mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
12180 lines
No EOL
199 KiB
JSON
12180 lines
No EOL
199 KiB
JSON
{
|
|
"Accuracy": 72.61,
|
|
"Time": [
|
|
235.11000976249576,
|
|
48.85502056957727
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize",
|
|
"BadColor",
|
|
"BadSharpness",
|
|
"BadContrast",
|
|
"BadBrightness"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.2439162731170654,
|
|
"val_loss": 2.2906131744384766,
|
|
"acc": 17.73,
|
|
"time": 213.58368061995134,
|
|
"param": [
|
|
{
|
|
"p": 0.07545554637908936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07023253291845322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10051016509532928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054366763681173325,
|
|
"m": 0.9981635808944702
|
|
},
|
|
{
|
|
"p": 0.03710445016622543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057682447135448456,
|
|
"m": 0.9886893630027771
|
|
},
|
|
{
|
|
"p": 0.06386922299861908,
|
|
"m": 0.9991475939750671
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08276360481977463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04851290583610535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01858070120215416,
|
|
"m": 0.9968907237052917
|
|
},
|
|
{
|
|
"p": 0.06807678192853928,
|
|
"m": 0.9986266493797302
|
|
},
|
|
{
|
|
"p": 0.11111509054899216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10826589912176132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05014515668153763,
|
|
"m": 0.9963643550872803
|
|
},
|
|
{
|
|
"p": 0.03976454958319664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01355422381311655,
|
|
"m": 0.9958546161651611
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.2228951454162598,
|
|
"val_loss": 2.127006769180298,
|
|
"acc": 20.96,
|
|
"time": 232.67802478000522,
|
|
"param": [
|
|
{
|
|
"p": 0.09547169506549835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07737567275762558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05668991804122925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03770827129483223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0546836256980896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04179297387599945,
|
|
"m": 0.7167481184005737
|
|
},
|
|
{
|
|
"p": 0.06776517629623413,
|
|
"m": 0.9259936809539795
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9889812469482422
|
|
},
|
|
{
|
|
"p": 0.03744411841034889,
|
|
"m": 0.9013223052024841
|
|
},
|
|
{
|
|
"p": 0.08160840719938278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07108301669359207,
|
|
"m": 0.9274601340293884
|
|
},
|
|
{
|
|
"p": 0.0581531785428524,
|
|
"m": 0.9533242583274841
|
|
},
|
|
{
|
|
"p": 0.06771664321422577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13894163072109222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11098887026309967,
|
|
"m": 0.9292914271354675
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6398642659187317
|
|
},
|
|
{
|
|
"p": 0.0025767870247364044,
|
|
"m": 0.5971755981445312
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 2.0597712993621826,
|
|
"val_loss": 2.0642600059509277,
|
|
"acc": 25.39,
|
|
"time": 222.4713856850285,
|
|
"param": [
|
|
{
|
|
"p": 0.05519409105181694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07835200428962708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052949074655771255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04159340634942055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05461300536990166,
|
|
"m": 0.8019895553588867
|
|
},
|
|
{
|
|
"p": 0.07838169485330582,
|
|
"m": 0.5827728509902954
|
|
},
|
|
{
|
|
"p": 0.06863849610090256,
|
|
"m": 0.9147018194198608
|
|
},
|
|
{
|
|
"p": 0.04501418396830559,
|
|
"m": 0.9878370761871338
|
|
},
|
|
{
|
|
"p": 0.05533434823155403,
|
|
"m": 0.9995128512382507
|
|
},
|
|
{
|
|
"p": 0.059669021517038345,
|
|
"m": 0.9156737923622131
|
|
},
|
|
{
|
|
"p": 0.06025877594947815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05333944410085678,
|
|
"m": 0.9782359004020691
|
|
},
|
|
{
|
|
"p": 0.05892495810985565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021494170650839806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05745452269911766,
|
|
"m": 0.7809579968452454
|
|
},
|
|
{
|
|
"p": 0.07470585405826569,
|
|
"m": 0.9458926320075989
|
|
},
|
|
{
|
|
"p": 0.0452912412583828,
|
|
"m": 0.7357032895088196
|
|
},
|
|
{
|
|
"p": 0.03879174217581749,
|
|
"m": 0.7501422166824341
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 2.2059736251831055,
|
|
"val_loss": 1.9105446338653564,
|
|
"acc": 30.81,
|
|
"time": 217.41696794494055,
|
|
"param": [
|
|
{
|
|
"p": 0.049708347767591476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061091091483831406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06735493242740631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057357434183359146,
|
|
"m": 0.9745362997055054
|
|
},
|
|
{
|
|
"p": 0.10088014602661133,
|
|
"m": 0.8627095222473145
|
|
},
|
|
{
|
|
"p": 0.05220049247145653,
|
|
"m": 0.7749133110046387
|
|
},
|
|
{
|
|
"p": 0.03635057806968689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.068029023706913,
|
|
"m": 0.9780755639076233
|
|
},
|
|
{
|
|
"p": 0.06423972547054291,
|
|
"m": 0.9793978333473206
|
|
},
|
|
{
|
|
"p": 0.10188093036413193,
|
|
"m": 0.9149178862571716
|
|
},
|
|
{
|
|
"p": 0.04722480848431587,
|
|
"m": 0.9722895622253418
|
|
},
|
|
{
|
|
"p": 0.06788629293441772,
|
|
"m": 0.9945336580276489
|
|
},
|
|
{
|
|
"p": 0.06507154554128647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01096087135374546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04292582347989082,
|
|
"m": 0.7294221520423889
|
|
},
|
|
{
|
|
"p": 0.06506871432065964,
|
|
"m": 0.9984342455863953
|
|
},
|
|
{
|
|
"p": 0.02648359164595604,
|
|
"m": 0.6940726041793823
|
|
},
|
|
{
|
|
"p": 0.015285583212971687,
|
|
"m": 0.7282702922821045
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 2.0645012855529785,
|
|
"val_loss": 1.9975314140319824,
|
|
"acc": 30.58,
|
|
"time": 215.6917661470361,
|
|
"param": [
|
|
{
|
|
"p": 0.07827293127775192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05783853679895401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06743398308753967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09751784056425095,
|
|
"m": 0.974194347858429
|
|
},
|
|
{
|
|
"p": 0.07159162312746048,
|
|
"m": 0.570061981678009
|
|
},
|
|
{
|
|
"p": 0.06858117133378983,
|
|
"m": 0.6827160120010376
|
|
},
|
|
{
|
|
"p": 0.044184546917676926,
|
|
"m": 0.9348410367965698
|
|
},
|
|
{
|
|
"p": 0.004605176858603954,
|
|
"m": 0.9135645627975464
|
|
},
|
|
{
|
|
"p": 0.039896946400403976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07931264489889145,
|
|
"m": 0.7245526313781738
|
|
},
|
|
{
|
|
"p": 0.07157271355390549,
|
|
"m": 0.9954864382743835
|
|
},
|
|
{
|
|
"p": 0.052092134952545166,
|
|
"m": 0.9957730770111084
|
|
},
|
|
{
|
|
"p": 0.0379435196518898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007422804366797209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05293085053563118,
|
|
"m": 0.3945195972919464
|
|
},
|
|
{
|
|
"p": 0.08773034811019897,
|
|
"m": 0.9705753326416016
|
|
},
|
|
{
|
|
"p": 0.04432358220219612,
|
|
"m": 0.9695979356765747
|
|
},
|
|
{
|
|
"p": 0.036748722195625305,
|
|
"m": 0.8541004657745361
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.9623992443084717,
|
|
"val_loss": 1.9302928447723389,
|
|
"acc": 36.49,
|
|
"time": 211.78943283797707,
|
|
"param": [
|
|
{
|
|
"p": 0.11654384434223175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027796132490038872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037792883813381195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057748809456825256,
|
|
"m": 0.9705019593238831
|
|
},
|
|
{
|
|
"p": 0.0038672168739140034,
|
|
"m": 0.5773831009864807
|
|
},
|
|
{
|
|
"p": 0.025698013603687286,
|
|
"m": 0.47328948974609375
|
|
},
|
|
{
|
|
"p": 0.054029155522584915,
|
|
"m": 0.9068140983581543
|
|
},
|
|
{
|
|
"p": 0.07728306949138641,
|
|
"m": 0.8833155632019043
|
|
},
|
|
{
|
|
"p": 0.048724375665187836,
|
|
"m": 0.9358466267585754
|
|
},
|
|
{
|
|
"p": 0.049512092024087906,
|
|
"m": 0.6397425532341003
|
|
},
|
|
{
|
|
"p": 0.07913810759782791,
|
|
"m": 0.9917895197868347
|
|
},
|
|
{
|
|
"p": 0.07820343226194382,
|
|
"m": 0.939602792263031
|
|
},
|
|
{
|
|
"p": 0.07268844544887543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038259733468294144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08309027552604675,
|
|
"m": 0.12009716778993607
|
|
},
|
|
{
|
|
"p": 0.12433020770549774,
|
|
"m": 0.9876002669334412
|
|
},
|
|
{
|
|
"p": 0.025294173508882523,
|
|
"m": 0.9524527192115784
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.8515385389328003
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.9975985288619995,
|
|
"val_loss": 1.7742151021957397,
|
|
"acc": 38.51,
|
|
"time": 220.163807083969,
|
|
"param": [
|
|
{
|
|
"p": 0.07686731964349747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03595885634422302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04150556027889252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043904535472393036,
|
|
"m": 0.8538497686386108
|
|
},
|
|
{
|
|
"p": 0.014600494876503944,
|
|
"m": 0.44176316261291504
|
|
},
|
|
{
|
|
"p": 0.04015522450208664,
|
|
"m": 0.48602238297462463
|
|
},
|
|
{
|
|
"p": 0.04656684398651123,
|
|
"m": 0.8705810904502869
|
|
},
|
|
{
|
|
"p": 0.09334912151098251,
|
|
"m": 0.8312771320343018
|
|
},
|
|
{
|
|
"p": 0.08044280111789703,
|
|
"m": 0.9790924787521362
|
|
},
|
|
{
|
|
"p": 0.0849369615316391,
|
|
"m": 0.5873758792877197
|
|
},
|
|
{
|
|
"p": 0.07675956934690475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05646141618490219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07593642175197601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01947706565260887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04747012257575989,
|
|
"m": 0.13191001117229462
|
|
},
|
|
{
|
|
"p": 0.09792553633451462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034210026264190674,
|
|
"m": 0.9350016713142395
|
|
},
|
|
{
|
|
"p": 0.033472076058387756,
|
|
"m": 0.8688802123069763
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.9429293870925903,
|
|
"val_loss": 1.6951589584350586,
|
|
"acc": 41.27,
|
|
"time": 222.0502730240114,
|
|
"param": [
|
|
{
|
