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nohup.out
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gpu:0
Preparing data...
Preparing done...
average sequence length: 163.50
Epoch 1 iteration 0: 1.3932280540466309
Epoch 1 iteration 10: 1.3245246410369873
Epoch 1 iteration 20: 1.2357004880905151
Epoch 1 iteration 30: 1.1550915241241455
Epoch 1 iteration 40: 1.103062391281128
Epoch 2 iteration 0: 1.060494065284729
Epoch 2 iteration 10: 1.0448250770568848
Epoch 2 iteration 20: 1.0289937257766724
Epoch 2 iteration 30: 1.035818099975586
Epoch 2 iteration 40: 0.9952906370162964
Epoch 3 iteration 0: 1.0021804571151733
Epoch 3 iteration 10: 0.9869474768638611
Epoch 3 iteration 20: 1.0232101678848267
Epoch 3 iteration 30: 1.0112733840942383
Epoch 3 iteration 40: 0.9600445032119751
Epoch 4 iteration 0: 0.9833731055259705
Epoch 4 iteration 10: 0.9575084447860718
Epoch 4 iteration 20: 0.9729374051094055
Epoch 4 iteration 30: 0.9716721773147583
Epoch 4 iteration 40: 0.965061604976654
Epoch 5 iteration 0: 0.9805629849433899
Epoch 5 iteration 10: 0.9610279202461243
Epoch 5 iteration 20: 0.9355607628822327
Epoch 5 iteration 30: 0.9227983951568604
Epoch 5 iteration 40: 0.941415011882782
Epoch 6 iteration 0: 0.9298564195632935
Epoch 6 iteration 10: 0.9148852825164795
Epoch 6 iteration 20: 0.9194993376731873
Epoch 6 iteration 30: 0.9100611209869385
Epoch 6 iteration 40: 0.8811001777648926
Epoch 7 iteration 0: 0.9062499403953552
Epoch 7 iteration 10: 0.8837421536445618
Epoch 7 iteration 20: 0.8749547004699707
Epoch 7 iteration 30: 0.8780573606491089
Epoch 7 iteration 40: 0.8414666652679443
Epoch 8 iteration 0: 0.8517223596572876
Epoch 8 iteration 10: 0.8243025541305542
Epoch 8 iteration 20: 0.8331621885299683
Epoch 8 iteration 30: 0.8393015265464783
Epoch 8 iteration 40: 0.8106908202171326
Epoch 9 iteration 0: 0.8289374709129333
Epoch 9 iteration 10: 0.7779026031494141
Epoch 9 iteration 20: 0.7767883539199829
Epoch 9 iteration 30: 0.7766906023025513
Epoch 9 iteration 40: 0.7979115843772888
Epoch 10 iteration 0: 0.7511049509048462
Epoch 10 iteration 10: 0.8143408894538879
Epoch 10 iteration 20: 0.7773252129554749
Epoch 10 iteration 30: 0.7612677812576294
Epoch 10 iteration 40: 0.7639691233634949
Epoch 11 iteration 0: 0.7681863307952881
Epoch 11 iteration 10: 0.7615604400634766
Epoch 11 iteration 20: 0.7612916827201843
Epoch 11 iteration 30: 0.7843771576881409
Epoch 11 iteration 40: 0.7342096567153931
Epoch 12 iteration 0: 0.7180455327033997
Epoch 12 iteration 10: 0.7506701350212097
Epoch 12 iteration 20: 0.7311455607414246
Epoch 12 iteration 30: 0.7217992544174194
Epoch 12 iteration 40: 0.7437864542007446
Epoch 13 iteration 0: 0.707018256187439
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Epoch 13 iteration 30: 0.6929052472114563
Epoch 13 iteration 40: 0.7121611833572388
Epoch 14 iteration 0: 0.680012583732605
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Epoch 14 iteration 30: 0.692244291305542
Epoch 14 iteration 40: 0.6914740800857544
Epoch 15 iteration 0: 0.6588473916053772
Epoch 15 iteration 10: 0.6812323331832886
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Epoch 16 iteration 0: 0.6580975651741028
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Epoch 16 iteration 30: 0.6804707050323486
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Epoch 17 iteration 30: 0.6264141201972961
Epoch 17 iteration 40: 0.6385927200317383
