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allow mdpow-solvationenergy to select alchemlyb estimators #148

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55 changes: 30 additions & 25 deletions mdpow/fep.py
Original file line number Diff line number Diff line change
Expand Up @@ -950,6 +950,7 @@ def analyze(self, force=False, stride=None, autosave=True, ncorrel=25000):
.. _p526: http://books.google.co.uk/books?id=XmyO2oRUg0cC&pg=PA526
"""
stride = stride or self.stride
logger.info("Analysis stride is %s.",stride)

if force or not self.has_dVdl():
try:
Expand Down Expand Up @@ -1021,7 +1022,7 @@ def collect_alchemlyb(self, SI=True, start=0, stop=None, stride=None, autosave=T
xvg_file = self.dgdl_xvg(self.wdir(component, l))
xvg_df = extract(xvg_file, T=self.Temperature).iloc[start:stop:stride]
if SI:
logger.info("Perform statistical inefficiency analysis.")
logger.info("Performing statistical inefficiency analysis for window %s %04d" % (component, 1000 * l))
ts = _extract_dataframe(xvg_file).iloc[start:stop:stride]
ts = pd.DataFrame({'time': ts.iloc[:,0], 'dhdl': ts.iloc[:,1]})
ts = ts.set_index('time')
Expand All @@ -1044,6 +1045,10 @@ def analyze_alchemlyb(self, SI=True, start=0, stop=None, stride=None, force=Fals
start = start or self.start
stop = stop or self.stop

logger.info("Analysis stride is %s.",stride)
logger.info("Analysis starts from frame %s.",start)
logger.info("Analysis stops at frame %s.", stop)

if self.method in ['TI', 'BAR', 'MBAR']:
estimator = self.estimators[self.method]['estimator']
else:
Expand Down Expand Up @@ -1346,6 +1351,7 @@ def p_transfer(G1, G2, **kwargs):
errmsg = "estimator = %r is not supported, must be 'mdpow' or 'alchemlyb'" % estimator
logger.error(errmsg)
raise ValueError(errmsg)

if G1.molecule != G2.molecule:
raise ValueError("The two simulations were done for different molecules.")
if G1.Temperature != G2.Temperature:
Expand All @@ -1354,40 +1360,39 @@ def p_transfer(G1, G2, **kwargs):
logger.info("[%s] transfer free energy %s --> %s calculation",
G1.molecule, G1.solvent_type, G2.solvent_type)
for G in (G1, G2):
G_kwargs = kwargs.copy()
# for fep files generated with old code which doesn't have these attributes
if not hasattr(G, 'start'):
G.start = kwargs.pop('start', 0)
G.start = G_kwargs.pop('start', 0)
if not hasattr(G, 'stop'):
G.stop = kwargs.pop('stop', None)
G.stop = G_kwargs.pop('stop', None)
if not hasattr(G, 'SI'):
kwargs.setdefault('SI', True)
G_kwargs.setdefault('SI', True)
else:
kwargs.setdefault('SI', G.SI)
G_kwargs.setdefault('SI', G.SI)

# for this version. use the method given instead of the one in the input cfg file
G.method = kwargs.pop('method', 'MBAR')
if kwargs['force']:
if estimator == 'mdpow':
G.start = kwargs.pop('start', 0)
G.stop = kwargs.pop('stop', None)
G.SI = kwargs.pop('stop', False)
G.analyze(**kwargs)
if G.method != "TI":
errmsg = "Method %s is not implemented in MDPOW, use estimator='alchemlyb'" % G.method
logger.error(errmsg)
raise ValueError(errmsg)
elif estimator == 'alchemlyb':
G.analyze_alchemlyb(**kwargs)
G.method = G_kwargs.pop('method', 'MBAR')
if estimator == 'mdpow':
if G.method != "TI":
errmsg = "Method %s is not implemented in MDPOW, use estimator='alchemlyb'" % G.method
logger.error(errmsg)
raise ValueError(errmsg)

try:
G.results.DeltaA.Gibbs
G.logger_DeltaA0()
except (KeyError, AttributeError): # KeyError because results is a AttributeDict
logger.warn("Must analyze simulation because no hydration free energy data available...")
if kwargs['force'] or (not hasattr(G.results.DeltaA, 'Gibbs')):
# write out the settings when the analysis is performed
logger.info("The solvent is %s .", G.solvent_type)
logger.info("Estimator is %s.", estimator)
logger.info("Free energy calculation method is %s.", G.method)
if estimator == 'mdpow':
G.analyze(**kwargs)
G.analyze(**G_kwargs)
elif estimator == 'alchemlyb':
G.analyze_alchemlyb(**kwargs)
if G_kwargs['SI']:
logger.info("Statistical inefficiency analysis will be performed.")
else:
logger.info("Statistical inefficiency analysis won't be performed.")
G.analyze_alchemlyb(**G_kwargs)

