1222" href="#t1222">1222</a></span><span class="t">        <span class="nam">desc_RK</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1223" href="#t1223">1223</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1224" href="#t1224">1224</a></span><span class="t">            <span class="nam">desc_RK</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'imex'</span><span class="op">:</span> <span class="key">True</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1137" href="#t1137">1137</a></span><span class="t">        <span class="com"># restol = None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1138" href="#t1138">1138</a></span><span class="t">        <span class="com"># for strategy in strategies:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1139" href="#t1139">1139</a></span><span class="t">        <span class="com">#     strategy.restol = restol</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1140" href="#t1140">1140</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1141" href="#t1141">1141</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1142" href="#t1142">1142</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="str">'sweeper_class'</span><span class="op">:</span> <span class="nam">parallel_sweeper</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1143" href="#t1143">1143</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">me</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="op">**</span><span class="nam">inexactness_params</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">strategies</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1144" href="#t1144">1144</a></span><span class="t">            <span class="str">'handle'</span><span class="op">:</span> <span class="str">'parallel'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1145" href="#t1145">1145</a></span><span class="t">            <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1146" href="#t1146">1146</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span> <span class="str">'label'</span><span class="op">:</span> <span class="str">'3 procs'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1147" href="#t1147">1147</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1148" href="#t1148">1148</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1149" href="#t1149">1149</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">me</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="op">**</span><span class="nam">inexactness_params</span><span class="op">)</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">strategies</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1150" href="#t1150">1150</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="str">'--'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1151" href="#t1151">1151</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1152" href="#t1152">1152</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">4</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1153" href="#t1153">1153</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="op">{</span><span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">5</span><span class="op">}</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1154" href="#t1154">1154</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1155" href="#t1155">1155</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1156" href="#t1156">1156</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1157" href="#t1157">1157</a></span><span class="t">        <span class="nam">desc_RK</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1158" href="#t1158">1158</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1159" href="#t1159">1159</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1160" href="#t1160">1160</a></span><span class="t">                <span class="nam">ARKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="op">==</span> <span class="str">'run_Schroedinger'</span> <span class="key">else</span> <span class="nam">ESDIRKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1161" href="#t1161">1161</a></span><span class="t">            <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1162" href="#t1162">1162</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1163" href="#t1163">1163</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc_RK</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1164" href="#t1164">1164</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1165" href="#t1165">1165</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1166" href="#t1166">1166</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'preconditioners'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1167" href="#t1167">1167</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1168" href="#t1168">1168</a></span><span class="t"><span class="str">        Compare different preconditioners</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1169" href="#t1169">1169</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1170" href="#t1170">1170</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1171" href="#t1171">1171</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1172" href="#t1172">1172</a></span><span class="t">            <span class="nam">IterateStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1173" href="#t1173">1173</a></span><span class="t">            <span class="nam">BaseStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1174" href="#t1174">1174</a></span><span class="t">            <span class="nam">ESDIRKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1175" href="#t1175">1175</a></span><span class="t">            <span class="nam">ERKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1176" href="#t1176">1176</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1177" href="#t1177">1177</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1178" href="#t1178">1178</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1179" href="#t1179">1179</a></span><span class="t">        <span class="nam">inexacness</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1180" href="#t1180">1180</a></span><span class="t">        <span class="nam">strategies</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1181" href="#t1181">1181</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1182" href="#t1182">1182</a></span><span class="t">                <span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">SDC_maxiter</span><span class="op">=</span><span class="num">29</span><span class="op">,</span> <span class="nam">newton_inexactness</span><span class="op">=</span><span class="nam">inexacness</span><span class="op">,</span> <span class="nam">linear_inexactness</span><span class="op">=</span><span class="nam">inexacness</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1183" href="#t1183">1183</a></span><span class="t">            <span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1184" href="#t1184">1184</a></span><span class="t">            <span class="nam">BaseStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1185" href="#t1185">1185</a></span><span class="t">        <span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1186" href="#t1186">1186</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1187" href="#t1187">1187</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1188" href="#t1188">1188</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1189" href="#t1189">1189</a></span><span class="t">            <span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">3</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1190" href="#t1190">1190</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1191" href="#t1191">1191</a></span><span class="t">        <span class="com"># desc['step_params'] = {'maxiter': 5}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1192" href="#t1192">1192</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1193" href="#t1193">1193</a></span><span class="t">        <span class="nam">precons</span> <span class="op">=</span> <span class="op">[</span><span class="str">'IE'</span><span class="op">,</span> <span class="str">'LU'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1194" href="#t1194">1194</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">[</span><span class="str">'-.'</span><span class="op">,</span> <span class="str">'--'</span><span class="op">,</span> <span class="str">'-'</span><span class="op">,</span> <span class="str">':'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1195" href="#t1195">1195</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">precons</span><span class="op">)</span> <span class="op">+</span> <span class="num">1</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1196" href="#t1196">1196</a></span><span class="t">            <span class="key">if</span> <span class="nam">i</span> <span class="op">&lt;</span> <span class="nam">len</span><span class="op">(</span><span class="nam">precons</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1197" href="#t1197">1197</a></span><span class="t">                <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span><span class="op">[</span><span class="str">'QI'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">precons</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1198" href="#t1198">1198</a></span><span class="t">                <span class="nam">handle</span> <span class="op">=</span> <span class="nam">precons</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1199" href="#t1199">1199</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1200" href="#t1200">1200</a></span><span class="t">                <span class="nam">handle</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1201" href="#t1201">1201</a></span><span class="t">            <span class="nam">configurations</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1202" href="#t1202">1202</a></span><span class="t">                <span class="str">'strategies'</span><span class="op">:</span> <span class="nam">strategies</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1203" href="#t1203">1203</a></span><span class="t">                <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">copy</span><span class="op">.</span><span class="nam">deepcopy</span><span class="op">(</span><span class="nam">desc</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1204" href="#t1204">1204</a></span><span class="t">                <span class="str">'handle'</span><span class="op">:</span> <span class="nam">handle</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1205" href="#t1205">1205</a></span><span class="t">                <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="nam">ls</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1206" href="#t1206">1206</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1207" href="#t1207">1207</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'RK_comp_high_order'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1208" href="#t1208">1208</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1209" href="#t1209">1209</a></span><span class="t"><span class="str">        Compare higher order SDC than we can get with RKM to RKM</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1210" href="#t1210">1210</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1211" href="#t1211">1211</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1212" href="#t1212">1212</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1213" href="#t1213">1213</a></span><span class="t">            <span class="nam">ERKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1214" href="#t1214">1214</a></span><span class="t">            <span class="nam">ESDIRKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1215" href="#t1215">1215</a></span><span class="t">            <span class="nam">ARKStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1216" href="#t1216">1216</a></span><span class="t">            <span class="nam">AdaptivityPolynomialError</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1217" href="#t1217">1217</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1218" href="#t1218">1218</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1219" href="#t1219">1219</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1220" href="#t1220">1220</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">imex_1st_order_MPI</span> <span class="key">import</span> <span class="nam">imex_1st_order_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1221" href="#t1221">1221</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1222" href="#t1222">1222</a></span><span class="t">            <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">implementations</span><span class="op">.</span><span class="nam">sweeper_classes</span><span class="op">.</span><span class="nam">generic_implicit_MPI</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1223" href="#t1223">1223</a></span><span class="t">                <span class="nam">generic_implicit_MPI</span> <span class="key">as</span> <span class="nam">parallel_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1224" href="#t1224">1224</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1225" href="#t1225">1225</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1226" href="#t1226">1226</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">3</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1227" href="#t1227">1227</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc_poly</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1228" href="#t1228">1228</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1229" href="#t1229">1229</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1230" href="#t1230">1230</a></span><span class="t">            <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1231" href="#t1231">1231</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1232" href="#t1232">1232</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1233" href="#t1233">1233</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1234" href="#t1234">1234</a></span><span class="t">                <span class="nam">ERKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1235" href="#t1235">1235</a></span><span class="t">                <span class="nam">ARKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">]</span> <span class="key">else</span> <span class="nam">ESDIRKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1236" href="#t1236">1236</a></span><span class="t">            <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1237" href="#t1237">1237</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1238" href="#t1238">1238</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc_RK</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1239" href="#t1239">1239</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1240" href="#t1240">1240</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1241" href="#t1241">1241</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1242" href="#t1242">1242</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1243" href="#t1243">1243</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1244" href="#t1244">1244</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1245" href="#t1245">1245</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1246" href="#t1246">1246</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'avoid_restarts'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1247" href="#t1247">1247</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1248" href="#t1248">1248</a></span><span class="t"><span class="str">        Test how well avoiding restarts works.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1249" href="#t1249">1249</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1250" href="#t1250">1250</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1251" href="#t1251">1251</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1252" href="#t1252">1252</a></span><span class="t">            <span class="nam">AdaptivityAvoidRestartsStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1253" href="#t1253">1253</a></span><span class="t">            <span class="nam">AdaptivityPolynomialStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1254" href="#t1254">1254</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1255" href="#t1255">1255</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1256" href="#t1256">1256</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="str">'sweeper_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'QI'</span><span class="op">:</span> <span class="str">'IE'</span><span class="op">}</span><span class="op">,</span> <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">3</span><span class="op">}</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1257" href="#t1257">1257</a></span><span class="t">        <span class="nam">param_range</span> <span class="op">=</span> <span class="op">[</span><span class="num">1e-3</span><span class="op">,</span> <span class="num">1e-5</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1258" href="#t1258">1258</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1259" href="#t1259">1259</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityPolynomialStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1260" href="#t1260">1260</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="str">'--'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1261" href="#t1261">1261</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1262" href="#t1262">1262</a></span><span class="t">            <span class="str">'param_range'</span><span class="op">:</span> <span class="nam">param_range</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1263" href="#t1263">1263</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1264" href="#t1264">1264</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1265" href="#t1265">1265</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityAvoidRestartsStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1266" href="#t1266">1266</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1267" href="#t1267">1267</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1268" href="#t1268">1268</a></span><span class="t">            <span class="str">'param_range'</span><span class="op">:</span> <span class="nam">param_range</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1269" href="#t1269">1269</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1270" href="#t1270">1270</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1271" href="#t1271">1271</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1272" href="#t1272">1272</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1273" href="#t1273">1273</a></span><span class="t">            <span class="str">'param_range'</span><span class="op">:</span> <span class="nam">param_range</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1274" href="#t1274">1274</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1275" href="#t1275">1275</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1276" href="#t1276">1276</a></span><span class="t">        <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Don\'t know the mode "</span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">"!</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1277" href="#t1277">1277</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1278" href="#t1278">1278</a></span><span class="t">    <span class="key">return</span> <span class="nam">configurations</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1279" href="#t1279">1279</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1280" href="#t1280">1280</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1281" href="#t1281">1281</a></span><span class="t"><span class="key">def</span> <span class="nam">get_fig</span><span class="op">(</span><span class="nam">x</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">y</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1282" href="#t1282">1282</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1283" href="#t1283">1283</a></span><span class="t"><span class="str">    Get a figure to plot in.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1284" href="#t1284">1284</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1285" href="#t1285">1285</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1286" href="#t1286">1286</a></span><span class="t"><span class="str">        x (int): How many panels in horizontal direction you want</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1287" href="#t1287">1287</a></span><span class="t"><span class="str">        y (int): How many panels in vertical direction you want</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1288" href="#t1288">1288</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1289" href="#t1289">1289</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1290" href="#t1290">1290</a></span><span class="t"><span class="str">        matplotlib.pyplot.Figure</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1291" href="#t1291">1291</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1292" href="#t1292">1292</a></span><span class="t">    <span class="nam">width</span> <span class="op">=</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1293" href="#t1293">1293</a></span><span class="t">    <span class="nam">ratio</span> <span class="op">=</span> <span class="num">1.0</span> <span class="key">if</span> <span class="nam">y</span> <span class="op">==</span> <span class="num">2</span> <span class="key">else</span> <span class="num">0.5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1294" href="#t1294">1294</a></span><span class="t">    <span class="nam">keyword_arguments</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1295" href="#t1295">1295</a></span><span class="t">        <span class="str">'figsize'</span><span class="op">:</span> <span class="nam">figsize_by_journal</span><span class="op">(</span><span class="str">'Springer_Numerical_Algorithms'</span><span class="op">,</span> <span class="nam">width</span><span class="op">,</span> <span class="nam">ratio</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1296" href="#t1296">1296</a></span><span class="t">        <span class="str">'layout'</span><span class="op">:</span> <span class="str">'constrained'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1297" href="#t1297">1297</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1298" href="#t1298">1298</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1299" href="#t1299">1299</a></span><span class="t">    <span class="key">return</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">y</span><span class="op">,</span> <span class="nam">x</span><span class="op">,</span> <span class="op">**</span><span class="nam">keyword_arguments</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1226" href="#t1226">1226</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1227" href="#t1227">1227</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">4</span><span class="op">,</span> <span class="str">'QI'</span><span class="op">:</span> <span class="str">'IE'</span><span class="op">,</span> <span class="str">'QE'</span><span class="op">:</span> <span class="str">"EE"</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1228" href="#t1228">1228</a></span><span class="t">        <span class="nam">desc</span><span class="op">[</span><span class="str">'step_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">7</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1229" href="#t1229">1229</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1230" href="#t1230">1230</a></span><span class="t">        <span class="nam">desc_poly</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1231" href="#t1231">1231</a></span><span class="t">        <span class="nam">desc_poly</span><span class="op">[</span><span class="str">'sweeper_class'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">parallel_sweeper</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1232" href="#t1232">1232</a></span><span class="t">        <span class="nam">desc_poly</span><span class="op">[</span><span class="str">'sweeper_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'num_nodes'</span><span class="op">:</span> <span class="num">4</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1233" href="#t1233">1233</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1234" href="#t1234">1234</a></span><span class="t">        <span class="nam">ls</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1235" href="#t1235">1235</a></span><span class="t">            <span class="num">1</span><span class="op">:</span> <span class="str">'-'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1236" href="#t1236">1236</a></span><span class="t">            <span class="num">2</span><span class="op">:</span> <span class="str">'--'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1237" href="#t1237">1237</a></span><span class="t">            <span class="num">3</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1238" href="#t1238">1238</a></span><span class="t">            <span class="num">4</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1239" href="#t1239">1239</a></span><span class="t">            <span class="num">5</span><span class="op">:</span> <span class="str">':'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1240" href="#t1240">1240</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1241" href="#t1241">1241</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1242" href="#t1242">1242</a></span><span class="t">        <span class="nam">desc_RK</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1243" href="#t1243">1243</a></span><span class="t">        <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1244" href="#t1244">1244</a></span><span class="t">            <span class="nam">desc_RK</span><span class="op">[</span><span class="str">'problem_params'</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span><span class="str">'imex'</span><span class="op">:</span> <span class="key">True</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1245" href="#t1245">1245</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1246" href="#t1246">1246</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">3</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1247" href="#t1247">1247</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc_poly</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1248" href="#t1248">1248</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1249" href="#t1249">1249</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1250" href="#t1250">1250</a></span><span class="t">            <span class="str">'num_procs_sweeper'</span><span class="op">:</span> <span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1251" href="#t1251">1251</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1252" href="#t1252">1252</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1253" href="#t1253">1253</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1254" href="#t1254">1254</a></span><span class="t">                <span class="nam">ERKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1255" href="#t1255">1255</a></span><span class="t">                <span class="nam">ARKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span> <span class="key">if</span> <span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span> <span class="key">in</span> <span class="op">[</span><span class="str">'run_Schroedinger'</span><span class="op">]</span> <span class="key">else</span> <span class="nam">ESDIRKStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1256" href="#t1256">1256</a></span><span class="t">            <span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1257" href="#t1257">1257</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1258" href="#t1258">1258</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc_RK</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1259" href="#t1259">1259</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1260" href="#t1260">1260</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1261" href="#t1261">1261</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1262" href="#t1262">1262</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1263" href="#t1263">1263</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1264" href="#t1264">1264</a></span><span class="t">            <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1265" href="#t1265">1265</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1266" href="#t1266">1266</a></span><span class="t">    <span class="key">elif</span> <span class="nam">mode</span> <span class="op">==</span> <span class="str">'avoid_restarts'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1267" href="#t1267">1267</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1268" href="#t1268">1268</a></span><span class="t"><span class="str">        Test how well avoiding restarts works.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1269" href="#t1269">1269</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1270" href="#t1270">1270</a></span><span class="t">        <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1271" href="#t1271">1271</a></span><span class="t">            <span class="nam">AdaptivityStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1272" href="#t1272">1272</a></span><span class="t">            <span class="nam">AdaptivityAvoidRestartsStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1273" href="#t1273">1273</a></span><span class="t">            <span class="nam">AdaptivityPolynomialStrategy</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1274" href="#t1274">1274</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1275" href="#t1275">1275</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1276" href="#t1276">1276</a></span><span class="t">        <span class="nam">desc</span> <span class="op">=</span> <span class="op">{</span><span class="str">'sweeper_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'QI'</span><span class="op">:</span> <span class="str">'IE'</span><span class="op">}</span><span class="op">,</span> <span class="str">'step_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'maxiter'</span><span class="op">:</span> <span class="num">3</span><span class="op">}</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1277" href="#t1277">1277</a></span><span class="t">        <span class="nam">param_range</span> <span class="op">=</span> <span class="op">[</span><span class="num">1e-3</span><span class="op">,</span> <span class="num">1e-5</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1278" href="#t1278">1278</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">0</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1279" href="#t1279">1279</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityPolynomialStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1280" href="#t1280">1280</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="str">'--'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1281" href="#t1281">1281</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1282" href="#t1282">1282</a></span><span class="t">            <span class="str">'param_range'</span><span class="op">:</span> <span class="nam">param_range</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1283" href="#t1283">1283</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1284" href="#t1284">1284</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1285" href="#t1285">1285</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityAvoidRestartsStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1286" href="#t1286">1286</a></span><span class="t">            <span class="str">'plotting_params'</span><span class="op">:</span> <span class="op">{</span><span class="str">'ls'</span><span class="op">:</span> <span class="str">'-.'</span><span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1287" href="#t1287">1287</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1288" href="#t1288">1288</a></span><span class="t">            <span class="str">'param_range'</span><span class="op">:</span> <span class="nam">param_range</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1289" href="#t1289">1289</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1290" href="#t1290">1290</a></span><span class="t">        <span class="nam">configurations</span><span class="op">[</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1291" href="#t1291">1291</a></span><span class="t">            <span class="str">'strategies'</span><span class="op">:</span> <span class="op">[</span><span class="nam">AdaptivityStrategy</span><span class="op">(</span><span class="nam">useMPI</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1292" href="#t1292">1292</a></span><span class="t">            <span class="str">'custom_description'</span><span class="op">:</span> <span class="nam">desc</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1293" href="#t1293">1293</a></span><span class="t">            <span class="str">'param_range'</span><span class="op">:</span> <span class="nam">param_range</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1294" href="#t1294">1294</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1295" href="#t1295">1295</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1296" href="#t1296">1296</a></span><span class="t">        <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Don\'t know the mode "</span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">"!</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1297" href="#t1297">1297</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1298" href="#t1298">1298</a></span><span class="t">    <span class="key">return</span> <span class="nam">configurations</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1299" href="#t1299">1299</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1300" href="#t1300">1300</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1301" href="#t1301">1301</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1302" href="#t1302">1302</a></span><span class="t"><span class="key">def</span> <span class="nam">save_fig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1303" href="#t1303">1303</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">name</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">,</span> <span class="nam">legend</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'pdf'</span><span class="op">,</span> <span class="nam">base_path</span><span class="op">=</span><span class="str">'data'</span><span class="op">,</span> <span class="nam">squares</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">ncols</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1304" href="#t1304">1304</a></span><span class="t"><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1305" href="#t1305">1305</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1306" href="#t1306">1306</a></span><span class="t"><span class="str">    Save a figure with a legend on the bottom.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1307" href="#t1307">1307</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1308" href="#t1308">1308</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1309" href="#t1309">1309</a></span><span class="t"><span class="str">        fig (matplotlib.pyplot.Figure): Figure you want to save</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1310" href="#t1310">1310</a></span><span class="t"><span class="str">        name (str): Name of the plot to put in the path</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1311" href="#t1311">1311</a></span><span class="t"><span class="str">        work_key (str): The key in the recorded data you want on the x-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1312" href="#t1312">1312</a></span><span class="t"><span class="str">        precision_key (str): The key in the recorded data you want on the y-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1313" href="#t1313">1313</a></span><span class="t"><span class="str">        legend (bool): Put a legend or not</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1314" href="#t1314">1314</a></span><span class="t"><span class="str">        format (str): Format to store the figure with</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1315" href="#t1315">1315</a></span><span class="t"><span class="str">        base_path (str): Some path where all the files are stored</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1316" href="#t1316">1316</a></span><span class="t"><span class="str">        squares (bool): Adjust aspect ratio to squares if true</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1317" href="#t1317">1317</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1318" href="#t1318">1318</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1319" href="#t1319">1319</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1320" href="#t1320">1320</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1321" href="#t1321">1321</a></span><span class="t">    <span class="nam">handles</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1322" href="#t1322">1322</a></span><span class="t">    <span class="nam">labels</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1323" href="#t1323">1323</a></span><span class="t">    <span class="key">for</span> <span class="nam">ax</span> <span class="key">in</span> <span class="nam">fig</span><span class="op">.</span><span class="nam">get_axes</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1324" href="#t1324">1324</a></span><span class="t">        <span class="nam">h</span><span class="op">,</span> <span class="nam">l</span> <span class="op">=</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">get_legend_handles_labels</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1325" href="#t1325">1325</a></span><span class="t">        <span class="nam">handles</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">h</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">h</span><span class="op">)</span><span class="op">)</span> <span class="key">if</span> <span class="nam">l</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">labels</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1326" href="#t1326">1326</a></span><span class="t">        <span class="nam">labels</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">me</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">l</span> <span class="key">if</span> <span class="nam">me</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">labels</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1327" href="#t1327">1327</a></span><span class="t">        <span class="key">if</span> <span class="nam">squares</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1328" href="#t1328">1328</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">set_box_aspect</span><span class="op">(</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1329" href="#t1329">1329</a></span><span class="t">    <span class="com"># order = np.argsort([me[0] for me in labels])</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1330" href="#t1330">1330</a></span><span class="t">    <span class="nam">order</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">labels</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1331" href="#t1331">1331</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1332" href="#t1332">1332</a></span><span class="t">        <span class="op">[</span><span class="nam">handles</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">order</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1333" href="#t1333">1333</a></span><span class="t">        <span class="op">[</span><span class="nam">labels</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">order</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1334" href="#t1334">1334</a></span><span class="t">        <span class="nam">loc</span><span class="op">=</span><span class="str">'outside lower center'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1335" href="#t1335">1335</a></span><span class="t">        <span class="nam">ncols</span><span class="op">=</span><span class="nam">ncols</span> <span class="key">if</span> <span class="nam">ncols</span> <span class="key">else</span> <span class="num">3</span> <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">handles</span><span class="op">)</span> <span class="op">%</span> <span class="num">3</span> <span class="op">==</span> <span class="num">0</span> <span class="key">else</span> <span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1336" href="#t1336">1336</a></span><span class="t">        <span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1337" href="#t1337">1337</a></span><span class="t">        <span class="nam">fancybox</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1338" href="#t1338">1338</a></span><span class="t">        <span class="nam">handlelength</span><span class="op">=</span><span class="num">2.2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1339" href="#t1339">1339</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1340" href="#t1340">1340</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1341" href="#t1341">1341</a></span><span class="t">    <span class="nam">path</span> <span class="op">=</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">base_path</span><span class="op">}</span><span class="fst">/wp-</span><span class="op">{</span><span class="nam">name</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">work_key</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">precision_key</span><span class="op">}</span><span class="fst">.</span><span class="op">{</span><span class="nam">format</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1342" href="#t1342">1342</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="nam">bbox_inches</span><span class="op">=</span><span class="str">'tight'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1343" href="#t1343">1343</a></span><span class="t">    <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Stored figure \"</span><span class="op">{</span><span class="nam">path</span><span class="op">}</span><span class="fst">\"</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1344" href="#t1344">1344</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1345" href="#t1345">1345</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1346" href="#t1346">1346</a></span><span class="t"><span class="key">def</span> <span class="nam">all_problems</span><span class="op">(</span><span class="nam">mode</span><span class="op">=</span><span class="str">'compare_strategies'</span><span class="op">,</span> <span class="nam">plotting</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">base_path</span><span class="op">=</span><span class="str">'data'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1347" href="#t1347">1347</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1348" href="#t1348">1348</a></span><span class="t"><span class="str">    Make a plot comparing various strategies for all problems.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1349" href="#t1349">1349</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1350" href="#t1350">1350</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1351" href="#t1351">1351</a></span><span class="t"><span class="str">        work_key (str): The key in the recorded data you want on the x-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1352" href="#t1352">1352</a></span><span class="t"><span class="str">        precision_key (str): The key in the recorded data you want on the y-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1353" href="#t1353">1353</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1354" href="#t1354">1354</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1355" href="#t1355">1355</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1356" href="#t1356">1356</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1357" href="#t1357">1357</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1358" href="#t1358">1358</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">get_fig</span><span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">2</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1359" href="#t1359">1359</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1360" href="#t1360">1360</a></span><span class="t">    <span class="nam">shared_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1361" href="#t1361">1361</a></span><span class="t">        <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'k_SDC'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1362" href="#t1362">1362</a></span><span class="t">        <span class="str">'precision_key'</span><span class="op">:</span> <span class="str">'e_global'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1363" href="#t1363">1363</a></span><span class="t">        <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1364" href="#t1364">1364</a></span><span class="t">        <span class="str">'runs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1365" href="#t1365">1365</a></span><span class="t">        <span class="str">'comm_world'</span><span class="op">:</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1366" href="#t1366">1366</a></span><span class="t">        <span class="str">'record'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1367" href="#t1367">1367</a></span><span class="t">        <span class="str">'plotting'</span><span class="op">:</span> <span class="nam">plotting</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1368" href="#t1368">1368</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1369" href="#t1369">1369</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1370" href="#t1370">1370</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1371" href="#t1371">1371</a></span><span class="t">    <span class="nam">problems</span> <span class="op">=</span> <span class="op">[</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="nam">run_quench</span><span class="op">,</span> <span class="nam">run_Schroedinger</span><span class="op">,</span> <span class="nam">run_AC</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1372" href="#t1372">1372</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1373" href="#t1373">1373</a></span><span class="t">    <span class="nam">logger</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="num">26</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">Doing for all problems </span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1374" href="#t1374">1374</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">problems</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1375" href="#t1375">1375</a></span><span class="t">        <span class="nam">execute_configurations</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1376" href="#t1376">1376</a></span><span class="t">            <span class="op">**</span><span class="nam">shared_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1377" href="#t1377">1377</a></span><span class="t">            <span class="nam">problem</span><span class="op">=</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1378" href="#t1378">1378</a></span><span class="t">            <span class="nam">ax</span><span class="op">=</span><span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1379" href="#t1379">1379</a></span><span class="t">            <span class="nam">decorate</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1380" href="#t1380">1380</a></span><span class="t">            <span class="nam">configurations</span><span class="op">=</span><span class="nam">get_configs</span><span class="op">(</span><span class="nam">mode</span><span class="op">,</span> <span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1381" href="#t1381">1381</a></span><span class="t">            <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1382" href="#t1382">1382</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1383" href="#t1383">1383</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1384" href="#t1384">1384</a></span><span class="t">    <span class="key">if</span> <span class="nam">plotting</span> <span class="key">and</span> <span class="nam">shared_params</span><span class="op">[</span><span class="str">'comm_world'</span><span class="op">]</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1385" href="#t1385">1385</a></span><span class="t">        <span class="nam">ncols</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1386" href="#t1386">1386</a></span><span class="t">            <span class="str">'parallel_efficiency'</span><span class="op">:</span> <span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1387" href="#t1387">1387</a></span><span class="t">            <span class="str">'RK_comp'</span><span class="op">:</span> <span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1388" href="#t1388">1388</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1389" href="#t1389">1389</a></span><span class="t">        <span class="nam">y_right_dt_fixed</span> <span class="op">=</span> <span class="op">[</span><span class="num">1e18</span><span class="op">,</span> <span class="num">4e1</span><span class="op">,</span> <span class="num">5</span><span class="op">,</span> <span class="num">1e8</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1390" href="#t1390">1390</a></span><span class="t">        <span class="nam">y_right_dt</span> <span class="op">=</span> <span class="op">[</span><span class="num">1e-1</span><span class="op">,</span> <span class="num">1e4</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">2e-2</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1391" href="#t1391">1391</a></span><span class="t">        <span class="nam">y_right_dtk</span> <span class="op">=</span> <span class="op">[</span><span class="num">1e-4</span><span class="op">,</span> <span class="num">1e4</span><span class="op">,</span> <span class="num">1e-2</span><span class="op">,</span> <span class="num">1e-3</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1301" href="#t1301">1301</a></span><span class="t"><span class="key">def</span> <span class="nam">get_fig</span><span class="op">(</span><span class="nam">x</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">y</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1302" href="#t1302">1302</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1303" href="#t1303">1303</a></span><span class="t"><span class="str">    Get a figure to plot in.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1304" href="#t1304">1304</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1305" href="#t1305">1305</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1306" href="#t1306">1306</a></span><span class="t"><span class="str">        x (int): How many panels in horizontal direction you want</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1307" href="#t1307">1307</a></span><span class="t"><span class="str">        y (int): How many panels in vertical direction you want</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1308" href="#t1308">1308</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1309" href="#t1309">1309</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1310" href="#t1310">1310</a></span><span class="t"><span class="str">        matplotlib.pyplot.Figure</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1311" href="#t1311">1311</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1312" href="#t1312">1312</a></span><span class="t">    <span class="nam">width</span> <span class="op">=</span> <span class="num">1.0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1313" href="#t1313">1313</a></span><span class="t">    <span class="nam">ratio</span> <span class="op">=</span> <span class="num">1.0</span> <span class="key">if</span> <span class="nam">y</span> <span class="op">==</span> <span class="num">2</span> <span class="key">else</span> <span class="num">0.5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1314" href="#t1314">1314</a></span><span class="t">    <span class="nam">keyword_arguments</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1315" href="#t1315">1315</a></span><span class="t">        <span class="str">'figsize'</span><span class="op">:</span> <span class="nam">figsize_by_journal</span><span class="op">(</span><span class="str">'Springer_Numerical_Algorithms'</span><span class="op">,</span> <span class="nam">width</span><span class="op">,</span> <span class="nam">ratio</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1316" href="#t1316">1316</a></span><span class="t">        <span class="str">'layout'</span><span class="op">:</span> <span class="str">'constrained'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1317" href="#t1317">1317</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1318" href="#t1318">1318</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1319" href="#t1319">1319</a></span><span class="t">    <span class="key">return</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="nam">y</span><span class="op">,</span> <span class="nam">x</span><span class="op">,</span> <span class="op">**</span><span class="nam">keyword_arguments</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1320" href="#t1320">1320</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1321" href="#t1321">1321</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1322" href="#t1322">1322</a></span><span class="t"><span class="key">def</span> <span class="nam">save_fig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1323" href="#t1323">1323</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">name</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">,</span> <span class="nam">legend</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'pdf'</span><span class="op">,</span> <span class="nam">base_path</span><span class="op">=</span><span class="str">'data'</span><span class="op">,</span> <span class="nam">squares</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">ncols</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1324" href="#t1324">1324</a></span><span class="t"><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1325" href="#t1325">1325</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1326" href="#t1326">1326</a></span><span class="t"><span class="str">    Save a figure with a legend on the bottom.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1327" href="#t1327">1327</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1328" href="#t1328">1328</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1329" href="#t1329">1329</a></span><span class="t"><span class="str">        fig (matplotlib.pyplot.Figure): Figure you want to save</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1330" href="#t1330">1330</a></span><span class="t"><span class="str">        name (str): Name of the plot to put in the path</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1331" href="#t1331">1331</a></span><span class="t"><span class="str">        work_key (str): The key in the recorded data you want on the x-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1332" href="#t1332">1332</a></span><span class="t"><span class="str">        precision_key (str): The key in the recorded data you want on the y-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1333" href="#t1333">1333</a></span><span class="t"><span class="str">        legend (bool): Put a legend or not</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1334" href="#t1334">1334</a></span><span class="t"><span class="str">        format (str): Format to store the figure with</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1335" href="#t1335">1335</a></span><span class="t"><span class="str">        base_path (str): Some path where all the files are stored</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1336" href="#t1336">1336</a></span><span class="t"><span class="str">        squares (bool): Adjust aspect ratio to squares if true</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1337" href="#t1337">1337</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1338" href="#t1338">1338</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1339" href="#t1339">1339</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1340" href="#t1340">1340</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1341" href="#t1341">1341</a></span><span class="t">    <span class="nam">handles</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1342" href="#t1342">1342</a></span><span class="t">    <span class="nam">labels</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1343" href="#t1343">1343</a></span><span class="t">    <span class="key">for</span> <span class="nam">ax</span> <span class="key">in</span> <span class="nam">fig</span><span class="op">.</span><span class="nam">get_axes</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1344" href="#t1344">1344</a></span><span class="t">        <span class="nam">h</span><span class="op">,</span> <span class="nam">l</span> <span class="op">=</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">get_legend_handles_labels</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1345" href="#t1345">1345</a></span><span class="t">        <span class="nam">handles</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">h</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">h</span><span class="op">)</span><span class="op">)</span> <span class="key">if</span> <span class="nam">l</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">labels</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1346" href="#t1346">1346</a></span><span class="t">        <span class="nam">labels</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">me</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">l</span> <span class="key">if</span> <span class="nam">me</span> <span class="key">not</span> <span class="key">in</span> <span class="nam">labels</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1347" href="#t1347">1347</a></span><span class="t">        <span class="key">if</span> <span class="nam">squares</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1348" href="#t1348">1348</a></span><span class="t">            <span class="nam">ax</span><span class="op">.</span><span class="nam">set_box_aspect</span><span class="op">(</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1349" href="#t1349">1349</a></span><span class="t">    <span class="com"># order = np.argsort([me[0] for me in labels])</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1350" href="#t1350">1350</a></span><span class="t">    <span class="nam">order</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">arange</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">labels</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1351" href="#t1351">1351</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">legend</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1352" href="#t1352">1352</a></span><span class="t">        <span class="op">[</span><span class="nam">handles</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">order</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1353" href="#t1353">1353</a></span><span class="t">        <span class="op">[</span><span class="nam">labels</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">order</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1354" href="#t1354">1354</a></span><span class="t">        <span class="nam">loc</span><span class="op">=</span><span class="str">'outside lower center'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1355" href="#t1355">1355</a></span><span class="t">        <span class="nam">ncols</span><span class="op">=</span><span class="nam">ncols</span> <span class="key">if</span> <span class="nam">ncols</span> <span class="key">else</span> <span class="num">3</span> <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">handles</span><span class="op">)</span> <span class="op">%</span> <span class="num">3</span> <span class="op">==</span> <span class="num">0</span> <span class="key">else</span> <span class="num">4</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1356" href="#t1356">1356</a></span><span class="t">        <span class="nam">frameon</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1357" href="#t1357">1357</a></span><span class="t">        <span class="nam">fancybox</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1358" href="#t1358">1358</a></span><span class="t">        <span class="nam">handlelength</span><span class="op">=</span><span class="num">2.2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1359" href="#t1359">1359</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1360" href="#t1360">1360</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1361" href="#t1361">1361</a></span><span class="t">    <span class="nam">path</span> <span class="op">=</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">base_path</span><span class="op">}</span><span class="fst">/wp-</span><span class="op">{</span><span class="nam">name</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">work_key</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">precision_key</span><span class="op">}</span><span class="fst">.