Epoch 18 iteration 0: 0.6351269483566284
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Epoch 18 iteration 20: 0.6637669205665588
Epoch 18 iteration 30: 0.6371151208877563
Epoch 18 iteration 40: 0.6475597620010376
Epoch 19 iteration 0: 0.6124399304389954
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Epoch 30 iteration 0: 0.5398992896080017
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Epoch 30 iteration 40: 0.5691566467285156
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Epoch 32 iteration 0: 0.5451982617378235
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Epoch 33 iteration 0: 0.5500450134277344
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Epoch 59 iteration 30: 0.44772258400917053
Epoch 59 iteration 40: 0.4834956228733063
Epoch 60 iteration 0: 0.4470672607421875
Epoch 60 iteration 10: 0.4112343192100525
Epoch 60 iteration 20: 0.45079320669174194
Epoch 60 iteration 30: 0.4481131136417389
Epoch 60 iteration 40: 0.4428004324436188
/usr/local/lib/python3.8/dist-packages/paddle/tensor/creation.py:130: DeprecationWarning: `np.object` is a deprecated alias for the builtin `object`. To silence this warning, use `object` by itself. Doing this will not modify any behavior and is safe.
Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations
if data.dtype == np.object:
/usr/local/lib/python3.8/dist-packages/paddle/fluid/framework.py:744: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.
Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations
elif dtype == np.bool:
/usr/local/lib/python3.8/dist-packages/paddle/fluid/dygraph/math_op_patch.py:251: UserWarning: The dtype of left and right variables are not the same, left dtype is paddle.float32, but right dtype is paddle.bool, the right dtype will convert to paddle.float32
warnings.warn(
/usr/local/lib/python3.8/dist-packages/paddle/fluid/dygraph/math_op_patch.py:251: UserWarning: The dtype of left and right variables are not the same, left dtype is paddle.float32, but right dtype is paddle.int64, the right dtype will convert to paddle.float32
warnings.warn(
Evaluating...
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Epoch:60, time: 90.191576(s)
valid (NDCG@10: 0.5824, HR@10: 0.8175)
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100%|██████████| 6040/6040 [01:41<00:00, 59.56it/s]test (NDCG@10: 0.5558, HR@10: 0.7932)
Epoch 61 iteration 0: 0.45801711082458496
Epoch 61 iteration 10: 0.4421714246273041
Epoch 61 iteration 20: 0.44216349720954895
Epoch 61 iteration 30: 0.4423859119415283
Epoch 61 iteration 40: 0.4350498616695404
Epoch 62 iteration 0: 0.44229575991630554
Epoch 62 iteration 10: 0.4778602123260498
Epoch 62 iteration 20: 0.4623531997203827
Epoch 62 iteration 30: 0.4566722512245178
Epoch 62 iteration 40: 0.4465210437774658
Epoch 63 iteration 0: 0.4575577676296234
Epoch 63 iteration 10: 0.42475003004074097
Epoch 63 iteration 20: 0.46654802560806274
Epoch 63 iteration 30: 0.4689812958240509
Epoch 63 iteration 40: 0.4767300486564636
Epoch 64 iteration 0: 0.4579198956489563
Epoch 64 iteration 10: 0.4469827115535736
Epoch 64 iteration 20: 0.42442330718040466
Epoch 64 iteration 30: 0.44964927434921265
Epoch 64 iteration 40: 0.46407392621040344
Epoch 65 iteration 0: 0.4601738154888153
Epoch 65 iteration 10: 0.45421209931373596
Epoch 65 iteration 20: 0.4506232440471649
Epoch 65 iteration 30: 0.4412975013256073
Epoch 65 iteration 40: 0.48115527629852295