|
"p": 0.08765241503715515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04024973511695862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147384434938431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05606843903660774,
|
|
"m": 0.8243815302848816
|
|
},
|
|
{
|
|
"p": 0.029140153899788857,
|
|
"m": 0.1351461261510849
|
|
},
|
|
{
|
|
"p": 0.023849114775657654,
|
|
"m": 0.5900025963783264
|
|
},
|
|
{
|
|
"p": 0.08627793192863464,
|
|
"m": 0.8609896302223206
|
|
},
|
|
{
|
|
"p": 0.05524768307805061,
|
|
"m": 0.9299018383026123
|
|
},
|
|
{
|
|
"p": 0.058604296296834946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08708103001117706,
|
|
"m": 0.4016486704349518
|
|
},
|
|
{
|
|
"p": 0.056380610913038254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08240660279989243,
|
|
"m": 0.9832382798194885
|
|
},
|
|
{
|
|
"p": 0.04867353290319443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015432534739375114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07724671065807343,
|
|
"m": 0.013607476837933064
|
|
},
|
|
{
|
|
"p": 0.058384668081998825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03436608612537384,
|
|
"m": 0.9849838018417358
|
|
},
|
|
{
|
|
"p": 0.031464558094739914,
|
|
"m": 0.8867918848991394
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.9470553398132324,
|
|
"val_loss": 1.669704556465149,
|
|
"acc": 42.1,
|
|
"time": 219.83726360008586,
|
|
"param": [
|
|
{
|
|
"p": 0.06584366410970688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07751660794019699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047341685742139816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08487457036972046,
|
|
"m": 0.7751588821411133
|
|
},
|
|
{
|
|
"p": 0.042060960084199905,
|
|
"m": 0.12276355922222137
|
|
},
|
|
{
|
|
"p": 0.06216889247298241,
|
|
"m": 0.5604669451713562
|
|
},
|
|
{
|
|
"p": 0.11919442564249039,
|
|
"m": 0.8518803119659424
|
|
},
|
|
{
|
|
"p": 0.042016223073005676,
|
|
"m": 0.9975880980491638
|
|
},
|
|
{
|
|
"p": 0.03110775724053383,
|
|
"m": 0.9761372208595276
|
|
},
|
|
{
|
|
"p": 0.060340166091918945,
|
|
"m": 0.45906373858451843
|
|
},
|
|
{
|
|
"p": 0.05510808527469635,
|
|
"m": 0.9516122937202454
|
|
},
|
|
{
|
|
"p": 0.04242263734340668,
|
|
"m": 0.9457398653030396
|
|
},
|
|
{
|
|
"p": 0.0532010942697525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06034621223807335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09356804192066193,
|
|
"m": 0.17187608778476715
|
|
},
|
|
{
|
|
"p": 0.028734179213643074,
|
|
"m": 0.9804069399833679
|
|
},
|
|
{
|
|
"p": 0.025818249210715294,
|
|
"m": 0.9657986164093018
|
|
},
|
|
{
|
|
"p": 0.00833649281412363,
|
|
"m": 0.8651574850082397
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.8360460996627808,
|
|
"val_loss": 1.5817428827285767,
|
|
"acc": 43.5,
|
|
"time": 237.1449121920159,
|
|
"param": [
|
|
{
|
|
"p": 0.07906985282897949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030062807723879814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061204176396131516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06355097144842148,
|
|
"m": 0.8731949925422668
|
|
},
|
|
{
|
|
"p": 0.07635816931724548,
|
|
"m": 0.06314867734909058
|
|
},
|
|
{
|
|
"p": 0.005572191439568996,
|
|
"m": 0.39507943391799927
|
|
},
|
|
{
|
|
"p": 0.09246765077114105,
|
|
"m": 0.7883115410804749
|
|
},
|
|
{
|
|
"p": 0.04427284747362137,
|
|
"m": 0.9982398748397827
|
|
},
|
|
{
|
|
"p": 0.06738071143627167,
|
|
"m": 0.9861169457435608
|
|
},
|
|
{
|
|
"p": 0.08344398438930511,
|
|
"m": 0.5053640604019165
|
|
},
|
|
{
|
|
"p": 0.08325669914484024,
|
|
"m": 0.9946314692497253
|
|
},
|
|
{
|
|
"p": 0.06493078172206879,
|
|
"m": 0.9685344099998474
|
|
},
|
|
{
|
|
"p": 0.02767603099346161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014213802292943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08376583456993103,
|
|
"m": 0.2187976986169815
|
|
},
|
|
{
|
|
"p": 0.031990665942430496,
|
|
"m": 0.9751330018043518
|
|
},
|
|
{
|
|
"p": 0.08634774386882782,
|
|
"m": 0.9061419367790222
|
|
},
|
|
{
|
|
"p": 0.00443508755415678,
|
|
"m": 0.9133537411689758
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.8158828020095825,
|
|
"val_loss": 1.6873809099197388,
|
|
"acc": 41.7,
|
|
"time": 227.95145220402628,
|
|
"param": [
|
|
{
|
|
"p": 0.08045629411935806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05351981893181801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06437212973833084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04987388104200363,
|
|
"m": 0.9749333262443542
|
|
},
|
|
{
|
|
"p": 0.08067537099123001,
|
|
"m": 0.0793972760438919
|
|
},
|
|
{
|
|
"p": 0.06309837847948074,
|
|
"m": 0.4001815915107727
|
|
},
|
|
{
|
|
"p": 0.054416052997112274,
|
|
"m": 0.9598462581634521
|
|
},
|
|
{
|
|
"p": 0.07483630627393723,
|
|
"m": 0.996449887752533
|
|
},
|
|
{
|
|
"p": 0.04232615977525711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059244055300951004,
|
|
"m": 0.5893651843070984
|
|
},
|
|
{
|
|
"p": 0.048737652599811554,
|
|
"m": 0.998645544052124
|
|
},
|
|
{
|
|
"p": 0.047955550253391266,
|
|
"m": 0.9867171049118042
|
|
},
|
|
{
|
|
"p": 0.0694834515452385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.018042702227830887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07830748707056046,
|
|
"m": 0.27120497822761536
|
|
},
|
|
{
|
|
"p": 0.058376505970954895,
|
|
"m": 0.9803212881088257
|
|
},
|
|
{
|
|
"p": 0.03457310423254967,
|
|
"m": 0.7638921737670898
|
|
},
|
|
{
|
|
"p": 0.021705077961087227,
|
|
"m": 0.9138670563697815
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.889372706413269,
|
|
"val_loss": 1.5066468715667725,
|
|
"acc": 45.81,
|
|
"time": 213.33007526490837,
|
|
"param": [
|
|
{
|
|
"p": 0.07441040128469467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042459260672330856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06020277738571167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05938548967242241,
|
|
"m": 0.9627346992492676
|
|
},
|
|
{
|
|
"p": 0.06701461970806122,
|
|
"m": 0.16581302881240845
|
|
},
|
|
{
|
|
"p": 0.045899648219347,
|
|
"m": 0.3666374385356903
|
|
},
|
|
{
|
|
"p": 0.05745670571923256,
|
|
"m": 0.9992920160293579
|
|
},
|
|
{
|
|
"p": 0.05608125403523445,
|
|
"m": 0.9688020348548889
|
|
},
|
|
{
|
|
"p": 0.07735240459442139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050194088369607925,
|
|
"m": 0.6230248808860779
|
|
},
|
|
{
|
|
"p": 0.07717995345592499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06019184738397598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049096670001745224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03800247982144356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06991604715585709,
|
|
"m": 0.38336870074272156
|
|
},
|
|
{
|
|
"p": 0.05871812626719475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033975888043642044,
|
|
"m": 0.9145530462265015
|
|
},
|
|
{
|
|
"p": 0.022462332621216774,
|
|
"m": 0.9090268015861511
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.8539910316467285,
|
|
"val_loss": 1.5830806493759155,
|
|
"acc": 45.43,
|
|
"time": 227.3731968589127,
|
|
"param": [
|
|
{
|
|
"p": 0.06749315559864044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046048883348703384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07992178201675415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056741733103990555,
|
|
"m": 0.9673258662223816
|
|
},
|
|
{
|
|
"p": 0.0290853101760149,
|
|
"m": 0.145529642701149
|
|
},
|
|
{
|
|
"p": 0.04614461213350296,
|
|
"m": 0.49540814757347107
|
|
},
|
|
{
|
|
"p": 0.0773906484246254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09165031462907791,
|
|
"m": 0.9881290793418884
|
|
},
|
|
{
|
|
"p": 0.06730134040117264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06522049754858017,
|
|
"m": 0.6250289082527161
|
|
},
|
|
{
|
|
"p": 0.044328171759843826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08769292384386063,
|
|
"m": 0.9663046598434448
|
|
},
|
|
{
|
|
"p": 0.06895659863948822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01105375774204731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04902365431189537,
|
|
"m": 0.454109787940979
|
|
},
|
|
{
|
|
"p": 0.06535501778125763,
|
|
"m": 0.9821591377258301
|
|
},
|
|
{
|
|
"p": 0.017887286841869354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02870430052280426,
|
|
"m": 0.9638270139694214
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.7486186027526855,
|
|
"val_loss": 1.5229147672653198,
|
|
"acc": 48.29,
|
|
"time": 220.22609422798268,
|
|
"param": [
|
|
{
|
|
"p": 0.09323321282863617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046604692935943604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04943065717816353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06819232553243637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09862455725669861,
|
|
"m": 0.1297735720872879
|
|
},
|
|
{
|
|
"p": 0.010157969780266285,
|
|
"m": 0.5141693353652954
|
|
},
|
|
{
|
|
"p": 0.0989818423986435,
|
|
"m": 0.9969848394393921
|
|
},
|
|
{
|
|
"p": 0.07515519857406616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044329069554805756,
|
|
"m": 0.9759835004806519
|
|
},
|
|
{
|
|
"p": 0.0565970279276371,
|
|
"m": 0.63144850730896
|
|
},
|
|
{
|
|
"p": 0.06714962422847748,
|
|
"m": 0.9753375053405762
|
|
},
|
|
{
|
|
"p": 0.05884234607219696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060738563537597656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0001321895542787388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08966919034719467,
|
|
"m": 0.44374871253967285
|
|
},
|
|
{
|
|
"p": 0.06597251445055008,
|
|
"m": 0.9971620440483093
|
|
},
|
|
{
|
|
"p": 0.006360937841236591,
|
|
"m": 0.9305042028427124
|
|
},
|
|
{
|
|
"p": 0.009827991016209126,
|
|
"m": 0.867715060710907
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.7053457498550415,
|
|
"val_loss": 1.4947010278701782,
|
|
"acc": 47.2,
|
|
"time": 224.46613248297945,
|
|
"param": [
|
|
{
|
|
"p": 0.03339771553874016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034105218946933746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09822903573513031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09706664085388184,
|
|
"m": 0.9970065951347351
|
|
},
|
|
{
|
|
"p": 0.07116817682981491,
|
|
"m": 0.1731841266155243