# x.Gibbs are QuantityWithError so they do error propagation
transferFE = G2.results.DeltaA.Gibbs - G1.results.DeltaA.Gibbs
# note minus sign, with our convention of the free energy difference to be
Expand Down
6 changes: 3 additions & 3 deletions scripts/mdpow-pow
Original file line number Diff line number Diff line change
Expand Up @@ -189,7 +189,7 @@ if __name__ == "__main__":
parser.add_option('-p', '--plotfile', dest="plotfile",
help="plot dV/dlambda to FILE; use png or pdf suffix to "
"determine the file type. 'auto' generates a pdf file "
"DIRECTORY/dVdl_MOLID_pow.pdf and 'None' disables it [%default]",
"DIRECTORY/dVdl_MOLID_pow.pdf and 'None' disables it [%default]"
"The plot function is only available for mdpow estimator,"
"and is disabled when using alchemlyb estimators.",
metavar="FILE")
Expand All @@ -208,8 +208,8 @@ if __name__ == "__main__":
help="force rereading all data [%default]")
parser.add_option('--noSI', dest='SI',
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Rename as --no-SI so that when we use argparse bool options, it has the same name.

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To make things clear, also add

  parser.add_option('--SI', dest='SI', action="store_true", ...)

as the on switch. Set the default for SI to True.

action="store_false",
help="Disable statistical inefficiency analysis."
"Statitical inefficiency analysis is performed by default when using"
help="Disable statistical inefficiency analysis"
"Statistical inefficiency analysis is performed by default when using"
"alchemlyb estimators and is disabled when using mdpow estimator.")
parser.add_option('-s', '--stride', dest="stride", type='int',
help="Use every N-th datapoint from the original dV/dlambda data. "
Expand Down
180 changes: 121 additions & 59 deletions scripts/mdpow-solvationenergy
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
#!/usr/bin/env python
"""%prog [options] DIRECTORY [DIRECTORY ...]
"""%(prog)s [options] DIRECTORY [DIRECTORY ...]

Run the free energy analysis for a solvent in <DIRECTORY>/FEP
and return DeltaG.
Expand Down Expand Up @@ -104,31 +104,66 @@ def run_gsolv(solvent, directory, **kwargs):
return _datastatus[g.contains_corrupted_xvgs()]

gsolv = load_gsolv(solvent, directory, permissive=kwargs.pop('permissive',False),)
logger.info("The solvent is %s.", solvent)

# for this version. use the method given instead of the one in the input cfg file
estimator = kwargs.pop('estimator', 'alchemlyb')
if not estimator in ('mdpow', 'alchemlyb'):
errmsg = "estimator = %r is not supported, must be 'mdpow' or 'alchemlyb'" % estimator
logger.error(errmsg)
raise ValueError(errmsg)

gsolv.method = kwargs.pop('method', 'MBAR')
if estimator == 'mdpow':
if gsolv.method != "TI":
errmsg = "Method %s is not implemented in MDPOW, use estimator='alchemlyb'" % gsolv.method
logger.error(errmsg)
raise ValueError(errmsg)

energyfile = kwargs.pop('energyfile', None)
plotfile = kwargs.pop('plotfile', None)

if not hasattr(gsolv, 'start'):
gsolv.start = kwargs.pop('start', 0)
if not hasattr(gsolv, 'stop'):
gsolv.stop = kwargs.pop('stop', None)
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if not hasattr(gsolv, 'SI'):
kwargs.setdefault('SI', True)
else:
kwargs.setdefault('SI', gsolv.SI)