Epoch 66 iteration 0: 0.448041707277298
Epoch 66 iteration 10: 0.4416329860687256
Epoch 66 iteration 20: 0.46194684505462646
Epoch 66 iteration 30: 0.452305406332016
Epoch 66 iteration 40: 0.46358686685562134
Epoch 67 iteration 0: 0.45098161697387695
Epoch 67 iteration 10: 0.41181373596191406
Epoch 67 iteration 20: 0.44054320454597473
Epoch 67 iteration 30: 0.4389788806438446
Epoch 67 iteration 40: 0.43855807185173035
Epoch 68 iteration 0: 0.48298895359039307
Epoch 68 iteration 10: 0.43658459186553955
Epoch 68 iteration 20: 0.43558743596076965
Epoch 68 iteration 30: 0.47416800260543823
Epoch 68 iteration 40: 0.463941752910614
Epoch 69 iteration 0: 0.4603155553340912
Epoch 69 iteration 10: 0.4265472888946533
Epoch 69 iteration 20: 0.44108882546424866
Epoch 69 iteration 30: 0.45300033688545227
Epoch 69 iteration 40: 0.4329478144645691
Epoch 70 iteration 0: 0.42830103635787964
Epoch 70 iteration 10: 0.45818349719047546
Epoch 70 iteration 20: 0.4313393831253052
Epoch 70 iteration 30: 0.4430719316005707
Epoch 70 iteration 40: 0.44447556138038635
Epoch 71 iteration 0: 0.43025630712509155
Epoch 71 iteration 10: 0.4183991849422455
Epoch 71 iteration 20: 0.43264269828796387
Epoch 71 iteration 30: 0.4341278374195099
Epoch 71 iteration 40: 0.4582021236419678
Epoch 72 iteration 0: 0.44078361988067627
Epoch 72 iteration 10: 0.45233118534088135
Epoch 72 iteration 20: 0.4111967086791992
Epoch 72 iteration 30: 0.4176345467567444
Epoch 72 iteration 40: 0.4222331941127777
Epoch 73 iteration 0: 0.426047682762146
Epoch 73 iteration 10: 0.39233142137527466
Epoch 73 iteration 20: 0.43303894996643066
Epoch 73 iteration 30: 0.42025306820869446
Epoch 73 iteration 40: 0.45325228571891785
Epoch 74 iteration 0: 0.4207908511161804
Epoch 74 iteration 10: 0.39451271295547485
Epoch 74 iteration 20: 0.4312354028224945
Epoch 74 iteration 30: 0.4414675533771515
Epoch 74 iteration 40: 0.4248559772968292
Epoch 75 iteration 0: 0.455706387758255
Epoch 75 iteration 10: 0.4743698239326477
Epoch 75 iteration 20: 0.4519442021846771
Epoch 75 iteration 30: 0.44445428252220154
Epoch 75 iteration 40: 0.4562382102012634
Epoch 76 iteration 0: 0.4386441707611084
Epoch 76 iteration 10: 0.4344608187675476
Epoch 76 iteration 20: 0.44265782833099365
Epoch 76 iteration 30: 0.4284452795982361
Epoch 76 iteration 40: 0.46078914403915405
Epoch 77 iteration 0: 0.44372454285621643
Epoch 77 iteration 10: 0.4365790784358978
Epoch 77 iteration 20: 0.4781038165092468
Epoch 77 iteration 30: 0.4401455521583557
Epoch 77 iteration 40: 0.4410862624645233
Epoch 78 iteration 0: 0.42192891240119934
Epoch 78 iteration 10: 0.4545500576496124
Epoch 78 iteration 20: 0.4479762315750122
Epoch 78 iteration 30: 0.41744861006736755
Epoch 78 iteration 40: 0.41321834921836853
Epoch 79 iteration 0: 0.4502837657928467
Epoch 79 iteration 10: 0.42106691002845764
Epoch 79 iteration 20: 0.429534912109375
Epoch 79 iteration 30: 0.43135586380958557
Epoch 79 iteration 40: 0.43200573325157166
Epoch 80 iteration 0: 0.45493966341018677
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Epoch 80 iteration 20: 0.41923052072525024
Epoch 80 iteration 30: 0.4254673719406128
Epoch 80 iteration 40: 0.40828776359558105
/usr/local/lib/python3.8/dist-packages/paddle/framework/io.py:415: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated since Python 3.3, and in 3.10 it will stop working
if isinstance(obj, collections.Iterable) and not isinstance(obj, (
Evaluating...