|
|
},
|
|
{
|
|
"p": 0.05311772972345352,
|
|
"m": 0.5237135291099548
|
|
},
|
|
{
|
|
"p": 0.06955774873495102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05988185480237007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01270256843417883,
|
|
"m": 0.9762845039367676
|
|
},
|
|
{
|
|
"p": 0.0839538499712944,
|
|
"m": 0.7254699468612671
|
|
},
|
|
{
|
|
"p": 0.037480782717466354,
|
|
"m": 0.9272335767745972
|
|
},
|
|
{
|
|
"p": 0.053377915173769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060679011046886444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07134280353784561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09419582784175873,
|
|
"m": 0.5526241660118103
|
|
},
|
|
{
|
|
"p": 0.06786283850669861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9487202763557434
|
|
},
|
|
{
|
|
"p": 0.0018802958074957132,
|
|
"m": 0.8662325143814087
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.8717288970947266,
|
|
"val_loss": 1.371372938156128,
|
|
"acc": 50.13,
|
|
"time": 215.55051737604663,
|
|
"param": [
|
|
{
|
|
"p": 0.055540602654218674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050405219197273254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05881451442837715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05018746107816696,
|
|
"m": 0.9904841184616089
|
|
},
|
|
{
|
|
"p": 0.03409971669316292,
|
|
"m": 0.17167358100414276
|
|
},
|
|
{
|
|
"p": 0.07270491123199463,
|
|
"m": 0.42764654755592346
|
|
},
|
|
{
|
|
"p": 0.049780432134866714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06190962344408035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0701901912689209,
|
|
"m": 0.9704076647758484
|
|
},
|
|
{
|
|
"p": 0.05477142706513405,
|
|
"m": 0.7460166811943054
|
|
},
|
|
{
|
|
"p": 0.06040196865797043,
|
|
"m": 0.9269204139709473
|
|
},
|
|
{
|
|
"p": 0.0950690284371376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07597513496875763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02799931727349758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10383548587560654,
|
|
"m": 0.5899078249931335
|
|
},
|
|
{
|
|
"p": 0.07210513204336166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0062098316848278046,
|
|
"m": 0.8359946608543396
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7044646143913269
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.8771374225616455,
|
|
"val_loss": 1.3916981220245361,
|
|
"acc": 50.19,
|
|
"time": 222.61443312990014,
|
|
"param": [
|
|
{
|
|
"p": 0.07662452012300491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0394764244556427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05309799313545227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047228727489709854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06497672200202942,
|
|
"m": 0.19396241009235382
|
|
},
|
|
{
|
|
"p": 0.06754502654075623,
|
|
"m": 0.46071141958236694
|
|
},
|
|
{
|
|
"p": 0.08430129289627075,
|
|
"m": 0.9957197904586792
|
|
},
|
|
{
|
|
"p": 0.05550757423043251,
|
|
"m": 0.9427400827407837
|
|
},
|
|
{
|
|
"p": 0.06285583227872849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05997896194458008,
|
|
"m": 0.7733023762702942
|
|
},
|
|
{
|
|
"p": 0.07258272171020508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07073380798101425,
|
|
"m": 0.999122679233551
|
|
},
|
|
{
|
|
"p": 0.052726518362760544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026105018332600594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06816521286964417,
|
|
"m": 0.6523654460906982
|
|
},
|
|
{
|
|
"p": 0.07322946190834045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01949389837682247,
|
|
"m": 0.756409227848053
|
|
},
|
|
{
|
|
"p": 0.005370170809328556,
|
|
"m": 0.7000340223312378
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.7692948579788208,
|
|
"val_loss": 1.3359653949737549,
|
|
"acc": 49.83,
|
|
"time": 215.21126846398693,
|
|
"param": [
|
|
{
|
|
"p": 0.05170995369553566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04549714922904968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059844329953193665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042767517268657684,
|
|
"m": 0.9974955916404724
|
|
},
|
|
{
|
|
"p": 0.05921105667948723,
|
|
"m": 0.22320422530174255
|
|
},
|
|
{
|
|
"p": 0.04446158930659294,
|
|
"m": 0.39358434081077576
|
|
},
|
|
{
|
|
"p": 0.05605495721101761,
|
|
"m": 0.9832705855369568
|
|
},
|
|
{
|
|
"p": 0.057065729051828384,
|
|
"m": 0.9994871616363525
|
|
},
|
|
{
|
|
"p": 0.060613151639699936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06105104461312294,
|
|
"m": 0.7477964162826538
|
|
},
|
|
{
|
|
"p": 0.0546962209045887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06751921772956848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06473524123430252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05235600471496582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06945435702800751,
|
|
"m": 0.6461313962936401
|
|
},
|
|
{
|
|
"p": 0.07271206378936768,
|
|
"m": 0.976955771446228
|
|
},
|
|
{
|
|
"p": 0.04183635115623474,
|
|
"m": 0.8214613199234009
|
|
},
|
|
{
|
|
"p": 0.038414016366004944,
|
|
"m": 0.6863999366760254
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.7801510095596313,
|
|
"val_loss": 1.5234533548355103,
|
|
"acc": 51.87,
|
|
"time": 217.0402884160867,
|
|
"param": [
|
|
{
|
|
"p": 0.08306913822889328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03291439637541771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08235581964254379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05329069495201111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0540183000266552,
|
|
"m": 0.2010417878627777
|
|
},
|
|
{
|
|
"p": 0.04121297225356102,
|
|
"m": 0.5108712315559387
|
|
},
|
|
{
|
|
"p": 0.06248445436358452,
|
|
"m": 0.9604591727256775
|
|
},
|
|
{
|
|
"p": 0.06538234651088715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04012305289506912,
|
|
"m": 0.9701322913169861
|
|
},
|
|
{
|
|
"p": 0.06737174838781357,
|
|
"m": 0.6172490119934082
|
|
},
|
|
{
|
|
"p": 0.057479310780763626,
|
|
"m": 0.9784306883811951
|
|
},
|
|
{
|
|
"p": 0.05132180452346802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.075370654463768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03175982087850571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.065900057554245,
|
|
"m": 0.6837430000305176
|
|
},
|
|
{
|
|
"p": 0.08805382996797562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021081814542412758,
|
|
"m": 0.9093441367149353
|
|
},
|
|
{
|
|
"p": 0.026809796690940857,
|
|
"m": 0.8000316619873047
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.7100521326065063,
|
|
"val_loss": 1.354296088218689,
|
|
"acc": 51.64,
|
|
"time": 221.84093915391713,
|
|
"param": [
|
|
{
|
|
"p": 0.05592960864305496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04465296491980553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07717733085155487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07001756131649017,
|
|
"m": 0.9947506785392761
|
|
},
|
|
{
|
|
"p": 0.06041920185089111,
|
|
"m": 0.18434955179691315
|
|
},
|
|
{
|
|
"p": 0.06425810605287552,
|
|
"m": 0.46868523955345154
|
|
},
|
|
{
|
|
"p": 0.05899754911661148,
|
|
"m": 0.9858505725860596
|
|
},
|
|
{
|
|
"p": 0.05649702623486519,
|
|
"m": 0.9117839932441711
|
|
},
|
|
{
|
|
"p": 0.05840834602713585,
|
|
"m": 0.9695655107498169
|
|
},
|
|
{
|
|
"p": 0.05022445321083069,
|
|
"m": 0.6870070099830627
|
|
},
|
|
{
|
|
"p": 0.06709279865026474,
|
|
"m": 0.9952455759048462
|
|
},
|
|
{
|
|
"p": 0.06242073327302933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05650738999247551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015322189778089523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164926081895828,
|
|
"m": 0.706630527973175
|
|
},
|
|
{
|
|
"p": 0.05602730065584183,
|
|
"m": 0.9952389001846313
|
|
},
|
|
{
|
|
"p": 0.02575608715415001,
|
|
"m": 0.9182877540588379
|
|
},
|
|
{
|
|
"p": 0.048642151057720184,
|
|
"m": 0.8896843791007996
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.850435495376587,
|
|
"val_loss": 1.3609967231750488,
|
|
"acc": 50.72,
|
|
"time": 216.66959132999182,
|
|
"param": [
|
|
{
|
|
"p": 0.07956044375896454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03770815208554268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055694375187158585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08209076523780823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06783683598041534,
|
|
"m": 0.23894722759723663
|
|
},
|
|
{
|
|
"p": 0.05268706753849983,
|
|
"m": 0.48045772314071655
|
|
},
|
|
{
|
|
"p": 0.07400399446487427,
|
|
"m": 0.9955153465270996
|
|
},
|
|
{
|
|
"p": 0.04154674708843231,
|
|
"m": 0.9426189661026001
|
|
},
|
|
{
|
|
"p": 0.06317480653524399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07263299822807312,
|
|
"m": 0.6960235834121704
|
|
},
|
|
{
|
|
"p": 0.04777852073311806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07329108566045761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04383143410086632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0327414833009243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06620916724205017,
|
|
"m": 0.7462530136108398
|
|
},
|
|
{
|
|
"p": 0.070310577750206,
|
|
"m": 0.992587149143219
|
|
},
|
|
{
|
|
"p": 0.02886970341205597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01003193762153387,
|
|
"m": 0.9728845357894897
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.7669569253921509,
|
|
"val_loss": 1.3927559852600098,
|
|
"acc": 53.86,
|
|
"time": 219.6055035799509,
|
|
"param": [
|
|
{
|
|
"p": 0.052607323974370956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047025006264448166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05955883115530014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05607522651553154,
|
|
"m": 0.992099404335022
|
|
},
|
|
{
|
|
"p": 0.07070951908826828,
|
|
"m": 0.1949402242898941
|
|
},
|
|
{
|
|
"p": 0.04516638070344925,
|
|
"m": 0.4927935302257538
|
|
},
|
|
{
|
|
"p": 0.059522032737731934,
|
|
"m": 0.9753562808036804
|
|
},
|
|
{
|
|
"p": 0.06546100229024887,
|
|
"m": 0.9715405702590942
|
|
},
|
|
{
|
|
"p": 0.06640736758708954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05721627175807953,
|
|
"m": 0.5882822871208191
|
|
},
|
|
{
|
|