</span><span class="op">{</span><span class="nam">format</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1362" href="#t1362">1362</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">savefig</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="nam">bbox_inches</span><span class="op">=</span><span class="str">'tight'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1363" href="#t1363">1363</a></span><span class="t">    <span class="nam">print</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Stored figure \"</span><span class="op">{</span><span class="nam">path</span><span class="op">}</span><span class="fst">\"</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1364" href="#t1364">1364</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1365" href="#t1365">1365</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1366" href="#t1366">1366</a></span><span class="t"><span class="key">def</span> <span class="nam">all_problems</span><span class="op">(</span><span class="nam">mode</span><span class="op">=</span><span class="str">'compare_strategies'</span><span class="op">,</span> <span class="nam">plotting</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">base_path</span><span class="op">=</span><span class="str">'data'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1367" href="#t1367">1367</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1368" href="#t1368">1368</a></span><span class="t"><span class="str">    Make a plot comparing various strategies for all problems.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1369" href="#t1369">1369</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1370" href="#t1370">1370</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1371" href="#t1371">1371</a></span><span class="t"><span class="str">        work_key (str): The key in the recorded data you want on the x-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1372" href="#t1372">1372</a></span><span class="t"><span class="str">        precision_key (str): The key in the recorded data you want on the y-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1373" href="#t1373">1373</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1374" href="#t1374">1374</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1375" href="#t1375">1375</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1376" href="#t1376">1376</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1377" href="#t1377">1377</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1378" href="#t1378">1378</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">get_fig</span><span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">2</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1379" href="#t1379">1379</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1380" href="#t1380">1380</a></span><span class="t">    <span class="nam">shared_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1381" href="#t1381">1381</a></span><span class="t">        <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'k_SDC'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1382" href="#t1382">1382</a></span><span class="t">        <span class="str">'precision_key'</span><span class="op">:</span> <span class="str">'e_global'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1383" href="#t1383">1383</a></span><span class="t">        <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1384" href="#t1384">1384</a></span><span class="t">        <span class="str">'runs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1385" href="#t1385">1385</a></span><span class="t">        <span class="str">'comm_world'</span><span class="op">:</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1386" href="#t1386">1386</a></span><span class="t">        <span class="str">'record'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1387" href="#t1387">1387</a></span><span class="t">        <span class="str">'plotting'</span><span class="op">:</span> <span class="nam">plotting</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1388" href="#t1388">1388</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1389" href="#t1389">1389</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1390" href="#t1390">1390</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1391" href="#t1391">1391</a></span><span class="t">    <span class="nam">problems</span> <span class="op">=</span> <span class="op">[</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="nam">run_quench</span><span class="op">,</span> <span class="nam">run_Schroedinger</span><span class="op">,</span> <span class="nam">run_AC</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t1392" href="#t1392">1392</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1393" href="#t1393">1393</a></span><span class="t">        <span class="key">if</span> <span class="nam">shared_params</span><span class="op">[</span><span class="str">'work_key'</span><span class="op">]</span> <span class="op">==</span> <span class="str">'param'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1394" href="#t1394">1394</a></span><span class="t">            <span class="key">for</span> <span class="nam">ax</span><span class="op">,</span> <span class="nam">yRfixed</span><span class="op">,</span> <span class="nam">yRdt</span><span class="op">,</span> <span class="nam">yRdtk</span> <span class="key">in</span> <span class="nam">zip</span><span class="op">(</span><span class="nam">fig</span><span class="op">.</span><span class="nam">get_axes</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">y_right_dt_fixed</span><span class="op">,</span> <span class="nam">y_right_dt</span><span class="op">,</span> <span class="nam">y_right_dtk</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1395" href="#t1395">1395</a></span><span class="t">                <span class="nam">add_order_line</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="str">'--'</span><span class="op">,</span> <span class="nam">yRdt</span><span class="op">,</span> <span class="nam">marker</span><span class="op">=</span><span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1396" href="#t1396">1396</a></span><span class="t">                <span class="nam">add_order_line</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="num">5</span> <span class="op">/</span> <span class="num">4</span><span class="op">,</span> <span class="str">':'</span><span class="op">,</span> <span class="nam">yRdtk</span><span class="op">,</span> <span class="nam">marker</span><span class="op">=</span><span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1397" href="#t1397">1397</a></span><span class="t">                <span class="nam">add_order_line</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="num">5</span><span class="op">,</span> <span class="str">'-.'</span><span class="op">,</span> <span class="nam">yRfixed</span><span class="op">,</span> <span class="nam">marker</span><span class="op">=</span><span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1398" href="#t1398">1398</a></span><span class="t">        <span class="nam">save_fig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1399" href="#t1399">1399</a></span><span class="t">            <span class="nam">fig</span><span class="op">=</span><span class="nam">fig</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1400" href="#t1400">1400</a></span><span class="t">            <span class="nam">name</span><span class="op">=</span><span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1401" href="#t1401">1401</a></span><span class="t">            <span class="nam">work_key</span><span class="op">=</span><span class="nam">shared_params</span><span class="op">[</span><span class="str">'work_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1402" href="#t1402">1402</a></span><span class="t">            <span class="nam">precision_key</span><span class="op">=</span><span class="nam">shared_params</span><span class="op">[</span><span class="str">'precision_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1403" href="#t1403">1403</a></span><span class="t">            <span class="nam">legend</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1404" href="#t1404">1404</a></span><span class="t">            <span class="nam">base_path</span><span class="op">=</span><span class="nam">base_path</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1405" href="#t1405">1405</a></span><span class="t">            <span class="nam">ncols</span><span class="op">=</span><span class="nam">ncols</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">mode</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1406" href="#t1406">1406</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1407" href="#t1407">1407</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1408" href="#t1408">1408</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1409" href="#t1409">1409</a></span><span class="t"><span class="key">def</span> <span class="nam">ODEs</span><span class="op">(</span><span class="nam">mode</span><span class="op">=</span><span class="str">'compare_strategies'</span><span class="op">,</span> <span class="nam">plotting</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">base_path</span><span class="op">=</span><span class="str">'data'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1410" href="#t1410">1410</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1411" href="#t1411">1411</a></span><span class="t"><span class="str">    Make a plot comparing various strategies for the two ODEs.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1393" href="#t1393">1393</a></span><span class="t">    <span class="nam">logger</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="num">26</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">Doing for all problems </span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1394" href="#t1394">1394</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">problems</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1395" href="#t1395">1395</a></span><span class="t">        <span class="nam">execute_configurations</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1396" href="#t1396">1396</a></span><span class="t">            <span class="op">**</span><span class="nam">shared_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1397" href="#t1397">1397</a></span><span class="t">            <span class="nam">problem</span><span class="op">=</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1398" href="#t1398">1398</a></span><span class="t">            <span class="nam">ax</span><span class="op">=</span><span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1399" href="#t1399">1399</a></span><span class="t">            <span class="nam">decorate</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1400" href="#t1400">1400</a></span><span class="t">            <span class="nam">configurations</span><span class="op">=</span><span class="nam">get_configs</span><span class="op">(</span><span class="nam">mode</span><span class="op">,</span> <span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1401" href="#t1401">1401</a></span><span class="t">            <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1402" href="#t1402">1402</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1403" href="#t1403">1403</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1404" href="#t1404">1404</a></span><span class="t">    <span class="key">if</span> <span class="nam">plotting</span> <span class="key">and</span> <span class="nam">shared_params</span><span class="op">[</span><span class="str">'comm_world'</span><span class="op">]</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1405" href="#t1405">1405</a></span><span class="t">        <span class="nam">ncols</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1406" href="#t1406">1406</a></span><span class="t">            <span class="str">'parallel_efficiency'</span><span class="op">:</span> <span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1407" href="#t1407">1407</a></span><span class="t">            <span class="str">'RK_comp'</span><span class="op">:</span> <span class="num">2</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1408" href="#t1408">1408</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1409" href="#t1409">1409</a></span><span class="t">        <span class="nam">y_right_dt_fixed</span> <span class="op">=</span> <span class="op">[</span><span class="num">1e18</span><span class="op">,</span> <span class="num">4e1</span><span class="op">,</span> <span class="num">5</span><span class="op">,</span> <span class="num">1e8</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1410" href="#t1410">1410</a></span><span class="t">        <span class="nam">y_right_dt</span> <span class="op">=</span> <span class="op">[</span><span class="num">1e-1</span><span class="op">,</span> <span class="num">1e4</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">2e-2</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1411" href="#t1411">1411</a></span><span class="t">        <span class="nam">y_right_dtk</span> <span class="op">=</span> <span class="op">[</span><span class="num">1e-4</span><span class="op">,</span> <span class="num">1e4</span><span class="op">,</span> <span class="num">1e-2</span><span class="op">,</span> <span class="num">1e-3</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t1412" href="#t1412">1412</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1413" href="#t1413">1413</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1414" href="#t1414">1414</a></span><span class="t"><span class="str">        work_key (str): The key in the recorded data you want on the x-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1415" href="#t1415">1415</a></span><span class="t"><span class="str">        precision_key (str): The key in the recorded data you want on the y-axis</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1416" href="#t1416">1416</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1417" href="#t1417">1417</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1418" href="#t1418">1418</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1419" href="#t1419">1419</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1420" href="#t1420">1420</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1421" href="#t1421">1421</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">get_fig</span><span class="op">(</span><span class="nam">x</span><span class="op">=</span><span class="num">2</span><span class="op">,</span> <span class="nam">y</span><span class="op">=</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1422" href="#t1422">1422</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1423" href="#t1423">1423</a></span><span class="t">    <span class="nam">shared_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1424" href="#t1424">1424</a></span><span class="t">        <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'k_SDC'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1425" href="#t1425">1425</a></span><span class="t">        <span class="str">'precision_key'</span><span class="op">:</span> <span class="str">'e_global'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1426" href="#t1426">1426</a></span><span class="t">        <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1427" href="#t1427">1427</a></span><span class="t">        <span class="str">'runs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1428" href="#t1428">1428</a></span><span class="t">        <span class="str">'comm_world'</span><span class="op">:</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1429" href="#t1429">1429</a></span><span class="t">        <span class="str">'record'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1430" href="#t1430">1430</a></span><span class="t">        <span class="str">'plotting'</span><span class="op">:</span> <span class="nam">plotting</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1431" href="#t1431">1431</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1432" href="#t1432">1432</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1433" href="#t1433">1433</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1434" href="#t1434">1434</a></span><span class="t">    <span class="nam">problems</span> <span class="op">=</span> <span class="op">[</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="nam">run_Lorenz</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1435" href="#t1435">1435</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1436" href="#t1436">1436</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">problems</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1437" href="#t1437">1437</a></span><span class="t">        <span class="nam">execute_configurations</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1438" href="#t1438">1438</a></span><span class="t">            <span class="op">**</span><span class="nam">shared_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1439" href="#t1439">1439</a></span><span class="t">            <span class="nam">problem</span><span class="op">=</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1440" href="#t1440">1440</a></span><span class="t">            <span class="nam">ax</span><span class="op">=</span><span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1441" href="#t1441">1441</a></span><span class="t">            <span class="nam">decorate</span><span class="op">=</span><span class="nam">i</span> <span class="op">==</span> <span class="num">0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1442" href="#t1442">1442</a></span><span class="t">            <span class="nam">configurations</span><span class="op">=</span><span class="nam">get_configs</span><span class="op">(</span><span class="nam">mode</span><span class="op">,</span> <span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1443" href="#t1443">1443</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1444" href="#t1444">1444</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1445" href="#t1445">1445</a></span><span class="t">    <span class="key">if</span> <span class="nam">plotting</span> <span class="key">and</span> <span class="nam">shared_params</span><span class="op">[</span><span class="str">'comm_world'</span><span class="op">]</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1446" href="#t1446">1446</a></span><span class="t">        <span class="nam">save_fig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1447" href="#t1447">1447</a></span><span class="t">            <span class="nam">fig</span><span class="op">=</span><span class="nam">fig</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1448" href="#t1448">1448</a></span><span class="t">            <span class="nam">name</span><span class="op">=</span><span class="fst">f'</span><span class="fst">ODEs-</span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1449" href="#t1449">1449</a></span><span class="t">            <span class="nam">work_key</span><span class="op">=</span><span class="nam">shared_params</span><span class="op">[</span><span class="str">'work_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1450" href="#t1450">1450</a></span><span class="t">            <span class="nam">precision_key</span><span class="op">=</span><span class="nam">shared_params</span><span class="op">[</span><span class="str">'precision_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1451" href="#t1451">1451</a></span><span class="t">            <span class="nam">legend</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1452" href="#t1452">1452</a></span><span class="t">            <span class="nam">base_path</span><span class="op">=</span><span class="nam">base_path</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1453" href="#t1453">1453</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1454" href="#t1454">1454</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1455" href="#t1455">1455</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1456" href="#t1456">1456</a></span><span class="t"><span class="key">def</span> <span class="nam">single_problem</span><span class="op">(</span><span class="nam">mode</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">plotting</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">base_path</span><span class="op">=</span><span class="str">'data'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1457" href="#t1457">1457</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1458" href="#t1458">1458</a></span><span class="t"><span class="str">    Make a plot for a single problem</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1459" href="#t1459">1459</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1460" href="#t1460">1460</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1461" href="#t1461">1461</a></span><span class="t"><span class="str">        mode (str): What you want to look at</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1462" href="#t1462">1462</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1463" href="#t1463">1463</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1464" href="#t1464">1464</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">get_fig</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="str">'Springer_Numerical_Algorithms'</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">0.8</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1465" href="#t1465">1465</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1466" href="#t1466">1466</a></span><span class="t">    <span class="nam">params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1467" href="#t1467">1467</a></span><span class="t">        <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'k_SDC'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1468" href="#t1468">1468</a></span><span class="t">        <span class="str">'precision_key'</span><span class="op">:</span> <span class="str">'e_global'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1469" href="#t1469">1469</a></span><span class="t">        <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1470" href="#t1470">1470</a></span><span class="t">        <span class="str">'runs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1471" href="#t1471">1471</a></span><span class="t">        <span class="str">'comm_world'</span><span class="op">:</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1472" href="#t1472">1472</a></span><span class="t">        <span class="str">'record'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1473" href="#t1473">1473</a></span><span class="t">        <span class="str">'plotting'</span><span class="op">:</span> <span class="nam">plotting</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1474" href="#t1474">1474</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1475" href="#t1475">1475</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1476" href="#t1476">1476</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1477" href="#t1477">1477</a></span><span class="t">    <span class="nam">logger</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="num">26</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">Doing single problem </span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1478" href="#t1478">1478</a></span><span class="t">    <span class="nam">execute_configurations</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1479" href="#t1479">1479</a></span><span class="t">        <span class="op">**</span><span class="nam">params</span><span class="op">,</span> <span class="nam">problem</span><span class="op">=</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">decorate</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">configurations</span><span class="op">=</span><span class="nam">get_configs</span><span class="op">(</span><span class="nam">mode</span><span class="op">,</span> <span class="nam">problem</span><span class="op">)</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1480" href="#t1480">1480</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1481" href="#t1481">1481</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1482" href="#t1482">1482</a></span><span class="t">    <span class="key">if</span> <span class="nam">plotting</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1483" href="#t1483">1483</a></span><span class="t">        <span class="nam">save_fig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1484" href="#t1484">1484</a></span><span class="t">            <span class="nam">fig</span><span class="op">=</span><span class="nam">fig</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1485" href="#t1485">1485</a></span><span class="t">            <span class="nam">name</span><span class="op">=</span><span class="fst">f'</span><span class="op">{</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1486" href="#t1486">1486</a></span><span class="t">            <span class="nam">work_key</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'work_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1487" href="#t1487">1487</a></span><span class="t">            <span class="nam">precision_key</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'precision_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1488" href="#t1488">1488</a></span><span class="t">            <span class="nam">legend</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1489" href="#t1489">1489</a></span><span class="t">            <span class="nam">base_path</span><span class="op">=</span><span class="nam">base_path</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1490" href="#t1490">1490</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1491" href="#t1491">1491</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1492" href="#t1492">1492</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1493" href="#t1493">1493</a></span><span class="t"><span class="key">def</span> <span class="nam">vdp_stiffness_plot</span><span class="op">(</span><span class="nam">base_path</span><span class="op">=</span><span class="str">'data'</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'pdf'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1494" href="#t1494">1494</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">get_fig</span><span class="op">(</span><span class="num">3</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1495" href="#t1495">1495</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1496" href="#t1496">1496</a></span><span class="t">    <span class="nam">mus</span> <span class="op">=</span> <span class="op">[</span><span class="num">10</span><span class="op">,</span> <span class="num">100</span><span class="op">,</span> <span class="num">1000</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1497" href="#t1497">1497</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1498" href="#t1498">1498</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">mus</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1499" href="#t1499">1499</a></span><span class="t">        <span class="nam">params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1500" href="#t1500">1500</a></span><span class="t">            <span class="str">'runs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1501" href="#t1501">1501</a></span><span class="t">            <span class="str">'problem'</span><span class="op">:</span> <span class="nam">run_vdp</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1502" href="#t1502">1502</a></span><span class="t">            <span class="str">'record'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1503" href="#t1503">1503</a></span><span class="t">            <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'t'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1504" href="#t1504">1504</a></span><span class="t">            <span class="str">'precision_key'</span><span class="op">:</span> <span class="str">'e_global'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1505" href="#t1505">1505</a></span><span class="t">            <span class="str">'comm_world'</span><span class="op">:</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1506" href="#t1506">1506</a></span><span class="t">            <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1507" href="#t1507">1507</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1508" href="#t1508">1508</a></span><span class="t">        <span class="nam">params</span><span class="op">[</span><span class="str">'num_procs'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">min</span><span class="op">(</span><span class="nam">params</span><span class="op">[</span><span class="str">'comm_world'</span><span class="op">]</span><span class="op">.</span><span class="nam">size</span><span class="op">,</span> <span class="num">5</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1509" href="#t1509">1509</a></span><span class="t">        <span class="nam">params</span><span class="op">[</span><span class="str">'plotting'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">params</span><span class="op">[</span><span class="str">'comm_world'</span><span class="op">]</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1510" href="#t1510">1510</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1511" href="#t1511">1511</a></span><span class="t">        <span class="nam">mode</span> <span class="op">=</span> <span class="fst">f'</span><span class="fst">vdp_stiffness-</span><span class="op">{</span><span class="nam">mus</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1512" href="#t1512">1512</a></span><span class="t">        <span class="nam">configurations</span> <span class="op">=</span> <span class="nam">get_configs</span><span class="op">(</span><span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">,</span> <span class="nam">problem</span><span class="op">=</span><span class="nam">run_vdp</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1513" href="#t1513">1513</a></span><span class="t">        <span class="nam">execute_configurations</span><span class="op">(</span><span class="op">**</span><span class="nam">params</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">decorate</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">configurations</span><span class="op">=</span><span class="nam">configurations</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1514" href="#t1514">1514</a></span><span class="t">        <span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="fst">rf'</span><span class="fst">$\mu={</span> <span class="op">{</span><span class="nam">mus</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">}</span><span class="fst">}</span> <span class="fst">$</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1413" href="#t1413">1413</a></span><span class="t">        <span class="key">if</span> <span class="nam">shared_params</span><span class="op">[</span><span class="str">'work_key'</span><span class="op">]</span> <span class="op">==</span> <span class="str">'param'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1414" href="#t1414">1414</a></span><span class="t">            <span class="key">for</span> <span class="nam">ax</span><span class="op">,</span> <span class="nam">yRfixed</span><span class="op">,</span> <span class="nam">yRdt</span><span class="op">,</span> <span class="nam">yRdtk</span> <span class="key">in</span> <span class="nam">zip</span><span class="op">(</span><span class="nam">fig</span><span class="op">.</span><span class="nam">get_axes</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">y_right_dt_fixed</span><span class="op">,</span> <span class="nam">y_right_dt</span><span class="op">,</span> <span class="nam">y_right_dtk</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1415" href="#t1415">1415</a></span><span class="t">                <span class="nam">add_order_line</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="str">'--'</span><span class="op">,</span> <span class="nam">yRdt</span><span class="op">,</span> <span class="nam">marker</span><span class="op">=</span><span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1416" href="#t1416">1416</a></span><span class="t">                <span class="nam">add_order_line</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="num">5</span> <span class="op">/</span> <span class="num">4</span><span class="op">,</span> <span class="str">':'</span><span class="op">,</span> <span class="nam">yRdtk</span><span class="op">,</span> <span class="nam">marker</span><span class="op">=</span><span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1417" href="#t1417">1417</a></span><span class="t">                <span class="nam">add_order_line</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="num">5</span><span class="op">,</span> <span class="str">'-.'</span><span class="op">,</span> <span class="nam">yRfixed</span><span class="op">,</span> <span class="nam">marker</span><span class="op">=</span><span class="key">None</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1418" href="#t1418">1418</a></span><span class="t">        <span class="nam">save_fig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1419" href="#t1419">1419</a></span><span class="t">            <span class="nam">fig</span><span class="op">=</span><span class="nam">fig</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1420" href="#t1420">1420</a></span><span class="t">            <span class="nam">name</span><span class="op">=</span><span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1421" href="#t1421">1421</a></span><span class="t">            <span class="nam">work_key</span><span class="op">=</span><span class="nam">shared_params</span><span class="op">[</span><span class="str">'work_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1422" href="#t1422">1422</a></span><span class="t">            <span class="nam">precision_key</span><span class="op">=</span><span class="nam">shared_params</span><span class="op">[</span><span class="str">'precision_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1423" href="#t1423">1423</a></span><span class="t">            <span class="nam">legend</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1424" href="#t1424">1424</a></span><span class="t">            <span class="nam">base_path</span><span class="op">=</span><span class="nam">base_path</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1425" href="#t1425">1425</a></span><span class="t">            <span class="nam">ncols</span><span class="op">=</span><span class="nam">ncols</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="nam">mode</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1426" href="#t1426">1426</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1427" href="#t1427">1427</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1428" href="#t1428">1428</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1429" href="#t1429">1429</a></span><span class="t"><span class="key">def</span> <span class="nam">ODEs</span><span class="op">(</span><span class="nam">mode</span><span class="op">=</span><span class="str">'compare_strategies'</span><span class="op">,</span> <span class="nam">plotting</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">base_path</span><span class="op">=</span><span class="str">'data'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1430" href="#t1430">1430</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1431" href="#t1431">1431</a></span><span class="t"><span class="str">    Make a plot comparing various strategies for the two ODEs.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1432" href="#t1432">1432</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1433" href="#t1433">1433</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1434" href="#t1434">1434</a></span><span class="t"><span class="str">        work_key (str): The key in the recorded data you want on the x-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1435" href="#t1435">1435</a></span><span class="t"><span class="str">        precision_key (str): The key in the recorded data you want on the y-axis</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1436" href="#t1436">1436</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1437" href="#t1437">1437</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1438" href="#t1438">1438</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1439" href="#t1439">1439</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1440" href="#t1440">1440</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1441" href="#t1441">1441</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">get_fig</span><span class="op">(</span><span class="nam">x</span><span class="op">=</span><span class="num">2</span><span class="op">,</span> <span class="nam">y</span><span class="op">=</span><span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1442" href="#t1442">1442</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1443" href="#t1443">1443</a></span><span class="t">    <span class="nam">shared_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1444" href="#t1444">1444</a></span><span class="t">        <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'k_SDC'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1445" href="#t1445">1445</a></span><span class="t">        <span class="str">'precision_key'</span><span class="op">:</span> <span class="str">'e_global'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1446" href="#t1446">1446</a></span><span class="t">        <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1447" href="#t1447">1447</a></span><span class="t">        <span class="str">'runs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1448" href="#t1448">1448</a></span><span class="t">        <span class="str">'comm_world'</span><span class="op">:</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1449" href="#t1449">1449</a></span><span class="t">        <span class="str">'record'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1450" href="#t1450">1450</a></span><span class="t">        <span class="str">'plotting'</span><span class="op">:</span> <span class="nam">plotting</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1451" href="#t1451">1451</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1452" href="#t1452">1452</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1453" href="#t1453">1453</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1454" href="#t1454">1454</a></span><span class="t">    <span class="nam">problems</span> <span class="op">=</span> <span class="op">[</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="nam">run_Lorenz</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1455" href="#t1455">1455</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1456" href="#t1456">1456</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">problems</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1457" href="#t1457">1457</a></span><span class="t">        <span class="nam">execute_configurations</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1458" href="#t1458">1458</a></span><span class="t">            <span class="op">**</span><span class="nam">shared_params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1459" href="#t1459">1459</a></span><span class="t">            <span class="nam">problem</span><span class="op">=</span><span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1460" href="#t1460">1460</a></span><span class="t">            <span class="nam">ax</span><span class="op">=</span><span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1461" href="#t1461">1461</a></span><span class="t">            <span class="nam">decorate</span><span class="op">=</span><span class="nam">i</span> <span class="op">==</span> <span class="num">0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1462" href="#t1462">1462</a></span><span class="t">            <span class="nam">configurations</span><span class="op">=</span><span class="nam">get_configs</span><span class="op">(</span><span class="nam">mode</span><span class="op">,</span> <span class="nam">problems</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1463" href="#t1463">1463</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1464" href="#t1464">1464</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1465" href="#t1465">1465</a></span><span class="t">    <span class="key">if</span> <span class="nam">plotting</span> <span class="key">and</span> <span class="nam">shared_params</span><span class="op">[</span><span class="str">'comm_world'</span><span class="op">]</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1466" href="#t1466">1466</a></span><span class="t">        <span class="nam">save_fig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1467" href="#t1467">1467</a></span><span class="t">            <span class="nam">fig</span><span class="op">=</span><span class="nam">fig</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1468" href="#t1468">1468</a></span><span class="t">            <span class="nam">name</span><span class="op">=</span><span class="fst">f'</span><span class="fst">ODEs-</span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1469" href="#t1469">1469</a></span><span class="t">            <span class="nam">work_key</span><span class="op">=</span><span class="nam">shared_params</span><span class="op">[</span><span class="str">'work_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1470" href="#t1470">1470</a></span><span class="t">            <span class="nam">precision_key</span><span class="op">=</span><span class="nam">shared_params</span><span class="op">[</span><span class="str">'precision_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1471" href="#t1471">1471</a></span><span class="t">            <span class="nam">legend</span><span class="op">=</span><span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1472" href="#t1472">1472</a></span><span class="t">            <span class="nam">base_path</span><span class="op">=</span><span class="nam">base_path</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1473" href="#t1473">1473</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1474" href="#t1474">1474</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1475" href="#t1475">1475</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1476" href="#t1476">1476</a></span><span class="t"><span class="key">def</span> <span class="nam">single_problem</span><span class="op">(</span><span class="nam">mode</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">plotting</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">base_path</span><span class="op">=</span><span class="str">'data'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1477" href="#t1477">1477</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1478" href="#t1478">1478</a></span><span class="t"><span class="str">    Make a plot for a single problem</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1479" href="#t1479">1479</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1480" href="#t1480">1480</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1481" href="#t1481">1481</a></span><span class="t"><span class="str">        mode (str): What you want to look at</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1482" href="#t1482">1482</a></span><span class="t"><span class="str">        problem (function): A problem to run</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1483" href="#t1483">1483</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1484" href="#t1484">1484</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">ax</span> <span class="op">=</span> <span class="nam">get_fig</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="nam">figsize</span><span class="op">=</span><span class="nam">figsize_by_journal</span><span class="op">(</span><span class="str">'Springer_Numerical_Algorithms'</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">0.8</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1485" href="#t1485">1485</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1486" href="#t1486">1486</a></span><span class="t">    <span class="nam">params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1487" href="#t1487">1487</a></span><span class="t">        <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'k_SDC'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1488" href="#t1488">1488</a></span><span class="t">        <span class="str">'precision_key'</span><span class="op">:</span> <span class="str">'e_global'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1489" href="#t1489">1489</a></span><span class="t">        <span class="str">'num_procs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1490" href="#t1490">1490</a></span><span class="t">        <span class="str">'runs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1491" href="#t1491">1491</a></span><span class="t">        <span class="str">'comm_world'</span><span class="op">:</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1492" href="#t1492">1492</a></span><span class="t">        <span class="str">'record'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1493" href="#t1493">1493</a></span><span class="t">        <span class="str">'plotting'</span><span class="op">:</span> <span class="nam">plotting</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1494" href="#t1494">1494</a></span><span class="t">        <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1495" href="#t1495">1495</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1496" href="#t1496">1496</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1497" href="#t1497">1497</a></span><span class="t">    <span class="nam">logger</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span><span class="num">26</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">Doing single problem </span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1498" href="#t1498">1498</a></span><span class="t">    <span class="nam">execute_configurations</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1499" href="#t1499">1499</a></span><span class="t">        <span class="op">**</span><span class="nam">params</span><span class="op">,</span> <span class="nam">problem</span><span class="op">=</span><span class="nam">problem</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">decorate</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">configurations</span><span class="op">=</span><span class="nam">get_configs</span><span class="op">(</span><span class="nam">mode</span><span class="op">,</span> <span class="nam">problem</span><span class="op">)</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1500" href="#t1500">1500</a></span><span class="t">    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1501" href="#t1501">1501</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1502" href="#t1502">1502</a></span><span class="t">    <span class="key">if</span> <span class="nam">plotting</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1503" href="#t1503">1503</a></span><span class="t">        <span class="nam">save_fig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1504" href="#t1504">1504</a></span><span class="t">            <span class="nam">fig</span><span class="op">=</span><span class="nam">fig</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1505" href="#t1505">1505</a></span><span class="t">            <span class="nam">name</span><span class="op">=</span><span class="fst">f'</span><span class="op">{</span><span class="nam">problem</span><span class="op">.</span><span class="nam">__name__</span><span class="op">}</span><span class="fst">-</span><span class="op">{</span><span class="nam">mode</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1506" href="#t1506">1506</a></span><span class="t">            <span class="nam">work_key</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'work_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1507" href="#t1507">1507</a></span><span class="t">            <span class="nam">precision_key</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'precision_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1508" href="#t1508">1508</a></span><span class="t">            <span class="nam">legend</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1509" href="#t1509">1509</a></span><span class="t">            <span class="nam">base_path</span><span class="op">=</span><span class="nam">base_path</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1510" href="#t1510">1510</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1511" href="#t1511">1511</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1512" href="#t1512">1512</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1513" href="#t1513">1513</a></span><span class="t"><span class="key">def</span> <span class="nam">vdp_stiffness_plot</span><span class="op">(</span><span class="nam">base_path</span><span class="op">=</span><span class="str">'data'</span><span class="op">,</span> <span class="nam">format</span><span class="op">=</span><span class="str">'pdf'</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1514" href="#t1514">1514</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">get_fig</span><span class="op">(</span><span class="num">3</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="nam">sharex</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">sharey</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t1515" href="#t1515">1515</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1516" href="#t1516">1516</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="str">'Van der Pol'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1517" href="#t1517">1517</a></span><span class="t">    <span class="key">if</span> <span class="nam">params</span><span class="op">[</span><span class="str">'comm_world'</span><span class="op">]</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1518" href="#t1518">1518</a></span><span class="t">        <span class="nam">save_fig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1519" href="#t1519">1519</a></span><span class="t">            <span class="nam">fig</span><span class="op">=</span><span class="nam">fig</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1520" href="#t1520">1520</a></span><span class="t">            <span class="nam">name</span><span class="op">=</span><span class="str">'vdp-stiffness'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1521" href="#t1521">1521</a></span><span class="t">            <span class="nam">work_key</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'work_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1522" href="#t1522">1522</a></span><span class="t">            <span class="nam">precision_key</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'precision_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1523" href="#t1523">1523</a></span><span class="t">            <span class="nam">legend</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1524" href="#t1524">1524</a></span><span class="t">            <span class="nam">base_path</span><span class="op">=</span><span class="nam">base_path</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1525" href="#t1525">1525</a></span><span class="t">            <span class="nam">format</span><span class="op">=</span><span class="nam">format</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1526" href="#t1526">1526</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1527" href="#t1527">1527</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1528" href="#t1528">1528</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1529" href="#t1529">1529</a></span><span class="t"><span class="key">def</span> <span class="nam">add_order_line</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">order</span><span class="op">,</span> <span class="nam">ls</span><span class="op">,</span> <span class="nam">y_right</span><span class="op">=</span><span class="num">1.0</span><span class="op">,</span> <span class="nam">marker</span><span class="op">=</span><span class="str">'.'</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1530" href="#t1530">1530</a></span><span class="t">    <span class="nam">x_min</span> <span class="op">=</span> <span class="nam">min</span><span class="op">(</span><span class="op">[</span><span class="nam">min</span><span class="op">(</span><span class="nam">line</span><span class="op">.</span><span class="nam">get_xdata</span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">get_lines</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1531" href="#t1531">1531</a></span><span class="t">    <span class="nam">x_max</span> <span class="op">=</span> <span class="nam">max</span><span class="op">(</span><span class="op">[</span><span class="nam">max</span><span class="op">(</span><span class="nam">line</span><span class="op">.</span><span class="nam">get_xdata</span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">get_lines</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1532" href="#t1532">1532</a></span><span class="t">    <span class="nam">y_min</span> <span class="op">=</span> <span class="nam">min</span><span class="op">(</span><span class="op">[</span><span class="nam">min</span><span class="op">(</span><span class="nam">line</span><span class="op">.</span><span class="nam">get_ydata</span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">get_lines</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1533" href="#t1533">1533</a></span><span class="t">    <span class="nam">y_max</span> <span class="op">=</span> <span class="nam">max</span><span class="op">(</span><span class="op">[</span><span class="nam">max</span><span class="op">(</span><span class="nam">line</span><span class="op">.