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Epoch:80, time: 120.910180(s)
valid (NDCG@10: 0.5930, HR@10: 0.8260)
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100%|██████████| 6040/6040 [01:47<00:00, 56.24it/s]test (NDCG@10: 0.5641, HR@10: 0.7944)
Epoch 81 iteration 0: 0.4167369604110718
Epoch 81 iteration 10: 0.4125152826309204
Epoch 81 iteration 20: 0.41768205165863037
Epoch 81 iteration 30: 0.43567517399787903
Epoch 81 iteration 40: 0.4216114580631256
Epoch 82 iteration 0: 0.4511592388153076
Epoch 82 iteration 10: 0.4620310366153717
Epoch 82 iteration 20: 0.43143031001091003
Epoch 82 iteration 30: 0.4327489733695984
Epoch 82 iteration 40: 0.44264522194862366
Epoch 83 iteration 0: 0.4380006194114685
Epoch 83 iteration 10: 0.418443888425827
Epoch 83 iteration 20: 0.4397277235984802
Epoch 83 iteration 30: 0.4067656397819519
Epoch 83 iteration 40: 0.4177885055541992
Epoch 84 iteration 0: 0.4064759612083435
Epoch 84 iteration 10: 0.4143339991569519
Epoch 84 iteration 20: 0.42253753542900085
Epoch 84 iteration 30: 0.42245379090309143
Epoch 84 iteration 40: 0.4237002432346344
Epoch 85 iteration 0: 0.4139358699321747
Epoch 85 iteration 10: 0.4323832392692566
Epoch 85 iteration 20: 0.4445022642612457
Epoch 85 iteration 30: 0.4206000566482544
Epoch 85 iteration 40: 0.40890827775001526
Epoch 86 iteration 0: 0.41237711906433105
Epoch 86 iteration 10: 0.4079848527908325
Epoch 86 iteration 20: 0.4073672592639923
Epoch 86 iteration 30: 0.4063476026058197
Epoch 86 iteration 40: 0.40418311953544617
Epoch 87 iteration 0: 0.43100860714912415
Epoch 87 iteration 10: 0.423517107963562
Epoch 87 iteration 20: 0.4161640703678131
Epoch 87 iteration 30: 0.42758429050445557
Epoch 87 iteration 40: 0.42266973853111267
Epoch 88 iteration 0: 0.40316569805145264
Epoch 88 iteration 10: 0.4217594861984253
Epoch 88 iteration 20: 0.40873563289642334
Epoch 88 iteration 30: 0.41295596957206726
Epoch 88 iteration 40: 0.4168611168861389
Epoch 89 iteration 0: 0.4392387866973877
Epoch 89 iteration 10: 0.4228174388408661
Epoch 89 iteration 20: 0.41955146193504333
Epoch 89 iteration 30: 0.41720080375671387
Epoch 89 iteration 40: 0.41544410586357117
Epoch 90 iteration 0: 0.438976913690567
Epoch 90 iteration 10: 0.4191950261592865
Epoch 90 iteration 20: 0.4131694436073303
Epoch 90 iteration 30: 0.41787925362586975
Epoch 90 iteration 40: 0.4456130862236023
Epoch 91 iteration 0: 0.4123573899269104
Epoch 91 iteration 10: 0.4238278269767761
Epoch 91 iteration 20: 0.4089840054512024
Epoch 91 iteration 30: 0.41539135575294495
Epoch 91 iteration 40: 0.43168193101882935
Epoch 92 iteration 0: 0.41394999623298645
Epoch 92 iteration 10: 0.4277228116989136
Epoch 92 iteration 20: 0.42340773344039917
Epoch 92 iteration 30: 0.39989423751831055
Epoch 92 iteration 40: 0.41873669624328613
Epoch 93 iteration 0: 0.42627036571502686
Epoch 93 iteration 10: 0.4082880914211273
Epoch 93 iteration 20: 0.4302242696285248
Epoch 93 iteration 30: 0.4545554518699646
Epoch 93 iteration 40: 0.43152958154678345