"p": 0.052938733249902725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06281735748052597,
|
|
"m": 0.9962509274482727
|
|
},
|
|
{
|
|
"p": 0.07305261492729187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03197181597352028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0638212189078331,
|
|
"m": 0.7749386429786682
|
|
},
|
|
{
|
|
"p": 0.06949634850025177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03008073754608631,
|
|
"m": 0.9978718161582947
|
|
},
|
|
{
|
|
"p": 0.0360722579061985,
|
|
"m": 0.9901314973831177
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.593966007232666,
|
|
"val_loss": 1.280327320098877,
|
|
"acc": 54.24,
|
|
"time": 223.38487372896634,
|
|
"param": [
|
|
{
|
|
"p": 0.05649396777153015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047755416482686996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0668700635433197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05297962203621864,
|
|
"m": 0.9954553246498108
|
|
},
|
|
{
|
|
"p": 0.07003096491098404,
|
|
"m": 0.22986631095409393
|
|
},
|
|
{
|
|
"p": 0.06968342512845993,
|
|
"m": 0.3227742910385132
|
|
},
|
|
{
|
|
"p": 0.06093730032444,
|
|
"m": 0.9971291422843933
|
|
},
|
|
{
|
|
"p": 0.05410276725888252,
|
|
"m": 0.9775134921073914
|
|
},
|
|
{
|
|
"p": 0.051134563982486725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.065045565366745,
|
|
"m": 0.55953049659729
|
|
},
|
|
{
|
|
"p": 0.050318047404289246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07614193856716156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0767807736992836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03503309190273285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05052739009261131,
|
|
"m": 0.7977370619773865
|
|
},
|
|
{
|
|
"p": 0.06172151491045952,
|
|
"m": 0.9858973026275635
|
|
},
|
|
{
|
|
"p": 0.0345102995634079,
|
|
"m": 0.926795244216919
|
|
},
|
|
{
|
|
"p": 0.019933372735977173,
|
|
"m": 0.9176356196403503
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.5794968605041504,
|
|
"val_loss": 1.3263330459594727,
|
|
"acc": 53.46,
|
|
"time": 214.09427077393048,
|
|
"param": [
|
|
{
|
|
"p": 0.06787886470556259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05114731565117836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06642825156450272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0610874705016613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05130758881568909,
|
|
"m": 0.1696266233921051
|
|
},
|
|
{
|
|
"p": 0.07197922468185425,
|
|
"m": 0.47238537669181824
|
|
},
|
|
{
|
|
"p": 0.04638856276869774,
|
|
"m": 0.9913702607154846
|
|
},
|
|
{
|
|
"p": 0.06045755371451378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04097677394747734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046789560467004776,
|
|
"m": 0.4684291481971741
|
|
},
|
|
{
|
|
"p": 0.05450786277651787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05579084903001785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058275461196899414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031624604016542435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0654476061463356,
|
|
"m": 0.8305205702781677
|
|
},
|
|
{
|
|
"p": 0.07052473723888397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04766308143734932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05172457545995712,
|
|
"m": 0.9514183402061462
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.5995254516601562,
|
|
"val_loss": 1.2968711853027344,
|
|
"acc": 52.93,
|
|
"time": 224.00980101607274,
|
|
"param": [
|
|
{
|
|
"p": 0.05683177337050438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0462505929172039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07273504137992859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05034280940890312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053622953593730927,
|
|
"m": 0.31628504395484924
|
|
},
|
|
{
|
|
"p": 0.043389175087213516,
|
|
"m": 0.5010443329811096
|
|
},
|
|
{
|
|
"p": 0.05379948765039444,
|
|
"m": 0.9801086783409119
|
|
},
|
|
{
|
|
"p": 0.05772288516163826,
|
|
"m": 0.9326202869415283
|
|
},
|
|
{
|
|
"p": 0.05392460897564888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04849465563893318,
|
|
"m": 0.38946813344955444
|
|
},
|
|
{
|
|
"p": 0.06117931008338928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061577510088682175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07653701305389404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03972643241286278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07620327174663544,
|
|
"m": 0.8342635631561279
|
|
},
|
|
{
|
|
"p": 0.08638591319322586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03113642707467079,
|
|
"m": 0.9777707457542419
|
|
},
|
|
{
|
|
"p": 0.0301401037722826,
|
|
"m": 0.9834005832672119
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.4975378513336182,
|
|
"val_loss": 1.3604846000671387,
|
|
"acc": 52.87,
|
|
"time": 216.39597823703662,
|
|
"param": [
|
|
{
|
|
"p": 0.07095010578632355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030196426436305046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06737236678600311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05466846004128456,
|
|
"m": 0.9282135963439941
|
|
},
|
|
{
|
|
"p": 0.05327964201569557,
|
|
"m": 0.31477928161621094
|
|
},
|
|
{
|
|
"p": 0.0533965565264225,
|
|
"m": 0.5651541352272034
|
|
},
|
|
{
|
|
"p": 0.05566415563225746,
|
|
"m": 0.9908881187438965
|
|
},
|
|
{
|
|
"p": 0.046320393681526184,
|
|
"m": 0.9624421000480652
|
|
},
|
|
{
|
|
"p": 0.07484707981348038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07266201078891754,
|
|
"m": 0.14585132896900177
|
|
},
|
|
{
|
|
"p": 0.05129249393939972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08489926904439926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07891830801963806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04236230254173279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03466647118330002,
|
|
"m": 0.8652210831642151
|
|
},
|
|
{
|
|
"p": 0.07549241930246353,
|
|
"m": 0.9991511702537537
|
|
},
|
|
{
|
|
"p": 0.02534767985343933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02766384929418564,
|
|
"m": 0.9998524785041809
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.8321318626403809,
|
|
"val_loss": 1.2706836462020874,
|
|
"acc": 56.09,
|
|
"time": 219.2070349541027,
|
|
"param": [
|
|
{
|
|
"p": 0.061541441828012466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059349220246076584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08397311717271805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043750472366809845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05726286396384239,
|
|
"m": 0.31783029437065125
|
|
},
|
|
{
|
|
"p": 0.024942928925156593,
|
|
"m": 0.5825336575508118
|
|
},
|
|
{
|
|
"p": 0.03752845525741577,
|
|
"m": 0.9932862520217896
|
|
},
|
|
{
|
|
"p": 0.054201334714889526,
|
|
"m": 0.9979259967803955
|
|
},
|
|
{
|
|
"p": 0.07195934653282166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04297864809632301,
|
|
"m": 0.17531141638755798
|
|
},
|
|
{
|
|
"p": 0.06403025984764099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08104307949542999,
|
|
"m": 0.9978374242782593
|
|
},
|
|
{
|
|
"p": 0.08296376466751099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0260806605219841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0649600550532341,
|
|
"m": 0.8615325689315796
|
|
},
|
|
{
|
|
"p": 0.08629028499126434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029303334653377533,
|
|
"m": 0.9783321619033813
|
|
},
|
|
{
|
|
"p": 0.027840720489621162,
|
|
"m": 0.9692274332046509
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.7956632375717163,
|
|
"val_loss": 1.3502771854400635,
|
|
"acc": 56.29,
|
|
"time": 220.2667788200779,
|
|
"param": [
|
|
{
|
|
"p": 0.05334220081567764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05799416825175285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0638294443488121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06039300188422203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061999380588531494,
|
|
"m": 0.3360412120819092
|
|
},
|
|
{
|
|
"p": 0.03439037501811981,
|
|
"m": 0.6420909762382507
|
|
},
|
|
{
|
|
"p": 0.071335069835186,
|
|
"m": 0.9942936897277832
|
|
},
|
|
{
|
|
"p": 0.060584865510463715,
|
|
"m": 0.9767212867736816
|
|
},
|
|
{
|
|
"p": 0.07406489551067352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07413260638713837,
|
|
"m": 0.15437084436416626
|
|
},
|
|
{
|
|
"p": 0.07368997484445572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04354824498295784,
|
|
"m": 0.9768264293670654
|
|
},
|
|
{
|
|
"p": 0.05416834354400635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05110279470682144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0487246960401535,
|
|
"m": 0.9050194025039673
|
|
},
|
|
{
|
|
"p": 0.0681605413556099,
|
|
"m": 0.9825571775436401
|
|
},
|
|
{
|
|
"p": 0.026206692680716515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022332768887281418,
|
|
"m": 0.9799454212188721
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.6362329721450806,
|
|
"val_loss": 1.2264297008514404,
|
|
"acc": 55.53,
|
|
"time": 217.36929487797897,
|
|
"param": [
|
|
{
|
|
"p": 0.05474849045276642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052697353065013885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06523995101451874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05559879541397095,
|
|
"m": 0.9827522039413452
|
|
},
|
|
{
|
|
"p": 0.04177609086036682,
|
|
"m": 0.3325977027416229
|
|
},
|
|
{
|
|
"p": 0.04344356060028076,
|
|
"m": 0.562992513179779
|
|
},
|
|
{
|
|
"p": 0.06501395255327225,
|
|
"m": 0.9964759349822998
|
|
},
|
|
{
|
|
"p": 0.0629715844988823,
|
|
"m": 0.9772969484329224
|
|
},
|
|
{
|
|
"p": 0.05821898579597473,
|
|
"m": 0.9981158971786499
|
|
},
|
|
{
|
|
"p": 0.06139928102493286,
|
|
"m": 0.12277693301439285
|
|
},
|
|
{
|
|
"p": 0.06610792875289917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06195920333266258,
|
|
"m": 0.9654881358146667
|
|
},
|
|
{
|
|
"p": 0.06764257699251175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03452414274215698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06328997761011124,
|
|
"m": 0.9519785642623901
|
|
},
|
|
{
|
|
"p": 0.06023084372282028,
|
|