</span><span class="nam">get_ydata</span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">get_lines</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1534" href="#t1534">1534</a></span><span class="t">    <span class="nam">x</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">logspace</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">log10</span><span class="op">(</span><span class="nam">x_min</span><span class="op">)</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">log10</span><span class="op">(</span><span class="nam">x_max</span><span class="op">)</span><span class="op">,</span> <span class="num">100</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1535" href="#t1535">1535</a></span><span class="t">    <span class="nam">y</span> <span class="op">=</span> <span class="nam">y_right</span> <span class="op">*</span> <span class="op">(</span><span class="nam">x</span> <span class="op">/</span> <span class="nam">x_max</span><span class="op">)</span> <span class="op">**</span> <span class="nam">order</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1536" href="#t1536">1536</a></span><span class="t">    <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">logical_and</span><span class="op">(</span><span class="nam">y</span> <span class="op">></span> <span class="nam">y_min</span><span class="op">,</span> <span class="nam">y</span> <span class="op">&lt;</span> <span class="nam">y_max</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="mis show_mis"><span class="n"><a id="t1537" href="#t1537">1537</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">loglog</span><span class="op">(</span><span class="nam">x</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">,</span> <span class="nam">y</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="nam">ls</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'black'</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="fst">f'</span><span class="fst">Order </span><span class="op">{</span><span class="nam">order</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span> <span class="nam">marker</span><span class="op">=</span><span class="nam">marker</span><span class="op">,</span> <span class="nam">markevery</span><span class="op">=</span><span class="num">5</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1538" href="#t1538">1538</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1539" href="#t1539">1539</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1540" href="#t1540">1540</a></span><span class="t"><span class="key">def</span> <span class="nam">aggregate_parallel_efficiency_plot</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1541" href="#t1541">1541</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1542" href="#t1542">1542</a></span><span class="t"><span class="str">    Make a "weak scaling" plot for diagonal SDC</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1543" href="#t1543">1543</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1544" href="#t1544">1544</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1545" href="#t1545">1545</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1546" href="#t1546">1546</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">2</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1547" href="#t1547">1547</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1548" href="#t1548">1548</a></span><span class="t">    <span class="nam">_fig</span><span class="op">,</span> <span class="nam">_ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1549" href="#t1549">1549</a></span><span class="t">    <span class="nam">num_procs</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1550" href="#t1550">1550</a></span><span class="t">    <span class="nam">num_procs_sweeper</span> <span class="op">=</span> <span class="num">2</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1551" href="#t1551">1551</a></span><span class="t">    <span class="nam">problem</span> <span class="op">=</span> <span class="nam">run_quench</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1552" href="#t1552">1552</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1553" href="#t1553">1553</a></span><span class="t">    <span class="nam">num_procs_sweeper_list</span> <span class="op">=</span> <span class="op">[</span><span class="num">2</span><span class="op">,</span> <span class="num">3</span><span class="op">,</span> <span class="num">4</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1554" href="#t1554">1554</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1555" href="#t1555">1555</a></span><span class="t">    <span class="key">for</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">ax</span> <span class="key">in</span> <span class="nam">zip</span><span class="op">(</span><span class="op">[</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="nam">run_Lorenz</span><span class="op">,</span> <span class="nam">run_quench</span><span class="op">]</span><span class="op">,</span> <span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1556" href="#t1556">1556</a></span><span class="t">        <span class="nam">speedup</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1557" href="#t1557">1557</a></span><span class="t">        <span class="key">for</span> <span class="nam">num_procs_sweeper</span> <span class="key">in</span> <span class="nam">num_procs_sweeper_list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1558" href="#t1558">1558</a></span><span class="t">            <span class="nam">s</span><span class="op">,</span> <span class="nam">e</span> <span class="op">=</span> <span class="nam">plot_parallel_efficiency_diagonalSDC</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1559" href="#t1559">1559</a></span><span class="t">                <span class="nam">ax</span><span class="op">=</span><span class="nam">_ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1560" href="#t1560">1560</a></span><span class="t">                <span class="nam">work_key</span><span class="op">=</span><span class="str">'t'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1561" href="#t1561">1561</a></span><span class="t">                <span class="nam">precision_key</span><span class="op">=</span><span class="str">'e_global_rel'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1562" href="#t1562">1562</a></span><span class="t">                <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1563" href="#t1563">1563</a></span><span class="t">                <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="nam">num_procs_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1564" href="#t1564">1564</a></span><span class="t">                <span class="nam">problem</span><span class="op">=</span><span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1565" href="#t1565">1565</a></span><span class="t">                <span class="nam">strategy</span><span class="op">=</span><span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1566" href="#t1566">1566</a></span><span class="t">                <span class="nam">mode</span><span class="op">=</span><span class="str">'diagonal_SDC'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1567" href="#t1567">1567</a></span><span class="t">                <span class="nam">handle</span><span class="op">=</span><span class="fst">f'</span><span class="op">{</span><span class="nam">num_procs_sweeper</span><span class="op">}</span><span class="fst"> nodes</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1568" href="#t1568">1568</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1569" href="#t1569">1569</a></span><span class="t">            <span class="nam">speedup</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">s</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1570" href="#t1570">1570</a></span><span class="t">            <span class="nam">decorate_panel</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">=</span><span class="str">'nprocs'</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">=</span><span class="str">''</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1571" href="#t1571">1571</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1572" href="#t1572">1572</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">num_procs_sweeper_list</span><span class="op">,</span> <span class="nam">speedup</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">'speedup'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1573" href="#t1573">1573</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1574" href="#t1574">1574</a></span><span class="t">            <span class="nam">num_procs_sweeper_list</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1575" href="#t1575">1575</a></span><span class="t">            <span class="op">[</span><span class="nam">speedup</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">/</span> <span class="nam">num_procs_sweeper_list</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">speedup</span><span class="op">)</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1576" href="#t1576">1576</a></span><span class="t">            <span class="nam">label</span><span class="op">=</span><span class="str">'parallel efficiency'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1577" href="#t1577">1577</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1578" href="#t1578">1578</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1579" href="#t1579">1579</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1580" href="#t1580">1580</a></span><span class="t">    <span class="nam">save_fig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'parallel_efficiency'</span><span class="op">,</span> <span class="str">'nprocs'</span><span class="op">,</span> <span class="str">'speedup'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1581" href="#t1581">1581</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1582" href="#t1582">1582</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1583" href="#t1583">1583</a></span><span class="t"><span class="key">if</span> <span class="nam">__name__</span> <span class="op">==</span> <span class="str">"__main__"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1584" href="#t1584">1584</a></span><span class="t">    <span class="nam">comm_world</span> <span class="op">=</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1585" href="#t1585">1585</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1586" href="#t1586">1586</a></span><span class="t">    <span class="nam">record</span> <span class="op">=</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">size</span> <span class="op">></span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1587" href="#t1587">1587</a></span><span class="t">    <span class="key">for</span> <span class="nam">mode</span> <span class="key">in</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1588" href="#t1588">1588</a></span><span class="t">        <span class="com"># 'compare_strategies',</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1589" href="#t1589">1589</a></span><span class="t">        <span class="com"># 'RK_comp',</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1590" href="#t1590">1590</a></span><span class="t">        <span class="com"># 'parallel_efficiency',</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1591" href="#t1591">1591</a></span><span class="t">    <span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1592" href="#t1592">1592</a></span><span class="t">        <span class="nam">params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1593" href="#t1593">1593</a></span><span class="t">            <span class="str">'mode'</span><span class="op">:</span> <span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1594" href="#t1594">1594</a></span><span class="t">            <span class="str">'runs'</span><span class="op">:</span> <span class="num">5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1595" href="#t1595">1595</a></span><span class="t">            <span class="str">'plotting'</span><span class="op">:</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1596" href="#t1596">1596</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1597" href="#t1597">1597</a></span><span class="t">        <span class="nam">params_single</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1598" href="#t1598">1598</a></span><span class="t">            <span class="op">**</span><span class="nam">params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1599" href="#t1599">1599</a></span><span class="t">            <span class="str">'problem'</span><span class="op">:</span> <span class="nam">run_AC</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1600" href="#t1600">1600</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1601" href="#t1601">1601</a></span><span class="t">        <span class="nam">single_problem</span><span class="op">(</span><span class="op">**</span><span class="nam">params_single</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">=</span><span class="str">'t'</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">=</span><span class="str">'e_global_rel'</span><span class="op">,</span> <span class="nam">record</span><span class="op">=</span><span class="nam">record</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1516" href="#t1516">1516</a></span><span class="t">    <span class="nam">mus</span> <span class="op">=</span> <span class="op">[</span><span class="num">10</span><span class="op">,</span> <span class="num">100</span><span class="op">,</span> <span class="num">1000</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1517" href="#t1517">1517</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1518" href="#t1518">1518</a></span><span class="t">    <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">mus</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1519" href="#t1519">1519</a></span><span class="t">        <span class="nam">params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1520" href="#t1520">1520</a></span><span class="t">            <span class="str">'runs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1521" href="#t1521">1521</a></span><span class="t">            <span class="str">'problem'</span><span class="op">:</span> <span class="nam">run_vdp</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1522" href="#t1522">1522</a></span><span class="t">            <span class="str">'record'</span><span class="op">:</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1523" href="#t1523">1523</a></span><span class="t">            <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'t'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1524" href="#t1524">1524</a></span><span class="t">            <span class="str">'precision_key'</span><span class="op">:</span> <span class="str">'e_global'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1525" href="#t1525">1525</a></span><span class="t">            <span class="str">'comm_world'</span><span class="op">:</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1526" href="#t1526">1526</a></span><span class="t">            <span class="op">**</span><span class="nam">kwargs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1527" href="#t1527">1527</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1528" href="#t1528">1528</a></span><span class="t">        <span class="nam">params</span><span class="op">[</span><span class="str">'num_procs'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">min</span><span class="op">(</span><span class="nam">params</span><span class="op">[</span><span class="str">'comm_world'</span><span class="op">]</span><span class="op">.</span><span class="nam">size</span><span class="op">,</span> <span class="num">5</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1529" href="#t1529">1529</a></span><span class="t">        <span class="nam">params</span><span class="op">[</span><span class="str">'plotting'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">params</span><span class="op">[</span><span class="str">'comm_world'</span><span class="op">]</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1530" href="#t1530">1530</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1531" href="#t1531">1531</a></span><span class="t">        <span class="nam">mode</span> <span class="op">=</span> <span class="fst">f'</span><span class="fst">vdp_stiffness-</span><span class="op">{</span><span class="nam">mus</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1532" href="#t1532">1532</a></span><span class="t">        <span class="nam">configurations</span> <span class="op">=</span> <span class="nam">get_configs</span><span class="op">(</span><span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">,</span> <span class="nam">problem</span><span class="op">=</span><span class="nam">run_vdp</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1533" href="#t1533">1533</a></span><span class="t">        <span class="nam">execute_configurations</span><span class="op">(</span><span class="op">**</span><span class="nam">params</span><span class="op">,</span> <span class="nam">ax</span><span class="op">=</span><span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span> <span class="nam">decorate</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">configurations</span><span class="op">=</span><span class="nam">configurations</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1534" href="#t1534">1534</a></span><span class="t">        <span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">.</span><span class="nam">set_title</span><span class="op">(</span><span class="fst">rf'</span><span class="fst">$\mu={</span> <span class="op">{</span><span class="nam">mus</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">}</span><span class="fst">}</span> <span class="fst">$</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1535" href="#t1535">1535</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1536" href="#t1536">1536</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">suptitle</span><span class="op">(</span><span class="str">'Van der Pol'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1537" href="#t1537">1537</a></span><span class="t">    <span class="key">if</span> <span class="nam">params</span><span class="op">[</span><span class="str">'comm_world'</span><span class="op">]</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1538" href="#t1538">1538</a></span><span class="t">        <span class="nam">save_fig</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1539" href="#t1539">1539</a></span><span class="t">            <span class="nam">fig</span><span class="op">=</span><span class="nam">fig</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1540" href="#t1540">1540</a></span><span class="t">            <span class="nam">name</span><span class="op">=</span><span class="str">'vdp-stiffness'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1541" href="#t1541">1541</a></span><span class="t">            <span class="nam">work_key</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'work_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1542" href="#t1542">1542</a></span><span class="t">            <span class="nam">precision_key</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'precision_key'</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1543" href="#t1543">1543</a></span><span class="t">            <span class="nam">legend</span><span class="op">=</span><span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1544" href="#t1544">1544</a></span><span class="t">            <span class="nam">base_path</span><span class="op">=</span><span class="nam">base_path</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1545" href="#t1545">1545</a></span><span class="t">            <span class="nam">format</span><span class="op">=</span><span class="nam">format</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1546" href="#t1546">1546</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1547" href="#t1547">1547</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1548" href="#t1548">1548</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1549" href="#t1549">1549</a></span><span class="t"><span class="key">def</span> <span class="nam">add_order_line</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">order</span><span class="op">,</span> <span class="nam">ls</span><span class="op">,</span> <span class="nam">y_right</span><span class="op">=</span><span class="num">1.0</span><span class="op">,</span> <span class="nam">marker</span><span class="op">=</span><span class="str">'.'</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1550" href="#t1550">1550</a></span><span class="t">    <span class="nam">x_min</span> <span class="op">=</span> <span class="nam">min</span><span class="op">(</span><span class="op">[</span><span class="nam">min</span><span class="op">(</span><span class="nam">line</span><span class="op">.</span><span class="nam">get_xdata</span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">get_lines</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1551" href="#t1551">1551</a></span><span class="t">    <span class="nam">x_max</span> <span class="op">=</span> <span class="nam">max</span><span class="op">(</span><span class="op">[</span><span class="nam">max</span><span class="op">(</span><span class="nam">line</span><span class="op">.</span><span class="nam">get_xdata</span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">get_lines</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1552" href="#t1552">1552</a></span><span class="t">    <span class="nam">y_min</span> <span class="op">=</span> <span class="nam">min</span><span class="op">(</span><span class="op">[</span><span class="nam">min</span><span class="op">(</span><span class="nam">line</span><span class="op">.</span><span class="nam">get_ydata</span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">get_lines</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1553" href="#t1553">1553</a></span><span class="t">    <span class="nam">y_max</span> <span class="op">=</span> <span class="nam">max</span><span class="op">(</span><span class="op">[</span><span class="nam">max</span><span class="op">(</span><span class="nam">line</span><span class="op">.</span><span class="nam">get_ydata</span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">ax</span><span class="op">.</span><span class="nam">get_lines</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1554" href="#t1554">1554</a></span><span class="t">    <span class="nam">x</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">logspace</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">log10</span><span class="op">(</span><span class="nam">x_min</span><span class="op">)</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">log10</span><span class="op">(</span><span class="nam">x_max</span><span class="op">)</span><span class="op">,</span> <span class="num">100</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1555" href="#t1555">1555</a></span><span class="t">    <span class="nam">y</span> <span class="op">=</span> <span class="nam">y_right</span> <span class="op">*</span> <span class="op">(</span><span class="nam">x</span> <span class="op">/</span> <span class="nam">x_max</span><span class="op">)</span> <span class="op">**</span> <span class="nam">order</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1556" href="#t1556">1556</a></span><span class="t">    <span class="nam">mask</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">logical_and</span><span class="op">(</span><span class="nam">y</span> <span class="op">></span> <span class="nam">y_min</span><span class="op">,</span> <span class="nam">y</span> <span class="op">&lt;</span> <span class="nam">y_max</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t1557" href="#t1557">1557</a></span><span class="t">    <span class="nam">ax</span><span class="op">.</span><span class="nam">loglog</span><span class="op">(</span><span class="nam">x</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">,</span> <span class="nam">y</span><span class="op">[</span><span class="nam">mask</span><span class="op">]</span><span class="op">,</span> <span class="nam">ls</span><span class="op">=</span><span class="nam">ls</span><span class="op">,</span> <span class="nam">color</span><span class="op">=</span><span class="str">'black'</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="fst">f'</span><span class="fst">Order </span><span class="op">{</span><span class="nam">order</span><span class="op">}</span><span class="fst">'</span><span class="op">,</span> <span class="nam">marker</span><span class="op">=</span><span class="nam">marker</span><span class="op">,</span> <span class="nam">markevery</span><span class="op">=</span><span class="num">5</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1558" href="#t1558">1558</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1559" href="#t1559">1559</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1560" href="#t1560">1560</a></span><span class="t"><span class="key">def</span> <span class="nam">aggregate_parallel_efficiency_plot</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>  <span class="com"># pragma: no cover</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1561" href="#t1561">1561</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1562" href="#t1562">1562</a></span><span class="t"><span class="str">    Make a "weak scaling" plot for diagonal SDC</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1563" href="#t1563">1563</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1564" href="#t1564">1564</a></span><span class="t">    <span class="key">from</span> <span class="nam">pySDC</span><span class="op">.</span><span class="nam">projects</span><span class="op">.</span><span class="nam">Resilience</span><span class="op">.</span><span class="nam">strategies</span> <span class="key">import</span> <span class="nam">AdaptivityPolynomialError</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1565" href="#t1565">1565</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1566" href="#t1566">1566</a></span><span class="t">    <span class="nam">fig</span><span class="op">,</span> <span class="nam">axs</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">2</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1567" href="#t1567">1567</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1568" href="#t1568">1568</a></span><span class="t">    <span class="nam">_fig</span><span class="op">,</span> <span class="nam">_ax</span> <span class="op">=</span> <span class="nam">plt</span><span class="op">.</span><span class="nam">subplots</span><span class="op">(</span><span class="num">1</span><span class="op">,</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1569" href="#t1569">1569</a></span><span class="t">    <span class="nam">num_procs</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1570" href="#t1570">1570</a></span><span class="t">    <span class="nam">num_procs_sweeper</span> <span class="op">=</span> <span class="num">2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1571" href="#t1571">1571</a></span><span class="t">    <span class="nam">problem</span> <span class="op">=</span> <span class="nam">run_quench</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1572" href="#t1572">1572</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1573" href="#t1573">1573</a></span><span class="t">    <span class="nam">num_procs_sweeper_list</span> <span class="op">=</span> <span class="op">[</span><span class="num">2</span><span class="op">,</span> <span class="num">3</span><span class="op">,</span> <span class="num">4</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1574" href="#t1574">1574</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1575" href="#t1575">1575</a></span><span class="t">    <span class="key">for</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">ax</span> <span class="key">in</span> <span class="nam">zip</span><span class="op">(</span><span class="op">[</span><span class="nam">run_vdp</span><span class="op">,</span> <span class="nam">run_Lorenz</span><span class="op">,</span> <span class="nam">run_quench</span><span class="op">]</span><span class="op">,</span> <span class="nam">axs</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1576" href="#t1576">1576</a></span><span class="t">        <span class="nam">speedup</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1577" href="#t1577">1577</a></span><span class="t">        <span class="key">for</span> <span class="nam">num_procs_sweeper</span> <span class="key">in</span> <span class="nam">num_procs_sweeper_list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1578" href="#t1578">1578</a></span><span class="t">            <span class="nam">s</span><span class="op">,</span> <span class="nam">e</span> <span class="op">=</span> <span class="nam">plot_parallel_efficiency_diagonalSDC</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1579" href="#t1579">1579</a></span><span class="t">                <span class="nam">ax</span><span class="op">=</span><span class="nam">_ax</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1580" href="#t1580">1580</a></span><span class="t">                <span class="nam">work_key</span><span class="op">=</span><span class="str">'t'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1581" href="#t1581">1581</a></span><span class="t">                <span class="nam">precision_key</span><span class="op">=</span><span class="str">'e_global_rel'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1582" href="#t1582">1582</a></span><span class="t">                <span class="nam">num_procs</span><span class="op">=</span><span class="nam">num_procs</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1583" href="#t1583">1583</a></span><span class="t">                <span class="nam">num_procs_sweeper</span><span class="op">=</span><span class="nam">num_procs_sweeper</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1584" href="#t1584">1584</a></span><span class="t">                <span class="nam">problem</span><span class="op">=</span><span class="nam">problem</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1585" href="#t1585">1585</a></span><span class="t">                <span class="nam">strategy</span><span class="op">=</span><span class="nam">AdaptivityPolynomialError</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1586" href="#t1586">1586</a></span><span class="t">                <span class="nam">mode</span><span class="op">=</span><span class="str">'diagonal_SDC'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1587" href="#t1587">1587</a></span><span class="t">                <span class="nam">handle</span><span class="op">=</span><span class="fst">f'</span><span class="op">{</span><span class="nam">num_procs_sweeper</span><span class="op">}</span><span class="fst"> nodes</span><span class="fst">'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1588" href="#t1588">1588</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1589" href="#t1589">1589</a></span><span class="t">            <span class="nam">speedup</span> <span class="op">+=</span> <span class="op">[</span><span class="nam">s</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1590" href="#t1590">1590</a></span><span class="t">            <span class="nam">decorate_panel</span><span class="op">(</span><span class="nam">ax</span><span class="op">,</span> <span class="nam">problem</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">=</span><span class="str">'nprocs'</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">=</span><span class="str">''</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1591" href="#t1591">1591</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1592" href="#t1592">1592</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span><span class="nam">num_procs_sweeper_list</span><span class="op">,</span> <span class="nam">speedup</span><span class="op">,</span> <span class="nam">label</span><span class="op">=</span><span class="str">'speedup'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1593" href="#t1593">1593</a></span><span class="t">        <span class="nam">ax</span><span class="op">.</span><span class="nam">plot</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1594" href="#t1594">1594</a></span><span class="t">            <span class="nam">num_procs_sweeper_list</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1595" href="#t1595">1595</a></span><span class="t">            <span class="op">[</span><span class="nam">speedup</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">/</span> <span class="nam">num_procs_sweeper_list</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">len</span><span class="op">(</span><span class="nam">speedup</span><span class="op">)</span><span class="op">)</span><span class="op">]</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1596" href="#t1596">1596</a></span><span class="t">            <span class="nam">label</span><span class="op">=</span><span class="str">'parallel efficiency'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1597" href="#t1597">1597</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1598" href="#t1598">1598</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1599" href="#t1599">1599</a></span><span class="t">    <span class="nam">fig</span><span class="op">.</span><span class="nam">tight_layout</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1600" href="#t1600">1600</a></span><span class="t">    <span class="nam">save_fig</span><span class="op">(</span><span class="nam">fig</span><span class="op">,</span> <span class="str">'parallel_efficiency'</span><span class="op">,</span> <span class="str">'nprocs'</span><span class="op">,</span> <span class="str">'speedup'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1601" href="#t1601">1601</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t1602" href="#t1602">1602</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1603" href="#t1603">1603</a></span><span class="t">    <span class="nam">all_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1604" href="#t1604">1604</a></span><span class="t">        <span class="str">'record'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1605" href="#t1605">1605</a></span><span class="t">        <span class="str">'runs'</span><span class="op">:</span> <span class="num">5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1606" href="#t1606">1606</a></span><span class="t">        <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'t'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1607" href="#t1607">1607</a></span><span class="t">        <span class="str">'precision_key'</span><span class="op">:</span> <span class="str">'e_global_rel'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1608" href="#t1608">1608</a></span><span class="t">        <span class="str">'plotting'</span><span class="op">:</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1609" href="#t1609">1609</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1610" href="#t1610">1610</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1611" href="#t1611">1611</a></span><span class="t">    <span class="key">for</span> <span class="nam">mode</span> <span class="key">in</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1612" href="#t1612">1612</a></span><span class="t">        <span class="str">'RK_comp'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1613" href="#t1613">1613</a></span><span class="t">        <span class="str">'parallel_efficiency'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1614" href="#t1614">1614</a></span><span class="t">        <span class="str">'compare_strategies'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1615" href="#t1615">1615</a></span><span class="t">    <span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1616" href="#t1616">1616</a></span><span class="t">        <span class="nam">all_problems</span><span class="op">(</span><span class="op">**</span><span class="nam">all_params</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1617" href="#t1617">1617</a></span><span class="t">        <span class="nam">comm_world</span><span class="op">.</span><span class="nam">Barrier</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t1618" href="#t1618">1618</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1619" href="#t1619">1619</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t1620" href="#t1620">1620</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1603" href="#t1603">1603</a></span><span class="t"><span class="key">if</span> <span class="nam">__name__</span> <span class="op">==</span> <span class="str">"__main__"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1604" href="#t1604">1604</a></span><span class="t">    <span class="nam">comm_world</span> <span class="op">=</span> <span class="nam">MPI</span><span class="op">.</span><span class="nam">COMM_WORLD</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1605" href="#t1605">1605</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1606" href="#t1606">1606</a></span><span class="t">    <span class="nam">record</span> <span class="op">=</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">size</span> <span class="op">></span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1607" href="#t1607">1607</a></span><span class="t">    <span class="key">for</span> <span class="nam">mode</span> <span class="key">in</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1608" href="#t1608">1608</a></span><span class="t">        <span class="com"># 'compare_strategies',</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1609" href="#t1609">1609</a></span><span class="t">        <span class="com"># 'RK_comp',</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1610" href="#t1610">1610</a></span><span class="t">        <span class="com"># 'parallel_efficiency',</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1611" href="#t1611">1611</a></span><span class="t">    <span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1612" href="#t1612">1612</a></span><span class="t">        <span class="nam">params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1613" href="#t1613">1613</a></span><span class="t">            <span class="str">'mode'</span><span class="op">:</span> <span class="nam">mode</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1614" href="#t1614">1614</a></span><span class="t">            <span class="str">'runs'</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1615" href="#t1615">1615</a></span><span class="t">            <span class="str">'plotting'</span><span class="op">:</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1616" href="#t1616">1616</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1617" href="#t1617">1617</a></span><span class="t">        <span class="nam">params_single</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1618" href="#t1618">1618</a></span><span class="t">            <span class="op">**</span><span class="nam">params</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1619" href="#t1619">1619</a></span><span class="t">            <span class="str">'problem'</span><span class="op">:</span> <span class="nam">run_RBC</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1620" href="#t1620">1620</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1621" href="#t1621">1621</a></span><span class="t">        <span class="nam">single_problem</span><span class="op">(</span><span class="op">**</span><span class="nam">params_single</span><span class="op">,</span> <span class="nam">work_key</span><span class="op">=</span><span class="str">'t'</span><span class="op">,</span> <span class="nam">precision_key</span><span class="op">=</span><span class="str">'e_global_rel'</span><span class="op">,</span> <span class="nam">record</span><span class="op">=</span><span class="nam">record</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1622" href="#t1622">1622</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1623" href="#t1623">1623</a></span><span class="t">    <span class="nam">all_params</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1624" href="#t1624">1624</a></span><span class="t">        <span class="str">'record'</span><span class="op">:</span> <span class="key">True</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1625" href="#t1625">1625</a></span><span class="t">        <span class="str">'runs'</span><span class="op">:</span> <span class="num">5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1626" href="#t1626">1626</a></span><span class="t">        <span class="str">'work_key'</span><span class="op">:</span> <span class="str">'t'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1627" href="#t1627">1627</a></span><span class="t">        <span class="str">'precision_key'</span><span class="op">:</span> <span class="str">'e_global_rel'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1628" href="#t1628">1628</a></span><span class="t">        <span class="str">'plotting'</span><span class="op">:</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1629" href="#t1629">1629</a></span><span class="t">    <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1630" href="#t1630">1630</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1631" href="#t1631">1631</a></span><span class="t">    <span class="key">for</span> <span class="nam">mode</span> <span class="key">in</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1632" href="#t1632">1632</a></span><span class="t">        <span class="str">'RK_comp'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1633" href="#t1633">1633</a></span><span class="t">        <span class="str">'parallel_efficiency'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1634" href="#t1634">1634</a></span><span class="t">        <span class="str">'compare_strategies'</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1635" href="#t1635">1635</a></span><span class="t">    <span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1636" href="#t1636">1636</a></span><span class="t">        <span class="nam">all_problems</span><span class="op">(</span><span class="op">**</span><span class="nam">all_params</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="nam">mode</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1637" href="#t1637">1637</a></span><span class="t">        <span class="nam">comm_world</span><span class="op">.</span><span class="nam">Barrier</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t1638" href="#t1638">1638</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1639" href="#t1639">1639</a></span><span class="t">    <span class="key">if</span> <span class="nam">comm_world</span><span class="op">.</span><span class="nam">rank</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t1640" href="#t1640">1640</a></span><span class="t">        <span class="nam">plt</span><span class="op">.</span><span class="nam">show</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 </main>
 <footer>
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@@ -65,7 +65,7 @@ <h2>
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             <a class="nav" href="z_91faa57f8583c837_Quench_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_91faa57f8583c837_Quench_py.html b/coverage/z_91faa57f8583c837_Quench_py.html
index 801ba9e0c2..c13170d1e0 100644
--- a/coverage/z_91faa57f8583c837_Quench_py.html
+++ b/coverage/z_91faa57f8583c837_Quench_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_91faa57f8583c837_RayleighBenard_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -691,7 +691,7 @@ <h2>
             <a class="nav" href="z_91faa57f8583c837_RayleighBenard_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_91faa57f8583c837_RayleighBenard_py.html b/coverage/z_91faa57f8583c837_RayleighBenard_py.html
index 3d817786ad..d2f1cf6e57 100644
--- a/coverage/z_91faa57f8583c837_RayleighBenard_py.html
+++ b/coverage/z_91faa57f8583c837_RayleighBenard_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_91faa57f8583c837_TestEquation_0D_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -653,7 +653,7 @@ <h2>
             <a class="nav" href="z_91faa57f8583c837_TestEquation_0D_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_91faa57f8583c837_TestEquation_0D_py.html b/coverage/z_91faa57f8583c837_TestEquation_0D_py.html
index 27fcc713f6..d0eb7decb6 100644
--- a/coverage/z_91faa57f8583c837_TestEquation_0D_py.html
+++ b/coverage/z_91faa57f8583c837_TestEquation_0D_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_91faa57f8583c837_Van_der_Pol_implicit_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -236,7 +236,7 @@ <h2>
             <a class="nav" href="z_91faa57f8583c837_Van_der_Pol_implicit_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_91faa57f8583c837_Van_der_Pol_implicit_py.html b/coverage/z_91faa57f8583c837_Van_der_Pol_implicit_py.html
index 4758a3c3ff..1bbae68e85 100644
--- a/coverage/z_91faa57f8583c837_Van_der_Pol_implicit_py.html
+++ b/coverage/z_91faa57f8583c837_Van_der_Pol_implicit_py.html
@@ -2,7 +2,7 @@
 <html lang="en">
 <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-    <title>Coverage for pySDC/implementations/problem_classes/Van_der_Pol_implicit.py: 96%</title>
+    <title>Coverage for pySDC/implementations/problem_classes/Van_der_Pol_implicit.py: 95%</title>
     <link rel="icon" sizes="32x32" href="favicon_32_cb_58284776.png">
     <link rel="stylesheet" href="style_cb_8e611ae1.css" type="text/css">
     <script src="coverage_html_cb_6fb7b396.js" defer></script>
@@ -12,7 +12,7 @@
     <div class="content">
         <h1>
             <span class="text">Coverage for </span><b>pySDC/implementations/problem_classes/Van_der_Pol_implicit.py</b>:
-            <span class="pc_cov">96%</span>
+            <span class="pc_cov">95%</span>
         </h1>
         <aside id="help_panel_wrapper">
             <input id="help_panel_state" type="checkbox">
@@ -55,8 +55,8 @@ <h1>
         </aside>
         <h2>
             <span class="text">57 statements &nbsp;</span>
-            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">55<span class="text"> run</span></button>
-            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">2<span class="text"> missing</span></button>
+            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">54<span class="text"> run</span></button>
+            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">3<span class="text"> missing</span></button>
             <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">2<span class="text"> excluded</span></button>
         </h2>
         <p class="text">
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_91faa57f8583c837_VorticityVelocity_2D_FEniCS_periodic_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -267,7 +267,7 @@ <h2>
     <p class="mis show_mis"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span><span class="str">'Newton got nan after %i iterations...'</span> <span class="op">%</span> <span class="nam">n</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t">            <span class="key">raise</span> <span class="nam">ProblemError</span><span class="op">(</span><span class="str">'Newton got nan after %i iterations, aborting...'</span> <span class="op">%</span> <span class="nam">n</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">        <span class="key">elif</span> <span class="nam">np</span><span class="op">.</span><span class="nam">isnan</span><span class="op">(</span><span class="nam">res</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span><span class="str">'Newton got nan after %i iterations...'</span> <span class="op">%</span> <span class="nam">n</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span><span class="str">'Newton got nan after %i iterations...'</span> <span class="op">%</span> <span class="nam">n</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t">        <span class="key">if</span> <span class="nam">n</span> <span class="op">==</span> <span class="nam">self</span><span class="op">.</span><span class="nam">newton_maxiter</span> <span class="key">and</span> <span class="nam">self</span><span class="op">.</span><span class="nam">crash_at_maxiter</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t">            <span class="key">raise</span> <span class="nam">ProblemError</span><span class="op">(</span><span class="str">'Newton did not converge after %i iterations, error is %s'</span> <span class="op">%</span> <span class="op">(</span><span class="nam">n</span><span class="op">,</span> <span class="nam">res</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
@@ -282,7 +282,7 @@ <h2>
             <a class="nav" href="z_91faa57f8583c837_VorticityVelocity_2D_FEniCS_periodic_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_91faa57f8583c837_VorticityVelocity_2D_FEniCS_periodic_py.html b/coverage/z_91faa57f8583c837_VorticityVelocity_2D_FEniCS_periodic_py.html
index 058ffd05b6..9403f7a02f 100644
--- a/coverage/z_91faa57f8583c837_VorticityVelocity_2D_FEniCS_periodic_py.html
+++ b/coverage/z_91faa57f8583c837_VorticityVelocity_2D_FEniCS_periodic_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_c032a2f084ee6f96_buildFDMatrix_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -572,7 +572,7 @@ <h2>
             <a class="nav" href="z_c032a2f084ee6f96_buildFDMatrix_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_91faa57f8583c837_generic_MPIFFT_Laplacian_py.html b/coverage/z_91faa57f8583c837_generic_MPIFFT_Laplacian_py.html
index 92e704e646..9517c8cdc2 100644
--- a/coverage/z_91faa57f8583c837_generic_MPIFFT_Laplacian_py.html
+++ b/coverage/z_91faa57f8583c837_generic_MPIFFT_Laplacian_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_91faa57f8583c837_generic_ND_FD_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -297,7 +297,7 @@ <h2>
             <a class="nav" href="z_91faa57f8583c837_generic_ND_FD_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_91faa57f8583c837_generic_ND_FD_py.html b/coverage/z_91faa57f8583c837_generic_ND_FD_py.html
index 04b3991676..ddb6da8d24 100644
--- a/coverage/z_91faa57f8583c837_generic_ND_FD_py.html
+++ b/coverage/z_91faa57f8583c837_generic_ND_FD_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_91faa57f8583c837_generic_spectral_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -352,7 +352,7 @@ <h2>
             <a class="nav" href="z_91faa57f8583c837_generic_spectral_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_91faa57f8583c837_generic_spectral_py.html b/coverage/z_91faa57f8583c837_generic_spectral_py.html
index 56c74176db..e4698a236d 100644
--- a/coverage/z_91faa57f8583c837_generic_spectral_py.html
+++ b/coverage/z_91faa57f8583c837_generic_spectral_py.html
@@ -2,7 +2,7 @@
 <html lang="en">
 <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-    <title>Coverage for pySDC/implementations/problem_classes/generic_spectral.py: 57%</title>
+    <title>Coverage for pySDC/implementations/problem_classes/generic_spectral.py: 56%</title>
     <link rel="icon" sizes="32x32" href="favicon_32_cb_58284776.png">
     <link rel="stylesheet" href="style_cb_8e611ae1.css" type="text/css">
     <script src="coverage_html_cb_6fb7b396.js" defer></script>
@@ -12,7 +12,7 @@
     <div class="content">
         <h1>
             <span class="text">Coverage for </span><b>pySDC/implementations/problem_classes/generic_spectral.py</b>:
-            <span class="pc_cov">57%</span>
+            <span class="pc_cov">56%</span>
         </h1>
         <aside id="help_panel_wrapper">
             <input id="help_panel_state" type="checkbox">
@@ -54,9 +54,9 @@ <h1>
             </div>
         </aside>
         <h2>
-            <span class="text">141 statements &nbsp;</span>
-            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">81<span class="text"> run</span></button>
-            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">60<span class="text"> missing</span></button>
+            <span class="text">147 statements &nbsp;</span>
+            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">82<span class="text"> run</span></button>
+            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">65<span class="text"> missing</span></button>
             <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">4<span class="text"> excluded</span></button>
         </h2>
         <p class="text">
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_91faa57f8583c837_nonlinear_ODE_1_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.3">coverage.py v7.6.3</a>,
-            created at 2024-10-21 10:32 +0000
+            created at 2024-10-21 15:25 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -469,6 +469,28 @@ <h2>
     <p class="mis show_mis"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t">    <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">updated</span> <span class="op">=</span> <span class="key">False</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t388" href="#t388">388</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="mis show_mis"><span class="n"><a id="t389" href="#t389">389</a></span><span class="t">    <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t390" href="#t390">390</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t392" href="#t392">392</a></span><span class="t"><span class="key">def</span> <span class="nam">get_extrapolated_error_DAE</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">S</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t"><span class="str">    The extrapolation estimate combines values of u and f from multiple steps to extrapolate and compare to the</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t"><span class="str">    solution obtained by the time marching scheme. This function can be used in `EstimateExtrapolationError`.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t"><span class="str">    Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t"><span class="str">        S (pySDC.Step): The current step</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t399" href="#t399">399</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t"><span class="str">    Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t"><span class="str">        None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t402" href="#t402">402</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t403" href="#t403">403</a></span><span class="t">    <span class="nam">u_ex</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_extrapolated_solution</span><span class="op">(</span><span class="nam">S</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t">    <span class="nam">diff_mask</span> <span class="op">=</span> <span class="nam">S</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">prob</span><span class="op">.</span><span class="nam">diff_mask</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t">    <span class="key">if</span> <span class="nam">u_ex</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t">        <span class="nam">S</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">error_extrapolation_estimate</span> <span class="op">=</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t407" href="#t407">407</a></span><span class="t">            <span class="nam">abs</span><span class="op">(</span><span class="op">(</span><span class="nam">u_ex</span> <span class="op">-</span> <span class="nam">S</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">u</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">)</span><span class="op">[</span><span class="nam">diff_mask</span><span class="op">]</span><span class="op">)</span> <span class="op">*</span> <span class="nam">self</span><span class="op">.</span><span class="nam">coeff</span><span class="op">.</span><span class="nam">prefactor</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t">        <span class="com"># print([abs(me) for me in (u_ex - S.levels[0].u[-1]) * self.coeff.prefactor])</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t">        <span class="nam">S</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">error_extrapolation_estimate</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
 </main>
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+++ b/coverage/z_91faa57f8583c837_odeSystem_py.html
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+++ b/coverage/z_99cdae9889c0cdaf_B_multilevel_hierarchy_py.html
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -523,259 +523,262 @@ <h2>
     <p class="run"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t">                <span class="nam">rhs</span> <span class="op">+=</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">dt</span> <span class="op">*</span> <span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">QI</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">,</span> <span class="nam">j</span><span class="op">]</span> <span class="op">*</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">f</span><span class="op">[</span><span class="nam">j</span><span class="op">]</span><span class="op">.</span><span class="nam">impl</span> <span class="op">+</span> <span class="nam">self</span><span class="op">.</span><span class="nam">QE</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">,</span> <span class="nam">j</span><span class="op">]</span> <span class="op">*</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">f</span><span class="op">[</span><span class="nam">j</span><span class="op">]</span><span class="op">.</span><span class="nam">expl</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t">            <span class="com"># implicit solve with prefactor stemming from the diagonal of Qd, use previous stage as initial guess</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t">            <span class="nam">lvl</span><span class="op">.</span><span class="nam">u</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">]</span> <span class="op">=</span> <span class="nam">prob</span><span class="op">.</span><span class="nam">solve_system</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t">                <span class="nam">rhs</span><span class="op">,</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">dt</span> <span class="op">*</span> <span class="nam">self</span><span class="op">.</span><span class="nam">QI</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">,</span> <span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">u</span><span class="op">[</span><span class="nam">m</span><span class="op">]</span><span class="op">,</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">time</span> <span class="op">+</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">dt</span> <span class="op">*</span> <span class="nam">self</span><span class="op">.</span><span class="nam">coll</span><span class="op">.</span><span class="nam">nodes</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t">            <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t">            <span class="com"># update function values (we don't usually need to evaluate the RHS at the solution of the step)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t">            <span class="key">if</span> <span class="nam">m</span> <span class="op">&lt;</span> <span class="nam">M</span> <span class="op">-</span> <span class="nam">self</span><span class="op">.</span><span class="nam">coll</span><span class="op">.</span><span class="nam">num_solution_stages</span> <span class="key">or</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">eval_rhs_at_right_boundary</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t">                <span class="nam">lvl</span><span class="op">.</span><span class="nam">f</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="nam">prob</span><span class="op">.</span><span class="nam">eval_f</span><span class="op">(</span><span class="nam">lvl</span><span class="op">.</span><span class="nam">u</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">time</span> <span class="op">+</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">dt</span> <span class="op">*</span> <span class="nam">self</span><span class="op">.</span><span class="nam">coll</span><span class="op">.</span><span class="nam">nodes</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t">        <span class="com"># indicate presence of new values at this level</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t">        <span class="nam">lvl</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">updated</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t">            <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">QI</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">,</span> <span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">!=</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t">                <span class="nam">lvl</span><span class="op">.</span><span class="nam">u</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">]</span> <span class="op">=</span> <span class="nam">prob</span><span class="op">.</span><span class="nam">solve_system</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t">                    <span class="nam">rhs</span><span class="op">,</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">dt</span> <span class="op">*</span> <span class="nam">self</span><span class="op">.</span><span class="nam">QI</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">,</span> <span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">u</span><span class="op">[</span><span class="nam">m</span><span class="op">]</span><span class="op">,</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">time</span> <span class="op">+</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">dt</span> <span class="op">*</span> <span class="nam">self</span><span class="op">.</span><span class="nam">coll</span><span class="op">.</span><span class="nam">nodes</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t">                <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t">                <span class="nam">lvl</span><span class="op">.</span><span class="nam">u</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">[</span><span class="op">:</span><span class="op">]</span> <span class="op">=</span> <span class="nam">rhs</span><span class="op">[</span><span class="op">:</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t">            <span class="com"># update function values (we don't usually need to evaluate the RHS at the solution of the step)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t">            <span class="key">if</span> <span class="nam">m</span> <span class="op">&lt;</span> <span class="nam">M</span> <span class="op">-</span> <span class="nam">self</span><span class="op">.</span><span class="nam">coll</span><span class="op">.</span><span class="nam">num_solution_stages</span> <span class="key">or</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">eval_rhs_at_right_boundary</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t">                <span class="nam">lvl</span><span class="op">.</span><span class="nam">f</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span> <span class="op">=</span> <span class="nam">prob</span><span class="op">.</span><span class="nam">eval_f</span><span class="op">(</span><span class="nam">lvl</span><span class="op">.</span><span class="nam">u</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">,</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">time</span> <span class="op">+</span> <span class="nam">lvl</span><span class="op">.</span><span class="nam">dt</span> <span class="op">*</span> <span class="nam">self</span><span class="op">.</span><span class="nam">coll</span><span class="op">.</span><span class="nam">nodes</span><span class="op">[</span><span class="nam">m</span> <span class="op">+</span> <span class="num">1</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t">        <span class="com"># indicate presence of new values at this level</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t">        <span class="nam">lvl</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">updated</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t"><span class="key">class</span> <span class="nam">ForwardEuler</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t"><span class="str">    Forward Euler. Still a classic.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t"><span class="str">    Not very stable first order method.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t"><span class="key">class</span> <span class="nam">ForwardEuler</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t"><span class="str">    Forward Euler. Still a classic.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"FE"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t"><span class="str">    Not very stable first order method.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t"><span class="key">class</span> <span class="nam">BackwardEuler</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t"><span class="str">    Backward Euler. A favorite among true connoisseurs of the heat equation.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t"><span class="str">    A-stable first order method.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"FE"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t"><span class="key">class</span> <span class="nam">BackwardEuler</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t"><span class="str">    Backward Euler. A favorite among true connoisseurs of the heat equation.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"BE"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t"><span class="str">    A-stable first order method.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t"><span class="key">class</span> <span class="nam">CrankNicolson</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t"><span class="str">    Implicit Runge-Kutta method of second order, A-stable.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"CN"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"BE"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t"><span class="key">class</span> <span class="nam">CrankNicolson</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t"><span class="str">    Implicit Runge-Kutta method of second order, A-stable.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t"><span class="key">class</span> <span class="nam">ExplicitMidpointMethod</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t"><span class="str">    Explicit Runge-Kutta method of second order.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"RK2"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"CN"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t"><span class="key">class</span> <span class="nam">ExplicitMidpointMethod</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t"><span class="str">    Explicit Runge-Kutta method of second order.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t"><span class="key">class</span> <span class="nam">ImplicitMidpointMethod</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t"><span class="str">    Implicit Runge-Kutta method of second order.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"IMP"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"RK2"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t"><span class="key">class</span> <span class="nam">ImplicitMidpointMethod</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t"><span class="str">    Implicit Runge-Kutta method of second order.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t"><span class="key">class</span> <span class="nam">RK4</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t"><span class="str">    Explicit Runge-Kutta of fourth order: Everybody's darling.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"RK4"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"IMP"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t"><span class="key">class</span> <span class="nam">RK4</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t"><span class="str">    Explicit Runge-Kutta of fourth order: Everybody's darling.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t"><span class="key">class</span> <span class="nam">Heun_Euler</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t518" href="#t518">518</a></span><span class="t"><span class="str">    Second order explicit embedded Runge-Kutta method.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"HEUN"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"RK4"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t518" href="#t518">518</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t"><span class="key">class</span> <span class="nam">Heun_Euler</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t"><span class="str">    Second order explicit embedded Runge-Kutta method.