Epoch 94 iteration 0: 0.43087130784988403
Epoch 94 iteration 10: 0.42573902010917664
Epoch 94 iteration 20: 0.3880771994590759
Epoch 94 iteration 30: 0.41351279616355896
Epoch 94 iteration 40: 0.403030663728714
Epoch 95 iteration 0: 0.38287118077278137
Epoch 95 iteration 10: 0.4154295325279236
Epoch 95 iteration 20: 0.3847507834434509
Epoch 95 iteration 30: 0.41862234473228455
Epoch 95 iteration 40: 0.4173702001571655
Epoch 96 iteration 0: 0.4233585000038147
Epoch 96 iteration 10: 0.40782129764556885
Epoch 96 iteration 20: 0.4098009467124939
Epoch 96 iteration 30: 0.4373042583465576
Epoch 96 iteration 40: 0.4177075922489166
Epoch 97 iteration 0: 0.4283876121044159
Epoch 97 iteration 10: 0.42071282863616943
Epoch 97 iteration 20: 0.40999656915664673
Epoch 97 iteration 30: 0.4298357367515564
Epoch 97 iteration 40: 0.42037057876586914
Epoch 98 iteration 0: 0.39276808500289917
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Epoch 98 iteration 20: 0.42989271879196167
Epoch 98 iteration 30: 0.4333934783935547
Epoch 98 iteration 40: 0.4184323251247406
Epoch 99 iteration 0: 0.40624967217445374
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Epoch 99 iteration 20: 0.45273998379707336
Epoch 99 iteration 30: 0.41484832763671875
Epoch 99 iteration 40: 0.41231849789619446
Epoch 100 iteration 0: 0.4105328619480133
Epoch 100 iteration 10: 0.42169493436813354
Epoch 100 iteration 20: 0.40946826338768005
Epoch 100 iteration 30: 0.4014812409877777
Epoch 100 iteration 40: 0.4155973792076111
Evaluating...
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Epoch:100, time: 152.639360(s)
valid (NDCG@10: 0.5951, HR@10: 0.8243)
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100%|██████████| 6040/6040 [01:46<00:00, 56.59it/s]test (NDCG@10: 0.5700, HR@10: 0.7977)
Epoch 101 iteration 0: 0.41100290417671204
Epoch 101 iteration 10: 0.4155612885951996
Epoch 101 iteration 20: 0.4116998612880707
Epoch 101 iteration 30: 0.41691091656684875
Epoch 101 iteration 40: 0.4212057590484619
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Epoch 102 iteration 30: 0.41111740469932556
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Epoch 103 iteration 20: 0.4250255227088928
Epoch 103 iteration 30: 0.4369068443775177
Epoch 103 iteration 40: 0.40927204489707947
Epoch 104 iteration 0: 0.41404569149017334
Epoch 104 iteration 10: 0.397371768951416
Epoch 104 iteration 20: 0.41643404960632324
Epoch 104 iteration 30: 0.3955371677875519
Epoch 104 iteration 40: 0.41150805354118347
Epoch 105 iteration 0: 0.4005572497844696
Epoch 105 iteration 10: 0.41338321566581726
Epoch 105 iteration 20: 0.3942123353481293
Epoch 105 iteration 30: 0.41005390882492065
Epoch 105 iteration 40: 0.39755964279174805
Epoch 106 iteration 0: 0.3957892060279846
Epoch 106 iteration 10: 0.4167023003101349
Epoch 106 iteration 20: 0.4117274582386017
Epoch 106 iteration 30: 0.4012052118778229
Epoch 106 iteration 40: 0.4038929045200348
Epoch 107 iteration 0: 0.39901021122932434