"m": 0.9776755571365356
|
|
},
|
|
{
|
|
"p": 0.042854346334934235,
|
|
"m": 0.9914423227310181
|
|
},
|
|
{
|
|
"p": 0.04228296875953674,
|
|
"m": 0.9976778626441956
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.5334619283676147,
|
|
"val_loss": 1.2605563402175903,
|
|
"acc": 54.43,
|
|
"time": 226.03709083097056,
|
|
"param": [
|
|
{
|
|
"p": 0.06627129018306732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030380968004465103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07340780645608902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03943117335438728,
|
|
"m": 0.9790409207344055
|
|
},
|
|
{
|
|
"p": 0.058787088841199875,
|
|
"m": 0.28549450635910034
|
|
},
|
|
{
|
|
"p": 0.05184517800807953,
|
|
"m": 0.6328721642494202
|
|
},
|
|
{
|
|
"p": 0.06198618561029434,
|
|
"m": 0.8864668011665344
|
|
},
|
|
{
|
|
"p": 0.048624198883771896,
|
|
"m": 0.9079006314277649
|
|
},
|
|
{
|
|
"p": 0.06110062077641487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06678058207035065,
|
|
"m": 0.23072777688503265
|
|
},
|
|
{
|
|
"p": 0.05532344430685043,
|
|
"m": 0.9885250926017761
|
|
},
|
|
{
|
|
"p": 0.0759463757276535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152127474546432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047042299062013626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056147582828998566,
|
|
"m": 0.9681531190872192
|
|
},
|
|
{
|
|
"p": 0.0715562030673027,
|
|
"m": 0.9866534471511841
|
|
},
|
|
{
|
|
"p": 0.024766692891716957,
|
|
"m": 0.9432806372642517
|
|
},
|
|
{
|
|
"p": 0.03908100724220276,
|
|
"m": 0.9511277675628662
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.4747447967529297,
|
|
"val_loss": 1.2315645217895508,
|
|
"acc": 56.57,
|
|
"time": 216.52819432597607,
|
|
"param": [
|
|
{
|
|
"p": 0.0600118562579155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04159693419933319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07484520971775055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05665436387062073,
|
|
"m": 0.966289222240448
|
|
},
|
|
{
|
|
"p": 0.021862484514713287,
|
|
"m": 0.3355903625488281
|
|
},
|
|
{
|
|
"p": 0.04352760687470436,
|
|
"m": 0.5297437906265259
|
|
},
|
|
{
|
|
"p": 0.06685461103916168,
|
|
"m": 0.9473702907562256
|
|
},
|
|
{
|
|
"p": 0.03921693563461304,
|
|
"m": 0.9495493173599243
|
|
},
|
|
{
|
|
"p": 0.08029501885175705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0595366470515728,
|
|
"m": 0.22608762979507446
|
|
},
|
|
{
|
|
"p": 0.08230511099100113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0804615169763565,
|
|
"m": 0.8854629397392273
|
|
},
|
|
{
|
|
"p": 0.07581690698862076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012739819474518299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05392561852931976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057392362505197525,
|
|
"m": 0.9005159139633179
|
|
},
|
|
{
|
|
"p": 0.05506790429353714,
|
|
"m": 0.9999051094055176
|
|
},
|
|
{
|
|
"p": 0.03788905590772629,
|
|
"m": 0.9807254672050476
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.5861462354660034,
|
|
"val_loss": 1.146217942237854,
|
|
"acc": 57.28,
|
|
"time": 210.30259881995153,
|
|
"param": [
|
|
{
|
|
"p": 0.07922922074794769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025573035702109337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08281289786100388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046045009046792984,
|
|
"m": 0.9997198581695557
|
|
},
|
|
{
|
|
"p": 0.050378963351249695,
|
|
"m": 0.28310343623161316
|
|
},
|
|
{
|
|
"p": 0.03716897591948509,
|
|
"m": 0.6780962347984314
|
|
},
|
|
{
|
|
"p": 0.05015338957309723,
|
|
"m": 0.9972348213195801
|
|
},
|
|
{
|
|
"p": 0.04903765022754669,
|
|
"m": 0.8813371658325195
|
|
},
|
|
{
|
|
"p": 0.0632539764046669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07024122029542923,
|
|
"m": 0.22573652863502502
|
|
},
|
|
{
|
|
"p": 0.05251589044928551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06722382456064224,
|
|
"m": 0.9084365367889404
|
|
},
|
|
{
|
|
"p": 0.0638987347483635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044205281883478165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07528187334537506,
|
|
"m": 0.9941371083259583
|
|
},
|
|
{
|
|
"p": 0.07837732136249542,
|
|
"m": 0.9270577430725098
|
|
},
|
|
{
|
|
"p": 0.03298788517713547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03161492198705673,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.6629341840744019,
|
|
"val_loss": 1.3532841205596924,
|
|
"acc": 57.21,
|
|
"time": 210.8917309580138,
|
|
"param": [
|
|
{
|
|
"p": 0.06849826872348785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04275399073958397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05241207405924797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05611612647771835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04562879726290703,
|
|
"m": 0.3058367371559143
|
|
},
|
|
{
|
|
"p": 0.044442616403102875,
|
|
"m": 0.5869453549385071
|
|
},
|
|
{
|
|
"p": 0.05646754801273346,
|
|
"m": 0.9745656251907349
|
|
},
|
|
{
|
|
"p": 0.06920535117387772,
|
|
"m": 0.9588905572891235
|
|
},
|
|
{
|
|
"p": 0.07469931989908218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05681191384792328,
|
|
"m": 0.04380456358194351
|
|
},
|
|
{
|
|
"p": 0.06125515699386597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05439875274896622,
|
|
"m": 0.8959655165672302
|
|
},
|
|
{
|
|
"p": 0.06270274519920349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04811575263738632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056334976106882095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056712932884693146,
|
|
"m": 0.9396350383758545
|
|
},
|
|
{
|
|
"p": 0.05152393504977226,
|
|
"m": 0.9920181632041931
|
|
},
|
|
{
|
|
"p": 0.04191980138421059,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.6560975313186646,
|
|
"val_loss": 1.1379197835922241,
|
|
"acc": 57.72,
|
|
"time": 225.49342999991495,
|
|
"param": [
|
|
{
|
|
"p": 0.07125788927078247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015481891110539436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08658859133720398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04396555572748184,
|
|
"m": 0.9630133509635925
|
|
},
|
|
{
|
|
"p": 0.05547125265002251,
|
|
"m": 0.33057859539985657
|
|
},
|
|
{
|
|
"p": 0.04189193993806839,
|
|
"m": 0.699386715888977
|
|
},
|
|
{
|
|
"p": 0.042175550013780594,
|
|
"m": 0.8965886235237122
|
|
},
|
|
{
|
|
"p": 0.07553862035274506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05003375932574272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06340085715055466,
|
|
"m": 0.04645095393061638
|
|
},
|
|
{
|
|
"p": 0.06826511025428772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07868492603302002,
|
|
"m": 0.9865865111351013
|
|
},
|
|
{
|
|
"p": 0.06212287023663521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0465293824672699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06954067945480347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0533023364841938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045280762016773224,
|
|
"m": 0.9938417077064514
|
|
},
|
|
{
|
|
"p": 0.030468031764030457,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.5396391153335571,
|
|
"val_loss": 1.110230803489685,
|
|
"acc": 56.78,
|
|
"time": 220.24161715910304,
|
|
"param": [
|
|
{
|
|
"p": 0.08142636716365814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022428803145885468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07679525762796402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05002260580658913,
|
|
"m": 0.9577518105506897
|
|
},
|
|
{
|
|
"p": 0.05085316300392151,
|
|
"m": 0.4010101556777954
|
|
},
|
|
{
|
|
"p": 0.04378427565097809,
|
|
"m": 0.7414775490760803
|
|
},
|
|
{
|
|
"p": 0.059400491416454315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06031977757811546,
|
|
"m": 0.9918876886367798
|
|
},
|
|
{
|
|
"p": 0.06865914165973663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07029072940349579,
|
|
"m": 0.137424498796463
|
|
},
|
|
{
|
|
"p": 0.07608635723590851,
|
|
"m": 0.9967334270477295
|
|
},
|
|
{
|
|
"p": 0.06688043475151062,
|
|
"m": 0.9988897442817688
|
|
},
|
|
{
|
|
"p": 0.06650970876216888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06490170955657959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05360722914338112,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06347022205591202,
|
|
"m": 0.9887131452560425
|
|
},
|
|
{
|
|
"p": 0.00939727108925581,
|
|
"m": 0.9985967874526978
|
|
},
|
|
{
|
|
"p": 0.015166446566581726,
|
|
"m": 0.9985645413398743
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.7081588506698608,
|
|
"val_loss": 1.1078828573226929,
|
|
"acc": 58.97,
|
|
"time": 220.7255821969593,
|
|
"param": [
|
|
{
|
|
"p": 0.07093982398509979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036706022918224335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055980030447244644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06168808415532112,
|
|
"m": 0.999984860420227
|
|
},
|
|
{
|
|
"p": 0.042774178087711334,
|
|
"m": 0.464296817779541
|
|
},
|
|
{
|
|
"p": 0.037658680230379105,
|
|
"m": 0.7612102031707764
|
|
},
|
|
{
|
|
"p": 0.06280843913555145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07854300737380981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06403174996376038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06878726184368134,
|
|
"m": 0.10204959660768509
|
|
},
|
|
{
|
|
"p": 0.07020051032304764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05422726273536682,
|
|
"m": 0.9193791151046753
|
|
},
|
|
{
|
|
"p": 0.07501570880413055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03186478093266487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061959005892276764,
|
|
"m": 0.998417854309082
|
|
},
|
|
{
|
|
"p": 0.06725826114416122,
|
|
"m": 0.9800648093223572
|
|
},
|
|
{
|
|
"p": 0.036656834185123444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022900283336639404,
|
|
"m": 0.9776456952095032
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.7793407440185547,
|
|
"val_loss": 1.2393214702606201,
|
|
"acc": 58.82,
|
|
"time": 222.2516428619856,
|
|
"param": [
|
|
{
|
|