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t523" href="#t523">523</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t">        <span class="key">return</span> <span class="num">2</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t527" href="#t527">527</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t"><span class="key">class</span> <span class="nam">Cash_Karp</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t"><span class="str">    Fifth order explicit embedded Runge-Kutta. See [here](https://doi.org/10.1145/79505.79507).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"CashKarp"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="nam">embedded</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t536" href="#t536">536</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t537" href="#t537">537</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t538" href="#t538">538</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t">        <span class="key">return</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t543" href="#t543">543</a></span><span class="t"><span class="key">class</span> <span class="nam">DIRK43</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t544" href="#t544">544</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t545" href="#t545">545</a></span><span class="t"><span class="str">    Embedded A-stable diagonally implicit RK pair of order 3 and 4.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t546" href="#t546">546</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t547" href="#t547">547</a></span><span class="t"><span class="str">    Taken from [here](https://doi.org/10.1007/BF01934920).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t548" href="#t548">548</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"HEUN"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t527" href="#t527">527</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t">        <span class="key">return</span> <span class="num">2</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t"><span class="key">class</span> <span class="nam">Cash_Karp</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t"><span class="str">    Fifth order explicit embedded Runge-Kutta. See [here](https://doi.org/10.1145/79505.79507).</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t536" href="#t536">536</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t537" href="#t537">537</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"CashKarp"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t538" href="#t538">538</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="nam">embedded</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t543" href="#t543">543</a></span><span class="t">        <span class="key">return</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t544" href="#t544">544</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t545" href="#t545">545</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t546" href="#t546">546</a></span><span class="t"><span class="key">class</span> <span class="nam">DIRK43</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t547" href="#t547">547</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t548" href="#t548">548</a></span><span class="t"><span class="str">    Embedded A-stable diagonally implicit RK pair of order 3 and 4.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t549" href="#t549">549</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t550" href="#t550">550</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"EDIRK43"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t551" href="#t551">551</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="nam">embedded</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t552" href="#t552">552</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t553" href="#t553">553</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t554" href="#t554">554</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t555" href="#t555">555</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t556" href="#t556">556</a></span><span class="t">        <span class="key">return</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t557" href="#t557">557</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t558" href="#t558">558</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t559" href="#t559">559</a></span><span class="t"><span class="key">class</span> <span class="nam">DIRK43_2</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t560" href="#t560">560</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t561" href="#t561">561</a></span><span class="t"><span class="str">    L-stable Diagonally Implicit RK method with four stages of order 3.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t562" href="#t562">562</a></span><span class="t"><span class="str">    Taken from [here](https://en.wikipedia.org/wiki/List_of_Runge%E2%80%93Kutta_methods).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t563" href="#t563">563</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t564" href="#t564">564</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t565" href="#t565">565</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"DIRK43"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t566" href="#t566">566</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t550" href="#t550">550</a></span><span class="t"><span class="str">    Taken from [here](https://doi.org/10.1007/BF01934920).</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t551" href="#t551">551</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t552" href="#t552">552</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t553" href="#t553">553</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"EDIRK43"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t554" href="#t554">554</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="nam">embedded</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t555" href="#t555">555</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t556" href="#t556">556</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t557" href="#t557">557</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t558" href="#t558">558</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t559" href="#t559">559</a></span><span class="t">        <span class="key">return</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t560" href="#t560">560</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t561" href="#t561">561</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t562" href="#t562">562</a></span><span class="t"><span class="key">class</span> <span class="nam">DIRK43_2</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t563" href="#t563">563</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t564" href="#t564">564</a></span><span class="t"><span class="str">    L-stable Diagonally Implicit RK method with four stages of order 3.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t565" href="#t565">565</a></span><span class="t"><span class="str">    Taken from [here](https://en.wikipedia.org/wiki/List_of_Runge%E2%80%93Kutta_methods).</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t566" href="#t566">566</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t567" href="#t567">567</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t568" href="#t568">568</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t569" href="#t569">569</a></span><span class="t"><span class="key">class</span> <span class="nam">EDIRK4</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t570" href="#t570">570</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t571" href="#t571">571</a></span><span class="t"><span class="str">    Stiffly accurate, fourth-order EDIRK with four stages. Taken from</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t572" href="#t572">572</a></span><span class="t"><span class="str">    [here](https://ntrs.nasa.gov/citations/20160005923), second one in eq. (216).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t573" href="#t573">573</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t574" href="#t574">574</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t575" href="#t575">575</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"EDIRK4"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t576" href="#t576">576</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t568" href="#t568">568</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"DIRK43"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t569" href="#t569">569</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t570" href="#t570">570</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t571" href="#t571">571</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t572" href="#t572">572</a></span><span class="t"><span class="key">class</span> <span class="nam">EDIRK4</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t573" href="#t573">573</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t574" href="#t574">574</a></span><span class="t"><span class="str">    Stiffly accurate, fourth-order EDIRK with four stages. Taken from</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t575" href="#t575">575</a></span><span class="t"><span class="str">    [here](https://ntrs.nasa.gov/citations/20160005923), second one in eq. (216).</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t576" href="#t576">576</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t577" href="#t577">577</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t578" href="#t578">578</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t579" href="#t579">579</a></span><span class="t"><span class="key">class</span> <span class="nam">ESDIRK53</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t580" href="#t580">580</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t581" href="#t581">581</a></span><span class="t"><span class="str">    A-stable embedded RK pair of orders 5 and 3, ESDIRK5(3)6L[2]SA.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t582" href="#t582">582</a></span><span class="t"><span class="str">    Taken from [here](https://ntrs.nasa.gov/citations/20160005923)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t583" href="#t583">583</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t584" href="#t584">584</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t585" href="#t585">585</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"ESDIRK53"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t586" href="#t586">586</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="nam">embedded</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t587" href="#t587">587</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t588" href="#t588">588</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t589" href="#t589">589</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t590" href="#t590">590</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t591" href="#t591">591</a></span><span class="t">        <span class="key">return</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t592" href="#t592">592</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t593" href="#t593">593</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t594" href="#t594">594</a></span><span class="t"><span class="key">class</span> <span class="nam">ESDIRK43</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t595" href="#t595">595</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t596" href="#t596">596</a></span><span class="t"><span class="str">    A-stable embedded RK pair of orders 4 and 3, ESDIRK4(3)6L[2]SA.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t597" href="#t597">597</a></span><span class="t"><span class="str">    Taken from [here](https://ntrs.nasa.gov/citations/20160005923)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t598" href="#t598">598</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t599" href="#t599">599</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t600" href="#t600">600</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"ESDIRK43"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t601" href="#t601">601</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="nam">embedded</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t602" href="#t602">602</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t603" href="#t603">603</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t604" href="#t604">604</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t605" href="#t605">605</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t606" href="#t606">606</a></span><span class="t">        <span class="key">return</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t607" href="#t607">607</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t608" href="#t608">608</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t609" href="#t609">609</a></span><span class="t"><span class="key">class</span> <span class="nam">ARK548L2SAERK</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t610" href="#t610">610</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t611" href="#t611">611</a></span><span class="t"><span class="str">    Explicit part of the ARK54 scheme.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t612" href="#t612">612</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t613" href="#t613">613</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t614" href="#t614">614</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"ARK548L2SAERK"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t615" href="#t615">615</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="nam">embedded</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t616" href="#t616">616</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t617" href="#t617">617</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t618" href="#t618">618</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t619" href="#t619">619</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t620" href="#t620">620</a></span><span class="t">        <span class="key">return</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t621" href="#t621">621</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t622" href="#t622">622</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t623" href="#t623">623</a></span><span class="t"><span class="key">class</span> <span class="nam">ARK548L2SAESDIRK</span><span class="op">(</span><span class="nam">ARK548L2SAERK</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t624" href="#t624">624</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t625" href="#t625">625</a></span><span class="t"><span class="str">    Implicit part of the ARK54 scheme. Be careful with the embedded scheme. It seems that both schemes are order 5 as opposed to 5 and 4 as claimed. This may cause issues when doing adaptive time-stepping.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t626" href="#t626">626</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t627" href="#t627">627</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t628" href="#t628">628</a></span><span class="t">    <span class="nam">generator_IMP</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"ARK548L2SAESDIRK"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t629" href="#t629">629</a></span><span class="t">    <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator_IMP</span><span class="op">.</span><span class="nam">Q</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t578" href="#t578">578</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"EDIRK4"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t579" href="#t579">579</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t580" href="#t580">580</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t581" href="#t581">581</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t582" href="#t582">582</a></span><span class="t"><span class="key">class</span> <span class="nam">ESDIRK53</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t583" href="#t583">583</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t584" href="#t584">584</a></span><span class="t"><span class="str">    A-stable embedded RK pair of orders 5 and 3, ESDIRK5(3)6L[2]SA.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t585" href="#t585">585</a></span><span class="t"><span class="str">    Taken from [here](https://ntrs.nasa.gov/citations/20160005923)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t586" href="#t586">586</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t587" href="#t587">587</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t588" href="#t588">588</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"ESDIRK53"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t589" href="#t589">589</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="nam">embedded</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t590" href="#t590">590</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t591" href="#t591">591</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t592" href="#t592">592</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t593" href="#t593">593</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t594" href="#t594">594</a></span><span class="t">        <span class="key">return</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t595" href="#t595">595</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t596" href="#t596">596</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t597" href="#t597">597</a></span><span class="t"><span class="key">class</span> <span class="nam">ESDIRK43</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t598" href="#t598">598</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t599" href="#t599">599</a></span><span class="t"><span class="str">    A-stable embedded RK pair of orders 4 and 3, ESDIRK4(3)6L[2]SA.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t600" href="#t600">600</a></span><span class="t"><span class="str">    Taken from [here](https://ntrs.nasa.gov/citations/20160005923)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t601" href="#t601">601</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t602" href="#t602">602</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t603" href="#t603">603</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"ESDIRK43"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t604" href="#t604">604</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="nam">embedded</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t605" href="#t605">605</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t606" href="#t606">606</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t607" href="#t607">607</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t608" href="#t608">608</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t609" href="#t609">609</a></span><span class="t">        <span class="key">return</span> <span class="num">4</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t610" href="#t610">610</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t611" href="#t611">611</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t612" href="#t612">612</a></span><span class="t"><span class="key">class</span> <span class="nam">ARK548L2SAERK</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t613" href="#t613">613</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t614" href="#t614">614</a></span><span class="t"><span class="str">    Explicit part of the ARK54 scheme.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t615" href="#t615">615</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t616" href="#t616">616</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t617" href="#t617">617</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"ARK548L2SAERK"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t618" href="#t618">618</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="nam">embedded</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t619" href="#t619">619</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t620" href="#t620">620</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t621" href="#t621">621</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t622" href="#t622">622</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t623" href="#t623">623</a></span><span class="t">        <span class="key">return</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t624" href="#t624">624</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t625" href="#t625">625</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t626" href="#t626">626</a></span><span class="t"><span class="key">class</span> <span class="nam">ARK548L2SAESDIRK</span><span class="op">(</span><span class="nam">ARK548L2SAERK</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t627" href="#t627">627</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t628" href="#t628">628</a></span><span class="t"><span class="str">    Implicit part of the ARK54 scheme. Be careful with the embedded scheme. It seems that both schemes are order 5 as opposed to 5 and 4 as claimed. This may cause issues when doing adaptive time-stepping.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t629" href="#t629">629</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t630" href="#t630">630</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t631" href="#t631">631</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t632" href="#t632">632</a></span><span class="t"><span class="key">class</span> <span class="nam">ARK54</span><span class="op">(</span><span class="nam">RungeKuttaIMEX</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t633" href="#t633">633</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t634" href="#t634">634</a></span><span class="t"><span class="str">    Pair of pairs of ARK5(4)8L[2]SA-ERK and ARK5(4)8L[2]SA-ESDIRK from [here](https://doi.org/10.1016/S0168-9274(02)00138-1).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t635" href="#t635">635</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t636" href="#t636">636</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t637" href="#t637">637</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t638" href="#t638">638</a></span><span class="t">    <span class="nam">ButcherTableauClass_explicit</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t631" href="#t631">631</a></span><span class="t">    <span class="nam">generator_IMP</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"ARK548L2SAESDIRK"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t632" href="#t632">632</a></span><span class="t">    <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator_IMP</span><span class="op">.</span><span class="nam">Q</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t633" href="#t633">633</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t634" href="#t634">634</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t635" href="#t635">635</a></span><span class="t"><span class="key">class</span> <span class="nam">ARK54</span><span class="op">(</span><span class="nam">RungeKuttaIMEX</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t636" href="#t636">636</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t637" href="#t637">637</a></span><span class="t"><span class="str">    Pair of pairs of ARK5(4)8L[2]SA-ERK and ARK5(4)8L[2]SA-ESDIRK from [here](https://doi.org/10.1016/S0168-9274(02)00138-1).</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t638" href="#t638">638</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t639" href="#t639">639</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t640" href="#t640">640</a></span><span class="t">    <span class="nam">nodes</span> <span class="op">=</span> <span class="nam">ARK548L2SAERK</span><span class="op">.</span><span class="nam">nodes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t641" href="#t641">641</a></span><span class="t">    <span class="nam">weights</span> <span class="op">=</span> <span class="nam">ARK548L2SAERK</span><span class="op">.</span><span class="nam">weights</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t640" href="#t640">640</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t641" href="#t641">641</a></span><span class="t">    <span class="nam">ButcherTableauClass_explicit</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t642" href="#t642">642</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t643" href="#t643">643</a></span><span class="t">    <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">ARK548L2SAESDIRK</span><span class="op">.</span><span class="nam">matrix</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t644" href="#t644">644</a></span><span class="t">    <span class="nam">matrix_explicit</span> <span class="op">=</span> <span class="nam">ARK548L2SAERK</span><span class="op">.</span><span class="nam">matrix</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t643" href="#t643">643</a></span><span class="t">    <span class="nam">nodes</span> <span class="op">=</span> <span class="nam">ARK548L2SAERK</span><span class="op">.</span><span class="nam">nodes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t644" href="#t644">644</a></span><span class="t">    <span class="nam">weights</span> <span class="op">=</span> <span class="nam">ARK548L2SAERK</span><span class="op">.</span><span class="nam">weights</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t645" href="#t645">645</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t646" href="#t646">646</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t647" href="#t647">647</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t648" href="#t648">648</a></span><span class="t">        <span class="key">return</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t649" href="#t649">649</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t650" href="#t650">650</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t651" href="#t651">651</a></span><span class="t"><span class="key">class</span> <span class="nam">ARK548L2SAESDIRK2</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t652" href="#t652">652</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t653" href="#t653">653</a></span><span class="t"><span class="str">    Stiffly accurate singly diagonally L-stable implicit embedded Runge-Kutta pair of orders 5 and 4 with explicit first stage from [here](https://doi.org/10.1016/j.apnum.2018.10.007).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t654" href="#t654">654</a></span><span class="t"><span class="str">    This method is part of the IMEX method ARK548L2SA.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t655" href="#t655">655</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t656" href="#t656">656</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t657" href="#t657">657</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"ARK548L2SAESDIRK2"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t658" href="#t658">658</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="nam">embedded</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t659" href="#t659">659</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t660" href="#t660">660</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t661" href="#t661">661</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t662" href="#t662">662</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t663" href="#t663">663</a></span><span class="t">        <span class="key">return</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t664" href="#t664">664</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t665" href="#t665">665</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t666" href="#t666">666</a></span><span class="t"><span class="key">class</span> <span class="nam">ARK548L2SAERK2</span><span class="op">(</span><span class="nam">ARK548L2SAESDIRK2</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t667" href="#t667">667</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t668" href="#t668">668</a></span><span class="t"><span class="str">    Explicit embedded pair of Runge-Kutta methods of orders 5 and 4 from [here](https://doi.org/10.1016/j.apnum.2018.10.007).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t669" href="#t669">669</a></span><span class="t"><span class="str">    This method is part of the IMEX method ARK548L2SA.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t670" href="#t670">670</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t671" href="#t671">671</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t672" href="#t672">672</a></span><span class="t">    <span class="nam">generator_EXP</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"ARK548L2SAERK2"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t673" href="#t673">673</a></span><span class="t">    <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator_EXP</span><span class="op">.</span><span class="nam">Q</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t646" href="#t646">646</a></span><span class="t">    <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">ARK548L2SAESDIRK</span><span class="op">.</span><span class="nam">matrix</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t647" href="#t647">647</a></span><span class="t">    <span class="nam">matrix_explicit</span> <span class="op">=</span> <span class="nam">ARK548L2SAERK</span><span class="op">.</span><span class="nam">matrix</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t648" href="#t648">648</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t649" href="#t649">649</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t650" href="#t650">650</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t651" href="#t651">651</a></span><span class="t">        <span class="key">return</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t652" href="#t652">652</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t653" href="#t653">653</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t654" href="#t654">654</a></span><span class="t"><span class="key">class</span> <span class="nam">ARK548L2SAESDIRK2</span><span class="op">(</span><span class="nam">RungeKutta</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t655" href="#t655">655</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t656" href="#t656">656</a></span><span class="t"><span class="str">    Stiffly accurate singly diagonally L-stable implicit embedded Runge-Kutta pair of orders 5 and 4 with explicit first stage from [here](https://doi.org/10.1016/j.apnum.2018.10.007).</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t657" href="#t657">657</a></span><span class="t"><span class="str">    This method is part of the IMEX method ARK548L2SA.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t658" href="#t658">658</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t659" href="#t659">659</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t660" href="#t660">660</a></span><span class="t">    <span class="nam">generator</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"ARK548L2SAESDIRK2"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t661" href="#t661">661</a></span><span class="t">    <span class="nam">nodes</span><span class="op">,</span> <span class="nam">weights</span><span class="op">,</span> <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator</span><span class="op">.</span><span class="nam">genCoeffs</span><span class="op">(</span><span class="nam">embedded</span><span class="op">=</span><span class="key">True</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t662" href="#t662">662</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t663" href="#t663">663</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t664" href="#t664">664</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t665" href="#t665">665</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t666" href="#t666">666</a></span><span class="t">        <span class="key">return</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t667" href="#t667">667</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t668" href="#t668">668</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t669" href="#t669">669</a></span><span class="t"><span class="key">class</span> <span class="nam">ARK548L2SAERK2</span><span class="op">(</span><span class="nam">ARK548L2SAESDIRK2</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t670" href="#t670">670</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t671" href="#t671">671</a></span><span class="t"><span class="str">    Explicit embedded pair of Runge-Kutta methods of orders 5 and 4 from [here](https://doi.org/10.1016/j.apnum.2018.10.007).</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t672" href="#t672">672</a></span><span class="t"><span class="str">    This method is part of the IMEX method ARK548L2SA.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t673" href="#t673">673</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t674" href="#t674">674</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t675" href="#t675">675</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t676" href="#t676">676</a></span><span class="t"><span class="key">class</span> <span class="nam">ARK548L2SA</span><span class="op">(</span><span class="nam">RungeKuttaIMEX</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t677" href="#t677">677</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t678" href="#t678">678</a></span><span class="t"><span class="str">    IMEX Runge-Kutta method of order 5 based on the explicit method ARK548L2SAERK2 and the implicit method</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t679" href="#t679">679</a></span><span class="t"><span class="str">    ARK548L2SAESDIRK2 from [here](https://doi.org/10.1016/j.apnum.2018.10.007).</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t680" href="#t680">680</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t681" href="#t681">681</a></span><span class="t"><span class="str">    According to Kennedy and Carpenter (see reference), the two IMEX RK methods of order 5 are the only ones available</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t682" href="#t682">682</a></span><span class="t"><span class="str">    as of now. And we are not aware of higher order ones. This one is newer then the other one and apparently better.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t683" href="#t683">683</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t684" href="#t684">684</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t685" href="#t685">685</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t686" href="#t686">686</a></span><span class="t">    <span class="nam">ButcherTableauClass_explicit</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t675" href="#t675">675</a></span><span class="t">    <span class="nam">generator_EXP</span> <span class="op">=</span> <span class="nam">RK_SCHEMES</span><span class="op">[</span><span class="str">"ARK548L2SAERK2"</span><span class="op">]</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t676" href="#t676">676</a></span><span class="t">    <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">generator_EXP</span><span class="op">.</span><span class="nam">Q</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t677" href="#t677">677</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t678" href="#t678">678</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t679" href="#t679">679</a></span><span class="t"><span class="key">class</span> <span class="nam">ARK548L2SA</span><span class="op">(</span><span class="nam">RungeKuttaIMEX</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t680" href="#t680">680</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t681" href="#t681">681</a></span><span class="t"><span class="str">    IMEX Runge-Kutta method of order 5 based on the explicit method ARK548L2SAERK2 and the implicit method</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t682" href="#t682">682</a></span><span class="t"><span class="str">    ARK548L2SAESDIRK2 from [here](https://doi.org/10.1016/j.apnum.2018.10.007).</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t683" href="#t683">683</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t684" href="#t684">684</a></span><span class="t"><span class="str">    According to Kennedy and Carpenter (see reference), the two IMEX RK methods of order 5 are the only ones available</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t685" href="#t685">685</a></span><span class="t"><span class="str">    as of now. And we are not aware of higher order ones. This one is newer then the other one and apparently better.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t686" href="#t686">686</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t687" href="#t687">687</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t688" href="#t688">688</a></span><span class="t">    <span class="nam">nodes</span> <span class="op">=</span> <span class="nam">ARK548L2SAERK2</span><span class="op">.</span><span class="nam">nodes</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t689" href="#t689">689</a></span><span class="t">    <span class="nam">weights</span> <span class="op">=</span> <span class="nam">ARK548L2SAERK2</span><span class="op">.</span><span class="nam">weights</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t688" href="#t688">688</a></span><span class="t">    <span class="nam">ButcherTableauClass</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t689" href="#t689">689</a></span><span class="t">    <span class="nam">ButcherTableauClass_explicit</span> <span class="op">=</span> <span class="nam">ButcherTableauEmbedded</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t690" href="#t690">690</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t691" href="#t691">691</a></span><span class="t">    <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">ARK548L2SAESDIRK2</span><span class="op">.</span><span class="nam">matrix</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t692" href="#t692">692</a></span><span class="t">    <span class="nam">matrix_explicit</span> <span class="op">=</span> <span class="nam">ARK548L2SAERK2</span><span class="op">.</span><span class="nam">matrix</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t691" href="#t691">691</a></span><span class="t">    <span class="nam">nodes</span> <span class="op">=</span> <span class="nam">ARK548L2SAERK2</span><span class="op">.</span><span class="nam">nodes</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t692" href="#t692">692</a></span><span class="t">    <span class="nam">weights</span> <span class="op">=</span> <span class="nam">ARK548L2SAERK2</span><span class="op">.</span><span class="nam">weights</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t693" href="#t693">693</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t694" href="#t694">694</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t695" href="#t695">695</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t696" href="#t696">696</a></span><span class="t">        <span class="key">return</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t694" href="#t694">694</a></span><span class="t">    <span class="nam">matrix</span> <span class="op">=</span> <span class="nam">ARK548L2SAESDIRK2</span><span class="op">.</span><span class="nam">matrix</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t695" href="#t695">695</a></span><span class="t">    <span class="nam">matrix_explicit</span> <span class="op">=</span> <span class="nam">ARK548L2SAERK2</span><span class="op">.</span><span class="nam">matrix</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t696" href="#t696">696</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t697" href="#t697">697</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t698" href="#t698">698</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_update_order</span><span class="op">(</span><span class="nam">cls</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t699" href="#t699">699</a></span><span class="t">        <span class="key">return</span> <span class="num">5</span>&nbsp;</span><span class="r"></span></p>
 </main>
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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@@ -176,7 +176,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
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+            created at 2024-10-21 15:25 +0000
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diff --git a/coverage/z_c28af68f8f845bbd_interpolate_between_restarts_py.html b/coverage/z_c28af68f8f845bbd_interpolate_between_restarts_py.html
index 3d2a220363..295e7b2b3b 100644
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+++ b/coverage/z_c28af68f8f845bbd_interpolate_between_restarts_py.html
@@ -65,7 +65,7 @@ <h2>
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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diff --git a/coverage/z_c28af68f8f845bbd_spread_step_sizes_py.html b/coverage/z_c28af68f8f845bbd_spread_step_sizes_py.html
index e51cc8020b..3333ca9216 100644
--- a/coverage/z_c28af68f8f845bbd_spread_step_sizes_py.html
+++ b/coverage/z_c28af68f8f845bbd_spread_step_sizes_py.html
@@ -65,7 +65,7 @@ <h2>
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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diff --git a/coverage/z_c28af68f8f845bbd_step_size_limiter_py.html b/coverage/z_c28af68f8f845bbd_step_size_limiter_py.html
index a3cba1dba4..79355af6a5 100644
--- a/coverage/z_c28af68f8f845bbd_step_size_limiter_py.html
+++ b/coverage/z_c28af68f8f845bbd_step_size_limiter_py.html
@@ -2,7 +2,7 @@
 <html lang="en">
 <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-    <title>Coverage for pySDC/implementations/convergence_controller_classes/step_size_limiter.py: 100%</title>
+    <title>Coverage for pySDC/implementations/convergence_controller_classes/step_size_limiter.py: 86%</title>
     <link rel="icon" sizes="32x32" href="favicon_32_cb_58284776.png">
     <link rel="stylesheet" href="style_cb_8e611ae1.css" type="text/css">
     <script src="coverage_html_cb_6fb7b396.js" defer></script>
@@ -12,7 +12,7 @@
     <div class="content">
         <h1>
             <span class="text">Coverage for </span><b>pySDC/implementations/convergence_controller_classes/step_size_limiter.py</b>:
-            <span class="pc_cov">100%</span>
+            <span class="pc_cov">86%</span>
         </h1>
         <aside id="help_panel_wrapper">
             <input id="help_panel_state" type="checkbox">
@@ -54,10 +54,10 @@ <h1>
             </div>
         </aside>
         <h2>
-            <span class="text">43 statements &nbsp;</span>
-            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">43<span class="text"> run</span></button>
-            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">0<span class="text"> missing</span></button>
-            <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">2<span class="text"> excluded</span></button>
+            <span class="text">63 statements &nbsp;</span>
+            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">54<span class="text"> run</span></button>
+            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">9<span class="text"> missing</span></button>
+            <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">3<span class="text"> excluded</span></button>
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@@ -65,7 +65,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
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+            created at 2024-10-21 15:25 +0000
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@@ -228,7 +228,7 @@ <h2>
     <p class="pln"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">                        <span class="nam">S</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">                    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">                    <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">=</span> <span class="nam">dt_new</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">                <span class="key">elif</span> <span class="nam">abs</span><span class="op">(</span><span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">/</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt</span> <span class="op">-</span> <span class="num">1</span><span class="op">)</span> <span class="op">&lt;</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt_rel_min_slope</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">                <span class="key">elif</span> <span class="nam">abs</span><span class="op">(</span><span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">/</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt</span> <span class="op">-</span> <span class="num">1</span><span class="op">)</span> <span class="op">&lt;</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt_rel_min_slope</span> <span class="key">and</span> <span class="key">not</span> <span class="nam">S</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">restart</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">                    <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">=</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">                    <span class="nam">self</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">                        <span class="fst">f"</span><span class="fst">Step size did not change sufficiently to warrant step size change, keeping </span><span class="op">{</span><span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
@@ -236,6 +236,70 @@ <h2>
     <p class="pln"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">                    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t"><span class="key">class</span> <span class="nam">StepSizeRounding</span><span class="op">(</span><span class="nam">ConvergenceController</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">    <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t"><span class="str">    Class to round step size when using adaptive step size selection.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t">    <span class="key">def</span> <span class="nam">setup</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="nam">description</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t"><span class="str">        Define parameters here</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t"><span class="str">            controller (pySDC.Controller): The controller</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t"><span class="str">            params (dict): The params passed for this specific convergence controller</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t"><span class="str">            description (dict): The description object used to instantiate the controller</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t"><span class="str">            (dict): The updated params dictionary</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t">        <span class="nam">defaults</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t">            <span class="str">"control_order"</span><span class="op">:</span> <span class="op">+</span><span class="num">93</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">            <span class="str">"digits"</span><span class="op">:</span> <span class="num">1</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">            <span class="str">"fac"</span><span class="op">:</span> <span class="num">5</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t">        <span class="key">return</span> <span class="op">{</span><span class="op">**</span><span class="nam">defaults</span><span class="op">,</span> <span class="op">**</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">setup</span><span class="op">(</span><span class="nam">controller</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="nam">description</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">    <span class="op">@</span><span class="nam">staticmethod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">    <span class="key">def</span> <span class="nam">_round_step_size</span><span class="op">(</span><span class="nam">dt</span><span class="op">,</span> <span class="nam">fac</span><span class="op">,</span> <span class="nam">digits</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">        <span class="nam">dt_rounded</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t">        <span class="nam">exponent</span> <span class="op">=</span> <span class="nam">np</span><span class="op">.</span><span class="nam">log10</span><span class="op">(</span><span class="nam">dt</span><span class="op">)</span> <span class="op">//</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">        <span class="nam">dt_norm</span> <span class="op">=</span> <span class="nam">dt</span> <span class="op">/</span> <span class="num">10</span> <span class="op">**</span> <span class="op">(</span><span class="nam">exponent</span> <span class="op">-</span> <span class="nam">digits</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t">        <span class="nam">dt_norm_round</span> <span class="op">=</span> <span class="op">(</span><span class="nam">dt_norm</span> <span class="op">//</span> <span class="nam">fac</span><span class="op">)</span> <span class="op">*</span> <span class="nam">fac</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t">        <span class="nam">dt_rounded</span> <span class="op">=</span> <span class="nam">dt_norm_round</span> <span class="op">*</span> <span class="num">10</span> <span class="op">**</span> <span class="op">(</span><span class="nam">exponent</span> <span class="op">-</span> <span class="nam">digits</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t">        <span class="key">return</span> <span class="nam">dt_rounded</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_new_step_size</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">S</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"><span class="str">        Enforce an upper and lower limit to the step size here.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t"><span class="str">        Be aware that this is only tested when a new step size has been determined. That means if you set an initial</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t"><span class="str">        value for the step size outside of the limits, and you don't do any further step size control, that value will</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t"><span class="str">        go through.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t"><span class="str">        Also, the final step is adjusted such that we reach Tend as best as possible, which might give step sizes below</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t"><span class="str">        the lower limit set here.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t"><span class="str">            controller (pySDC.Controller): The controller</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t"><span class="str">            S (pySDC.Step): The current step</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t"><span class="str">            None</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t">        <span class="key">for</span> <span class="nam">L</span> <span class="key">in</span> <span class="nam">S</span><span class="op">.</span><span class="nam">levels</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">            <span class="key">if</span> <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">                <span class="nam">dt_rounded</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_round_step_size</span><span class="op">(</span><span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">fac</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">digits</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t">                <span class="key">if</span> <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">!=</span> <span class="nam">dt_rounded</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t">                    <span class="nam">self</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t">                        <span class="fst">f"</span><span class="fst">Step size rounded from </span><span class="op">{</span><span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span><span class="op">:</span><span class="fst">.6e</span><span class="op">}</span><span class="fst"> to </span><span class="op">{</span><span class="nam">dt_rounded</span><span class="op">:</span><span class="fst">.6e</span><span class="op">}</span><span class="fst">"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t">                        <span class="nam">S</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t">                    <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t">                    <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">=</span> <span class="nam">dt_rounded</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t">        <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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+            created at 2024-10-21 15:25 +0000
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       <li><a href="pySDC/implementations.convergence_controller_classes.estimate_extrapolation_error.html#implementations.convergence_controller_classes.estimate_extrapolation_error.EstimateExtrapolationErrorNonMPI.get_extrapolated_error">get_extrapolated_error() (EstimateExtrapolationErrorNonMPI method)</a>
+</li>
+      <li><a href="pySDC/implementations.problem_classes.generic_spectral.html#implementations.problem_classes.generic_spectral.get_extrapolated_error_DAE">get_extrapolated_error_DAE() (in module implementations.problem_classes.generic_spectral)</a>
 </li>
       <li><a href="pySDC/implementations.convergence_controller_classes.estimate_extrapolation_error.html#implementations.convergence_controller_classes.estimate_extrapolation_error.EstimateExtrapolationErrorNonMPI.get_extrapolated_solution">get_extrapolated_solution() (EstimateExtrapolationErrorNonMPI method)</a>
 </li>
@@ -1863,6 +1865,8 @@ <h2 id="G">G</h2>
         <li><a href="pySDC/core.convergence_controller.html#core.convergence_controller.ConvergenceController.get_new_step_size">(ConvergenceController method)</a>
 </li>
         <li><a href="pySDC/implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeLimiter.get_new_step_size">(StepSizeLimiter method)</a>
+</li>
+        <li><a href="pySDC/implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding.get_new_step_size">(StepSizeRounding method)</a>
 </li>
         <li><a href="pySDC/implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter.get_new_step_size">(StepSizeSlopeLimiter method)</a>
 </li>
@@ -4332,6 +4336,8 @@ <h2 id="S">S</h2>
         <li><a href="pySDC/implementations.convergence_controller_classes.spread_step_sizes.html#implementations.convergence_controller_classes.spread_step_sizes.SpreadStepSizesBlockwise.setup">(SpreadStepSizesBlockwise method)</a>
 </li>
         <li><a href="pySDC/implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeLimiter.setup">(StepSizeLimiter method)</a>
+</li>
+        <li><a href="pySDC/implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding.setup">(StepSizeRounding method)</a>
 </li>
         <li><a href="pySDC/implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter.setup">(StepSizeSlopeLimiter method)</a>
 </li>
@@ -4611,6 +4617,8 @@ <h2 id="S">S</h2>
       <li><a href="pySDC/core.step.html#core.step.Step">Step (class in core.step)</a>
 </li>
       <li><a href="pySDC/implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeLimiter">StepSizeLimiter (class in implementations.convergence_controller_classes.step_size_limiter)</a>
+</li>
+      <li><a href="pySDC/implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding">StepSizeRounding (class in implementations.convergence_controller_classes.step_size_limiter)</a>
 </li>
       <li><a href="pySDC/implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter">StepSizeSlopeLimiter (class in implementations.convergence_controller_classes.step_size_limiter)</a>
 </li>
diff --git a/objects.inv b/objects.inv
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diff --git a/projects/Hamiltonian.html b/projects/Hamiltonian.html
index 3a7ffb84d6..7759f5db99 100644
--- a/projects/Hamiltonian.html
+++ b/projects/Hamiltonian.html
@@ -866,7 +866,7 @@ <h2>Fermi-Pasta-Ulam-Tsingou problem<a class="headerlink" href="#fermi-pasta-ula
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">7</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mi">475</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">2.10</span> <span class="o">--</span> <span class="mf">4.42</span>
-<span class="o">...</span> <span class="n">took</span> <span class="mf">37.3924</span> <span class="n">seconds</span> <span class="n">to</span> <span class="n">run</span> <span class="n">this</span><span class="o">.</span>
+<span class="o">...</span> <span class="n">took</span> <span class="mf">36.7612</span> <span class="n">seconds</span> <span class="n">to</span> <span class="n">run</span> <span class="n">this</span><span class="o">.</span>
 </pre></div>
 </div>
 <a class="reference internal image-reference" href="../_images/fput_hamiltonian.png"><img alt="../_images/fput_hamiltonian.png" src="../_images/fput_hamiltonian.png" style="width: 383.0px; height: 212.0px;" />
diff --git a/projects/Resilience.html b/projects/Resilience.html
index db6c6a5a26..d8ed56d7ba 100644
--- a/projects/Resilience.html
+++ b/projects/Resilience.html
@@ -82,15 +82,24 @@ <h2>Reproduction of the plots in the adaptive SDC paper<a class="headerlink" hre
 <p>To reproduce the plots you need to install pySDC with all packages in the mpi4py environment.
 Then, navigate to this directory, <cite>pySDC/projects/Resilience/</cite> and run the following commands:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>mpirun<span class="w"> </span>-np<span class="w"> </span><span class="m">4</span><span class="w"> </span>python<span class="w"> </span>work_precision.py
-mpirun<span class="w"> </span>-np<span class="w"> </span><span class="m">4</span><span class="w"> </span>python<span class="w"> </span>fault_stats.py<span class="w"> </span>prob<span class="w"> </span>run_vdp
-mpirun<span class="w"> </span>-np<span class="w"> </span><span class="m">4</span><span class="w"> </span>python<span class="w"> </span>fault_stats.py<span class="w"> </span>prob<span class="w"> </span>run_quench
-mpirun<span class="w"> </span>-np<span class="w"> </span><span class="m">4</span><span class="w"> </span>python<span class="w"> </span>fault_stats.py<span class="w"> </span>prob<span class="w"> </span>run_AC
-mpirun<span class="w"> </span>-np<span class="w"> </span><span class="m">4</span><span class="w"> </span>python<span class="w"> </span>fault_stats.py<span class="w"> </span>prob<span class="w"> </span>run_Schroedinger
-python<span class="w"> </span>paper_plots.py
+python<span class="w"> </span>paper_plots.py<span class="w"> </span>--target<span class="o">=</span>adaptivity
 </pre></div>
 </div>
 <p>Possibly, you need to create some directories in this one to store and load things, if path errors occur.</p>
 </section>
+<section id="reproduction-of-the-plots-in-the-resilience-paper">
+<h2>Reproduction of the plots in the resilience paper<a class="headerlink" href="#reproduction-of-the-plots-in-the-resilience-paper" title="Link to this heading">¶</a></h2>
+<p>To reproduce the plots you need to install pySDC using this project’s <cite>environment.yml</cite> file, which is in the same directory as this README.</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>mpirun<span class="w"> </span>-np<span class="w"> </span><span class="m">4</span><span class="w"> </span>python<span class="w"> </span>work_precision.py
+mpirun<span class="w"> </span>-np<span class="w"> </span><span class="m">4</span><span class="w"> </span>python<span class="w"> </span>fault_stats.py<span class="w"> </span>prob<span class="w"> </span>run_Lorenz
+mpirun<span class="w"> </span>-np<span class="w"> </span><span class="m">4</span><span class="w"> </span>python<span class="w"> </span>fault_stats.py<span class="w"> </span>prob<span class="w"> </span>run_Schroedinger
+mpirun<span class="w"> </span>-np<span class="w"> </span><span class="m">4</span><span class="w"> </span>python<span class="w"> </span>fault_stats.py<span class="w"> </span>prob<span class="w"> </span>run_AC
+mpirun<span class="w"> </span>-np<span class="w"> </span><span class="m">4</span><span class="w"> </span>python<span class="w"> </span>fault_stats.py<span class="w"> </span>prob<span class="w"> </span>run_RBC
+python<span class="w"> </span>paper_plots.py<span class="w"> </span>--target<span class="o">=</span>resilience
+</pre></div>
+</div>
+<p>Please be aware that generating the fault data for Rayleigh-Benard requires generating reference solutions, which may take several hours.</p>
+</section>
 </section>
 