Epoch 107 iteration 10: 0.4290918707847595
Epoch 107 iteration 20: 0.4210803806781769
Epoch 107 iteration 30: 0.4212462604045868
Epoch 107 iteration 40: 0.40781888365745544
Epoch 108 iteration 0: 0.4278406798839569
Epoch 108 iteration 10: 0.40485283732414246
Epoch 108 iteration 20: 0.4031209647655487
Epoch 108 iteration 30: 0.4211786985397339
Epoch 108 iteration 40: 0.4292296767234802
Epoch 109 iteration 0: 0.4321993291378021
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Epoch 109 iteration 20: 0.41226544976234436
Epoch 109 iteration 30: 0.4402408301830292
Epoch 109 iteration 40: 0.4142315089702606
Epoch 110 iteration 0: 0.40594786405563354
Epoch 110 iteration 10: 0.4264540672302246
Epoch 110 iteration 20: 0.4100086987018585
Epoch 110 iteration 30: 0.4283471703529358
Epoch 110 iteration 40: 0.42006897926330566
Epoch 111 iteration 0: 0.3984278738498688
Epoch 111 iteration 10: 0.40253958106040955
Epoch 111 iteration 20: 0.401401162147522
Epoch 111 iteration 30: 0.39317041635513306
Epoch 111 iteration 40: 0.4186698794364929
Epoch 112 iteration 0: 0.3795580565929413
Epoch 112 iteration 10: 0.3893823027610779
Epoch 112 iteration 20: 0.40732529759407043
Epoch 112 iteration 30: 0.424934983253479
Epoch 112 iteration 40: 0.41788116097450256
Epoch 113 iteration 0: 0.40950942039489746
Epoch 113 iteration 10: 0.43046048283576965
Epoch 113 iteration 20: 0.4026520252227783
Epoch 113 iteration 30: 0.38316836953163147
Epoch 113 iteration 40: 0.4063571095466614
Epoch 114 iteration 0: 0.4166451692581177
Epoch 114 iteration 10: 0.4063934087753296
Epoch 114 iteration 20: 0.4027678668498993
Epoch 114 iteration 30: 0.4004853665828705
Epoch 114 iteration 40: 0.4019394516944885
Epoch 115 iteration 0: 0.38524171710014343
Epoch 115 iteration 10: 0.40569645166397095
Epoch 115 iteration 20: 0.393574982881546
Epoch 115 iteration 30: 0.39867979288101196
Epoch 115 iteration 40: 0.40099450945854187
Epoch 116 iteration 0: 0.4155779480934143
Epoch 116 iteration 10: 0.40524500608444214
Epoch 116 iteration 20: 0.38842588663101196
Epoch 116 iteration 30: 0.3987221121788025
Epoch 116 iteration 40: 0.425677627325058
Epoch 117 iteration 0: 0.37496963143348694
Epoch 117 iteration 10: 0.4113030433654785
Epoch 117 iteration 20: 0.4372314214706421
Epoch 117 iteration 30: 0.37943920493125916
Epoch 117 iteration 40: 0.4046962559223175
Epoch 118 iteration 0: 0.4167206585407257
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Epoch 118 iteration 20: 0.4050885736942291
Epoch 118 iteration 30: 0.4106275141239166
Epoch 118 iteration 40: 0.4016602635383606
Epoch 119 iteration 0: 0.39403000473976135
Epoch 119 iteration 10: 0.38601988554000854
Epoch 119 iteration 20: 0.3909117877483368
Epoch 119 iteration 30: 0.3986419439315796
Epoch 119 iteration 40: 0.3955274820327759
Epoch 120 iteration 0: 0.39216309785842896
Epoch 120 iteration 10: 0.42439714074134827
Epoch 120 iteration 20: 0.37820103764533997
Epoch 120 iteration 30: 0.4279194474220276
Epoch 120 iteration 40: 0.3865669071674347
Evaluating...