"p": 0.07590281218290329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020019279792904854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08189153671264648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04679550603032112,
|
|
"m": 0.9382177591323853
|
|
},
|
|
{
|
|
"p": 0.01879565604031086,
|
|
"m": 0.4322018325328827
|
|
},
|
|
{
|
|
"p": 0.0560791939496994,
|
|
"m": 0.7716014385223389
|
|
},
|
|
{
|
|
"p": 0.0459667444229126,
|
|
"m": 0.9845172762870789
|
|
},
|
|
{
|
|
"p": 0.05560268834233284,
|
|
"m": 0.883648157119751
|
|
},
|
|
{
|
|
"p": 0.06412031501531601,
|
|
"m": 0.9943678379058838
|
|
},
|
|
{
|
|
"p": 0.0693117156624794,
|
|
"m": 0.07160942256450653
|
|
},
|
|
{
|
|
"p": 0.07229748368263245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0823020488023758,
|
|
"m": 0.9508500099182129
|
|
},
|
|
{
|
|
"p": 0.0487993098795414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04760681092739105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07049049437046051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07775230705738068,
|
|
"m": 0.9959187507629395
|
|
},
|
|
{
|
|
"p": 0.02487272210419178,
|
|
"m": 0.9936351180076599
|
|
},
|
|
{
|
|
"p": 0.04139341041445732,
|
|
"m": 0.975594699382782
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.505578875541687,
|
|
"val_loss": 1.1960400342941284,
|
|
"acc": 58.82,
|
|
"time": 217.1935098619433,
|
|
"param": [
|
|
{
|
|
"p": 0.07690170407295227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053073711693286896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061079442501068115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04407632350921631,
|
|
"m": 0.9468708634376526
|
|
},
|
|
{
|
|
"p": 0.06962228566408157,
|
|
"m": 0.3755679726600647
|
|
},
|
|
{
|
|
"p": 0.053141169250011444,
|
|
"m": 0.6894645690917969
|
|
},
|
|
{
|
|
"p": 0.06980585306882858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04493990167975426,
|
|
"m": 0.9381715655326843
|
|
},
|
|
{
|
|
"p": 0.05388111248612404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049741845577955246,
|
|
"m": 0.16229915618896484
|
|
},
|
|
{
|
|
"p": 0.0328175388276577,
|
|
"m": 0.9878814816474915
|
|
},
|
|
{
|
|
"p": 0.06644746661186218,
|
|
"m": 0.9366598129272461
|
|
},
|
|
{
|
|
"p": 0.07722879946231842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040029797703027725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058637600392103195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05824028328061104,
|
|
"m": 0.9446119070053101
|
|
},
|
|
{
|
|
"p": 0.025119565427303314,
|
|
"m": 0.9995132684707642
|
|
},
|
|
{
|
|
"p": 0.06521560996770859,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.5786843299865723,
|
|
"val_loss": 1.1370431184768677,
|
|
"acc": 58.74,
|
|
"time": 220.82639932492748,
|
|
"param": [
|
|
{
|
|
"p": 0.05578363686800003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04978332668542862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06913444399833679,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0668017640709877,
|
|
"m": 0.9197885394096375
|
|
},
|
|
{
|
|
"p": 0.037246257066726685,
|
|
"m": 0.36792075634002686
|
|
},
|
|
{
|
|
"p": 0.0395459420979023,
|
|
"m": 0.6235052943229675
|
|
},
|
|
{
|
|
"p": 0.0449284128844738,
|
|
"m": 0.9329310655593872
|
|
},
|
|
{
|
|
"p": 0.05347055569291115,
|
|
"m": 0.8586968779563904
|
|
},
|
|
{
|
|
"p": 0.07303428649902344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05089597404003143,
|
|
"m": 0.021295055747032166
|
|
},
|
|
{
|
|
"p": 0.08303902298212051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07859776169061661,
|
|
"m": 0.997780442237854
|
|
},
|
|
{
|
|
"p": 0.08153001219034195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032134752720594406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06315456330776215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07884768396615982,
|
|
"m": 0.9966755509376526
|
|
},
|
|
{
|
|
"p": 0.017536809667944908,
|
|
"m": 0.9994573593139648
|
|
},
|
|
{
|
|
"p": 0.02453482523560524,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.764317274093628,
|
|
"val_loss": 1.1243737936019897,
|
|
"acc": 59.49,
|
|
"time": 227.42698655894492,
|
|
"param": [
|
|
{
|
|
"p": 0.051898978650569916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03755447641015053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04866548627614975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04551441967487335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05926698073744774,
|
|
"m": 0.39314010739326477
|
|
},
|
|
{
|
|
"p": 0.07338306307792664,
|
|
"m": 0.7716879844665527
|
|
},
|
|
{
|
|
"p": 0.06454969197511673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06349507719278336,
|
|
"m": 0.9563372135162354
|
|
},
|
|
{
|
|
"p": 0.07120943069458008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024721533060073853,
|
|
"m": 0.2265712469816208
|
|
},
|
|
{
|
|
"p": 0.07895328849554062,
|
|
"m": 0.9809914827346802
|
|
},
|
|
{
|
|
"p": 0.06887578219175339,
|
|
"m": 0.9471856355667114
|
|
},
|
|
{
|
|
"p": 0.0619746595621109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022150816395878792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07527749985456467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062314119189977646,
|
|
"m": 0.9165278673171997
|
|
},
|
|
{
|
|
"p": 0.054012637585401535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036182016134262085,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.6921322345733643,
|
|
"val_loss": 1.2072288990020752,
|
|
"acc": 60.29,
|
|
"time": 224.42362379597034,
|
|
"param": [
|
|
{
|
|
"p": 0.07532134652137756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026788655668497086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05490937829017639,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05149243026971817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042812734842300415,
|
|
"m": 0.4018431007862091
|
|
},
|
|
{
|
|
"p": 0.04836682230234146,
|
|
"m": 0.7327229380607605
|
|
},
|
|
{
|
|
"p": 0.036083392798900604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07039947062730789,
|
|
"m": 0.9394106864929199
|
|
},
|
|
{
|
|
"p": 0.07812508195638657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047053687274456024,
|
|
"m": 0.19582144916057587
|
|
},
|
|
{
|
|
"p": 0.07449024170637131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04959006980061531,
|
|
"m": 0.9681413769721985
|
|
},
|
|
{
|
|
"p": 0.07618492096662521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030671240761876106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08108217269182205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06276154518127441,
|
|
"m": 0.9027511477470398
|
|
},
|
|
{
|
|
"p": 0.03950286656618118,
|
|
"m": 0.990596354007721
|
|
},
|
|
{
|
|
"p": 0.05436399206519127,
|
|
"m": 0.9980237483978271
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.4920850992202759,
|
|
"val_loss": 1.1443287134170532,
|
|
"acc": 60.0,
|
|
"time": 227.33930130698718,
|
|
"param": [
|
|
{
|
|
"p": 0.07795053720474243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03197546303272247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06419195234775543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04769274219870567,
|
|
"m": 0.9852789044380188
|
|
},
|
|
{
|
|
"p": 0.053372982889413834,
|
|
"m": 0.5221501588821411
|
|
},
|
|
{
|
|
"p": 0.04908491671085358,
|
|
"m": 0.7658351063728333
|
|
},
|
|
{
|
|
"p": 0.045583706349134445,
|
|
"m": 0.8856227397918701
|
|
},
|
|
{
|
|
"p": 0.074745312333107,
|
|
"m": 0.7417107820510864
|
|
},
|
|
{
|
|
"p": 0.06780960410833359,
|
|
"m": 0.988825798034668
|
|
},
|
|
{
|
|
"p": 0.040070146322250366,
|
|
"m": 0.20187656581401825
|
|
},
|
|
{
|
|
"p": 0.06877163797616959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061315685510635376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06149693578481674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04979482293128967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06229986622929573,
|
|
"m": 0.9871450066566467
|
|
},
|
|
{
|
|
"p": 0.06394675374031067,
|
|
"m": 0.99537593126297
|
|
},
|
|
{
|
|
"p": 0.04547213762998581,
|
|
"m": 0.9595208168029785
|
|
},
|
|
{
|
|
"p": 0.03442475199699402,
|
|
"m": 0.9822637438774109
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.6256835460662842,
|
|
"val_loss": 1.085074543952942,
|
|
"acc": 60.03,
|
|
"time": 221.30947399092838,
|
|
"param": [
|
|
{
|
|
"p": 0.066615529358387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04341622069478035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06648734956979752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04784669354557991,
|
|
"m": 0.9313219785690308
|
|
},
|
|
{
|
|
"p": 0.04217943176627159,
|
|
"m": 0.44121357798576355
|
|
},
|
|
{
|
|
"p": 0.028502466157078743,
|
|
"m": 0.8345560431480408
|
|
},
|
|
{
|
|
"p": 0.06788796931505203,
|
|
"m": 0.9560169577598572
|
|
},
|
|
{
|
|
"p": 0.06341008096933365,
|
|
"m": 0.8554701805114746
|
|
},
|
|
{
|
|
"p": 0.07174757868051529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05627717450261116,
|
|
"m": 0.192532479763031
|
|
},
|
|
{
|
|
"p": 0.06433125585317612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07292768359184265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08214595913887024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045731011778116226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04871063306927681,
|
|
"m": 0.9979714751243591
|
|
},
|
|
{
|
|
"p": 0.07060405611991882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030962595716118813,
|
|
"m": 0.8945684432983398
|
|
},
|
|
{
|
|
"p": 0.030216291546821594,
|
|
"m": 0.9908817410469055
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.5082367658615112,
|
|
"val_loss": 1.1560267210006714,
|
|
"acc": 61.03,
|
|
"time": 209.95805523300078,
|
|
"param": [
|
|
{
|
|
"p": 0.08406367897987366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0338481105864048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07854606956243515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04505283385515213,
|
|
"m": 0.8920600414276123
|
|
},
|
|
{
|
|
"p": 0.037318725138902664,
|
|
"m": 0.47198355197906494
|
|
},
|
|
{
|
|
"p": 0.03647470101714134,
|
|
"m": 0.872972309589386
|
|
},
|
|
{
|
|
"p": 0.07553675770759583,
|
|
"m": 0.9453034400939941
|
|
},
|
|
{
|
|
"p": 0.0650281012058258,
|
|