 
@@ -106,6 +115,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 <li><a class="reference internal" href="#">Resilience in SDC</a><ul>
 <li><a class="reference internal" href="#tests">Tests</a></li>
 <li><a class="reference internal" href="#reproduction-of-the-plots-in-the-adaptive-sdc-paper">Reproduction of the plots in the adaptive SDC paper</a></li>
+<li><a class="reference internal" href="#reproduction-of-the-plots-in-the-resilience-paper">Reproduction of the plots in the resilience paper</a></li>
 </ul>
 </li>
 </ul>
diff --git a/projects/doc_fput.html b/projects/doc_fput.html
index 3818bed2e8..bc7c40e37b 100644
--- a/projects/doc_fput.html
+++ b/projects/doc_fput.html
@@ -284,7 +284,7 @@ <h3>Navigation</h3>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">7</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mi">475</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">2.10</span> <span class="o">--</span> <span class="mf">4.42</span>
-<span class="o">...</span> <span class="n">took</span> <span class="mf">37.3924</span> <span class="n">seconds</span> <span class="n">to</span> <span class="n">run</span> <span class="n">this</span><span class="o">.</span>
+<span class="o">...</span> <span class="n">took</span> <span class="mf">36.7612</span> <span class="n">seconds</span> <span class="n">to</span> <span class="n">run</span> <span class="n">this</span><span class="o">.</span>
 </pre></div>
 </div>
 <a class="reference internal image-reference" href="../_images/fput_hamiltonian.png"><img alt="../_images/fput_hamiltonian.png" src="../_images/fput_hamiltonian.png" style="width: 383.0px; height: 212.0px;" />
diff --git a/pySDC/implementations.convergence_controller_classes.html b/pySDC/implementations.convergence_controller_classes.html
index dbae67fae2..472fcd0f2e 100644
--- a/pySDC/implementations.convergence_controller_classes.html
+++ b/pySDC/implementations.convergence_controller_classes.html
@@ -127,6 +127,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
 </li>
 <li class="toctree-l1"><a class="reference internal" href="implementations.convergence_controller_classes.step_size_limiter.html">implementations.convergence_controller_classes.step_size_limiter module</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeLimiter"><code class="docutils literal notranslate"><span class="pre">StepSizeLimiter</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding"><code class="docutils literal notranslate"><span class="pre">StepSizeRounding</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="implementations.convergence_controller_classes.step_size_limiter.html#implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter"><code class="docutils literal notranslate"><span class="pre">StepSizeSlopeLimiter</span></code></a></li>
 </ul>
 </li>
diff --git a/pySDC/implementations.convergence_controller_classes.step_size_limiter.html b/pySDC/implementations.convergence_controller_classes.step_size_limiter.html
index e3ae64655b..2665111a67 100644
--- a/pySDC/implementations.convergence_controller_classes.step_size_limiter.html
+++ b/pySDC/implementations.convergence_controller_classes.step_size_limiter.html
@@ -116,6 +116,56 @@ <h3>Navigation</h3>
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">StepSizeRounding</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">controller</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">params</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/implementations/convergence_controller_classes/step_size_limiter.html#StepSizeRounding"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ConvergenceController</span></code></p>
+<p>Class to round step size when using adaptive step size selection.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding.get_new_step_size">
+<span class="sig-name descname"><span class="pre">get_new_step_size</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">controller</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">S</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/implementations/convergence_controller_classes/step_size_limiter.html#StepSizeRounding.get_new_step_size"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding.get_new_step_size" title="Link to this definition">¶</a></dt>
+<dd><p>Enforce an upper and lower limit to the step size here.
+Be aware that this is only tested when a new step size has been determined. That means if you set an initial
+value for the step size outside of the limits, and you don’t do any further step size control, that value will
+go through.
+Also, the final step is adjusted such that we reach Tend as best as possible, which might give step sizes below
+the lower limit set here.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>controller</strong> (<em>pySDC.Controller</em>) – The controller</p></li>
+<li><p><strong>S</strong> (<em>pySDC.Step</em>) – The current step</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding.setup">
+<span class="sig-name descname"><span class="pre">setup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">controller</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">params</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/implementations/convergence_controller_classes/step_size_limiter.html#StepSizeRounding.setup"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding.setup" title="Link to this definition">¶</a></dt>
+<dd><p>Define parameters here</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>controller</strong> (<em>pySDC.Controller</em>) – The controller</p></li>
+<li><p><strong>params</strong> (<em>dict</em>) – The params passed for this specific convergence controller</p></li>
+<li><p><strong>description</strong> (<em>dict</em>) – The description object used to instantiate the controller</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The updated params dictionary</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>(dict)</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">StepSizeSlopeLimiter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">controller</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">params</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/implementations/convergence_controller_classes/step_size_limiter.html#StepSizeSlopeLimiter"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter" title="Link to this definition">¶</a></dt>
@@ -185,6 +235,11 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 <li><a class="reference internal" href="#implementations.convergence_controller_classes.step_size_limiter.StepSizeLimiter.setup"><code class="docutils literal notranslate"><span class="pre">setup()</span></code></a></li>
 </ul>
 </li>
+<li><a class="reference internal" href="#implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding"><code class="docutils literal notranslate"><span class="pre">StepSizeRounding</span></code></a><ul>
+<li><a class="reference internal" href="#implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding.get_new_step_size"><code class="docutils literal notranslate"><span class="pre">get_new_step_size()</span></code></a></li>
+<li><a class="reference internal" href="#implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding.setup"><code class="docutils literal notranslate"><span class="pre">setup()</span></code></a></li>
+</ul>
+</li>
 <li><a class="reference internal" href="#implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter"><code class="docutils literal notranslate"><span class="pre">StepSizeSlopeLimiter</span></code></a><ul>
 <li><a class="reference internal" href="#implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter.get_new_step_size"><code class="docutils literal notranslate"><span class="pre">get_new_step_size()</span></code></a></li>
 <li><a class="reference internal" href="#implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter.setup"><code class="docutils literal notranslate"><span class="pre">setup()</span></code></a></li>
diff --git a/pySDC/implementations.problem_classes.generic_spectral.html b/pySDC/implementations.problem_classes.generic_spectral.html
index 9207434087..bed4b45b7d 100644
--- a/pySDC/implementations.problem_classes.generic_spectral.html
+++ b/pySDC/implementations.problem_classes.generic_spectral.html
@@ -228,6 +228,21 @@ <h3>Navigation</h3>
 </dl>
 </dd></dl>
 