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Epoch:120, time: 184.651336(s)
valid (NDCG@10: 0.5923, HR@10: 0.8245)
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100%|██████████| 6040/6040 [01:41<00:00, 59.42it/s]test (NDCG@10: 0.5696, HR@10: 0.8010)
Epoch 121 iteration 0: 0.37473249435424805
Epoch 121 iteration 10: 0.3848552107810974
Epoch 121 iteration 20: 0.40762534737586975
Epoch 121 iteration 30: 0.41328465938568115
Epoch 121 iteration 40: 0.4297482967376709
Epoch 122 iteration 0: 0.3725680410861969
Epoch 122 iteration 10: 0.4155140817165375
Epoch 122 iteration 20: 0.43031635880470276
Epoch 122 iteration 30: 0.39436814188957214
Epoch 122 iteration 40: 0.39533472061157227
Epoch 123 iteration 0: 0.42726877331733704
Epoch 123 iteration 10: 0.3758397400379181
Epoch 123 iteration 20: 0.4156055748462677
Epoch 123 iteration 30: 0.4197288155555725
Epoch 123 iteration 40: 0.4026373624801636
Epoch 124 iteration 0: 0.38948896527290344
Epoch 124 iteration 10: 0.38293957710266113
Epoch 124 iteration 20: 0.4102879762649536
Epoch 124 iteration 30: 0.39124566316604614
Epoch 124 iteration 40: 0.39698782563209534
Epoch 125 iteration 0: 0.4034326374530792
Epoch 125 iteration 10: 0.4157346189022064
Epoch 125 iteration 20: 0.38834336400032043
Epoch 125 iteration 30: 0.4006716310977936
Epoch 125 iteration 40: 0.4139699339866638
Epoch 126 iteration 0: 0.4033071994781494
Epoch 126 iteration 10: 0.38305822014808655
Epoch 126 iteration 20: 0.38313695788383484
Epoch 126 iteration 30: 0.39442262053489685
Epoch 126 iteration 40: 0.4112635850906372
Epoch 127 iteration 0: 0.38788968324661255
Epoch 127 iteration 10: 0.3843240737915039
Epoch 127 iteration 20: 0.39333903789520264
Epoch 127 iteration 30: 0.4316995143890381
Epoch 127 iteration 40: 0.40682896971702576
Epoch 128 iteration 0: 0.38795971870422363
Epoch 128 iteration 10: 0.3942861557006836
Epoch 128 iteration 20: 0.37878164649009705
Epoch 128 iteration 30: 0.385923832654953
Epoch 128 iteration 40: 0.39984917640686035
Epoch 129 iteration 0: 0.40248122811317444
Epoch 129 iteration 10: 0.399949312210083
Epoch 129 iteration 20: 0.40411338210105896
Epoch 129 iteration 30: 0.39335256814956665
Epoch 129 iteration 40: 0.38494789600372314
Epoch 130 iteration 0: 0.437957763671875
Epoch 130 iteration 10: 0.4101186692714691
Epoch 130 iteration 20: 0.40654706954956055
Epoch 130 iteration 30: 0.3799907863140106
Epoch 130 iteration 40: 0.4107156991958618
Epoch 131 iteration 0: 0.4064631760120392
Epoch 131 iteration 10: 0.3872024416923523
Epoch 131 iteration 20: 0.40846216678619385
Epoch 131 iteration 30: 0.4268563687801361
Epoch 131 iteration 40: 0.39337751269340515
Epoch 132 iteration 0: 0.38140448927879333
Epoch 132 iteration 10: 0.3918369710445404
Epoch 132 iteration 20: 0.373928040266037
Epoch 132 iteration 30: 0.39438819885253906
Epoch 132 iteration 40: 0.4182506799697876
Epoch 133 iteration 0: 0.38371899724006653
Epoch 133 iteration 10: 0.3941915035247803
Epoch 133 iteration 20: 0.37469595670700073
Epoch 133 iteration 30: 0.3955870568752289
Epoch 133 iteration 40: 0.41383594274520874
Epoch 134 iteration 0: 0.39992159605026245
Epoch 134 iteration 10: 0.38082537055015564
Epoch 134 iteration 20: 0.39050406217575073