"m": 0.9462742209434509
|
|
},
|
|
{
|
|
"p": 0.05104363337159157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06527965515851974,
|
|
"m": 0.1613692045211792
|
|
},
|
|
{
|
|
"p": 0.05672815442085266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06369209289550781,
|
|
"m": 0.9905800223350525
|
|
},
|
|
{
|
|
"p": 0.06361406296491623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02350585348904133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06405048817396164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08314555138349533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0405220128595829,
|
|
"m": 0.9311347603797913
|
|
},
|
|
{
|
|
"p": 0.03254959359765053,
|
|
"m": 0.9336835145950317
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.5267066955566406,
|
|
"val_loss": 1.132083773612976,
|
|
"acc": 61.38,
|
|
"time": 216.38106710196007,
|
|
"param": [
|
|
{
|
|
"p": 0.07214091718196869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035537295043468475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07988812029361725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05938107892870903,
|
|
"m": 0.8629230260848999
|
|
},
|
|
{
|
|
"p": 0.03590111434459686,
|
|
"m": 0.4661673903465271
|
|
},
|
|
{
|
|
"p": 0.04717535525560379,
|
|
"m": 0.8918523192405701
|
|
},
|
|
{
|
|
"p": 0.06667613983154297,
|
|
"m": 0.9993892908096313
|
|
},
|
|
{
|
|
"p": 0.08472295850515366,
|
|
"m": 0.875109076499939
|
|
},
|
|
{
|
|
"p": 0.05737738683819771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02413572557270527,
|
|
"m": 0.19193315505981445
|
|
},
|
|
{
|
|
"p": 0.05837240442633629,
|
|
"m": 0.9957836270332336
|
|
},
|
|
{
|
|
"p": 0.06148237735033035,
|
|
"m": 0.986846923828125
|
|
},
|
|
{
|
|
"p": 0.05313123017549515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03695838153362274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0731617659330368,
|
|
"m": 0.9743224382400513
|
|
},
|
|
{
|
|
"p": 0.05725112929940224,
|
|
"m": 0.9849336743354797
|
|
},
|
|
{
|
|
"p": 0.04190657660365105,
|
|
"m": 0.967749297618866
|
|
},
|
|
{
|
|
"p": 0.054800163954496384,
|
|
"m": 0.9821931719779968
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.3876961469650269,
|
|
"val_loss": 1.0676167011260986,
|
|
"acc": 61.56,
|
|
"time": 214.46464700996876,
|
|
"param": [
|
|
{
|
|
"p": 0.06383264064788818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03626445680856705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0721777006983757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05948079749941826,
|
|
"m": 0.8289660215377808
|
|
},
|
|
{
|
|
"p": 0.04569804668426514,
|
|
"m": 0.5025277733802795
|
|
},
|
|
{
|
|
"p": 0.052628688514232635,
|
|
"m": 0.7603757381439209
|
|
},
|
|
{
|
|
"p": 0.07077646255493164,
|
|
"m": 0.9647843241691589
|
|
},
|
|
{
|
|
"p": 0.062364593148231506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06192091852426529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030673613771796227,
|
|
"m": 0.20995143055915833
|
|
},
|
|
{
|
|
"p": 0.05489734187722206,
|
|
"m": 0.9999378323554993
|
|
},
|
|
{
|
|
"p": 0.07531812787055969,
|
|
"m": 0.9495640397071838
|
|
},
|
|
{
|
|
"p": 0.06397749483585358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06616395711898804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06016748771071434,
|
|
"m": 0.9996250867843628
|
|
},
|
|
{
|
|
"p": 0.06115134060382843,
|
|
"m": 0.965568482875824
|
|
},
|
|
{
|
|
"p": 0.03313326835632324,
|
|
"m": 0.8379284143447876
|
|
},
|
|
{
|
|
"p": 0.0293730441480875,
|
|
"m": 0.9907230138778687
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.630224585533142,
|
|
"val_loss": 1.1539982557296753,
|
|
"acc": 61.65,
|
|
"time": 225.68133784993552,
|
|
"param": [
|
|
{
|
|
"p": 0.0757269337773323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03030957281589508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0837145522236824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04748796299099922,
|
|
"m": 0.6714393496513367
|
|
},
|
|
{
|
|
"p": 0.05402975529432297,
|
|
"m": 0.52498859167099
|
|
},
|
|
{
|
|
"p": 0.04255969822406769,
|
|
"m": 0.8531264662742615
|
|
},
|
|
{
|
|
"p": 0.0669359415769577,
|
|
"m": 0.8783129453659058
|
|
},
|
|
{
|
|
"p": 0.053200654685497284,
|
|
"m": 0.9626681208610535
|
|
},
|
|
{
|
|
"p": 0.06521889567375183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05411063879728317,
|
|
"m": 0.1814500242471695
|
|
},
|
|
{
|
|
"p": 0.07053590565919876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0756230428814888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06358366459608078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009974289685487747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052796874195337296,
|
|
"m": 0.9982321262359619
|
|
},
|
|
{
|
|
"p": 0.03927833214402199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06701216101646423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047901105135679245,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.5417400598526,
|
|
"val_loss": 1.19719398021698,
|
|
"acc": 59.9,
|
|
"time": 210.75642087496817,
|
|
"param": [
|
|
{
|
|
"p": 0.07444537431001663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04201100394129753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06287731230258942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0536479651927948,
|
|
"m": 0.7499632239341736
|
|
},
|
|
{
|
|
"p": 0.040210191160440445,
|
|
"m": 0.6117960810661316
|
|
},
|
|
{
|
|
"p": 0.03142845258116722,
|
|
"m": 0.7865921258926392
|
|
},
|
|
{
|
|
"p": 0.07644110172986984,
|
|
"m": 0.8266158699989319
|
|
},
|
|
{
|
|
"p": 0.03990130499005318,
|
|
"m": 0.8581897020339966
|
|
},
|
|
{
|
|
"p": 0.06381557136774063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08040296286344528,
|
|
"m": 0.21459084749221802
|
|
},
|
|
{
|
|
"p": 0.05723954737186432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06964544206857681,
|
|
"m": 0.9690661430358887
|
|
},
|
|
{
|
|
"p": 0.04961834475398064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04001327231526375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056146878749132156,
|
|
"m": 0.9973929524421692
|
|
},
|
|
{
|
|
"p": 0.05523865669965744,
|
|
"m": 0.9413887858390808
|
|
},
|
|
{
|
|
"p": 0.05714920163154602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04976736381649971,
|
|
"m": 0.9929786324501038
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.6442677974700928,
|
|
"val_loss": 1.1135451793670654,
|
|
"acc": 61.39,
|
|
"time": 217.06500385596883,
|
|
"param": [
|
|
{
|
|
"p": 0.06573743373155594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05236098915338516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06480953842401505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056592393666505814,
|
|
"m": 0.8504326939582825
|
|
},
|
|
{
|
|
"p": 0.06650999933481216,
|
|
"m": 0.570719838142395
|
|
},
|
|
{
|
|
"p": 0.036014262586832047,
|
|
"m": 0.8133552074432373
|
|
},
|
|
{
|
|
"p": 0.0645691305398941,
|
|
"m": 0.9387326240539551
|
|
},
|
|
{
|
|
"p": 0.054651714861392975,
|
|
"m": 0.9336236715316772
|
|
},
|
|
{
|
|
"p": 0.057974882423877716,
|
|
"m": 0.9815287590026855
|
|
},
|
|
{
|
|
"p": 0.047410085797309875,
|
|
"m": 0.29621368646621704
|
|
},
|
|
{
|
|
"p": 0.05985795333981514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07534825801849365,
|
|
"m": 0.9811439514160156
|
|
},
|
|
{
|
|
"p": 0.07817724347114563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04956504702568054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05540655180811882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07065682113170624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010269076563417912,
|
|
"m": 0.9576212763786316
|
|
},
|
|
{
|
|
"p": 0.03408858925104141,
|
|
"m": 0.9901022911071777
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.641814112663269,
|
|
"val_loss": 1.1966757774353027,
|
|
"acc": 61.05,
|
|
"time": 224.25356481503695,
|
|
"param": [
|
|
{
|
|
"p": 0.06754052639007568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05960458144545555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06948564946651459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047090716660022736,
|
|
"m": 0.886060357093811
|
|
},
|
|
{
|
|
"p": 0.03564683720469475,
|
|
"m": 0.6272484064102173
|
|
},
|
|
{
|
|
"p": 0.0604189895093441,
|
|
"m": 0.9139273166656494
|
|
},
|
|
{
|
|
"p": 0.04743850231170654,
|
|
"m": 0.9909389615058899
|
|
},
|
|
{
|
|
"p": 0.07011722773313522,
|
|
"m": 0.9462333917617798
|
|
},
|
|
{
|
|
"p": 0.06027722731232643,
|
|
"m": 0.9964815974235535
|
|
},
|
|
{
|
|
"p": 0.04282783344388008,
|
|
"m": 0.31838399171829224
|
|
},
|
|
{
|
|
"p": 0.06244601309299469,
|
|
"m": 0.9740394949913025
|
|
},
|
|
{
|
|
"p": 0.07270072400569916,
|
|
"m": 0.9930487275123596
|
|
},
|
|
{
|
|
"p": 0.07073074579238892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03869711980223656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06933175772428513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05038239806890488,
|
|
"m": 0.975193202495575
|
|
},
|
|
{
|
|
"p": 0.05190202221274376,
|
|
"m": 0.9893485903739929
|
|
},
|
|
{
|
|
"p": 0.023361245170235634,
|
|
"m": 0.9770318865776062
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.5809688568115234,
|
|
"val_loss": 1.1647930145263672,
|
|
"acc": 62.55,
|
|
"time": 218.25619894091506,
|
|
"param": [
|
|
{
|
|
"p": 0.0626930445432663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04639400169253349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0748317539691925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06190008670091629,
|
|
"m": 0.9257926344871521
|
|
},
|
|
{
|
|
"p": 0.023619413375854492,
|
|
"m": 0.804980456829071
|
|
},
|
|
{
|
|
"p": 0.04957130551338196,
|
|
"m": 0.8737611770629883
|
|
},
|
|
{
|
|
"p": 0.06424563378095627,
|
|
"m": 0.8863939642906189
|
|
},
|
|
{
|
|
"p": 0.07798874378204346,
|
|
"m": 0.9034892916679382
|
|
},
|
|
{
|
|
"p": 0.07716677337884903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05005617439746857,
|
|
"m": 0.3962116837501526
|
|
},
|
|
{
|
|
"p": 0.06946150213479996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06696534156799316,
|
|
"m": 0.9979682564735413
|
|
},
|
|
{
|
|