+<dl class="py function">
+<dt class="sig sig-object py" id="implementations.problem_classes.generic_spectral.get_extrapolated_error_DAE">
+<span class="sig-name descname"><span class="pre">get_extrapolated_error_DAE</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">S</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/implementations/problem_classes/generic_spectral.html#get_extrapolated_error_DAE"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#implementations.problem_classes.generic_spectral.get_extrapolated_error_DAE" title="Link to this definition">¶</a></dt>
+<dd><p>The extrapolation estimate combines values of u and f from multiple steps to extrapolate and compare to the
+solution obtained by the time marching scheme. This function can be used in <cite>EstimateExtrapolationError</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>S</strong> (<em>pySDC.Step</em>) – The current step</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
+</dl>
+</dd></dl>
+
 </section>
 
 
@@ -259,6 +274,7 @@ <h3><a href="../index.html">Table of Contents</a></h3>
 </li>
 <li><a class="reference internal" href="#implementations.problem_classes.generic_spectral.compute_residual_DAE"><code class="docutils literal notranslate"><span class="pre">compute_residual_DAE()</span></code></a></li>
 <li><a class="reference internal" href="#implementations.problem_classes.generic_spectral.compute_residual_DAE_MPI"><code class="docutils literal notranslate"><span class="pre">compute_residual_DAE_MPI()</span></code></a></li>
+<li><a class="reference internal" href="#implementations.problem_classes.generic_spectral.get_extrapolated_error_DAE"><code class="docutils literal notranslate"><span class="pre">get_extrapolated_error_DAE()</span></code></a></li>
 </ul>
 </li>
 </ul>
diff --git a/pySDC/implementations.problem_classes.html b/pySDC/implementations.problem_classes.html
index ba9afed485..19c95561db 100644
--- a/pySDC/implementations.problem_classes.html
+++ b/pySDC/implementations.problem_classes.html
@@ -298,6 +298,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
 <li class="toctree-l2"><a class="reference internal" href="implementations.problem_classes.generic_spectral.html#implementations.problem_classes.generic_spectral.GenericSpectralLinear"><code class="docutils literal notranslate"><span class="pre">GenericSpectralLinear</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="implementations.problem_classes.generic_spectral.html#implementations.problem_classes.generic_spectral.compute_residual_DAE"><code class="docutils literal notranslate"><span class="pre">compute_residual_DAE()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="implementations.problem_classes.generic_spectral.html#implementations.problem_classes.generic_spectral.compute_residual_DAE_MPI"><code class="docutils literal notranslate"><span class="pre">compute_residual_DAE_MPI()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="implementations.problem_classes.generic_spectral.html#implementations.problem_classes.generic_spectral.get_extrapolated_error_DAE"><code class="docutils literal notranslate"><span class="pre">get_extrapolated_error_DAE()</span></code></a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="implementations.problem_classes.nonlinear_ODE_1.html">implementations.problem_classes.nonlinear_ODE_1 module</a><ul>
diff --git a/searchindex.js b/searchindex.js
index 9a6bd06c35..3ed7636be3 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"1. Correction": [[1, "correction"]], "2. Warning": [[1, "warning"]], "3. Temporary Ban": [[1, "temporary-ban"]], "4. 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"implementations.problem_classes.RayleighBenard.RayleighBenard.eval_f", false]], "eval_f() (swfw_scalar method)": [[112, "implementations.problem_classes.FastWaveSlowWave_0D.swfw_scalar.eval_f", false]], "eval_f() (testequation0d method)": [[135, "implementations.problem_classes.TestEquation_0D.testequation0d.eval_f", false]], "eval_f() (vanderpol method)": [[136, "implementations.problem_classes.Van_der_Pol_implicit.vanderpol.eval_f", false]], "eval_f_non_linear() (quench method)": [[133, "implementations.problem_classes.Quench.Quench.eval_f_non_linear", false]], "eval_hamiltonian() (fermi_pasta_ulam_tsingou method)": [[113, "implementations.problem_classes.FermiPastaUlamTsingou.fermi_pasta_ulam_tsingou.eval_hamiltonian", false]], "eval_hamiltonian() (harmonic_oscillator method)": [[120, "implementations.problem_classes.HarmonicOscillator.harmonic_oscillator.eval_hamiltonian", false]], "eval_hamiltonian() (henon_heiles method)": [[126, "implementations.problem_classes.HenonHeiles.henon_heiles.eval_hamiltonian", false]], "eval_hamiltonian() (outer_solar_system method)": [[130, "implementations.problem_classes.OuterSolarSystem.outer_solar_system.eval_hamiltonian", false]], "eval_mode_energy() (fermi_pasta_ulam_tsingou method)": [[113, "implementations.problem_classes.FermiPastaUlamTsingou.fermi_pasta_ulam_tsingou.eval_mode_energy", false]], "evaluate() (collbase static method)": [[45, "core.collocation.CollBase.evaluate", false]], "exactdiscontinuoustestode (class in implementations.problem_classes.discontinuoustestode)": [[111, "implementations.problem_classes.DiscontinuousTestODE.ExactDiscontinuousTestODE", false]], "expl (petsc_vec_comp2 attribute)": [[93, "implementations.datatype_classes.petsc_vec.petsc_vec_comp2.expl", false]], "expl (petsc_vec_imex attribute)": [[93, "implementations.datatype_classes.petsc_vec.petsc_vec_imex.expl", false]], "expl (rhs_fenics_mesh attribute)": [[90, "implementations.datatype_classes.fenics_mesh.rhs_fenics_mesh.expl", false]], "explicit (class in implementations.sweeper_classes.explicit)": [[161, "implementations.sweeper_classes.explicit.explicit", false]], "explicitmidpointmethod (class in implementations.sweeper_classes.runge_kutta)": [[158, "implementations.sweeper_classes.Runge_Kutta.ExplicitMidpointMethod", false]], "f (fenics_grayscott attribute)": [[117, "implementations.problem_classes.GrayScott_1D_FEniCS_implicit.fenics_grayscott.F", false]], "f (level attribute)": [[51, "core.level.Level.f", false]], "f (petsc_fisher_multiimplicit attribute)": [[116, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.petsc_fisher_multiimplicit.F", false]], "f() (bdf2 method)": [[147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.bdf2.f", false]], "f() (dirk method)": [[141, "implementations.problem_classes.acoustic_helpers.standard_integrators.dirk.f", false], [147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.dirk.f", false]], "f() (protherorobinson method)": [[153, "implementations.problem_classes.odeScalar.ProtheroRobinson.f", false]], "f() (protherorobinsonautonomous method)": [[154, "implementations.problem_classes.odeSystem.ProtheroRobinsonAutonomous.f", false]], "f() (trapezoidal method)": [[147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.trapezoidal.f", false]], "f1 (fenics_grayscott attribute)": [[117, "implementations.problem_classes.GrayScott_1D_FEniCS_implicit.fenics_grayscott.F1", false]], "f2 (fenics_grayscott attribute)": [[117, "implementations.problem_classes.GrayScott_1D_FEniCS_implicit.fenics_grayscott.F2", false]], "f_fast() (rk_imex method)": [[141, "implementations.problem_classes.acoustic_helpers.standard_integrators.rk_imex.f_fast", false], [147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.rk_imex.f_fast", false]], "f_fast() 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"implementations.problem_classes.odeSystem.ProtheroRobinsonAutonomous.f_LIN", false]], "f_nonlin() (protherorobinson method)": [[153, "implementations.problem_classes.odeScalar.ProtheroRobinson.f_NONLIN", false]], "f_nonlin() (protherorobinsonautonomous method)": [[154, "implementations.problem_classes.odeSystem.ProtheroRobinsonAutonomous.f_NONLIN", false]], "f_slow() (rk_imex method)": [[141, "implementations.problem_classes.acoustic_helpers.standard_integrators.rk_imex.f_slow", false], [147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.rk_imex.f_slow", false]], "f_slow() (splitexplicit method)": [[147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.SplitExplicit.f_slow", false]], "f_solve() (bdf2 method)": [[147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.bdf2.f_solve", false]], "f_solve() (dirk method)": [[141, "implementations.problem_classes.acoustic_helpers.standard_integrators.dirk.f_solve", 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(ark548l2saerk attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAERK.generator", false]], "generator (ark548l2saesdirk2 attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAESDIRK2.generator", false]], "generator (backwardeuler attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.BackwardEuler.generator", false]], "generator (cash_karp attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.Cash_Karp.generator", false]], "generator (cranknicolson attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.CrankNicolson.generator", false]], "generator (dirk43 attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.DIRK43.generator", false]], "generator (dirk43_2 attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.DIRK43_2.generator", false]], "generator (edirk4 attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.EDIRK4.generator", false]], "generator (esdirk43 attribute)": [[158, 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"implementations.convergence_controller_classes.adaptivity.AdaptivityForConvergedCollocationProblems.get_convergence", false]], "get_convergence() (adaptivitypolynomialerror method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityPolynomialError.get_convergence", false]], "get_convergence_controllers_as_table() (controller method)": [[47, "core.controller.Controller.get_convergence_controllers_as_table", false]], "get_count() (ncclcomm static method)": [[57, "helpers.NCCL_communicator.NCCLComm.get_count", false]], "get_default_sweeper_class() (genericndimfindiff class method)": [[150, "implementations.problem_classes.generic_ND_FD.GenericNDimFinDiff.get_default_sweeper_class", false]], "get_default_sweeper_class() (problem class method)": [[52, "core.problem.Problem.get_default_sweeper_class", false]], "get_differentiation_matrix() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_differentiation_matrix", false]], 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false]], "get_dtype() (ncclcomm static method)": [[57, "helpers.NCCL_communicator.NCCLComm.get_dtype", false]], "get_empty_operator_matrix() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_empty_operator_matrix", false]], "get_empty_operator_matrix() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_empty_operator_matrix", false]], "get_extrapolated_error() (estimateextrapolationerrornonmpi method)": [[80, "implementations.convergence_controller_classes.estimate_extrapolation_error.EstimateExtrapolationErrorNonMPI.get_extrapolated_error", false]], "get_extrapolated_solution() (estimateextrapolationerrornonmpi method)": [[80, "implementations.convergence_controller_classes.estimate_extrapolation_error.EstimateExtrapolationErrorNonMPI.get_extrapolated_solution", false]], "get_extrapolation_coefficients() (estimateextrapolationerrorbase method)": [[80, "implementations.convergence_controller_classes.estimate_extrapolation_error.EstimateExtrapolationErrorBase.get_extrapolation_coefficients", false]], "get_fft() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_fft", false]], "get_fft_shift() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_fft_shift", false]], "get_fft_shuffle() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_fft_shuffle", false]], "get_fft_utils() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_fft_utils", false]], "get_fig() (brusselator method)": [[108, "implementations.problem_classes.Brusselator.Brusselator.get_fig", false]], "get_fig() (burgers1d method)": [[110, "implementations.problem_classes.Burgers.Burgers1D.get_fig", false]], "get_fig() (burgers2d method)": [[110, "implementations.problem_classes.Burgers.Burgers2D.get_fig", false]], "get_fig() (grayscott_imex_diffusion method)": [[119, 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method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_integ_BC_row", false]], "get_integ_bc_row() (ffthelper method)": [[62, "helpers.spectral_helper.FFTHelper.get_integ_BC_row", false]], "get_integration_constant() (ultrasphericalhelper method)": [[62, "helpers.spectral_helper.UltrasphericalHelper.get_integration_constant", false]], "get_integration_matrix() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_integration_matrix", false]], "get_integration_matrix() (ffthelper method)": [[62, "helpers.spectral_helper.FFTHelper.get_integration_matrix", false]], "get_integration_matrix() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_integration_matrix", false]], "get_integration_matrix() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_integration_matrix", false]], "get_integration_matrix() (ultrasphericalhelper method)": [[62, "helpers.spectral_helper.UltrasphericalHelper.get_integration_matrix", false]], "get_interactions() (penningtrap method)": [[131, "implementations.problem_classes.PenningTrap_3D.penningtrap.get_interactions", false]], "get_list_of_types() (in module helpers.stats_helper)": [[63, "helpers.stats_helper.get_list_of_types", false]], "get_local_error_estimate() (adaptivity method)": [[73, "implementations.convergence_controller_classes.adaptivity.Adaptivity.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivitybase method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityBase.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivitycollocation method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityCollocation.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivityextrapolationwithinq method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityExtrapolationWithinQ.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivitypolynomialerror method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityPolynomialError.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivityresidual method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityResidual.get_local_error_estimate", false]], "get_local_slice_of_1d_matrix() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_local_slice_of_1D_matrix", false]], "get_new_step_size() (adaptivity method)": [[73, "implementations.convergence_controller_classes.adaptivity.Adaptivity.get_new_step_size", false]], "get_new_step_size() (adaptivitybase method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityBase.get_new_step_size", false]], "get_new_step_size() (adaptivitycollocation method)": 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"core.convergence_controller.ConvergenceController.get_new_step_size", false]], "get_new_step_size() (stepsizelimiter method)": [[86, "implementations.convergence_controller_classes.step_size_limiter.StepSizeLimiter.get_new_step_size", false]], "get_new_step_size() (stepsizeslopelimiter method)": [[86, "implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter.get_new_step_size", false]], "get_non_linear_jacobian() (quench method)": [[133, "implementations.problem_classes.Quench.Quench.get_non_linear_Jacobian", false]], "get_norm() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_norm", false]], "get_nyquist_mode_index() (ffthelper method)": [[62, "helpers.spectral_helper.FFTHelper.get_Nyquist_mode_index", false]], "get_op() (ncclcomm method)": [[57, "helpers.NCCL_communicator.NCCLComm.get_op", false]], "get_problem_dict() (battery_n_capacitors method)": [[106, "implementations.problem_classes.Battery.battery_n_capacitors.get_problem_dict", false]], "get_q_matrix() (rungekutta class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.RungeKutta.get_Q_matrix", false]], "get_qdelta_explicit() (sweeper method)": [[55, "core.sweeper.Sweeper.get_Qdelta_explicit", false]], "get_qdelta_implicit() (sweeper method)": [[55, "core.sweeper.Sweeper.get_Qdelta_implicit", false]], "get_s() (ultrasphericalhelper method)": [[62, "helpers.spectral_helper.UltrasphericalHelper.get_S", false]], "get_scalar_problems_manysweep_mat() (imex_1st_order method)": [[164, "implementations.sweeper_classes.imex_1st_order.imex_1st_order.get_scalar_problems_manysweep_mat", false]], "get_scalar_problems_manysweep_mats() (boris_2nd_order method)": [[160, "implementations.sweeper_classes.boris_2nd_order.boris_2nd_order.get_scalar_problems_manysweep_mats", false]], "get_scalar_problems_picardsweep_mats() (boris_2nd_order method)": [[160, 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"implementations.problem_classes.GeneralizedFisher_1D_PETSc.petsc_fisher_multiimplicit.get_sys_mat", false]], "get_transfer_matrix_q() (basetransfer static method)": [[44, "core.base_transfer.BaseTransfer.get_transfer_matrix_Q", false]], "get_update_order() (ark54 class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK54.get_update_order", false]], "get_update_order() (ark548l2sa class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SA.get_update_order", false]], "get_update_order() (ark548l2saerk class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAERK.get_update_order", false]], "get_update_order() (ark548l2saesdirk2 class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAESDIRK2.get_update_order", false]], "get_update_order() (cash_karp class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.Cash_Karp.get_update_order", false]], "get_update_order() (dirk43 class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.DIRK43.get_update_order", false]], "get_update_order() (esdirk43 class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.ESDIRK43.get_update_order", false]], "get_update_order() (esdirk53 class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.ESDIRK53.get_update_order", false]], "get_update_order() (heun_euler class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.Heun_Euler.get_update_order", false]], "get_update_order() (rungekutta class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.RungeKutta.get_update_order", false]], "get_wavenumbers() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_wavenumbers", false]], "get_wavenumbers() (ffthelper method)": [[62, "helpers.spectral_helper.FFTHelper.get_wavenumbers", false]], "get_wavenumbers() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_wavenumbers", false]], "get_wavenumbers() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_wavenumbers", false]], "get_zero() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_zero", false]], "getbchorizontal() (in module implementations.problem_classes.boussinesq_helpers.build2dfdmatrix)": [[143, "implementations.problem_classes.boussinesq_helpers.build2DFDMatrix.getBCHorizontal", false]], "getbcleft() (in module implementations.problem_classes.acoustic_helpers.buildfdmatrix)": [[139, "implementations.problem_classes.acoustic_helpers.buildFDMatrix.getBCLeft", false]], "getbcleft() (in module implementations.problem_classes.boussinesq_helpers.buildfdmatrix)": [[145, "implementations.problem_classes.boussinesq_helpers.buildFDMatrix.getBCLeft", false]], "getbcright() (in module implementations.problem_classes.acoustic_helpers.buildfdmatrix)": [[139, "implementations.problem_classes.acoustic_helpers.buildFDMatrix.getBCRight", false]], "getbcright() (in module implementations.problem_classes.boussinesq_helpers.buildfdmatrix)": [[145, "implementations.problem_classes.boussinesq_helpers.buildFDMatrix.getBCRight", false]], "getbcvertical() (in module implementations.problem_classes.boussinesq_helpers.build2dfdmatrix)": [[143, "implementations.problem_classes.boussinesq_helpers.build2DFDMatrix.getBCVertical", false]], "getboussinesq2dmatrix() (in module implementations.problem_classes.boussinesq_helpers.buildboussinesq2dmatrix)": [[144, "implementations.problem_classes.boussinesq_helpers.buildBoussinesq2DMatrix.getBoussinesq2DMatrix", false]], "getboussinesq2dupwindmatrix() (in module implementations.problem_classes.boussinesq_helpers.buildboussinesq2dmatrix)": [[144, "implementations.problem_classes.boussinesq_helpers.buildBoussinesq2DMatrix.getBoussinesq2DUpwindMatrix", false]], "getboussinesqbchorizontal() (in module implementations.problem_classes.boussinesq_helpers.buildboussinesq2dmatrix)": [[144, "implementations.problem_classes.boussinesq_helpers.buildBoussinesq2DMatrix.getBoussinesqBCHorizontal", false]], "getboussinesqbcvertical() (in module implementations.problem_classes.boussinesq_helpers.buildboussinesq2dmatrix)": [[144, "implementations.problem_classes.boussinesq_helpers.buildBoussinesq2DMatrix.getBoussinesqBCVertical", false]], "getcounter() (callback method)": [[146, "implementations.problem_classes.boussinesq_helpers.helper_classes.Callback.getcounter", false]], "gethorizontaldx() (in module implementations.problem_classes.acoustic_helpers.buildfdmatrix)": [[139, "implementations.problem_classes.acoustic_helpers.buildFDMatrix.getHorizontalDx", false]], "getmatrix() (in module implementations.problem_classes.acoustic_helpers.buildfdmatrix)": [[139, "implementations.problem_classes.acoustic_helpers.buildFDMatrix.getMatrix", false]], "getmatrix() (in module implementations.problem_classes.boussinesq_helpers.buildfdmatrix)": [[145, "implementations.problem_classes.boussinesq_helpers.buildFDMatrix.getMatrix", false]], "getresidual() (callback method)": [[146, "implementations.problem_classes.boussinesq_helpers.helper_classes.Callback.getresidual", false]], "getupwindmatrix() (in module implementations.problem_classes.boussinesq_helpers.buildfdmatrix)": [[145, "implementations.problem_classes.boussinesq_helpers.buildFDMatrix.getUpwindMatrix", false]], "getwave1dadvectionmatrix() (in module implementations.problem_classes.acoustic_helpers.buildwave1dmatrix)": [[140, "implementations.problem_classes.acoustic_helpers.buildWave1DMatrix.getWave1DAdvectionMatrix", false]], "getwave1dmatrix() (in module implementations.problem_classes.acoustic_helpers.buildwave1dmatrix)": [[140, "implementations.problem_classes.acoustic_helpers.buildWave1DMatrix.getWave1DMatrix", false]], "getwavebcleft() (in module implementations.problem_classes.acoustic_helpers.buildwave1dmatrix)": [[140, "implementations.problem_classes.acoustic_helpers.buildWave1DMatrix.getWaveBCLeft", false]], "getwavebcright() (in module implementations.problem_classes.acoustic_helpers.buildwave1dmatrix)": [[140, "implementations.problem_classes.acoustic_helpers.buildWave1DMatrix.getWaveBCRight", false]], "global_shape (spectralhelper attribute)": [[62, "helpers.spectral_helper.SpectralHelper.global_shape", false]], "gmres_logger (boussinesq_2d_imex attribute)": [[107, "implementations.problem_classes.Boussinesq_2D_FD_imex.boussinesq_2d_imex.gmres_logger", false]], "grayscott_imex_diffusion (class in implementations.problem_classes.grayscott_mpifft)": [[119, "implementations.problem_classes.GrayScott_MPIFFT.grayscott_imex_diffusion", false]], "grayscott_imex_linear (class in implementations.problem_classes.grayscott_mpifft)": [[119, "implementations.problem_classes.GrayScott_MPIFFT.grayscott_imex_linear", false]], "grayscott_mi_diffusion (class in implementations.problem_classes.grayscott_mpifft)": 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162, 163, 164, 165, 166, 167, 168, 170, 171, 180, 181, 182, 183, 185, 186, 188, 190, 192, 195, 196, 197, 199, 200, 202, 203, 204, 205, 207, 208, 209, 210, 211, 212, 213, 214], "compute_buoyancy_gener": 134, "compute_end_point": [55, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 185, 208], "compute_max_step_s": 134, "compute_nusselt_numb": 134, "compute_optimal_step_s": 73, "compute_residu": [55, 157, 163, 166, 185, 208], "compute_residual_da": [94, 151], "compute_residual_dae_mpi": [94, 151], "compute_viscous_dissip": 134, "compute_vort": [110, 134], "computefejerrul": 6, "concept": [37, 203, 213], "concern": [5, 38], "concurr": [21, 62], "conda": [3, 5, 9, 11, 12, 14], "condens": 0, "condit": [0, 5, 13, 21, 29, 30, 32, 33, 37, 38, 39, 52, 59, 62, 72, 84, 87, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 127, 128, 129, 131, 132, 133, 134, 135, 136, 137, 150, 151, 152, 153, 154, 157, 180, 181, 182, 183, 184, 185, 186, 187, 190, 191, 192, 194, 195, 197, 200, 203, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214], "conditionali": 5, "conduct": [3, 5, 11, 133, 134], "conf": 10, "config": [14, 38], "configur": [14, 36, 40, 42, 60, 214], "conflict": [4, 5], "conform": 11, "confus": [0, 5, 13, 163], "conjug": [99, 100], "connect": [0, 62], "connect_level": 54, "connoisseur": 158, "consecut": [79, 181, 183, 207, 214], "consequ": 1, "conserv": 209, "consid": [1, 5, 13, 16, 36, 38, 52, 62, 97, 124, 125], "consider": 211, "consist": [0, 2, 4, 6, 13, 62, 111, 130, 131, 132, 207], "const": [33, 39], "constant": [12, 13, 62, 80, 99, 100, 101, 102, 114, 120, 121, 130, 131, 160, 211, 214], "constantli": [5, 133], "constrain": 13, "construct": [1, 59, 62, 65, 209], "constructor": [0, 7, 13], "consumpt": 16, "contain": [0, 5, 8, 11, 12, 13, 14, 15, 19, 21, 22, 36, 39, 41, 44, 45, 46, 47, 48, 50, 51, 52, 55, 59, 62, 63, 65, 69, 70, 74, 77, 80, 84, 85, 90, 92, 96, 98, 99, 100, 105, 106, 107, 111, 113, 114, 116, 118, 119, 121, 127, 129, 131, 135, 136, 150, 151, 157, 158, 160, 161, 162, 163, 164, 165, 167, 168, 170, 171, 181, 183, 184, 191, 197, 207, 208, 209, 210, 212], "content": [5, 11], "continu": [1, 2, 3, 4, 6, 7, 11, 18, 65, 73, 75, 84, 89, 91, 117, 118, 119, 121, 137], "continue_periodic_arrai": [56, 65], "contour": 40, "contract": [73, 78], "contrast": [13, 208, 209, 211], "contribut": [0, 1, 5, 6, 7, 8, 9, 10], "contributor": [4, 10], "control": [0, 11, 15, 16, 19, 21, 22, 24, 28, 29, 30, 31, 32, 33, 35, 37, 39, 41, 43, 48, 49, 50, 54, 63, 69, 70, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 109, 134, 186, 187, 188, 189, 192, 193, 194, 195, 196, 197, 199, 200, 201, 202, 204, 205, 206, 208, 209, 210, 211, 213, 214], "control_ord": [48, 73, 74, 134], "controller_class": [15, 19, 22, 24, 28, 29, 31, 32, 33, 35, 37, 39, 67, 186, 187, 188, 189, 192, 193, 194, 195, 196, 197, 199, 200, 201, 202, 204, 205, 206, 208, 209, 210, 211, 212, 213, 214], "controller_mat": [29, 37], "controller_matrix_nonmpi": [29, 30, 37], "controller_mlsdc": [192, 210], "controller_mpi": [0, 68, 199, 202, 212, 213, 214], "controller_mssdc_g": [205, 214], "controller_mssdc_jac": [205, 214], "controller_nomat": [29, 37], "controller_nonmpi": [0, 15, 19, 22, 24, 28, 29, 31, 32, 33, 35, 37, 39, 68, 186, 187, 188, 189, 192, 193, 194, 195, 196, 197, 200, 201, 204, 205, 206, 208, 209, 210, 211, 212, 213, 214], "controller_param": [15, 19, 22, 24, 28, 29, 30, 31, 32, 33, 35, 37, 39, 47, 69, 70, 186, 187, 188, 189, 192, 193, 194, 195, 196, 197, 199, 200, 201, 202, 204, 205, 206, 208, 209, 210, 211, 212, 213, 214], "controller_paramet": 208, "controller_params_g": [205, 214], "controller_params_jac": [205, 214], "controller_pfasst": [205, 214], "controller_sdc": [192, 210], "controllererror": [43, 49], "contruct": 65, "conv": [42, 62], "conv_test_to0": 20, "conv_test_toinf": 20, "convect": [128, 134], "conveni": [18, 51, 207], "convent": [2, 5, 7], "converg": [0, 11, 13, 15, 16, 21, 36, 40, 42, 47, 48, 49, 69, 70, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 134, 186, 188, 200, 207, 208, 209, 212, 213], "convergence_control": [43, 47, 206, 214], "convergence_controller_class": [67, 206, 214], "convergencecontrol": [43, 47, 48, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 134], "convergenceerror": [43, 49, 77], "convers": [62, 151], "convert": [29, 37, 62, 109, 187, 189, 193, 205, 209, 210, 214], "convert_operator_matrix_to_oper": 62, "cool": 133, "coordin": [62, 97, 103, 104, 119, 129, 149], "copi": [0, 5, 7, 51, 55, 157, 163, 199, 205, 212, 214], "core": [0, 2, 3, 4, 5, 7, 11, 15, 163, 182, 183, 184, 185, 186, 188, 191, 207, 208, 209, 210, 213], "correct": [0, 3, 4, 9, 11, 12, 13, 36, 37, 38, 40, 44, 51, 52, 62, 69, 70, 95, 108, 110, 112, 113, 119, 131, 137, 159, 164, 170, 171, 191, 200, 210, 213], "correctli": 13, "correctt": 38, "correl": 73, "corresp": 54, "correspond": [3, 5, 11, 13, 15, 21, 28, 29, 30, 36, 37, 48, 54, 62, 63, 72, 160, 161, 162, 163, 164, 165, 166, 167, 168, 210, 212, 214], "corrupt": 82, "cosimo": [116, 118, 122], "cosin": 62, "cost": [40, 62], "costli": [21, 210], "could": [0, 1, 4, 13, 21, 72, 73, 81, 158, 159], "coulomb": 131, "count": [19, 20, 22, 29, 30, 32, 33, 37, 39, 40, 47, 48, 52, 98, 106, 111, 128, 131, 136, 151, 152, 187, 196, 197, 199, 205, 208, 209, 210, 211, 212, 214], "count_switch": [106, 111], "counter": [98, 185, 208], "counterpart": [38, 62, 212], "coupl": [38, 54, 89, 91, 207, 213], "cours": [6, 48, 210], "cover": [5, 9, 33, 39], "coverag": 11, "coverage_process_start": [199, 212], "cp": 102, "cpp": 38, "cpu": [14, 213], "cr": 106, "cranknicolson": [156, 158], "crash": [42, 71], "crash_at_maxit": 136, "crashbas": [71, 77], "creat": [3, 5, 9, 10, 11, 12, 14, 15, 18, 19, 22, 24, 28, 31, 32, 33, 35, 39, 42, 50, 64, 106, 117, 121, 137, 150, 180, 181, 182, 183, 184, 191, 202, 204, 207, 208, 209, 210, 211, 213, 214], "createbinari": [19, 22], "creation": [0, 15, 24, 28, 31, 35, 39, 185, 186, 187, 188, 189, 193, 200, 208, 209, 210, 213], "criteria": [48, 75, 134], "criterion": [47, 73, 203, 213], "crop": 40, "crucial": [82, 210], "csc": [97, 115, 124, 125, 133, 150], "csc_matrix": [65, 95, 107, 135], "csv": 42, "ct": 7, "cube": 41, "cube_1d": 38, "cubic": 113, "cuda": 14, "cupi": [0, 5, 14, 59, 81, 89, 100, 102, 125], "cupy_mesh": [14, 88, 100, 102, 125], "cupymulticomponentmesh": [88, 89], "current": [3, 4, 5, 6, 7, 8, 9, 11, 13, 15, 16, 19, 21, 22, 24, 28, 31, 35, 39, 45, 48, 50, 51, 52, 54, 55, 62, 65, 69, 70, 72, 73, 74, 75, 76, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 95, 96, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 131, 132, 133, 134, 135, 136, 137, 149, 150, 151, 152, 153, 154, 155, 157, 158, 163, 166, 199, 203, 208, 212, 213, 214], "curv": 11, "custom": [2, 6, 8, 17, 44, 50, 51, 52, 53, 54, 55, 160, 161, 164, 166, 167, 168, 170, 171, 173, 174, 176, 209], "custon": [175, 177, 179], "cute": 10, "cv": 133, "cwd": [15, 19, 22, 24, 28, 31, 35, 39, 199, 212], "cycl": [16, 109], "d": [10, 13, 17, 31, 32, 38, 39, 62, 89, 91, 95, 104, 105, 106, 107, 109, 111, 112, 113, 114, 116, 118, 119, 120, 121, 122, 126, 128, 130, 132, 135, 136, 149, 150, 154, 199, 212], "d_collocation_accuracy_check": [183, 207], "d_mlsdc_with_particl": [193, 210], "d_pysdc_with_pytorch": [203, 213], "d_u": [117, 118, 119], "d_upwind": 107, "d_v": [117, 118, 119], "d_w": [98, 103, 104], "da": [116, 118], "dae": [0, 151], "dahlquist": 40, "dalcin": [116, 118, 119, 122, 129, 149], "damp": 120, "daniel": [40, 42, 131], "darl": 158, "dash": 21, "dat": [15, 19, 22, 24, 28, 35], "data": [0, 3, 11, 12, 13, 15, 19, 21, 22, 24, 28, 29, 30, 31, 32, 33, 35, 36, 37, 39, 42, 45, 48, 49, 50, 51, 52, 53, 57, 62, 63, 64, 69, 70, 82, 89, 90, 91, 92, 93, 95, 131, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 199, 200, 201, 202, 203, 204, 205, 206, 207, 209, 210, 211, 212, 213, 214], "datacheck": [56, 64], "dataerror": [43, 49], "datatyp": [7, 12, 13, 14, 48, 89, 91, 151, 176, 213], "datatype_class": [7, 12, 13, 14, 67, 181, 186, 188, 207, 208, 209, 213], "date": [5, 10], "david": [119, 129, 149], "dc": 16, "dct": 62, "ddx": 96, "de": [120, 159], "dead": 214, "deal": [16, 182, 183, 199, 207, 208, 209, 210, 212], "dealias": [62, 134], "dearli": [3, 11], "debug": [47, 48, 62, 151, 212], "decai": [117, 118, 119], "decemb": 0, "decent": [3, 11], "decid": [32, 33, 39, 62, 80, 84, 106, 213], "decis": [0, 1], "declar": 0, "decomposit": [21, 39, 62], "decompress": 21, "decoupl": [39, 207], "decrement": 52, "dedalu": 62, "dedic": [4, 9, 109], "deem": 1, "deeper": 208, "deepli": 208, "def": [5, 6, 7, 8, 13, 15, 19, 22, 24, 28, 29, 30, 31, 32, 33, 35, 37, 39, 153, 154, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214], "default": [4, 13, 19, 22, 33, 39, 48, 50, 52, 55, 60, 61, 69, 70, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 87, 117, 121, 128, 133, 134, 137, 150, 153, 154, 157, 163, 208, 210], "default_hook": [186, 188, 208, 209], "defaultdict": [15, 24, 28, 35], "defaulthook": [186, 188, 208, 209], "defer": [0, 3, 11, 13, 36, 38, 40, 95, 112, 164], "defin": [0, 2, 3, 6, 7, 11, 13, 37, 41, 44, 45, 52, 54, 62, 73, 74, 75, 77, 83, 85, 86, 87, 109, 111, 112, 115, 116, 117, 120, 121, 122, 134, 137, 150, 153, 154, 160, 164, 186, 188, 196, 208, 209, 210, 211, 213], "definit": [0, 7, 163, 209], "degre": [29, 30, 32, 33, 37, 39, 59, 95, 115, 117, 118, 119, 121, 137, 150, 155, 180, 182, 184, 185, 186, 187, 190, 191, 192, 194, 195, 196, 197, 202, 207, 208, 209, 210, 211, 212, 213], "del": [33, 39, 199, 212], "delet": [5, 10, 80], "delta": [2, 13, 32, 33, 39, 98, 99, 100, 101, 102, 103, 104, 108, 112, 115, 116, 117, 118, 119, 129, 137], "delta_m": 45, "demonstr": [1, 11, 12, 21, 202, 203, 204, 208, 209, 210, 211, 212, 213, 214], "denot": [13, 38, 79, 96, 98, 101, 102, 103, 104, 106, 112, 119, 120, 121, 124, 125, 129, 134, 137, 149], "dens": [62, 80], "densiti": 133, "depend": [0, 3, 9, 11, 12, 14, 16, 38, 48, 60, 73, 74, 75, 76, 78, 79, 82, 83, 86, 95, 96, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 111, 112, 116, 118, 119, 121, 122, 125, 127, 128, 129, 132, 133, 134, 135, 136, 149, 150, 152, 153, 154, 155, 181, 183, 185, 186, 188, 202, 207, 208, 209, 210, 211, 213], "deprec": [0, 11], "der": [17, 18, 136, 153, 154], "deriv": [13, 17, 37, 47, 50, 59, 62, 80, 89, 91, 95, 98, 107, 110, 111, 120, 133, 134, 137, 150, 151, 152, 153, 154, 155, 164], "derogatori": 1, "describ": [8, 9, 11, 13, 19, 20, 22, 41, 62, 106, 114, 117, 118, 119, 130, 187, 209], "descript": [0, 5, 10, 11, 13, 15, 18, 19, 22, 24, 28, 29, 30, 31, 32, 33, 35, 37, 39, 43, 47, 48, 54, 61, 69, 70, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 134, 184, 185, 186, 187, 188, 189, 191, 192, 193, 194, 195, 196, 197, 199, 200, 201, 202, 204, 205, 206, 208, 209, 210, 211, 212, 213, 214], "description_mlsdc": [192, 210], "description_mssdc": [205, 214], "description_pfasst": [205, 214], "description_sdc": [192, 210], "design": [10, 18], "desir": [21, 62, 73, 74, 79, 85], "dest": [48, 89, 91, 92, 93], "destroi": 133, "detail": [0, 2, 3, 5, 8, 9, 10, 11, 12, 16, 62, 73, 129, 131, 209, 212, 213], "detect": [5, 21, 82], "detector": [18, 82], "deterior": [6, 16], "determin": [0, 1, 12, 42, 48, 73, 75, 80, 86, 106, 109, 158, 159], "determine_restart": [48, 73, 74, 82], "dev": [4, 14], "develop": [2, 3, 5, 6, 8, 11, 14, 16, 100, 102, 128], "deviat": [15, 188, 189, 190, 193, 209, 210], "devic": 109, "dg": [153, 154], "dg2": 154, "dginv": 154, "dginv_lin": 154, "dginv_nonlin": 154, "diag": [98, 135], "diagon": [3, 11, 29, 30, 37, 38, 39, 62, 135, 158], "dict": [15, 19, 22, 24, 28, 29, 30, 31, 32, 33, 35, 37, 39, 46, 47, 48, 50, 54, 61, 62, 63, 66, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 97, 106, 113, 128, 131, 134, 150, 151, 181, 184, 185, 186, 188, 189, 190, 191, 192, 193, 195, 196, 197, 200, 201, 202, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214], "dictionari": [0, 15, 19, 22, 24, 28, 29, 30, 31, 35, 37, 39, 46, 48, 49, 50, 54, 62, 63, 72, 73, 74, 75, 77, 81, 83, 85, 86, 87, 106, 134, 151, 163, 181, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 200, 201, 202, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214], "did": [5, 15, 19, 22, 24, 28, 31, 32, 33, 35, 39, 80, 181, 182, 183, 184, 185, 186, 190, 199, 202, 207, 208, 210, 212, 213], "die": 131, "diff": [5, 13, 29, 37, 192, 205, 210, 214], "diff_g": [205, 214], "diff_jac": [205, 214], "diff_jac_g": [205, 214], "diff_mask": 151, "differ": [0, 1, 3, 6, 11, 12, 13, 15, 18, 19, 20, 21, 29, 30, 31, 36, 37, 40, 44, 47, 48, 59, 62, 64, 72, 73, 76, 78, 79, 80, 81, 82, 84, 97, 98, 99, 101, 102, 103, 104, 106, 107, 109, 111, 115, 122, 124, 125, 128, 133, 136, 150, 157, 170, 171, 188, 189, 192, 193, 195, 196, 197, 199, 200, 203, 205, 207, 208, 209, 210, 211, 212, 213, 214], "differenti": [11, 16, 18, 38, 62, 82, 105, 106, 109, 110, 111, 117, 121, 127, 128, 132, 137, 150, 151, 153, 154, 159], "diffus": [20, 29, 30, 37, 38, 96, 101, 102, 104, 108, 115, 116, 117, 118, 119, 121, 122, 124, 125, 137, 149, 180, 181, 182, 183, 184, 185, 186, 187, 190, 191, 192, 194, 195, 197, 202, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214], "diffusion_setup": [29, 30, 37], "dig": 208, "digest": 0, "dill": [0, 15, 24, 28, 35], "dim": [59, 148, 173, 175, 177], "dimems": 107, "dimens": [15, 35, 59, 62, 89, 90, 91, 92, 97, 99, 100, 107, 119, 122, 124, 125, 129, 133, 137, 150, 206, 210, 214], "dimension": [52, 62, 65, 95, 96, 98, 99, 100, 101, 102, 103, 104, 107, 108, 115, 116, 117, 118, 119, 121, 122, 124, 125, 129], "dir": [89, 91], "direct": [0, 5, 21, 62, 73, 86, 97, 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(splitexplicit method)": [[147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.SplitExplicit.f_fast", false]], "f_fast_solve() (rk_imex method)": [[141, "implementations.problem_classes.acoustic_helpers.standard_integrators.rk_imex.f_fast_solve", false], [147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.rk_imex.f_fast_solve", false]], "f_fastmom() (splitexplicit method)": [[147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.SplitExplicit.f_fastMom", false]], "f_fastther() (splitexplicit method)": [[147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.SplitExplicit.f_fastTher", false]], "f_init (problem property)": [[52, "core.problem.Problem.f_init", false]], "f_lin() (protherorobinson method)": [[153, "implementations.problem_classes.odeScalar.ProtheroRobinson.f_LIN", false]], "f_lin() (protherorobinsonautonomous method)": [[154, "implementations.problem_classes.odeSystem.ProtheroRobinsonAutonomous.f_LIN", false]], "f_nonlin() (protherorobinson method)": [[153, "implementations.problem_classes.odeScalar.ProtheroRobinson.f_NONLIN", false]], "f_nonlin() (protherorobinsonautonomous method)": [[154, "implementations.problem_classes.odeSystem.ProtheroRobinsonAutonomous.f_NONLIN", false]], "f_slow() (rk_imex method)": [[141, "implementations.problem_classes.acoustic_helpers.standard_integrators.rk_imex.f_slow", false], [147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.rk_imex.f_slow", false]], "f_slow() (splitexplicit method)": [[147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.SplitExplicit.f_slow", false]], "f_solve() (bdf2 method)": [[147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.bdf2.f_solve", false]], "f_solve() (dirk method)": [[141, "implementations.problem_classes.acoustic_helpers.standard_integrators.dirk.f_solve", false], [147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.dirk.f_solve", false]], "f_solve() (trapezoidal method)": [[147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.trapezoidal.f_solve", false]], "fast_interactions() (penningtrap static method)": [[131, "implementations.problem_classes.PenningTrap_3D.penningtrap.fast_interactions", false]], "fenics_grayscott (class in implementations.problem_classes.grayscott_1d_fenics_implicit)": [[117, "implementations.problem_classes.GrayScott_1D_FEniCS_implicit.fenics_grayscott", false]], "fenics_heat (class in implementations.problem_classes.heatequation_1d_fenics_matrix_forced)": [[121, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat", false]], "fenics_heat_mass (class in implementations.problem_classes.heatequation_1d_fenics_matrix_forced)": [[121, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat_mass", false]], "fenics_heat_mass_timebc (class in implementations.problem_classes.heatequation_1d_fenics_matrix_forced)": [[121, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat_mass_timebc", false]], "fenics_mesh (class in implementations.datatype_classes.fenics_mesh)": [[90, "implementations.datatype_classes.fenics_mesh.fenics_mesh", false]], "fenics_vortex_2d (class in implementations.problem_classes.vorticityvelocity_2d_fenics_periodic)": [[137, "implementations.problem_classes.VorticityVelocity_2D_FEniCS_periodic.fenics_vortex_2d", false]], "fenics_vortex_2d_mass (class in implementations.problem_classes.vorticityvelocity_2d_fenics_periodic)": [[137, "implementations.problem_classes.VorticityVelocity_2D_FEniCS_periodic.fenics_vortex_2d_mass", false]], "fermi_pasta_ulam_tsingou (class in implementations.problem_classes.fermipastaulamtsingou)": [[113, "implementations.problem_classes.FermiPastaUlamTsingou.fermi_pasta_ulam_tsingou", false]], "fft (allencahn_imex attribute)": [[103, "implementations.problem_classes.AllenCahn_MPIFFT.allencahn_imex.fft", false]], "fft (allencahn_temp_imex attribute)": [[104, "implementations.problem_classes.AllenCahn_Temp_MPIFFT.allencahn_temp_imex.fft", false]], "fft (grayscott_imex_diffusion attribute)": [[119, "implementations.problem_classes.GrayScott_MPIFFT.grayscott_imex_diffusion.fft", false]], "fft (grayscott_mi_diffusion attribute)": [[119, "implementations.problem_classes.GrayScott_MPIFFT.grayscott_mi_diffusion.fft", false]], "fft (imex_laplacian_mpifft attribute)": [[149, "implementations.problem_classes.generic_MPIFFT_Laplacian.IMEX_Laplacian_MPIFFT.fft", false]], "fft (nonlinearschroedinger_imex attribute)": [[129, "implementations.problem_classes.NonlinearSchroedinger_MPIFFT.nonlinearschroedinger_imex.fft", false]], "fft_backend (imex_laplacian_mpifft attribute)": [[149, "implementations.problem_classes.generic_MPIFFT_Laplacian.IMEX_Laplacian_MPIFFT.fft_backend", false]], "fft_backend (spectralhelper attribute)": [[62, "helpers.spectral_helper.SpectralHelper.fft_backend", false]], "fft_cache (spectralhelper attribute)": [[62, "helpers.spectral_helper.SpectralHelper.fft_cache", false]], "fft_comm_backend (imex_laplacian_mpifft attribute)": [[149, "implementations.problem_classes.generic_MPIFFT_Laplacian.IMEX_Laplacian_MPIFFT.fft_comm_backend", false]], "fft_comm_backend (spectralhelper attribute)": [[62, "helpers.spectral_helper.SpectralHelper.fft_comm_backend", false]], "fft_lib (spectralhelper attribute)": [[62, "helpers.spectral_helper.SpectralHelper.fft_lib", false]], "fft_lib (spectralhelper1d attribute)": [[62, "helpers.spectral_helper.SpectralHelper1D.fft_lib", false]], "fft_obj (spectralhelper attribute)": [[62, "helpers.spectral_helper.SpectralHelper.fft_obj", false]], "fft_to_fft (class in implementations.transfer_classes.transfermesh_mpifft)": [[176, "implementations.transfer_classes.TransferMesh_MPIFFT.fft_to_fft", false]], "ffthelper (class in helpers.spectral_helper)": [[62, "helpers.spectral_helper.FFTHelper", false]], "fields (class in implementations.datatype_classes.particles)": [[92, "implementations.datatype_classes.particles.fields", false]], "fields.electric (class in implementations.datatype_classes.particles)": [[92, "implementations.datatype_classes.particles.fields.electric", false]], "fields.magnetic (class in implementations.datatype_classes.particles)": [[92, "implementations.datatype_classes.particles.fields.magnetic", false]], "figsize() (in module helpers.plot_helper)": [[58, "helpers.plot_helper.figsize", false]], "figsize_by_journal() (in module helpers.plot_helper)": [[58, "helpers.plot_helper.figsize_by_journal", false]], "filter_stats() (in module helpers.stats_helper)": [[63, "helpers.stats_helper.filter_stats", false]], "fine (base_transfer_mass attribute)": [[171, "implementations.transfer_classes.BaseTransfer_mass.base_transfer_mass.fine", false]], "fine (base_transfer_mpi attribute)": [[170, "implementations.transfer_classes.BaseTransferMPI.base_transfer_MPI.fine", false]], "fine (basetransfer attribute)": [[44, "core.base_transfer.BaseTransfer.fine", false]], "fine_prob (spacetransfer attribute)": [[53, "core.space_transfer.SpaceTransfer.fine_prob", false]], "firsttimestep() (bdf2 method)": [[141, "implementations.problem_classes.acoustic_helpers.standard_integrators.bdf2.firsttimestep", false], [147, "implementations.problem_classes.boussinesq_helpers.standard_integrators.bdf2.firsttimestep", false]], "fisher_full (class in implementations.problem_classes.generalizedfisher_1d_petsc)": [[116, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.Fisher_full", false]], "fisher_reaction (class in implementations.problem_classes.generalizedfisher_1d_petsc)": [[116, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.Fisher_reaction", false]], "fix_bc_for_residual (fenics_heat_mass attribute)": [[121, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat_mass.fix_bc_for_residual", false]], "fix_bc_for_residual (fenics_heat_mass_timebc attribute)": [[121, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat_mass_timebc.fix_bc_for_residual", false]], "fix_residual() (fenics_heat_mass method)": [[121, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat_mass.fix_residual", false]], "fold (level attribute)": [[51, "core.level.Level.fold", false]], "formfunction() (fisher_full method)": [[116, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.Fisher_full.formFunction", false]], "formfunction() (fisher_reaction method)": [[116, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.Fisher_reaction.formFunction", false]], "formfunction() (gs_full method)": [[118, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.GS_full.formFunction", false]], "formfunction() (gs_reaction method)": [[118, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.GS_reaction.formFunction", false]], "formjacobian() (fisher_full method)": [[116, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.Fisher_full.formJacobian", false]], "formjacobian() (fisher_reaction method)": [[116, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.Fisher_reaction.formJacobian", false]], "formjacobian() (gs_full method)": [[118, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.GS_full.formJacobian", false]], "formjacobian() (gs_reaction method)": [[118, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.GS_reaction.formJacobian", false]], "forwardeuler (class in implementations.sweeper_classes.runge_kutta)": [[158, "implementations.sweeper_classes.Runge_Kutta.ForwardEuler", false]], "frozenclass (class in helpers.pysdc_helper)": [[60, "helpers.pysdc_helper.FrozenClass", false]], "full_bcs (spectralhelper attribute)": [[62, "helpers.spectral_helper.SpectralHelper.full_BCs", false]], "full_solar_system (class in implementations.problem_classes.fullsolarsystem)": [[114, "implementations.problem_classes.FullSolarSystem.full_solar_system", false]], "g (fenics_heat attribute)": [[121, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat.g", false]], "g (fenics_heat_mass attribute)": [[121, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat_mass.g", false]], "g (fenics_heat_mass_timebc attribute)": [[121, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat_mass_timebc.g", false]], "g (full_solar_system attribute)": [[114, "implementations.problem_classes.FullSolarSystem.full_solar_system.G", false]], "g (outer_solar_system attribute)": [[130, "id0", false], [130, "implementations.problem_classes.OuterSolarSystem.outer_solar_system.G", false]], "g() (protherorobinson method)": [[153, "implementations.problem_classes.odeScalar.ProtheroRobinson.g", false]], "g() (protherorobinsonautonomous method)": [[154, "implementations.problem_classes.odeSystem.ProtheroRobinsonAutonomous.g", false]], "generalized_fisher (class in implementations.problem_classes.generalizedfisher_1d_fd_implicit)": [[115, "implementations.problem_classes.GeneralizedFisher_1D_FD_implicit.generalized_fisher", false]], "generate_description() (in