Epoch 134 iteration 30: 0.380146861076355
Epoch 134 iteration 40: 0.41488680243492126
Epoch 135 iteration 0: 0.39659827947616577
Epoch 135 iteration 10: 0.38989296555519104
Epoch 135 iteration 20: 0.39787814021110535
Epoch 135 iteration 30: 0.38898396492004395
Epoch 135 iteration 40: 0.3868052661418915
Epoch 136 iteration 0: 0.3806845247745514
Epoch 136 iteration 10: 0.4141966998577118
Epoch 136 iteration 20: 0.40485501289367676
Epoch 136 iteration 30: 0.3747440278530121
Epoch 136 iteration 40: 0.40922316908836365
Epoch 137 iteration 0: 0.3974723219871521
Epoch 137 iteration 10: 0.40552663803100586
Epoch 137 iteration 20: 0.4131351113319397
Epoch 137 iteration 30: 0.38534051179885864
Epoch 137 iteration 40: 0.3927108347415924
Epoch 138 iteration 0: 0.4010067880153656
Epoch 138 iteration 10: 0.37936004996299744
Epoch 138 iteration 20: 0.40132197737693787
Epoch 138 iteration 30: 0.41684430837631226
Epoch 138 iteration 40: 0.35706114768981934
Epoch 139 iteration 0: 0.37273502349853516
Epoch 139 iteration 10: 0.40125325322151184
Epoch 139 iteration 20: 0.37350672483444214
Epoch 139 iteration 30: 0.39703282713890076
Epoch 139 iteration 40: 0.37702512741088867
Epoch 140 iteration 0: 0.36929836869239807
Epoch 140 iteration 10: 0.4013112783432007
Epoch 140 iteration 20: 0.38744157552719116
Epoch 140 iteration 30: 0.38264861702919006
Epoch 140 iteration 40: 0.38932397961616516
Evaluating...
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Epoch:140, time: 214.282357(s)
valid (NDCG@10: 0.5985, HR@10: 0.8262)
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100%|██████████| 6040/6040 [01:41<00:00, 59.56it/s]test (NDCG@10: 0.5702, HR@10: 0.7988)
Epoch 141 iteration 0: 0.3887184262275696
Epoch 141 iteration 10: 0.3835621178150177
Epoch 141 iteration 20: 0.4089357852935791
Epoch 141 iteration 30: 0.4057707190513611
Epoch 141 iteration 40: 0.37215253710746765
Epoch 142 iteration 0: 0.3722020387649536
Epoch 142 iteration 10: 0.3813888728618622
Epoch 142 iteration 20: 0.3627656102180481
Epoch 142 iteration 30: 0.38980525732040405
Epoch 142 iteration 40: 0.38564372062683105
Epoch 143 iteration 0: 0.3732861876487732
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Epoch 143 iteration 30: 0.4124520719051361
Epoch 143 iteration 40: 0.3996104598045349
Epoch 144 iteration 0: 0.38925865292549133
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Epoch 144 iteration 20: 0.4003202021121979
Epoch 144 iteration 30: 0.38750913739204407
Epoch 144 iteration 40: 0.40735122561454773
Epoch 145 iteration 0: 0.4062782824039459
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Epoch 145 iteration 20: 0.40811875462532043
Epoch 145 iteration 30: 0.3919108808040619
Epoch 145 iteration 40: 0.38172271847724915
Epoch 146 iteration 0: 0.36969417333602905
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Epoch 146 iteration 20: 0.38933590054512024
Epoch 146 iteration 30: 0.390486478805542
Epoch 146 iteration 40: 0.39412638545036316
Epoch 147 iteration 0: 0.38406848907470703
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Epoch 147 iteration 20: 0.384674996137619
Epoch 147 iteration 30: 0.40199336409568787
Epoch 147 iteration 40: 0.37001273036003113