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# do the analysis (only use keywords that are needed for FEP.analysis())
akw = {'stride': kwargs.pop('stride', None), 'force': kwargs.pop('force', False)}
if akw['force']:
logger.info("[%(directory)s] Forcing (re)analysis of hydration free energy data", vars())
gsolv.analyze(**akw)
# make sure that we have data
try:
gsolv.results.DeltaA.Gibbs
if kwargs['force'] or (not hasattr(gsolv.results.DeltaA, 'Gibbs')):
logger.info("[%(directory)s] Forcing (re)analysis of hydration free energy data", vars())
# write out the settings when the analysis is performed
logger.info("Estimator is %s.", estimator)
logger.info("Free energy calculation method is %s.", gsolv.method)
if estimator == 'mdpow':
# do the analysis (only use keywords that are needed for FEP.analysis())
akw = {'stride': kwargs.pop('stride', None), 'force': kwargs.pop('force', False)}
gsolv.analyze(**akw)
elif estimator == 'alchemlyb':
if kwargs['SI']:
logger.info("Statistical inefficiency analysis will be performed.")
else:
logger.info("Statistical inefficiency analysis won't be performed.")
gsolv.analyze_alchemlyb(**kwargs)
else:
logger.info("[%(directory)s] Reading existing data from pickle file.", vars())
gsolv.logger_DeltaA0()
except (KeyError, AttributeError): # KeyError because results is a AttributeDict
logger.info("[%(directory)s] Analyzing %(solvent)s solvation free energy data for the first time", vars())
gsolv.analyze(**akw)

gsolv.logger_DeltaA0()

if datstat(gsolv) == 'BAD':
logger.warning("[%s] Possible file corruption: %s:%s", directory, solvent, datstat(gsolv))

if kwargs.get('energyfile', None):
with mdpow.filelock.FileLock(kwargs['energyfile'], timeout=2):
with open(kwargs['energyfile'], mode='a') as out:
if energyfile:
with mdpow.filelock.FileLock(energyfile, timeout=2):
with open(energyfile, mode='a') as out:
out.write(fmt_energy % (gsolv.summary(), directory))
logger.info("[%s] Wrote solvation energy terms to %r", directory, kwargs['energyfile'])
logger.info("[%s] Wrote solvation energy terms to %r", directory, energyfile)

plotfile = kwargs.get('plotfile', None)
if estimator == 'alchemlyb':
plotfile = False
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if plotfile:
if plotfile == 'auto':
plotfile = auto_plotfile(directory, gsolv)
Expand Down Expand Up @@ -179,58 +214,85 @@ def realpath_or_none(fn):
if __name__ == "__main__":
import sys
import os.path
from optparse import OptionParser

parser = OptionParser(usage=__doc__)
parser.add_option('-p', '--plotfile', dest="plotfile",
help="plot dV/dlambda to FILE; use png or pdf suffix to "
"determine the file type. 'auto' generates a pdf file "
"DIRECTORY/dVdl_<molname>_<solvent>.pdf and 'None' disables it [%default]",
metavar="FILE")
parser.add_option('-e', '--energies', dest="energyfile",
help="append solvation free energies to FILE [%default]",
metavar="FILE")
parser.add_option('--force', dest='force',
action="store_true",
help="force rereading all data [%default]")
parser.add_option('-s', '--stride', dest="stride", type='int',
help="Use every N-th datapoint from the original dV/dlambda data. "
"Using a number larger than 1 can significantly reduce memory usage "
"with little impact on the precision of the final output. [%default]",
metavar="N")
parser.add_option('--solvent', '-S', dest='solvent',
metavar="NAME",
help="solvent NAME for compound, 'water', 'octanol', or 'cyclohexane' [%default]")
parser.add_option('--ignore-corrupted', dest="permissive",
action="store_true",
help="skip lines in the md.xvg files that cannot be parsed. "
"WARNING: Other lines in the file might have been corrupted in "
"such a way that they appear correct but are in fact wrong. "
"WRONG RESULTS CAN OCCUR! USE AT YOUR OWN RISK [%default]")
parser.set_defaults(plotfile="auto",
energyfile="gsolv.txt",
force=False, stride=10, permissive=False, solvent='water')
opts,args = parser.parse_args()

if len(args) == 0:
logger.fatal("A directory is required. See --help.")
sys.exit(1)
elif len(args) > 1 and not opts.plotfile.lower() in ('none', 'auto'):
import argparse