module helpers.setup_helper)": [[61, "helpers.setup_helper.generate_description", false]], "generate_scipy_reference_solution() (problem method)": [[52, "core.problem.Problem.generate_scipy_reference_solution", false]], "generate_starting_values() (adamsmoultonimplicit2step method)": [[157, "implementations.sweeper_classes.Multistep.AdamsMoultonImplicit2Step.generate_starting_values", false]], "generate_starting_values() (multistep method)": [[157, "implementations.sweeper_classes.Multistep.MultiStep.generate_starting_values", false]], "generator (ark548l2saerk attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAERK.generator", false]], "generator (ark548l2saesdirk2 attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAESDIRK2.generator", false]], "generator (backwardeuler attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.BackwardEuler.generator", false]], "generator (cash_karp attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.Cash_Karp.generator", false]], "generator (cranknicolson attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.CrankNicolson.generator", false]], "generator (dirk43 attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.DIRK43.generator", false]], "generator (dirk43_2 attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.DIRK43_2.generator", false]], "generator (edirk4 attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.EDIRK4.generator", false]], "generator (esdirk43 attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.ESDIRK43.generator", false]], "generator (esdirk53 attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.ESDIRK53.generator", false]], "generator (explicitmidpointmethod attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.ExplicitMidpointMethod.generator", false]], "generator (forwardeuler attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.ForwardEuler.generator", false]], "generator (heun_euler attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.Heun_Euler.generator", false]], "generator (implicitmidpointmethod attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.ImplicitMidpointMethod.generator", false]], "generator (rk4 attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.RK4.generator", false]], "generator_exp (ark548l2saerk2 attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAERK2.generator_EXP", false]], "generator_imp (ark548l2saesdirk attribute)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAESDIRK.generator_IMP", false]], "generic_implicit (class in implementations.sweeper_classes.generic_implicit)": [[162, "implementations.sweeper_classes.generic_implicit.generic_implicit", false]], "generic_implicit_mpi (class in implementations.sweeper_classes.generic_implicit_mpi)": [[163, "implementations.sweeper_classes.generic_implicit_MPI.generic_implicit_MPI", false]], "genericndimfindiff (class in implementations.problem_classes.generic_nd_fd)": [[150, "implementations.problem_classes.generic_ND_FD.GenericNDimFinDiff", false]], "genericspectrallinear (class in implementations.problem_classes.generic_spectral)": [[151, "implementations.problem_classes.generic_spectral.GenericSpectralLinear", false]], "get() (frozenclass method)": [[60, "helpers.pysdc_helper.FrozenClass.get", false]], "get2dmatrix() (in module implementations.problem_classes.boussinesq_helpers.build2dfdmatrix)": [[143, "implementations.problem_classes.boussinesq_helpers.build2DFDMatrix.get2DMatrix", false]], "get2dmesh() (in module implementations.problem_classes.boussinesq_helpers.build2dfdmatrix)": [[143, "implementations.problem_classes.boussinesq_helpers.build2DFDMatrix.get2DMesh", false]], "get2dupwindmatrix() (in module implementations.problem_classes.boussinesq_helpers.build2dfdmatrix)": [[143, "implementations.problem_classes.boussinesq_helpers.build2DFDMatrix.get2DUpwindMatrix", false]], "get_1d_grid() (in module helpers.problem_helper)": [[59, "helpers.problem_helper.get_1d_grid", false]], "get_1dgrid() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_1dgrid", false]], "get_1dgrid() (ffthelper method)": [[62, "helpers.spectral_helper.FFTHelper.get_1dgrid", false]], "get_1dgrid() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_1dgrid", false]], "get_aligned() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_aligned", false]], "get_basis_change_matrix() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_basis_change_matrix", false]], "get_basis_change_matrix() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_basis_change_matrix", false]], "get_basis_change_matrix() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_basis_change_matrix", false]], "get_basis_change_matrix() (ultrasphericalhelper method)": [[62, "helpers.spectral_helper.UltrasphericalHelper.get_basis_change_matrix", false]], "get_bc() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_BC", false]], "get_bc() (ffthelper method)": [[62, "helpers.spectral_helper.FFTHelper.get_BC", false]], "get_bc() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_BC", false]], "get_bc() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_BC", false]], "get_butcher_tableau() (rungekutta class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.RungeKutta.get_Butcher_tableau", false]], "get_butcher_tableau_explicit() (rungekuttaimex class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.RungeKuttaIMEX.get_Butcher_tableau_explicit", false]], "get_conv() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_conv", false]], "get_convergence() (adaptivitycollocation method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityCollocation.get_convergence", false]], "get_convergence() (adaptivityextrapolationwithinq method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityExtrapolationWithinQ.get_convergence", false]], "get_convergence() (adaptivityforconvergedcollocationproblems method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityForConvergedCollocationProblems.get_convergence", false]], "get_convergence() (adaptivitypolynomialerror method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityPolynomialError.get_convergence", false]], "get_convergence_controllers_as_table() (controller method)": [[47, "core.controller.Controller.get_convergence_controllers_as_table", false]], "get_count() (ncclcomm static method)": [[57, "helpers.NCCL_communicator.NCCLComm.get_count", false]], "get_default_sweeper_class() (genericndimfindiff class method)": [[150, "implementations.problem_classes.generic_ND_FD.GenericNDimFinDiff.get_default_sweeper_class", false]], "get_default_sweeper_class() (problem class method)": [[52, "core.problem.Problem.get_default_sweeper_class", false]], "get_differentiation_matrix() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_differentiation_matrix", false]], "get_differentiation_matrix() (ffthelper method)": [[62, "helpers.spectral_helper.FFTHelper.get_differentiation_matrix", false]], "get_differentiation_matrix() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_differentiation_matrix", false]], "get_differentiation_matrix() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_differentiation_matrix", false]], "get_differentiation_matrix() (ultrasphericalhelper method)": [[62, "helpers.spectral_helper.UltrasphericalHelper.get_differentiation_matrix", false]], "get_dirichlet_bc_row() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_Dirichlet_BC_row", false]], "get_dirichlet_recombination_matrix() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_Dirichlet_recombination_matrix", false]], "get_dirichlet_recombination_matrix() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_Dirichlet_recombination_matrix", false]], "get_dtype() (ncclcomm static method)": [[57, "helpers.NCCL_communicator.NCCLComm.get_dtype", false]], "get_empty_operator_matrix() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_empty_operator_matrix", false]], "get_empty_operator_matrix() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_empty_operator_matrix", false]], "get_extrapolated_error() (estimateextrapolationerrornonmpi method)": [[80, "implementations.convergence_controller_classes.estimate_extrapolation_error.EstimateExtrapolationErrorNonMPI.get_extrapolated_error", false]], "get_extrapolated_error_dae() (in module implementations.problem_classes.generic_spectral)": [[151, "implementations.problem_classes.generic_spectral.get_extrapolated_error_DAE", false]], "get_extrapolated_solution() (estimateextrapolationerrornonmpi method)": [[80, "implementations.convergence_controller_classes.estimate_extrapolation_error.EstimateExtrapolationErrorNonMPI.get_extrapolated_solution", false]], "get_extrapolation_coefficients() (estimateextrapolationerrorbase method)": [[80, "implementations.convergence_controller_classes.estimate_extrapolation_error.EstimateExtrapolationErrorBase.get_extrapolation_coefficients", false]], "get_fft() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_fft", false]], "get_fft_shift() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_fft_shift", false]], "get_fft_shuffle() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_fft_shuffle", false]], "get_fft_utils() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_fft_utils", false]], "get_fig() (brusselator method)": [[108, "implementations.problem_classes.Brusselator.Brusselator.get_fig", false]], "get_fig() (burgers1d method)": [[110, "implementations.problem_classes.Burgers.Burgers1D.get_fig", false]], "get_fig() (burgers2d method)": [[110, "implementations.problem_classes.Burgers.Burgers2D.get_fig", false]], "get_fig() (grayscott_imex_diffusion method)": [[119, "implementations.problem_classes.GrayScott_MPIFFT.grayscott_imex_diffusion.get_fig", false]], "get_fig() (problem method)": [[52, "core.problem.Problem.get_fig", false]], "get_fig() (rayleighbenard method)": [[134, "implementations.problem_classes.RayleighBenard.RayleighBenard.get_fig", false]], "get_filter_matrix() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_filter_matrix", false]], "get_filter_matrix() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_filter_matrix", false]], "get_finite_difference_matrix() (in module helpers.problem_helper)": [[59, "helpers.problem_helper.get_finite_difference_matrix", false]], "get_finite_difference_stencil() (in module helpers.problem_helper)": [[59, "helpers.problem_helper.get_finite_difference_stencil", false]], "get_full_f() (rungekutta method)": [[158, "implementations.sweeper_classes.Runge_Kutta.RungeKutta.get_full_f", false]], "get_full_f() (rungekuttanystrom method)": [[159, "implementations.sweeper_classes.Runge_Kutta_Nystrom.RungeKuttaNystrom.get_full_f", false]], "get_grid() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_grid", false]], "get_id() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_Id", false]], "get_id() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_Id", false]], "get_implementation() (basicrestarting class method)": [[74, "implementations.convergence_controller_classes.basic_restarting.BasicRestarting.get_implementation", false]], "get_implementation() (estimateembeddederror class method)": [[79, "implementations.convergence_controller_classes.estimate_embedded_error.EstimateEmbeddedError.get_implementation", false]], "get_implementation() (spreadstepsizesblockwise class method)": [[85, "implementations.convergence_controller_classes.spread_step_sizes.SpreadStepSizesBlockwise.get_implementation", false]], "get_integ_bc_row() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_integ_BC_row", false]], "get_integ_bc_row() (ffthelper method)": [[62, "helpers.spectral_helper.FFTHelper.get_integ_BC_row", false]], "get_integration_constant() (ultrasphericalhelper method)": [[62, "helpers.spectral_helper.UltrasphericalHelper.get_integration_constant", false]], "get_integration_matrix() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_integration_matrix", false]], "get_integration_matrix() (ffthelper method)": [[62, "helpers.spectral_helper.FFTHelper.get_integration_matrix", false]], "get_integration_matrix() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_integration_matrix", false]], "get_integration_matrix() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_integration_matrix", false]], "get_integration_matrix() (ultrasphericalhelper method)": [[62, "helpers.spectral_helper.UltrasphericalHelper.get_integration_matrix", false]], "get_interactions() (penningtrap method)": [[131, "implementations.problem_classes.PenningTrap_3D.penningtrap.get_interactions", false]], "get_list_of_types() (in module helpers.stats_helper)": [[63, "helpers.stats_helper.get_list_of_types", false]], "get_local_error_estimate() (adaptivity method)": [[73, "implementations.convergence_controller_classes.adaptivity.Adaptivity.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivitybase method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityBase.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivitycollocation method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityCollocation.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivityextrapolationwithinq method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityExtrapolationWithinQ.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivitypolynomialerror method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityPolynomialError.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivityresidual method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityResidual.get_local_error_estimate", false]], "get_local_slice_of_1d_matrix() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_local_slice_of_1D_matrix", false]], "get_new_step_size() (adaptivity method)": [[73, "implementations.convergence_controller_classes.adaptivity.Adaptivity.get_new_step_size", false]], "get_new_step_size() (adaptivitybase method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityBase.get_new_step_size", false]], "get_new_step_size() (adaptivitycollocation method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityCollocation.get_new_step_size", false]], "get_new_step_size() (adaptivityextrapolationwithinq method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityExtrapolationWithinQ.get_new_step_size", false]], "get_new_step_size() (adaptivitypolynomialerror method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityPolynomialError.get_new_step_size", false]], "get_new_step_size() (adaptivityresidual method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityResidual.get_new_step_size", false]], "get_new_step_size() (adaptivityrk method)": [[73, "implementations.convergence_controller_classes.adaptivity.AdaptivityRK.get_new_step_size", false]], "get_new_step_size() (cfllimit method)": [[134, "implementations.problem_classes.RayleighBenard.CFLLimit.get_new_step_size", false]], "get_new_step_size() (convergencecontroller method)": [[48, "core.convergence_controller.ConvergenceController.get_new_step_size", false]], "get_new_step_size() (stepsizelimiter method)": [[86, "implementations.convergence_controller_classes.step_size_limiter.StepSizeLimiter.get_new_step_size", false]], "get_new_step_size() (stepsizerounding method)": [[86, "implementations.convergence_controller_classes.step_size_limiter.StepSizeRounding.get_new_step_size", false]], "get_new_step_size() (stepsizeslopelimiter method)": [[86, "implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter.get_new_step_size", false]], "get_non_linear_jacobian() (quench method)": [[133, "implementations.problem_classes.Quench.Quench.get_non_linear_Jacobian", false]], "get_norm() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_norm", false]], "get_nyquist_mode_index() (ffthelper method)": [[62, "helpers.spectral_helper.FFTHelper.get_Nyquist_mode_index", false]], "get_op() (ncclcomm method)": [[57, "helpers.NCCL_communicator.NCCLComm.get_op", false]], "get_problem_dict() (battery_n_capacitors method)": [[106, "implementations.problem_classes.Battery.battery_n_capacitors.get_problem_dict", false]], "get_q_matrix() (rungekutta class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.RungeKutta.get_Q_matrix", false]], "get_qdelta_explicit() (sweeper method)": [[55, "core.sweeper.Sweeper.get_Qdelta_explicit", false]], "get_qdelta_implicit() (sweeper method)": [[55, "core.sweeper.Sweeper.get_Qdelta_implicit", false]], "get_s() (ultrasphericalhelper method)": [[62, "helpers.spectral_helper.UltrasphericalHelper.get_S", false]], "get_scalar_problems_manysweep_mat() (imex_1st_order method)": [[164, "implementations.sweeper_classes.imex_1st_order.imex_1st_order.get_scalar_problems_manysweep_mat", false]], "get_scalar_problems_manysweep_mats() (boris_2nd_order method)": [[160, "implementations.sweeper_classes.boris_2nd_order.boris_2nd_order.get_scalar_problems_manysweep_mats", false]], "get_scalar_problems_picardsweep_mats() (boris_2nd_order method)": [[160, "implementations.sweeper_classes.boris_2nd_order.boris_2nd_order.get_scalar_problems_picardsweep_mats", false]], "get_scalar_problems_sweeper_mats() (boris_2nd_order method)": [[160, "implementations.sweeper_classes.boris_2nd_order.boris_2nd_order.get_scalar_problems_sweeper_mats", false]], "get_scalar_problems_sweeper_mats() (imex_1st_order method)": [[164, "implementations.sweeper_classes.imex_1st_order.imex_1st_order.get_scalar_problems_sweeper_mats", false]], "get_sorted() (in module helpers.stats_helper)": [[63, "helpers.stats_helper.get_sorted", false]], "get_step_from_which_to_spread() (spreadstepsizesblockwise method)": [[85, "implementations.convergence_controller_classes.spread_step_sizes.SpreadStepSizesBlockwise.get_step_from_which_to_spread", false]], "get_step_from_which_to_spread() (spreadstepsizesblockwisempi method)": [[85, "implementations.convergence_controller_classes.spread_step_sizes.SpreadStepSizesBlockwiseMPI.get_step_from_which_to_spread", false]], "get_step_from_which_to_spread() (spreadstepsizesblockwisenonmpi method)": [[85, "implementations.convergence_controller_classes.spread_step_sizes.SpreadStepSizesBlockwiseNonMPI.get_step_from_which_to_spread", false]], "get_steps() (in module helpers.problem_helper)": [[59, "helpers.problem_helper.get_steps", false]], "get_sweeper_mats() (boris_2nd_order method)": [[160, "implementations.sweeper_classes.boris_2nd_order.boris_2nd_order.get_sweeper_mats", false]], "get_sweeper_mats() (imex_1st_order method)": [[164, "implementations.sweeper_classes.imex_1st_order.imex_1st_order.get_sweeper_mats", false]], "get_switching_info() (battery_n_capacitors method)": [[106, "implementations.problem_classes.Battery.battery_n_capacitors.get_switching_info", false]], "get_switching_info() (discontinuoustestode method)": [[111, "implementations.problem_classes.DiscontinuousTestODE.DiscontinuousTestODE.get_switching_info", false]], "get_sys_mat() (petsc_fisher_multiimplicit method)": [[116, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.petsc_fisher_multiimplicit.get_sys_mat", false]], "get_transfer_matrix_q() (basetransfer static method)": [[44, "core.base_transfer.BaseTransfer.get_transfer_matrix_Q", false]], "get_update_order() (ark54 class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK54.get_update_order", false]], "get_update_order() (ark548l2sa class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SA.get_update_order", false]], "get_update_order() (ark548l2saerk class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAERK.get_update_order", false]], "get_update_order() (ark548l2saesdirk2 class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAESDIRK2.get_update_order", false]], "get_update_order() (cash_karp class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.Cash_Karp.get_update_order", false]], "get_update_order() (dirk43 class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.DIRK43.get_update_order", false]], "get_update_order() (esdirk43 class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.ESDIRK43.get_update_order", false]], "get_update_order() (esdirk53 class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.ESDIRK53.get_update_order", false]], "get_update_order() (heun_euler class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.Heun_Euler.get_update_order", false]], "get_update_order() (rungekutta class method)": [[158, "implementations.sweeper_classes.Runge_Kutta.RungeKutta.get_update_order", false]], "get_wavenumbers() (chebychevhelper method)": [[62, "helpers.spectral_helper.ChebychevHelper.get_wavenumbers", false]], "get_wavenumbers() (ffthelper method)": [[62, "helpers.spectral_helper.FFTHelper.get_wavenumbers", false]], "get_wavenumbers() (spectralhelper method)": [[62, "helpers.spectral_helper.SpectralHelper.get_wavenumbers", false]], "get_wavenumbers() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_wavenumbers", false]], "get_zero() (spectralhelper1d method)": [[62, "helpers.spectral_helper.SpectralHelper1D.get_zero", false]], "getbchorizontal() (in module implementations.problem_classes.boussinesq_helpers.build2dfdmatrix)": [[143, "implementations.problem_classes.boussinesq_helpers.build2DFDMatrix.getBCHorizontal", false]], "getbcleft() (in module implementations.problem_classes.acoustic_helpers.buildfdmatrix)": [[139, "implementations.problem_classes.acoustic_helpers.buildFDMatrix.getBCLeft", false]], "getbcleft() (in module implementations.problem_classes.boussinesq_helpers.buildfdmatrix)": [[145, "implementations.problem_classes.boussinesq_helpers.buildFDMatrix.getBCLeft", false]], "getbcright() (in module implementations.problem_classes.acoustic_helpers.buildfdmatrix)": [[139, "implementations.problem_classes.acoustic_helpers.buildFDMatrix.getBCRight", false]], "getbcright() (in module implementations.problem_classes.boussinesq_helpers.buildfdmatrix)": [[145, "implementations.problem_classes.boussinesq_helpers.buildFDMatrix.getBCRight", false]], "getbcvertical() (in module implementations.problem_classes.boussinesq_helpers.build2dfdmatrix)": [[143, "implementations.problem_classes.boussinesq_helpers.build2DFDMatrix.getBCVertical", false]], "getboussinesq2dmatrix() (in module implementations.problem_classes.boussinesq_helpers.buildboussinesq2dmatrix)": [[144, "implementations.problem_classes.boussinesq_helpers.buildBoussinesq2DMatrix.getBoussinesq2DMatrix", false]], "getboussinesq2dupwindmatrix() (in module implementations.problem_classes.boussinesq_helpers.buildboussinesq2dmatrix)": [[144, "implementations.problem_classes.boussinesq_helpers.buildBoussinesq2DMatrix.getBoussinesq2DUpwindMatrix", false]], "getboussinesqbchorizontal() (in module implementations.problem_classes.boussinesq_helpers.buildboussinesq2dmatrix)": [[144, "implementations.problem_classes.boussinesq_helpers.buildBoussinesq2DMatrix.getBoussinesqBCHorizontal", false]], "getboussinesqbcvertical() (in module implementations.problem_classes.boussinesq_helpers.buildboussinesq2dmatrix)": [[144, "implementations.problem_classes.boussinesq_helpers.buildBoussinesq2DMatrix.getBoussinesqBCVertical", false]], "getcounter() (callback method)": [[146, "implementations.problem_classes.boussinesq_helpers.helper_classes.Callback.getcounter", false]], "gethorizontaldx() (in module implementations.problem_classes.acoustic_helpers.buildfdmatrix)": [[139, "implementations.problem_classes.acoustic_helpers.buildFDMatrix.getHorizontalDx", false]], "getmatrix() (in module implementations.problem_classes.acoustic_helpers.buildfdmatrix)": [[139, "implementations.problem_classes.acoustic_helpers.buildFDMatrix.getMatrix", false]], "getmatrix() (in module implementations.problem_classes.boussinesq_helpers.buildfdmatrix)": [[145, "implementations.problem_classes.boussinesq_helpers.buildFDMatrix.getMatrix", false]], "getresidual() (callback method)": [[146, "implementations.problem_classes.boussinesq_helpers.helper_classes.Callback.getresidual", false]], "getupwindmatrix() (in module implementations.problem_classes.boussinesq_helpers.buildfdmatrix)": [[145, "implementations.problem_classes.boussinesq_helpers.buildFDMatrix.getUpwindMatrix", false]], "getwave1dadvectionmatrix() (in module implementations.problem_classes.acoustic_helpers.buildwave1dmatrix)": [[140, "implementations.problem_classes.acoustic_helpers.buildWave1DMatrix.getWave1DAdvectionMatrix", false]], "getwave1dmatrix() (in module implementations.problem_classes.acoustic_helpers.buildwave1dmatrix)": [[140, "implementations.problem_classes.acoustic_helpers.buildWave1DMatrix.getWave1DMatrix", false]], "getwavebcleft() (in module implementations.problem_classes.acoustic_helpers.buildwave1dmatrix)": [[140, "implementations.problem_classes.acoustic_helpers.buildWave1DMatrix.getWaveBCLeft", false]], "getwavebcright() (in module implementations.problem_classes.acoustic_helpers.buildwave1dmatrix)": [[140, "implementations.problem_classes.acoustic_helpers.buildWave1DMatrix.getWaveBCRight", false]], "global_shape (spectralhelper attribute)": [[62, "helpers.spectral_helper.SpectralHelper.global_shape", false]], "gmres_logger (boussinesq_2d_imex attribute)": [[107, "implementations.problem_classes.Boussinesq_2D_FD_imex.boussinesq_2d_imex.gmres_logger", false]], "grayscott_imex_diffusion (class in implementations.problem_classes.grayscott_mpifft)": [[119, "implementations.problem_classes.GrayScott_MPIFFT.grayscott_imex_diffusion", false]], "grayscott_imex_linear (class in implementations.problem_classes.grayscott_mpifft)": [[119, "implementations.problem_classes.GrayScott_MPIFFT.grayscott_imex_linear", false]], "grayscott_mi_diffusion (class in implementations.problem_classes.grayscott_mpifft)": [[119, "implementations.problem_classes.GrayScott_MPIFFT.grayscott_mi_diffusion", false]], "grayscott_mi_linear (class in implementations.problem_classes.grayscott_mpifft)": [[119, "implementations.problem_classes.GrayScott_MPIFFT.grayscott_mi_linear", false]], "grids (genericndimfindiff property)": [[150, "implementations.problem_classes.generic_ND_FD.GenericNDimFinDiff.grids", false]], "gs_full (class in implementations.problem_classes.grayscott_2d_petsc_periodic)": [[118, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.GS_full", false]], "gs_reaction (class in implementations.problem_classes.grayscott_2d_petsc_periodic)": [[118, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.GS_reaction", false]], "h (boussinesq_2d_imex attribute)": [[107, "implementations.problem_classes.Boussinesq_2D_FD_imex.boussinesq_2d_imex.h", false]], "harmonic_oscillator (class in implementations.problem_classes.harmonicoscillator)": [[120, "implementations.problem_classes.HarmonicOscillator.harmonic_oscillator", false]], "heat1dchebychev (class in implementations.problem_classes.heatequation_chebychev)": [[123, "implementations.problem_classes.HeatEquation_Chebychev.Heat1DChebychev", false]], "heat1dultraspherical (class in implementations.problem_classes.heatequation_chebychev)": [[123, "implementations.problem_classes.HeatEquation_Chebychev.Heat1DUltraspherical", false]], "heat2d_petsc_forced (class in implementations.problem_classes.heatequation_2d_petsc_forced)": [[122, "implementations.problem_classes.HeatEquation_2D_PETSc_forced.heat2d_petsc_forced", false]], "heat2dchebychev (class in implementations.problem_classes.heatequation_chebychev)": [[123, "implementations.problem_classes.HeatEquation_Chebychev.Heat2DChebychev", false]], "heat2dultraspherical (class in implementations.problem_classes.heatequation_chebychev)": [[123, "implementations.problem_classes.HeatEquation_Chebychev.Heat2DUltraspherical", false]], "heatnd_forced (class in implementations.problem_classes.heatequation_nd_fd)": [[124, "implementations.problem_classes.HeatEquation_ND_FD.heatNd_forced", false]], "heatnd_forced (class in implementations.problem_classes.heatequation_nd_fd_cupy)": [[125, "implementations.problem_classes.HeatEquation_ND_FD_CuPy.heatNd_forced", false]], "heatnd_unforced (class in implementations.problem_classes.heatequation_nd_fd)": [[124, "implementations.problem_classes.HeatEquation_ND_FD.heatNd_unforced", false]], "heatnd_unforced (class in implementations.problem_classes.heatequation_nd_fd_cupy)": [[125, "implementations.problem_classes.HeatEquation_ND_FD_CuPy.heatNd_unforced", false]], "helpers": [[56, "module-helpers", false]], "helpers.nccl_communicator": [[57, "module-helpers.NCCL_communicator", false]], "helpers.plot_helper": [[58, "module-helpers.plot_helper", false]], "helpers.problem_helper": [[59, "module-helpers.problem_helper", false]], "helpers.pysdc_helper": [[60, "module-helpers.pysdc_helper", false]], "helpers.setup_helper": [[61, "module-helpers.setup_helper", false]], "helpers.spectral_helper": [[62, "module-helpers.spectral_helper", false]], "helpers.stats_helper": [[63, "module-helpers.stats_helper", false]], "helpers.testing": [[64, "module-helpers.testing", false]], "helpers.transfer_helper": [[65, "module-helpers.transfer_helper", false]], "helpers.visualization_tools": [[66, "module-helpers.visualization_tools", false]], "henon_heiles (class in implementations.problem_classes.henonheiles)": [[126, "implementations.problem_classes.HenonHeiles.henon_heiles", false]], "heun_euler (class in implementations.sweeper_classes.runge_kutta)": [[158, "implementations.sweeper_classes.Runge_Kutta.Heun_Euler", false]], "hooks (class in core.hooks)": [[50, "core.hooks.Hooks", false]], "hooks (controller property)": [[47, "core.controller.Controller.hooks", false]], "hotrod (class in implementations.convergence_controller_classes.hotrod)": [[82, "implementations.convergence_controller_classes.hotrod.HotRod", false]], "id (acoustic_1d_imex attribute)": [[95, "implementations.problem_classes.AcousticAdvection_1D_FD_imex.acoustic_1d_imex.Id", false]], "id (advectionnd attribute)": [[97, "implementations.problem_classes.AdvectionEquation_ND_FD.advectionNd.Id", false]], "id (boussinesq_2d_imex attribute)": [[107, "implementations.problem_classes.Boussinesq_2D_FD_imex.boussinesq_2d_imex.Id", false]], "id (genericndimfindiff attribute)": [[150, 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89, 91, 117, 118, 119, 121, 137], "continue_periodic_arrai": [56, 65], "contour": 40, "contract": [73, 78], "contrast": [13, 208, 209, 211], "contribut": [0, 1, 5, 6, 7, 8, 9, 10], "contributor": [4, 10], "control": [0, 11, 15, 16, 19, 21, 22, 24, 28, 29, 30, 31, 32, 33, 35, 37, 39, 41, 43, 48, 49, 50, 54, 63, 69, 70, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 109, 134, 186, 187, 188, 189, 192, 193, 194, 195, 196, 197, 199, 200, 201, 202, 204, 205, 206, 208, 209, 210, 211, 213, 214], "control_ord": [48, 73, 74, 134], "controller_class": [15, 19, 22, 24, 28, 29, 31, 32, 33, 35, 37, 39, 67, 186, 187, 188, 189, 192, 193, 194, 195, 196, 197, 199, 200, 201, 202, 204, 205, 206, 208, 209, 210, 211, 212, 213, 214], "controller_mat": [29, 37], "controller_matrix_nonmpi": [29, 30, 37], "controller_mlsdc": [192, 210], "controller_mpi": [0, 68, 199, 202, 212, 213, 214], "controller_mssdc_g": [205, 214], "controller_mssdc_jac": [205, 214], "controller_nomat": [29, 37], 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214], "convergencecontrol": [43, 47, 48, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 134], "convergenceerror": [43, 49, 77], "convers": [62, 151], "convert": [29, 37, 62, 109, 187, 189, 193, 205, 209, 210, 214], "convert_operator_matrix_to_oper": 62, "cool": 133, "coordin": [62, 97, 103, 104, 119, 129, 149], "copi": [0, 5, 7, 51, 55, 157, 163, 199, 205, 212, 214], "core": [0, 2, 3, 4, 5, 7, 11, 15, 163, 182, 183, 184, 185, 186, 188, 191, 207, 208, 209, 210, 213], "correct": [0, 3, 4, 9, 11, 12, 13, 36, 37, 38, 40, 44, 51, 52, 62, 69, 70, 95, 108, 110, 112, 113, 119, 131, 137, 159, 164, 170, 171, 191, 200, 210, 213], "correctli": 13, "correctt": 38, "correl": 73, "corresp": 54, "correspond": [3, 5, 11, 13, 15, 21, 28, 29, 30, 36, 37, 48, 54, 62, 63, 72, 160, 161, 162, 163, 164, 165, 166, 167, 168, 210, 212, 214], "corrupt": 82, "cosimo": [116, 118, 122], "cosin": 62, "cost": [40, 62], "costli": [21, 210], "could": [0, 1, 4, 13, 21, 72, 73, 81, 158, 159], "coulomb": 131, "count": [19, 20, 22, 29, 30, 32, 33, 37, 39, 40, 47, 48, 52, 98, 106, 111, 128, 131, 136, 151, 152, 187, 196, 197, 199, 205, 208, 209, 210, 211, 212, 214], "count_switch": [106, 111], "counter": [98, 185, 208], "counterpart": [38, 62, 212], "coupl": [38, 54, 89, 91, 207, 213], "cours": [6, 48, 210], "cover": [5, 9, 33, 39], "coverag": 11, "coverage_process_start": [199, 212], "cp": 102, "cpp": 38, "cpu": [14, 213], "cr": 106, "cranknicolson": [156, 158], "crash": [42, 71], "crash_at_maxit": 136, "crashbas": [71, 77], "creat": [3, 5, 9, 10, 11, 12, 14, 15, 18, 19, 22, 24, 28, 31, 32, 33, 35, 39, 42, 50, 64, 106, 117, 121, 137, 150, 180, 181, 182, 183, 184, 191, 202, 204, 207, 208, 209, 210, 211, 213, 214], "createbinari": [19, 22], "creation": [0, 15, 24, 28, 31, 35, 39, 185, 186, 187, 188, 189, 193, 200, 208, 209, 210, 213], "criteria": [48, 75, 134], "criterion": [47, 73, 203, 213], "crop": 40, "crucial": [82, 210], "csc": [97, 115, 124, 125, 133, 150], "csc_matrix": [65, 95, 107, 135], "csv": 42, "ct": 7, "cube": 41, "cube_1d": 38, "cubic": 113, "cuda": 14, "cupi": [0, 5, 14, 59, 81, 89, 100, 102, 125], "cupy_mesh": [14, 88, 100, 102, 125], "cupymulticomponentmesh": [88, 89], "current": [3, 4, 5, 6, 7, 8, 9, 11, 13, 15, 16, 19, 21, 22, 24, 28, 31, 35, 39, 45, 48, 50, 51, 52, 54, 55, 62, 65, 69, 70, 72, 73, 74, 75, 76, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 95, 96, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 131, 132, 133, 134, 135, 136, 137, 149, 150, 151, 152, 153, 154, 155, 157, 158, 163, 166, 199, 203, 208, 212, 213, 214], "curv": 11, "custom": [2, 6, 8, 17, 44, 50, 51, 52, 53, 54, 55, 160, 161, 164, 166, 167, 168, 170, 171, 173, 174, 176, 209], "custon": [175, 177, 179], "cute": 10, "cv": 133, "cwd": [15, 19, 22, 24, 28, 31, 35, 39, 199, 212], "cycl": [16, 109], "d": [10, 13, 17, 31, 32, 38, 39, 62, 89, 91, 95, 104, 105, 106, 107, 109, 111, 112, 113, 114, 116, 118, 119, 120, 121, 122, 126, 128, 130, 132, 135, 136, 149, 150, 154, 199, 212], "d_collocation_accuracy_check": [183, 207], "d_mlsdc_with_particl": [193, 210], "d_pysdc_with_pytorch": [203, 213], "d_u": [117, 118, 119], "d_upwind": 107, "d_v": [117, 118, 119], "d_w": [98, 103, 104], "da": [116, 118], "dae": [0, 151], "dahlquist": 40, "dalcin": [116, 118, 119, 122, 129, 149], "damp": 120, "daniel": [40, 42, 131], "darl": 158, "dash": 21, "dat": [15, 19, 22, 24, 28, 35], "data": [0, 3, 11, 12, 13, 15, 18, 19, 21, 22, 24, 28, 29, 30, 31, 32, 33, 35, 36, 37, 39, 42, 45, 48, 49, 50, 51, 52, 53, 57, 62, 63, 64, 69, 70, 82, 89, 90, 91, 92, 93, 95, 131, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 199, 200, 201, 202, 203, 204, 205, 206, 207, 209, 210, 211, 212, 213, 214], "datacheck": [56, 64], "dataerror": [43, 49], "datatyp": [7, 12, 13, 14, 48, 89, 91, 151, 176, 213], "datatype_class": 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153, 154, 157, 163, 208, 210], "default_hook": [186, 188, 208, 209], "defaultdict": [15, 24, 28, 35], "defaulthook": [186, 188, 208, 209], "defer": [0, 3, 11, 13, 36, 38, 40, 95, 112, 164], "defin": [0, 2, 3, 6, 7, 11, 13, 37, 41, 44, 45, 52, 54, 62, 73, 74, 75, 77, 83, 85, 86, 87, 109, 111, 112, 115, 116, 117, 120, 121, 122, 134, 137, 150, 153, 154, 160, 164, 186, 188, 196, 208, 209, 210, 211, 213], "definit": [0, 7, 163, 209], "degre": [29, 30, 32, 33, 37, 39, 59, 95, 115, 117, 118, 119, 121, 137, 150, 155, 180, 182, 184, 185, 186, 187, 190, 191, 192, 194, 195, 196, 197, 202, 207, 208, 209, 210, 211, 212, 213], "del": [33, 39, 199, 212], "delet": [5, 10, 80], "delta": [2, 13, 32, 33, 39, 98, 99, 100, 101, 102, 103, 104, 108, 112, 115, 116, 117, 118, 119, 129, 137], "delta_m": 45, "demonstr": [1, 11, 12, 21, 202, 203, 204, 208, 209, 210, 211, 212, 213, 214], "denot": [13, 38, 79, 96, 98, 101, 102, 103, 104, 106, 112, 119, 120, 121, 124, 125, 129, 134, 137, 149], "dens": [62, 80], "densiti": 133, "depend": [0, 3, 9, 11, 12, 14, 16, 38, 48, 60, 73, 74, 75, 76, 78, 79, 82, 83, 86, 95, 96, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 111, 112, 116, 118, 119, 121, 122, 125, 127, 128, 129, 132, 133, 134, 135, 136, 149, 150, 152, 153, 154, 155, 181, 183, 185, 186, 188, 202, 207, 208, 209, 210, 211, 213], "deprec": [0, 11], "der": [17, 18, 136, 153, 154], "deriv": [13, 17, 37, 47, 50, 59, 62, 80, 89, 91, 95, 98, 107, 110, 111, 120, 133, 134, 137, 150, 151, 152, 153, 154, 155, 164], "derogatori": 1, "describ": [8, 9, 11, 13, 19, 20, 22, 41, 62, 106, 114, 117, 118, 119, 130, 187, 209], "descript": [0, 5, 10, 11, 13, 15, 18, 19, 22, 24, 28, 29, 30, 31, 32, 33, 35, 37, 39, 43, 47, 48, 54, 61, 69, 70, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 134, 184, 185, 186, 187, 188, 189, 191, 192, 193, 194, 195, 196, 197, 199, 200, 201, 202, 204, 205, 206, 208, 209, 210, 211, 212, 213, 214], "description_mlsdc": [192, 210], "description_mssdc": [205, 214], "description_pfasst": [205, 214], "description_sdc": [192, 210], "design": [10, 18], "desir": [21, 62, 73, 74, 79, 85], "dest": [48, 89, 91, 92, 93], "destroi": 133, "detail": [0, 2, 3, 5, 8, 9, 10, 11, 12, 16, 62, 73, 129, 131, 209, 212, 213], "detect": [5, 21, 82], "detector": [18, 82], "deterior": [6, 16], "determin": [0, 1, 12, 42, 48, 73, 75, 80, 86, 106, 109, 158, 159], "determine_restart": [48, 73, 74, 82], "dev": [4, 14], "develop": [2, 3, 5, 6, 8, 11, 14, 16, 100, 102, 128], "deviat": [15, 188, 189, 190, 193, 209, 210], "devic": 109, "dg": [153, 154], "dg2": 154, "dginv": 154, "dginv_lin": 154, "dginv_nonlin": 154, "diag": [98, 135], "diagon": [3, 11, 29, 30, 37, 38, 39, 62, 135, 158], "dict": [15, 19, 22, 24, 28, 29, 30, 31, 32, 33, 35, 37, 39, 46, 47, 48, 50, 54, 61, 62, 63, 66, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 97, 106, 113, 128, 131, 134, 150, 151, 181, 184, 185, 186, 188, 189, 190, 191, 192, 193, 195, 196, 197, 200, 201, 202, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214], "dictionari": [0, 15, 19, 22, 24, 28, 29, 30, 31, 35, 37, 39, 46, 48, 49, 50, 54, 62, 63, 72, 73, 74, 75, 77, 81, 83, 85, 86, 87, 106, 134, 151, 163, 181, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 200, 201, 202, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214], "did": [5, 15, 19, 22, 24, 28, 31, 32, 33, 35, 39, 80, 181, 182, 183, 184, 185, 186, 190, 199, 202, 207, 208, 210, 212, 213], "die": 131, "diff": [5, 13, 29, 37, 192, 205, 210, 214], "diff_g": [205, 214], "diff_jac": [205, 214], "diff_jac_g": [205, 214], "diff_mask": 151, "differ": [0, 1, 3, 6, 11, 12, 13, 15, 18, 19, 20, 21, 29, 30, 31, 36, 37, 40, 44, 47, 48, 59, 62, 64, 72, 73, 76, 78, 79, 80, 81, 82, 84, 97, 98, 99, 101, 102, 103, 104, 106, 107, 109, 111, 115, 122, 124, 125, 128, 133, 136, 150, 157, 170, 171, 188, 189, 192, 193, 195, 196, 197, 199, 200, 203, 205, 207, 208, 209, 210, 211, 212, 213, 214], "differenti": [11, 16, 18, 38, 62, 82, 105, 106, 109, 110, 111, 117, 121, 127, 128, 132, 137, 150, 151, 153, 154, 159], "diffus": [20, 29, 30, 37, 38, 96, 101, 102, 104, 108, 115, 116, 117, 118, 119, 121, 122, 124, 125, 137, 149, 180, 181, 182, 183, 184, 185, 186, 187, 190, 191, 192, 194, 195, 197, 202, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214], "diffusion_setup": [29, 30, 37], "dig": 208, "digest": 0, "dill": [0, 15, 24, 28, 35], "dim": [59, 148, 173, 175, 177], "dimems": 107, "dimens": [15, 35, 59, 62, 89, 90, 91, 92, 97, 99, 100, 107, 119, 122, 124, 125, 129, 133, 137, 150, 206, 210, 214], "dimension": [52, 62, 65, 95, 96, 98, 99, 100, 101, 102, 103, 104, 107, 108, 115, 116, 117, 118, 119, 121, 122, 124, 125, 129], "dir": [89, 91], "direct": [0, 5, 21, 62, 73, 86, 97, 99, 100, 103, 104, 107, 110, 116, 118, 122, 124, 125, 127, 133, 134, 150, 179, 186, 208], "direct_solv": 133, "directli": [0, 3, 4, 5, 11, 13, 37, 70, 97, 124, 125, 127, 182, 183, 207], "directori": [3, 5, 11, 15, 18, 19, 22, 24, 28, 31, 35, 39, 64, 199, 212], "dirichlet": [29, 30, 32, 33, 37, 39, 62, 97, 98, 107, 117, 121, 122, 123, 124, 125, 134, 150, 173, 177, 180, 181, 182, 183, 184, 185, 186, 187, 190, 191, 192, 194, 195, 197, 205, 207, 208, 209, 210, 211, 212, 214], "dirichlet_recombin": 151, "dirichletbc": 121, "dirk": [36, 133, 138, 141, 142, 147], "dirk43": [156, 158], "dirk43_2": [156, 158], "disabl": [1, 11], "discard": 62, "discontinoustestda": 13, "discontinu": [16, 106], "discontinuoustestod": 94, "discourag": 6, "discov": 0, "discoveri": 9, "discret": [0, 8, 13, 16, 21, 38, 59, 62, 95, 96, 97, 98, 99, 100, 106, 107, 108, 110, 111, 115, 116, 118, 119, 122, 123, 124, 125, 129, 133, 134, 150, 180, 181, 206, 207, 213, 214], "discretis": [13, 133, 150], "discuss": [11, 212], "disparag": 1, "dispers": 36, "displai": [38, 52, 108, 110, 119, 134], "displaystyl": [8, 97, 124, 125], "distanc": [45, 55, 98, 99, 100, 115, 122, 133], "distinguish": 6, "distort": 128, "distribut": [0, 21, 45, 61, 62, 69, 70, 74, 84, 101, 102, 116, 118, 119, 122, 129, 149], "disturb": 13, "divers": 1, "divid": [5, 95, 107, 112, 117, 121, 137, 212], "dmda": [0, 116, 118, 178], "dnf": 128, "do": [0, 4, 5, 6, 9, 11, 13, 14, 21, 29, 30, 37, 45, 48, 54, 62, 72, 73, 79, 80, 84, 86, 89, 91, 97, 110, 151, 157, 158, 181, 184, 185, 186, 190, 195, 197, 198, 199, 200, 201, 203, 205, 206, 207, 208, 210, 211, 212, 213, 214], "do_coll_upd": [186, 188, 208, 209], "do_full_upd": [161, 162, 163, 164, 166, 167], "doc": [5, 10, 13, 14, 129], "docker": 21, "docstr": [8, 62], "document": [0, 2, 3, 4, 7, 9, 10, 13, 36, 62, 79, 151], "doe": [0, 5, 6, 15, 17, 39, 50, 51, 54, 60, 61, 62, 73, 77, 151, 158, 159, 200, 207, 208, 209, 210, 211, 212, 213, 214], "doesn": [57, 62, 78, 80], "dof": [51, 183, 190, 191, 206, 207, 210, 214], "doi": [3, 8, 11, 62, 82, 105, 107, 128, 129, 133, 158], "dolfin": [117, 121, 137], "dom": 157, "domain": [16, 21, 36, 38, 62, 95, 98, 101, 102, 103, 104, 107, 108, 109, 115, 116, 133, 134, 207], "domain_nam": 38, "don": [0, 3, 4, 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"function": 6, "further": 12, "gener": 5, "generalizedfisher_1d_fd_implicit": 115, "generalizedfisher_1d_petsc": 116, "generic_implicit": 162, "generic_implicit_mpi": 163, "generic_mpifft_laplacian": 149, "generic_nd_fd": 150, "generic_spectr": 151, "get": [3, 9, 11, 209], "gpu": 14, "grai": 19, "grayscott_1d_fenics_implicit": 117, "grayscott_2d_petsc_period": 118, "grayscott_mpifft": 119, "guid": 11, "guidelin": [1, 7], "harmonicoscil": 120, "heatequation_1d_fenics_matrix_forc": 121, "heatequation_2d_petsc_forc": 122, "heatequation_chebychev": 123, "heatequation_nd_fd": 124, "heatequation_nd_fd_cupi": 125, "helper": [56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66], "helper_class": 146, "henonheil": 126, "hierarchi": [210, 211], "hook": 50, "hotrod": 82, "how": [2, 3, 11, 13], "hpc": 5, "i": 19, "imex_1st_ord": 164, "imex_1st_order_mass": 166, "imex_1st_order_mpi": 165, "implement": [7, 13, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179], "inexact": 83, "instal": 14, "integr": [5, 9], "interpolate_between_restart": 84, "introduct": 21, "iter": [38, 214], "jobscript": 41, "larg": 14, "level": [17, 51], "librari": 213, "line": 16, "lint": 5, "logisticequ": 127, "lorenz": 128, "main": 4, "maintain": 10, "manuscript": 40, "matrix": 37, "mesh": 91, "method": [21, 38, 42], "mlsdc": 210, "modal": 16, "model": 16, "modul": [6, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179], "monodomain": 38, "more": 14, "mpi": [39, 212], "mpi4pi": 213, "multi": [16, 17, 214], "multi_implicit": 167, "multilevel": [210, 211], "multistep": [157, 211], "my": [208, 211], "name": 6, "nccl_commun": 57, "new": [10, 209], "newton": 39, "node": [39, 209], "nonlinear": 39, "nonlinear_ode_1": 152, "nonlinearschroedinger_mpifft": 129, "nonmpi": 212, "numer": 40, "odd": 212, "odescalar": 153, "odesystem": 154, "onli": 10, "oper": 210, "order": [15, 42], "organis": 20, "our": 1, "outersolarsystem": 130, "overview": 13, "packag": [6, 43, 56, 67, 68, 71, 88, 94, 138, 142, 156, 169], "paper": [18, 40], "parallel": [16, 39, 40, 212, 213], "part": [207, 208, 209, 210, 211, 212, 213, 214], "particl": [92, 210], "pasta": 15, "penningtrap_3d": 131, "perform": 41, "perman": 1, "petsc": 213, "petsc_vec": 93, "pfasst": [17, 20, 37, 211, 212], "pi": 16, "pilin": 132, "pipelin": [9, 10], "playground": 11, "pledg": 1, "plot": 18, "plot_help": 58, "polynomial_test_problem": 155, "power": 16, "precondition": 39, "privat": 6, "problem": [7, 12, 13, 14, 15, 39, 42, 52, 207], "problem_class": [14, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155], "problem_help": 59, "process": 16, "project": [9, 11, 13, 20], "proof": 21, "propag": 37, "public": [6, 9, 42], "publish": 10, "pull": [4, 5], "pysdc": [2, 3, 5, 6, 9, 11, 13, 14, 21, 41, 208, 213], "pysdc_help": 60, "python": 41, "pytorch": 213, "quench": 133, "ration": 17, "rayleighbenard": 134, "rdc": 17, "recommend": 4, "relat": 12, "releas": [4, 10], "reproduc": 42, "reproduct": 18, "request": [4, 5], "residu": 214, "resili": 18, "respons": 1, "result": [36, 41], "run": [5, 14, 38, 211], "runge_kutta": 158, "runge_kutta_nystrom": 159, "scope": 1, "scott": 19, "script": 40, "sdc": [13, 18, 19, 36, 38, 39, 40, 210, 214], "second": [15, 42], "setup": 207, "setup_help": 61, "simpl": 15, "simplifi": 39, "simul": 16, "slow": 36, "solar": 15, "solv": 13, "space": 213, "space_transf": 53, "spatial": [207, 210], "spectral": 42, "spectral_help": 62, "spread_step_s": 85, "stabil": 38, "standard": 1, "standard_integr": [141, 147], "start": [3, 11], "statist": 209, "stats_help": 63, "step": [54, 207, 208, 209, 210, 211, 212, 213, 214], "step_size_limit": 86, "store_uold": 87, "structur": 208, "studi": 209, "submodul": [43, 56, 68, 71, 88, 94, 138, 142, 156, 169], "subpackag": [67, 94], "sweeper": [55, 208, 209], "sweeper_class": [156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168], "switch": 16, "system": [15, 16], "tempor": 212, "temporari": 1, "test": [5, 9, 11, 17, 18, 64, 207], "testequation_0d": 135, "theoret": [13, 36], "time": [16, 213], "topic": 214, "transfer": 210, "transfer_class": [169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179], "transfer_help": 65, "transferfenicsmesh": 172, "transfermesh": 173, "transfermesh_fft": 174, "transfermesh_fft2d": 175, "transfermesh_mpifft": 176, "transfermesh_nocoars": 177, "transferparticles_nocoars": 179, "transferpetscdmda": 178, "transform": 213, "tsingou": 15, "tutori": 11, "type": 209, "ulam": 15, "unflatten": 148, "us": [14, 208], "user": 11, "v": 210, "van_der_pol_implicit": 136, "variabl": 6, "variant": 19, "verif": 12, "verlet": 168, "version": 37, "visual": 214, "visualization_tool": 66, "vorticityvelocity_2d_fenics_period": 137, "warn": 1, "wave": 36, "welcom": [3, 11], "what": [16, 19], "x": 214}})
\ No newline at end of file
diff --git a/tutorial/doc_step_2_C.html b/tutorial/doc_step_2_C.html
index de200f927b..fef4f8e805 100644
--- a/tutorial/doc_step_2_C.html
+++ b/tutorial/doc_step_2_C.html
@@ -118,7 +118,7 @@ <h3>Navigation</h3>
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-10-21 10:18:20,221 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-10-21 15:10:00,245 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
                                  _____ _____   _____ 
                                 / ____|  __ \ / ____|
                     _ __  _   _| (___ | |  | | |     
@@ -128,8 +128,8 @@ <h3>Navigation</h3>
                    | |     __/ |                     
                    |_|    |___/                      
                                                      
-2024-10-21 10:18:20,221 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
-2024-10-21 10:18:20,221 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
+2024-10-21 15:10:00,245 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
+2024-10-21 15:10:00,245 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
 
 Controller: &lt;class &#39;pySDC.implementations.controller_classes.controller_nonMPI.controller_nonMPI&#39;&gt;
     all_to_done = False
@@ -182,34 +182,34 @@ <h3>Navigation</h3>
  -&gt; |  1 |   100 | SpreadStepSizesBlockwiseNonMPI
     |  2 |   200 | CheckConvergence
 
-2024-10-21 10:18:20,221 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
-2024-10-21 10:18:20,221 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
+2024-10-21 15:10:00,245 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
+2024-10-21 15:10:00,245 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
 
-2024-10-21 10:18:20,225 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 4.11190756e-03
-2024-10-21 10:18:20,228 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 6.68442667e-04
-2024-10-21 10:18:20,231 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 8.80377591e-05
-2024-10-21 10:18:20,235 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.21707909e-05
-2024-10-21 10:18:20,238 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 1.38272147e-06
-2024-10-21 10:18:20,241 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 6.36445413e-07
-2024-10-21 10:18:20,244 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.68953216e-07
-2024-10-21 10:18:20,247 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 3.52601840e-08
-2024-10-21 10:18:20,251 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 6.07249025e-09
-2024-10-21 10:18:20,254 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 8.27343378e-10
-2024-10-21 10:18:20,257 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.18931339e-10
-2024-10-21 10:18:20,260 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.48499772e-11
-2024-10-21 10:18:20,264 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 6.69984764e-03
-2024-10-21 10:18:20,267 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 1.05518433e-03
-2024-10-21 10:18:20,271 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 1.40642621e-04
-2024-10-21 10:18:20,274 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.85982063e-05
-2024-10-21 10:18:20,277 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 2.79216702e-06
-2024-10-21 10:18:20,280 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.12278839e-06
-2024-10-21 10:18:20,283 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 2.85495353e-07
-2024-10-21 10:18:20,286 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 5.78947003e-08
-2024-10-21 10:18:20,290 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 9.68230621e-09
-2024-10-21 10:18:20,293 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 1.26313315e-09
-2024-10-21 10:18:20,296 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.82951499e-10
-2024-10-21 10:18:20,299 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.99691114e-11
-2024-10-21 10:18:20,300 - hooks - default_hook - post_run - 340 - INFO: Finished run after 0.08s
+2024-10-21 15:10:00,249 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 4.11190756e-03
+2024-10-21 15:10:00,252 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 6.68442667e-04
+2024-10-21 15:10:00,256 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 8.80377591e-05
+2024-10-21 15:10:00,259 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.21707909e-05
+2024-10-21 15:10:00,262 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 1.38272147e-06
+2024-10-21 15:10:00,265 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 6.36445413e-07
+2024-10-21 15:10:00,268 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.68953216e-07
+2024-10-21 15:10:00,271 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 3.52601840e-08
+2024-10-21 15:10:00,274 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 6.07249025e-09
+2024-10-21 15:10:00,278 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 8.27343378e-10
+2024-10-21 15:10:00,281 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.18931339e-10
+2024-10-21 15:10:00,284 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.48499772e-11
+2024-10-21 15:10:00,288 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 6.69984764e-03
+2024-10-21 15:10:00,291 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 1.05518433e-03
+2024-10-21 15:10:00,294 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 1.40642621e-04
+2024-10-21 15:10:00,298 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.85982063e-05
+2024-10-21 15:10:00,301 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 2.79216702e-06
+2024-10-21 15:10:00,304 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.12278839e-06
+2024-10-21 15:10:00,307 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 2.85495353e-07
+2024-10-21 15:10:00,310 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 5.78947003e-08
+2024-10-21 15:10:00,313 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 9.68230621e-09
+2024-10-21 15:10:00,317 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 1.26313315e-09
+2024-10-21 15:10:00,320 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.82951499e-10
+2024-10-21 15:10:00,323 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.99691114e-11
+2024-10-21 15:10:00,324 - hooks - default_hook - post_run - 340 - INFO: Finished run after 0.08s
 Error after SDC iterations: 1.166689e-05
 </pre></div>
 </div>
diff --git a/tutorial/doc_step_3_B.html b/tutorial/doc_step_3_B.html
index 1e4bb1901f..38a54a4af2 100644
--- a/tutorial/doc_step_3_B.html
+++ b/tutorial/doc_step_3_B.html
@@ -145,7 +145,7 @@ <h3>Navigation</h3>
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-10-21 10:18:20,808 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-10-21 15:10:00,829 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
                                  _____ _____   _____ 
                                 / ____|  __ \ / ____|
                     _ __  _   _| (___ | |  | | |     
@@ -155,8 +155,8 @@ <h3>Navigation</h3>
                    | |     __/ |                     
                    |_|    |___/                      
                                                      
-2024-10-21 10:18:20,808 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
-2024-10-21 10:18:20,808 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
+2024-10-21 15:10:00,829 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
+2024-10-21 15:10:00,830 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
 
 Controller: &lt;class &#39;pySDC.implementations.controller_classes.controller_nonMPI.controller_nonMPI&#39;&gt;
     all_to_done = False
@@ -204,21 +204,21 @@ <h3>Navigation</h3>
  -&gt; |  1 |   100 | SpreadStepSizesBlockwiseNonMPI
     |  2 |   200 | CheckConvergence
 
-2024-10-21 10:18:20,808 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
-2024-10-21 10:18:20,808 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
-
-2024-10-21 10:18:22,199 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 3.53203678e+00
-2024-10-21 10:18:22,205 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 2.09852117e-01
-2024-10-21 10:18:22,212 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 3.50301513e-02
-2024-10-21 10:18:22,219 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 4.67724741e-03
-2024-10-21 10:18:22,225 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 7.95583202e-04
-2024-10-21 10:18:22,232 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.11405073e-04
-2024-10-21 10:18:22,239 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.26902403e-05
-2024-10-21 10:18:22,245 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 1.16534547e-06
-2024-10-21 10:18:22,252 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 1.66968022e-07
-2024-10-21 10:18:22,259 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 2.09408171e-08
-2024-10-21 10:18:22,265 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 2.17123386e-09
-2024-10-21 10:18:22,268 - hooks - default_hook - post_run - 340 - INFO: Finished run after 1.46s
+2024-10-21 15:10:00,830 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
+2024-10-21 15:10:00,830 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
+
+2024-10-21 15:10:02,173 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 3.53203678e+00
+2024-10-21 15:10:02,180 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 2.09852117e-01
+2024-10-21 15:10:02,186 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 3.50301513e-02
+2024-10-21 15:10:02,193 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 4.67724741e-03
+2024-10-21 15:10:02,200 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 7.95583202e-04
+2024-10-21 15:10:02,206 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.11405073e-04
+2024-10-21 15:10:02,213 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.26902403e-05
+2024-10-21 15:10:02,220 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 1.16534547e-06
+2024-10-21 15:10:02,227 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 1.66968022e-07
+2024-10-21 15:10:02,233 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 2.09408171e-08
+2024-10-21 15:10:02,240 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 2.17123386e-09
+2024-10-21 15:10:02,243 - hooks - default_hook - post_run - 340 - INFO: Finished run after 1.41s
 Total energy and deviation in iteration  0: 8799.5000000000 -- 0.00000000e+00
 Total energy and deviation in iteration 11: 8785.0038936088 -- 1.44961064e+01
 </pre></div>
diff --git a/tutorial/doc_step_4_D.html b/tutorial/doc_step_4_D.html
index 4fd0693e78..000f478c66 100644
--- a/tutorial/doc_step_4_D.html
+++ b/tutorial/doc_step_4_D.html
@@ -191,7 +191,7 @@ <h3>Navigation</h3>
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Timings</span> <span class="k">for</span> <span class="n">SDC</span><span class="p">,</span> <span class="n">MLSDC</span> <span class="ow">and</span> <span class="n">MLSDC</span><span class="o">+</span><span class="n">finter</span><span class="p">:</span>   <span class="mf">5.83183804</span> <span class="o">--</span>   <span class="mf">6.45942615</span> <span class="o">--</span>   <span class="mf">7.48643213</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Timings</span> <span class="k">for</span> <span class="n">SDC</span><span class="p">,</span> <span class="n">MLSDC</span> <span class="ow">and</span> <span class="n">MLSDC</span><span class="o">+</span><span class="n">finter</span><span class="p">:</span>   <span class="mf">5.79002596</span> <span class="o">--</span>   <span class="mf">6.44668290</span> <span class="o">--</span>   <span class="mf">7.47158803</span>
 <span class="n">Total</span> <span class="n">energy</span> <span class="ow">and</span> <span class="n">relative</span> <span class="n">deviation</span> <span class="ow">in</span> <span class="n">iteration</span>  <span class="mi">0</span><span class="p">:</span> <span class="mf">407936.7556966486</span> <span class="o">--</span> <span class="mf">0.00000000e+00</span>
 <span class="n">Total</span> <span class="n">energy</span> <span class="ow">and</span> <span class="n">relative</span> <span class="n">deviation</span> <span class="ow">in</span> <span class="n">iteration</span> <span class="mi">12</span><span class="p">:</span> <span class="mf">406977.9425667246</span> <span class="o">--</span> <span class="mf">2.35039652e-03</span>
 <span class="n">Total</span> <span class="n">energy</span> <span class="ow">and</span> <span class="n">relative</span> <span class="n">deviation</span> <span class="ow">in</span> <span class="n">iteration</span>  <span class="mi">0</span><span class="p">:</span> <span class="mf">407936.7556966486</span> <span class="o">--</span> <span class="mf">0.00000000e+00</span>
diff --git a/tutorial/doc_step_7_A.html b/tutorial/doc_step_7_A.html
index dae673906a..de28924169 100644
--- a/tutorial/doc_step_7_A.html
+++ b/tutorial/doc_step_7_A.html
@@ -232,49 +232,49 @@ <h3>Navigation</h3>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.7803</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.7763</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">False</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.1387594756569534e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3821</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4432</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_timebc</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">False</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">3.2473562155116167e-07</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.10</span> <span class="o">--</span> <span class="mf">1.20</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3804</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3859</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_inv</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.138768636885694e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.5280</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.4990</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.1387216566052821e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1348</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1343</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_timebc</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">3.2473561574763597e-07</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.10</span> <span class="o">--</span> <span class="mf">1.20</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1454</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1391</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_inv</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">5</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.1150087179536389e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">11.60</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">9</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">4</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">3.26</span> <span class="o">--</span> <span class="mf">10.64</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">4.1336</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">4.1156</span> <span class="n">sec</span><span class="o">.</span>
 
 </pre></div>
 </div>
diff --git a/tutorial/doc_step_7_B.html b/tutorial/doc_step_7_B.html
index 7d547e8879..2a7384bd7a 100644
--- a/tutorial/doc_step_7_B.html
+++ b/tutorial/doc_step_7_B.html
@@ -200,7 +200,7 @@ <h3>Navigation</h3>
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">19</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">2.10</span> <span class="o">--</span> <span class="mf">4.41</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">1.1321e-05</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4159</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4743</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">False</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">1.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">8.00</span> <span class="o">/</span> <span class="mf">11.40</span> <span class="o">/</span> <span class="mf">15.00</span>
@@ -208,7 +208,7 @@ <h3>Navigation</h3>
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">19</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">2.03</span> <span class="o">--</span> <span class="mf">4.14</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">4.1749e-06</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.1608</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.1934</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">1.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">5.00</span> <span class="o">/</span> <span class="mf">6.60</span> <span class="o">/</span> <span class="mf">8.00</span>
@@ -216,7 +216,7 @@ <h3>Navigation</h3>
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">16</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.07</span> <span class="o">--</span> <span class="mf">1.14</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">1.1316e-05</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3588</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4261</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">1.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">4.00</span> <span class="o">/</span> <span class="mf">5.95</span> <span class="o">/</span> <span class="mf">8.00</span>
@@ -224,7 +224,7 @@ <h3>Navigation</h3>
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">19</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.02</span> <span class="o">--</span> <span class="mf">1.05</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">4.1744e-06</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.2657</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3066</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">10.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">7.00</span> <span class="o">/</span> <span class="mf">12.45</span> <span class="o">/</span> <span class="mf">18.00</span>
@@ -232,7 +232,7 @@ <h3>Navigation</h3>
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">9</span> <span class="o">--</span> <span class="mi">10</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">3.11</span> <span class="o">--</span> <span class="mf">9.65</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">1.1306e-05</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.8070</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.9043</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">10.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span> <span class="o">/</span> <span class="mf">11.50</span> <span class="o">/</span> <span class="mf">17.00</span>
@@ -240,7 +240,7 @@ <h3>Navigation</h3>
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">9</span> <span class="o">--</span> <span class="mi">10</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">3.04</span> <span class="o">--</span> <span class="mf">9.25</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">4.1688e-06</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.6449</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.7229</span> <span class="n">sec</span><span class="o">.</span>
 
 </pre></div>
 </div>
diff --git a/tutorial/doc_step_7_C.html b/tutorial/doc_step_7_C.html
index d5b2e491a5..bf77c83c2b 100644
--- a/tutorial/doc_step_7_C.html
+++ b/tutorial/doc_step_7_C.html
@@ -215,7 +215,7 @@ <h3>Navigation</h3>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.2586</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.2602</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 </pre></div>
 </div>
@@ -227,26 +227,26 @@ <h3>Navigation</h3>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.8251</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.8665</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 </pre></div>
 </div>
 <p>2 processor in time, 2 processors in space</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">This</span> <span class="ow">is</span> <span class="n">time</span><span class="o">-</span><span class="n">rank</span> <span class="mf">0.</span><span class="o">..</span>
-<span class="n">Number</span> <span class="n">of</span> <span class="n">iterations</span> <span class="k">for</span> <span class="n">time</span> <span class="mf">0.00</span><span class="p">:</span> <span class="mi">12</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">This</span> <span class="ow">is</span> <span class="n">time</span><span class="o">-</span><span class="n">rank</span> <span class="mf">1.</span><span class="o">..</span>
+<span class="n">Number</span> <span class="n">of</span> <span class="n">iterations</span> <span class="k">for</span> <span class="n">time</span> <span class="mf">0.12</span><span class="p">:</span> <span class="mi">12</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">12.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.7272</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.7204</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
-<span class="n">This</span> <span class="ow">is</span> <span class="n">time</span><span class="o">-</span><span class="n">rank</span> <span class="mf">1.</span><span class="o">..</span>
-<span class="n">Number</span> <span class="n">of</span> <span class="n">iterations</span> <span class="k">for</span> <span class="n">time</span> <span class="mf">0.12</span><span class="p">:</span> <span class="mi">12</span>
+<span class="n">This</span> <span class="ow">is</span> <span class="n">time</span><span class="o">-</span><span class="n">rank</span> <span class="mf">0.</span><span class="o">..</span>
+<span class="n">Number</span> <span class="n">of</span> <span class="n">iterations</span> <span class="k">for</span> <span class="n">time</span> <span class="mf">0.00</span><span class="p">:</span> <span class="mi">12</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">12.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.7272</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.7204</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 </pre></div>
 </div>
diff --git a/tutorial/doc_step_7_D.html b/tutorial/doc_step_7_D.html
index 17b4bd84be..7a977e3896 100644
--- a/tutorial/doc_step_7_D.html
+++ b/tutorial/doc_step_7_D.html
@@ -129,27 +129,27 @@ <h3>Navigation</h3>
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">6.2296e-03</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.1921e-05</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.3330e-07</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">7.1881e-10</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.3500e-12</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">1.30e-05</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.5830e-04</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">8.1284e-07</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.2602e-09</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.3350e-11</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.1476e-13</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">7.92e-07</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.2735e-05</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.2725e-08</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.3654e-10</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.9652e-12</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.0033e-14</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.71e-07</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.25e-01</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">1.12e-01</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.71e-07</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.2408e-03</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.4959e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">9.4815e-08</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">5.1944e-10</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.1847e-10</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">5.54e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.4447e-04</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">6.9850e-07</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.2139e-09</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.4393e-11</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.0845e-13</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">9.46e-07</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.8273e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.0539e-07</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">7.7895e-10</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">6.4323e-13</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.1711e-14</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.20e-07</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.19e-01</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">1.10e-01</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.20e-07</span>
 </pre></div>
 </div>
 
diff --git a/tutorial/doc_step_8_C.html b/tutorial/doc_step_8_C.html
index 652ff95143..092c377386 100644
--- a/tutorial/doc_step_8_C.html
+++ b/tutorial/doc_step_8_C.html
@@ -355,7 +355,7 @@ <h3>Navigation</h3>
    Errors after step   0.8750 with 6 iterations: 3.6530e-08 / 2.0645e-13
    Errors after step   1.0000 with 6 iterations: 3.6478e-08 / 1.2759e-13
 
-...done, took 0.3227594260000046 seconds!
+...done, took 0.3237899679999998 seconds!
 -----------------------------------------------------------------------------
 Running diffusion in 1 dimensions with time-step size 0.125...
 
@@ -369,7 +369,7 @@ <h3>Navigation</h3>
    Errors after step   0.8750 with 3 iterations: 3.5501e-08 / 3.9957e-13
    Errors after step   1.0000 with 3 iterations: 3.6813e-08 / 1.6975e-13
 
-...done, took 0.7392003969999905 seconds!
+...done, took 0.7349903509999933 seconds!
 -----------------------------------------------------------------------------
 Running advection in 1 dimensions with time-step size 0.125...
 
@@ -383,7 +383,7 @@ <h3>Navigation</h3>
    Errors after step   0.8750 with 4 iterations: 2.5517e-08 / 3.3307e-16
    Errors after step   1.0000 with 4 iterations: 2.9147e-08 / 4.4409e-16
 
-...done, took 0.217223190999988 seconds!
+...done, took 0.2147176340000101 seconds!
 -----------------------------------------------------------------------------
 Running advection in 1 dimensions with time-step size 0.125...
 
@@ -397,7 +397,7 @@ <h3>Navigation</h3>
    Errors after step   0.8750 with 2 iterations: 2.5987e-08 / 3.1841e-13
    Errors after step   1.0000 with 2 iterations: 2.9666e-08 / 3.1819e-13
 
-...done, took 0.6021457370000007 seconds!
+...done, took 0.5947723900000028 seconds!
 -----------------------------------------------------------------------------
 Running auzinger in 1 dimensions with time-step size 0.125...
 
@@ -411,7 +411,7 @@ <h3>Navigation</h3>
    Errors after step   0.8750 with 6 iterations: 2.8266e-08 / 0.0000e+00
    Errors after step   1.0000 with 6 iterations: 2.8338e-08 / 0.0000e+00
 
-...done, took 0.1367537680000055 seconds!
+...done, took 0.1392814170000065 seconds!
 -----------------------------------------------------------------------------
 Running auzinger in 1 dimensions with time-step size 0.125...
 
@@ -425,7 +425,7 @@ <h3>Navigation</h3>
    Errors after step   0.8750 with 4 iterations: 3.1486e-08 / 0.0000e+00
    Errors after step   1.0000 with 4 iterations: 3.3802e-08 / 0.0000e+00
 
-...done, took 0.16305895299998951 seconds!
+...done, took 0.16436466999999766 seconds!
 -----------------------------------------------------------------------------
 </pre></div>
 </div>
diff --git a/tutorial/step_2.html b/tutorial/step_2.html
index 13eb67850c..15bb4fe38c 100644
--- a/tutorial/step_2.html
+++ b/tutorial/step_2.html
@@ -417,7 +417,7 @@ <h2>Part C: Using pySDC’s frontend<a class="headerlink" href="#part-c-using-py
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-10-21 10:18:20,221 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-10-21 15:10:00,245 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
                                  _____ _____   _____ 
                                 / ____|  __ \ / ____|
                     _ __  _   _| (___ | |  | | |     
@@ -427,8 +427,8 @@ <h2>Part C: Using pySDC’s frontend<a class="headerlink" href="#part-c-using-py
                    | |     __/ |                     
                    |_|    |___/                      
                                                      
-2024-10-21 10:18:20,221 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
-2024-10-21 10:18:20,221 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
+2024-10-21 15:10:00,245 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
+2024-10-21 15:10:00,245 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
 
 Controller: &lt;class &#39;pySDC.implementations.controller_classes.controller_nonMPI.controller_nonMPI&#39;&gt;
     all_to_done = False
@@ -481,34 +481,34 @@ <h2>Part C: Using pySDC’s frontend<a class="headerlink" href="#part-c-using-py
  -&gt; |  1 |   100 | SpreadStepSizesBlockwiseNonMPI
     |  2 |   200 | CheckConvergence
 
-2024-10-21 10:18:20,221 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
-2024-10-21 10:18:20,221 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
-
-2024-10-21 10:18:20,225 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 4.11190756e-03
-2024-10-21 10:18:20,228 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 6.68442667e-04
-2024-10-21 10:18:20,231 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 8.80377591e-05
-2024-10-21 10:18:20,235 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.21707909e-05
-2024-10-21 10:18:20,238 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 1.38272147e-06
-2024-10-21 10:18:20,241 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 6.36445413e-07
-2024-10-21 10:18:20,244 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.68953216e-07
-2024-10-21 10:18:20,247 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 3.52601840e-08
-2024-10-21 10:18:20,251 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 6.07249025e-09
-2024-10-21 10:18:20,254 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 8.27343378e-10
-2024-10-21 10:18:20,257 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.18931339e-10
-2024-10-21 10:18:20,260 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.48499772e-11
-2024-10-21 10:18:20,264 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 6.69984764e-03
-2024-10-21 10:18:20,267 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 1.05518433e-03
-2024-10-21 10:18:20,271 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 1.40642621e-04
-2024-10-21 10:18:20,274 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.85982063e-05
-2024-10-21 10:18:20,277 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 2.79216702e-06
-2024-10-21 10:18:20,280 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.12278839e-06
-2024-10-21 10:18:20,283 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 2.85495353e-07
-2024-10-21 10:18:20,286 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 5.78947003e-08
-2024-10-21 10:18:20,290 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 9.68230621e-09
-2024-10-21 10:18:20,293 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 1.26313315e-09
-2024-10-21 10:18:20,296 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.82951499e-10
-2024-10-21 10:18:20,299 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.99691114e-11
-2024-10-21 10:18:20,300 - hooks - default_hook - post_run - 340 - INFO: Finished run after 0.08s
+2024-10-21 15:10:00,245 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
+2024-10-21 15:10:00,245 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
+
+2024-10-21 15:10:00,249 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 4.11190756e-03
+2024-10-21 15:10:00,252 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 6.68442667e-04
+2024-10-21 15:10:00,256 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 8.80377591e-05
+2024-10-21 15:10:00,259 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.21707909e-05
+2024-10-21 15:10:00,262 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 1.38272147e-06
+2024-10-21 15:10:00,265 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 6.36445413e-07
+2024-10-21 15:10:00,268 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.68953216e-07
+2024-10-21 15:10:00,271 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 3.52601840e-08
+2024-10-21 15:10:00,274 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 6.07249025e-09
+2024-10-21 15:10:00,278 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 8.27343378e-10
+2024-10-21 15:10:00,281 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.18931339e-10
+2024-10-21 15:10:00,284 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.48499772e-11
+2024-10-21 15:10:00,288 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 6.69984764e-03
+2024-10-21 15:10:00,291 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 1.05518433e-03
+2024-10-21 15:10:00,294 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 1.40642621e-04
+2024-10-21 15:10:00,298 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.85982063e-05
+2024-10-21 15:10:00,301 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 2.79216702e-06
+2024-10-21 15:10:00,304 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.12278839e-06
+2024-10-21 15:10:00,307 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 2.85495353e-07
+2024-10-21 15:10:00,310 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 5.78947003e-08
+2024-10-21 15:10:00,313 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 9.68230621e-09
+2024-10-21 15:10:00,317 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 1.26313315e-09
+2024-10-21 15:10:00,320 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.82951499e-10
+2024-10-21 15:10:00,323 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.99691114e-11
+2024-10-21 15:10:00,324 - hooks - default_hook - post_run - 340 - INFO: Finished run after 0.08s
 Error after SDC iterations: 1.166689e-05
 </pre></div>
 </div>
diff --git a/tutorial/step_3.html b/tutorial/step_3.html
index 74c7598e01..db1a85a1ec 100644
--- a/tutorial/step_3.html
+++ b/tutorial/step_3.html
@@ -344,7 +344,7 @@ <h2>Part B: Adding statistics<a class="headerlink" href="#part-b-adding-statisti
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-10-21 10:18:20,808 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-10-21 15:10:00,829 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
                                  _____ _____   _____ 
                                 / ____|  __ \ / ____|
                     _ __  _   _| (___ | |  | | |     
@@ -354,8 +354,8 @@ <h2>Part B: Adding statistics<a class="headerlink" href="#part-b-adding-statisti
                    | |     __/ |                     
                    |_|    |___/                      
                                                      
-2024-10-21 10:18:20,808 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
-2024-10-21 10:18:20,808 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
+2024-10-21 15:10:00,829 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
+2024-10-21 15:10:00,830 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
 
 Controller: &lt;class &#39;pySDC.implementations.controller_classes.controller_nonMPI.controller_nonMPI&#39;&gt;
     all_to_done = False
@@ -403,21 +403,21 @@ <h2>Part B: Adding statistics<a class="headerlink" href="#part-b-adding-statisti
  -&gt; |  1 |   100 | SpreadStepSizesBlockwiseNonMPI
     |  2 |   200 | CheckConvergence
 
-2024-10-21 10:18:20,808 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
-2024-10-21 10:18:20,808 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
-
-2024-10-21 10:18:22,199 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 3.53203678e+00
-2024-10-21 10:18:22,205 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 2.09852117e-01
-2024-10-21 10:18:22,212 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 3.50301513e-02
-2024-10-21 10:18:22,219 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 4.67724741e-03
-2024-10-21 10:18:22,225 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 7.95583202e-04
-2024-10-21 10:18:22,232 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.11405073e-04
-2024-10-21 10:18:22,239 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.26902403e-05
-2024-10-21 10:18:22,245 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 1.16534547e-06
-2024-10-21 10:18:22,252 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 1.66968022e-07
-2024-10-21 10:18:22,259 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 2.09408171e-08
-2024-10-21 10:18:22,265 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 2.17123386e-09
-2024-10-21 10:18:22,268 - hooks - default_hook - post_run - 340 - INFO: Finished run after 1.46s
+2024-10-21 15:10:00,830 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
+2024-10-21 15:10:00,830 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
+
+2024-10-21 15:10:02,173 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 3.53203678e+00
+2024-10-21 15:10:02,180 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 2.09852117e-01
+2024-10-21 15:10:02,186 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 3.50301513e-02
+2024-10-21 15:10:02,193 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 4.67724741e-03
+2024-10-21 15:10:02,200 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 7.95583202e-04
+2024-10-21 15:10:02,206 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.11405073e-04
+2024-10-21 15:10:02,213 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.26902403e-05
+2024-10-21 15:10:02,220 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 1.16534547e-06
+2024-10-21 15:10:02,227 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 1.66968022e-07
+2024-10-21 15:10:02,233 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 2.09408171e-08
+2024-10-21 15:10:02,240 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 2.17123386e-09
+2024-10-21 15:10:02,243 - hooks - default_hook - post_run - 340 - INFO: Finished run after 1.41s
 Total energy and deviation in iteration  0: 8799.5000000000 -- 0.00000000e+00
 Total energy and deviation in iteration 11: 8785.0038936088 -- 1.44961064e+01
 </pre></div>
diff --git a/tutorial/step_4.html b/tutorial/step_4.html
index 38910d8e6f..ce7426817a 100644
--- a/tutorial/step_4.html
+++ b/tutorial/step_4.html
@@ -619,7 +619,7 @@ <h2>Part D: MLSDC with particles<a class="headerlink" href="#part-d-mlsdc-with-p
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Timings</span> <span class="k">for</span> <span class="n">SDC</span><span class="p">,</span> <span class="n">MLSDC</span> <span class="ow">and</span> <span class="n">MLSDC</span><span class="o">+</span><span class="n">finter</span><span class="p">:</span>   <span class="mf">5.83183804</span> <span class="o">--</span>   <span class="mf">6.45942615</span> <span class="o">--</span>   <span class="mf">7.48643213</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Timings</span> <span class="k">for</span> <span class="n">SDC</span><span class="p">,</span> <span class="n">MLSDC</span> <span class="ow">and</span> <span class="n">MLSDC</span><span class="o">+</span><span class="n">finter</span><span class="p">:</span>   <span class="mf">5.79002596</span> <span class="o">--</span>   <span class="mf">6.44668290</span> <span class="o">--</span>   <span class="mf">7.47158803</span>
 <span class="n">Total</span> <span class="n">energy</span> <span class="ow">and</span> <span class="n">relative</span> <span class="n">deviation</span> <span class="ow">in</span> <span class="n">iteration</span>  <span class="mi">0</span><span class="p">:</span> <span class="mf">407936.7556966486</span> <span class="o">--</span> <span class="mf">0.00000000e+00</span>
 <span class="n">Total</span> <span class="n">energy</span> <span class="ow">and</span> <span class="n">relative</span> <span class="n">deviation</span> <span class="ow">in</span> <span class="n">iteration</span> <span class="mi">12</span><span class="p">:</span> <span class="mf">406977.9425667246</span> <span class="o">--</span> <span class="mf">2.35039652e-03</span>
 <span class="n">Total</span> <span class="n">energy</span> <span class="ow">and</span> <span class="n">relative</span> <span class="n">deviation</span> <span class="ow">in</span> <span class="n">iteration</span>  <span class="mi">0</span><span class="p">:</span> <span class="mf">407936.7556966486</span> <span class="o">--</span> <span class="mf">0.00000000e+00</span>
diff --git a/tutorial/step_7.html b/tutorial/step_7.html
index baaf313fdf..ac6db6bed2 100644
--- a/tutorial/step_7.html
+++ b/tutorial/step_7.html
@@ -256,49 +256,49 @@ <h2>Part A: pySDC and FEniCS<a class="headerlink" href="#part-a-pysdc-and-fenics
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.7803</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.7763</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">False</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.1387594756569534e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3821</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4432</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_timebc</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">False</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">3.2473562155116167e-07</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.10</span> <span class="o">--</span> <span class="mf">1.20</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3804</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3859</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_inv</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.138768636885694e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.5280</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.4990</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.1387216566052821e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1348</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1343</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_timebc</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">3.2473561574763597e-07</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.10</span> <span class="o">--</span> <span class="mf">1.20</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1454</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1391</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_inv</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">5</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.1150087179536389e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">11.60</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">9</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">4</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">3.26</span> <span class="o">--</span> <span class="mf">10.64</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">4.1336</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">4.1156</span> <span class="n">sec</span><span class="o">.</span>
 
 </pre></div>
 </div>
@@ -479,7 +479,7 @@ <h2>Part B: mpi4py-fft for parallel Fourier transforms<a class="headerlink" href
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">19</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">2.10</span> <span class="o">--</span> <span class="mf">4.41</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">1.1321e-05</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4159</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4743</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">False</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">1.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">8.00</span> <span class="o">/</span> <span class="mf">11.40</span> <span class="o">/</span> <span class="mf">15.00</span>
@@ -487,7 +487,7 @@ <h2>Part B: mpi4py-fft for parallel Fourier transforms<a class="headerlink" href
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">19</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">2.03</span> <span class="o">--</span> <span class="mf">4.14</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">4.1749e-06</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.1608</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.1934</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">1.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">5.00</span> <span class="o">/</span> <span class="mf">6.60</span> <span class="o">/</span> <span class="mf">8.00</span>
@@ -495,7 +495,7 @@ <h2>Part B: mpi4py-fft for parallel Fourier transforms<a class="headerlink" href
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">16</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.07</span> <span class="o">--</span> <span class="mf">1.14</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">1.1316e-05</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3588</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4261</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">1.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">4.00</span> <span class="o">/</span> <span class="mf">5.95</span> <span class="o">/</span> <span class="mf">8.00</span>
@@ -503,7 +503,7 @@ <h2>Part B: mpi4py-fft for parallel Fourier transforms<a class="headerlink" href
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">19</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.02</span> <span class="o">--</span> <span class="mf">1.05</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">4.1744e-06</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.2657</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3066</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">10.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">7.00</span> <span class="o">/</span> <span class="mf">12.45</span> <span class="o">/</span> <span class="mf">18.00</span>
@@ -511,7 +511,7 @@ <h2>Part B: mpi4py-fft for parallel Fourier transforms<a class="headerlink" href
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">9</span> <span class="o">--</span> <span class="mi">10</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">3.11</span> <span class="o">--</span> <span class="mf">9.65</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">1.1306e-05</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.8070</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.9043</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">10.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span> <span class="o">/</span> <span class="mf">11.50</span> <span class="o">/</span> <span class="mf">17.00</span>
@@ -519,7 +519,7 @@ <h2>Part B: mpi4py-fft for parallel Fourier transforms<a class="headerlink" href
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">9</span> <span class="o">--</span> <span class="mi">10</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">3.04</span> <span class="o">--</span> <span class="mf">9.25</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">4.1688e-06</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.6449</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.7229</span> <span class="n">sec</span><span class="o">.</span>
 
 </pre></div>
 </div>
@@ -714,7 +714,7 @@ <h2>Part C: Time-parallel pySDC with space-parallel PETSc<a class="headerlink" h
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.2586</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.2602</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 </pre></div>
 </div>
@@ -726,26 +726,26 @@ <h2>Part C: Time-parallel pySDC with space-parallel PETSc<a class="headerlink" h
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.8251</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.8665</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 </pre></div>
 </div>
 <p>2 processor in time, 2 processors in space</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">This</span> <span class="ow">is</span> <span class="n">time</span><span class="o">-</span><span class="n">rank</span> <span class="mf">0.</span><span class="o">..</span>
-<span class="n">Number</span> <span class="n">of</span> <span class="n">iterations</span> <span class="k">for</span> <span class="n">time</span> <span class="mf">0.00</span><span class="p">:</span> <span class="mi">12</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">This</span> <span class="ow">is</span> <span class="n">time</span><span class="o">-</span><span class="n">rank</span> <span class="mf">1.</span><span class="o">..</span>
+<span class="n">Number</span> <span class="n">of</span> <span class="n">iterations</span> <span class="k">for</span> <span class="n">time</span> <span class="mf">0.12</span><span class="p">:</span> <span class="mi">12</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">12.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.7272</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.7204</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
-<span class="n">This</span> <span class="ow">is</span> <span class="n">time</span><span class="o">-</span><span class="n">rank</span> <span class="mf">1.</span><span class="o">..</span>
-<span class="n">Number</span> <span class="n">of</span> <span class="n">iterations</span> <span class="k">for</span> <span class="n">time</span> <span class="mf">0.12</span><span class="p">:</span> <span class="mi">12</span>
+<span class="n">This</span> <span class="ow">is</span> <span class="n">time</span><span class="o">-</span><span class="n">rank</span> <span class="mf">0.</span><span class="o">..</span>
+<span class="n">Number</span> <span class="n">of</span> <span class="n">iterations</span> <span class="k">for</span> <span class="n">time</span> <span class="mf">0.00</span><span class="p">:</span> <span class="mi">12</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">12.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.7272</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.7204</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 </pre></div>
 </div>
@@ -850,27 +850,27 @@ <h2>Part D: pySDC and PyTorch<a class="headerlink" href="#part-d-pysdc-and-pytor
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">6.2296e-03</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.1921e-05</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.3330e-07</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">7.1881e-10</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.3500e-12</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">1.30e-05</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.5830e-04</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">8.1284e-07</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.2602e-09</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.3350e-11</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.1476e-13</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">7.92e-07</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.2735e-05</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.2725e-08</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.3654e-10</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.9652e-12</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.0033e-14</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.71e-07</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.25e-01</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">1.12e-01</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.71e-07</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.2408e-03</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.4959e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">9.4815e-08</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">5.1944e-10</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.1847e-10</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">5.54e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.4447e-04</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">6.9850e-07</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.2139e-09</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.4393e-11</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.0845e-13</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">9.46e-07</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.8273e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.0539e-07</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">7.7895e-10</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">6.4323e-13</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.1711e-14</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.20e-07</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.19e-01</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">1.10e-01</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.20e-07</span>
 </pre></div>
 </div>
 </section>
diff --git a/tutorial/step_8.html b/tutorial/step_8.html
index 91111d2fdd..d7383a44cf 100644
--- a/tutorial/step_8.html
+++ b/tutorial/step_8.html
@@ -678,7 +678,7 @@ <h2>Part C: Iteration estimator<a class="headerlink" href="#part-c-iteration-est
    Errors after step   0.8750 with 6 iterations: 3.6530e-08 / 2.0645e-13
    Errors after step   1.0000 with 6 iterations: 3.6478e-08 / 1.2759e-13
 
-...done, took 0.3227594260000046 seconds!
+...done, took 0.3237899679999998 seconds!
 -----------------------------------------------------------------------------
 Running diffusion in 1 dimensions with time-step size 0.125...
 
@@ -692,7 +692,7 @@ <h2>Part C: Iteration estimator<a class="headerlink" href="#part-c-iteration-est
    Errors after step   0.8750 with 3 iterations: 3.5501e-08 / 3.9957e-13
    Errors after step   1.0000 with 3 iterations: 3.6813e-08 / 1.6975e-13
 
-...done, took 0.7392003969999905 seconds!
+...done, took 0.7349903509999933 seconds!
 -----------------------------------------------------------------------------
 Running advection in 1 dimensions with time-step size 0.125...
 
@@ -706,7 +706,7 @@ <h2>Part C: Iteration estimator<a class="headerlink" href="#part-c-iteration-est
    Errors after step   0.8750 with 4 iterations: 2.5517e-08 / 3.3307e-16
    Errors after step   1.0000 with 4 iterations: 2.9147e-08 / 4.4409e-16
 
-...done, took 0.217223190999988 seconds!
+...done, took 0.2147176340000101 seconds!
 -----------------------------------------------------------------------------
 Running advection in 1 dimensions with time-step size 0.125...
 
@@ -720,7 +720,7 @@ <h2>Part C: Iteration estimator<a class="headerlink" href="#part-c-iteration-est
    Errors after step   0.8750 with 2 iterations: 2.5987e-08 / 3.1841e-13
    Errors after step   1.0000 with 2 iterations: 2.9666e-08 / 3.1819e-13
 
-...done, took 0.6021457370000007 seconds!
+...done, took 0.5947723900000028 seconds!
 -----------------------------------------------------------------------------
 Running auzinger in 1 dimensions with time-step size 0.125...
 
@@ -734,7 +734,7 @@ <h2>Part C: Iteration estimator<a class="headerlink" href="#part-c-iteration-est
    Errors after step   0.8750 with 6 iterations: 2.8266e-08 / 0.0000e+00
    Errors after step   1.0000 with 6 iterations: 2.8338e-08 / 0.0000e+00
 
-...done, took 0.1367537680000055 seconds!
+...done, took 0.1392814170000065 seconds!
 -----------------------------------------------------------------------------
 Running auzinger in 1 dimensions with time-step size 0.125...
 
@@ -748,7 +748,7 @@ <h2>Part C: Iteration estimator<a class="headerlink" href="#part-c-iteration-est
    Errors after step   0.8750 with 4 iterations: 3.1486e-08 / 0.0000e+00
    Errors after step   1.0000 with 4 iterations: 3.3802e-08 / 0.0000e+00
 
-...done, took 0.16305895299998951 seconds!
+...done, took 0.16436466999999766 seconds!
 -----------------------------------------------------------------------------
 </pre></div>
 </div>