parser = argparse.ArgumentParser(usage=__doc__, prog='mdpow-solvationenergy',
formatter_class=argparse.ArgumentDefaultsHelpFormatter)
parser.add_argument("directory", nargs='+',
help="directory or directories which contain all the files "
"resulting from running mdpow.fep.Ghyd.setup() ",)
parser.add_argument('--plotfile', dest="plotfile", default='none',
help="plot dV/dlambda to FILE; use png or pdf suffix to "
"determine the file type. 'auto' generates a pdf file "
"DIRECTORY/dVdl_<molname>_<solvent>.pdf and 'None' disables it "
"The plot function is only available for mdpow estimator,"
"and is disabled when using alchemlyb estimators.",
metavar="FILE")
parser.add_argument('--solvent', '-S', dest='solvent', default='water',
choices=['water', 'octanol', 'cyclohexane'], metavar="NAME",
help="solvent NAME for compound, 'water', 'octanol', or 'cyclohexane' ")
parser.add_argument('-o', '--outfile', dest="outfile", default="gsolv.txt",
help="append one-line results summary to FILE ",
metavar="FILE")
parser.add_argument('-e', '--energies', dest="energyfile", default="energies.txt",
help="append solvation free energies to FILE ",
metavar="FILE")
parser.add_argument('--estimator', dest="estimator", default='alchemlyb',
choices=['mdpow', 'alchemlyb'],
help="choose the estimator to be used, alchemlyb or mdpow estimators")
parser.add_argument('--method', dest="method", default='MBAR',
choices=['TI', 'MBAR', 'BAR'],
help="choose the method to calculate free energy ",)
parser.add_argument('--force', dest='force', default=False,
action="store_true",
help="force rereading all data ")
parser.add_argument('--SI', dest='SI',
action="store_true", default=True,
help="enable statistical inefficiency (SI) analysis. "
"Statistical inefficiency analysis is performed by default when using"
"alchemlyb estimators and is always disabled when using mdpow estimator.")
parser.add_argument('--no-SI', dest='SI',
action="store_false", default=True,
help="disable statistical inefficiency analysis. "
"Statistical inefficiency analysis is performed by default when using"
"alchemlyb estimators and is disabled when using mdpow estimator. ")
parser.add_argument('-s', '--stride', dest="stride", type=int, default=1,
help="use every N-th datapoint from the original dV/dlambda data. ",
metavar="N")
parser.add_argument('--start', dest="start", type=int, default=0,
help="start point for the data used from the original dV/dlambda data. ")
parser.add_argument('--stop', dest="stop", type=int, default=None,
help="stop point for the data used from the original dV/dlambda data. ",)
parser.add_argument('--ignore-corrupted', dest="permissive",
action="store_true", default=False,
help="skip lines in the md.xvg files that cannot be parsed. "
"WARNING: Other lines in the file might have been corrupted in "
"such a way that they appear correct but are in fact wrong. "
"WRONG RESULTS CAN OCCUR! USE AT YOUR OWN RISK ")
opts = parser.parse_args()

if len(opts.directory) > 1 and not opts.plotfile.lower() in ('none', 'auto'):
logger.fatal("Can only use --plotfile=None or --plotfile=auto with multiple directories.")
sys.exit(1)

for directory in args:
if opts.estimator == 'mdpow' and opts.SI:
logger.fatal("Statistical inefficiency analysis is only available for estimator 'alchemlyb'.")
sys.exit(1)

for directory in opts.directory:
if not os.path.exists(directory):
logger.warn("Directory %r not found, skipping...", directory)
continue
logger.info("Analyzing directory %r... (can take a while)", directory)

opts.plotfile = parse_filename_option(opts.plotfile)
plotfile = parse_filename_option(opts.plotfile)

try:
run_gsolv(opts.solvent, directory, plotfile=opts.plotfile,
energyfile=realpath_or_none(opts.energyfile),
force=opts.force, stride=opts.stride, permissive=opts.permissive)
run_gsolv(opts.solvent, directory, plotfile=plotfile,
energyfile=realpath_or_none(opts.energyfile),
force=opts.force, stride=opts.stride, start=opts.start,
stop=opts.stop, estimator=opts.estimator,
method=opts.method, permissive=opts.permissive, SI=opts.SI)
except (OSError, IOError), err:
logger.error("Running analysis in directory %r failed: %s", directory, str(err))
except Exception, err:
Expand Down