"p": 0.06228150054812431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050619397312402725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0630280151963234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047855742275714874,
|
|
"m": 0.9822303652763367
|
|
},
|
|
{
|
|
"p": 0.013562123291194439,
|
|
"m": 0.9974884390830994
|
|
},
|
|
{
|
|
"p": 0.03775939717888832,
|
|
"m": 0.9853838682174683
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.6670172214508057,
|
|
"val_loss": 1.1421751976013184,
|
|
"acc": 61.32,
|
|
"time": 216.61489168100525,
|
|
"param": [
|
|
{
|
|
"p": 0.049040284007787704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050344549119472504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053403303027153015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043005988001823425,
|
|
"m": 0.8279914259910583
|
|
},
|
|
{
|
|
"p": 0.03848051279783249,
|
|
"m": 0.9231678247451782
|
|
},
|
|
{
|
|
"p": 0.05766637995839119,
|
|
"m": 0.856255829334259
|
|
},
|
|
{
|
|
"p": 0.04509560018777847,
|
|
"m": 0.8435680866241455
|
|
},
|
|
{
|
|
"p": 0.03845514357089996,
|
|
"m": 0.9731679558753967
|
|
},
|
|
{
|
|
"p": 0.06607727706432343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06527385115623474,
|
|
"m": 0.33549997210502625
|
|
},
|
|
{
|
|
"p": 0.07298998534679413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06477541476488113,
|
|
"m": 0.9604313969612122
|
|
},
|
|
{
|
|
"p": 0.058084968477487564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04764328896999359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055565234273672104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07207845896482468,
|
|
"m": 0.9419261813163757
|
|
},
|
|
{
|
|
"p": 0.0507395938038826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07128018885850906,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.7378841638565063,
|
|
"val_loss": 1.118293046951294,
|
|
"acc": 61.64,
|
|
"time": 215.0909085199237,
|
|
"param": [
|
|
{
|
|
"p": 0.045918237417936325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04091925546526909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05748079717159271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04242003336548805,
|
|
"m": 0.7500452995300293
|
|
},
|
|
{
|
|
"p": 0.05366402864456177,
|
|
"m": 0.9513256549835205
|
|
},
|
|
{
|
|
"p": 0.049632295966148376,
|
|
"m": 0.9806965589523315
|
|
},
|
|
{
|
|
"p": 0.06038005277514458,
|
|
"m": 0.8087801933288574
|
|
},
|
|
{
|
|
"p": 0.07105226069688797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054731812328100204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04738248512148857,
|
|
"m": 0.36390501260757446
|
|
},
|
|
{
|
|
"p": 0.05218207463622093,
|
|
"m": 0.9990702867507935
|
|
},
|
|
{
|
|
"p": 0.07141415029764175,
|
|
"m": 0.9823963642120361
|
|
},
|
|
{
|
|
"p": 0.06818361580371857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06266852468252182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07221555709838867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061000674962997437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04118993505835533,
|
|
"m": 0.9998390674591064
|
|
},
|
|
{
|
|
"p": 0.04756413772702217,
|
|
"m": 0.9929569959640503
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.4910153150558472,
|
|
"val_loss": 1.1304296255111694,
|
|
"acc": 63.55,
|
|
"time": 220.58638352202252,
|
|
"param": [
|
|
{
|
|
"p": 0.058308932930231094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01762755960226059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057212796062231064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045533742755651474,
|
|
"m": 0.7792097330093384
|
|
},
|
|
{
|
|
"p": 0.04704670235514641,
|
|
"m": 0.9475976824760437
|
|
},
|
|
{
|
|
"p": 0.048257552087306976,
|
|
"m": 0.9188175797462463
|
|
},
|
|
{
|
|
"p": 0.06191466748714447,
|
|
"m": 0.7533057928085327
|
|
},
|
|
{
|
|
"p": 0.06900466978549957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05145486444234848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04834423214197159,
|
|
"m": 0.36346402764320374
|
|
},
|
|
{
|
|
"p": 0.05654047057032585,
|
|
"m": 0.9973528981208801
|
|
},
|
|
{
|
|
"p": 0.06573127955198288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08350268751382828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042242396622896194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08677063137292862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08406879752874374,
|
|
"m": 0.9986658096313477
|
|
},
|
|
{
|
|
"p": 0.03243551030755043,
|
|
"m": 0.9788294434547424
|
|
},
|
|
{
|
|
"p": 0.04400252923369408,
|
|
"m": 0.978458821773529
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.5517126321792603,
|
|
"val_loss": 1.0028622150421143,
|
|
"acc": 62.94,
|
|
"time": 212.151102517033,
|
|
"param": [
|
|
{
|
|
"p": 0.08723269402980804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05486274138092995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0795155018568039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0304800383746624,
|
|
"m": 0.7404442429542542
|
|
},
|
|
{
|
|
"p": 0.026683973148465157,
|
|
"m": 0.9350351095199585
|
|
},
|
|
{
|
|
"p": 0.06489510834217072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05919307842850685,
|
|
"m": 0.7947679758071899
|
|
},
|
|
{
|
|
"p": 0.051692284643650055,
|
|
"m": 0.9357421398162842
|
|
},
|
|
{
|
|
"p": 0.03660997375845909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047278665006160736,
|
|
"m": 0.2668593227863312
|
|
},
|
|
{
|
|
"p": 0.06741593033075333,
|
|
"m": 0.9987998604774475
|
|
},
|
|
{
|
|
"p": 0.0632476657629013,
|
|
"m": 0.9840928912162781
|
|
},
|
|
{
|
|
"p": 0.07510586082935333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04718714952468872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08734121173620224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03798316419124603,
|
|
"m": 0.9678266644477844
|
|
},
|
|
{
|
|
"p": 0.045352257788181305,
|
|
"m": 0.9878588914871216
|
|
},
|
|
{
|
|
"p": 0.03792266920208931,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.4988590478897095,
|
|
"val_loss": 1.110077142715454,
|
|
"acc": 61.59,
|
|
"time": 220.1839446889935,
|
|
"param": [
|
|
{
|
|
"p": 0.05109960585832596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03643017262220383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06663499027490616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08051922917366028,
|
|
"m": 0.8079081773757935
|
|
},
|
|
{
|
|
"p": 0.040228620171546936,
|
|
"m": 0.8245661854743958
|
|
},
|
|
{
|
|
"p": 0.0343230776488781,
|
|
"m": 0.9868764281272888
|
|
},
|
|
{
|
|
"p": 0.07269972562789917,
|
|
"m": 0.8317543268203735
|
|
},
|
|
{
|
|
"p": 0.06477697193622589,
|
|
"m": 0.9824276566505432
|
|
},
|
|
{
|
|
"p": 0.06520002335309982,
|
|
"m": 0.9748709201812744
|
|
},
|
|
{
|
|
"p": 0.06049926578998566,
|
|
"m": 0.3892573118209839
|
|
},
|
|
{
|
|
"p": 0.05454258993268013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07100219279527664,
|
|
"m": 0.9651118516921997
|
|
},
|
|
{
|
|
"p": 0.05829879269003868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04949586093425751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07303482294082642,
|
|
"m": 0.9911785125732422
|
|
},
|
|
{
|
|
"p": 0.04351368173956871,
|
|
"m": 0.9442103505134583
|
|
},
|
|
{
|
|
"p": 0.05637110024690628,
|
|
"m": 0.9534926414489746
|
|
},
|
|
{
|
|
"p": 0.021329330280423164,
|
|
"m": 0.9989166855812073
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.5009386539459229,
|
|
"val_loss": 0.9966036677360535,
|
|
"acc": 64.07,
|
|
"time": 217.4952695070533,
|
|
"param": [
|
|
{
|
|
"p": 0.07596258074045181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03222580626606941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032988909631967545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06807400286197662,
|
|
"m": 0.8350847363471985
|
|
},
|
|
{
|
|
"p": 0.03935186192393303,
|
|
"m": 0.7342536449432373
|
|
},
|
|
{
|
|
"p": 0.06068885326385498,
|
|
"m": 0.9938549995422363
|
|
},
|
|
{
|
|
"p": 0.058029670268297195,
|
|
"m": 0.8369550108909607
|
|
},
|
|
{
|
|
"p": 0.07835901528596878,
|
|
"m": 0.9430599808692932
|
|
},
|
|
{
|
|
"p": 0.0672597587108612,
|
|
"m": 0.9950622320175171
|
|
},
|
|
{
|
|
"p": 0.06449771672487259,
|
|
"m": 0.4233311712741852
|
|
},
|
|
{
|
|
"p": 0.061313167214393616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07042311877012253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07007851451635361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023523109033703804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09987364709377289,
|
|
"m": 0.9853115677833557
|
|
},
|
|
{
|
|
"p": 0.04857782647013664,
|
|
"m": 0.9972312450408936
|
|
},
|
|
{
|
|
"p": 0.015392721630632877,
|
|
"m": 0.8718209266662598
|
|
},
|
|
{
|
|
"p": 0.03337974473834038,
|
|
"m": 0.9574815630912781
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.3371126651763916,
|
|
"val_loss": 0.9736230373382568,
|
|
"acc": 64.0,
|
|
"time": 222.10350108600687,
|
|
"param": [
|
|
{
|
|
"p": 0.055296577513217926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05362842231988907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09246665984392166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022256899625062943,
|
|
"m": 0.750300407409668
|
|
},
|
|
{
|
|
"p": 0.043751075863838196,
|
|
"m": 0.7794551253318787
|
|
},
|
|
{
|
|
"p": 0.05035277456045151,
|
|
"m": 0.8488646745681763
|
|
},
|
|
{
|
|
"p": 0.030116522684693336,
|
|
"m": 0.8688479065895081
|
|
},
|
|
{
|
|
"p": 0.06628288328647614,
|
|
"m": 0.9303967356681824
|
|
},
|
|
{
|
|
"p": 0.06357171386480331,
|
|
"m": 0.993636429309845
|
|
},
|
|
{
|
|
"p": 0.06232854351401329,
|
|
"m": 0.4848039746284485
|
|
},
|
|
{
|
|
"p": 0.05776616558432579,
|
|
"m": 0.9740405678749084
|
|
},
|
|
{
|
|
"p": 0.08882886171340942,
|
|
"m": 0.9727344512939453
|
|
},
|
|
{
|
|
"p": 0.055469512939453125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060269854962825775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06849715858697891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05954261124134064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044540274888277054,
|
|
"m": 0.9394034147262573
|
|
},
|
|
{
|
|
"p": 0.025033501908183098,
|
|
"m": 0.9705265164375305
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.4260821342468262,
|
|
"val_loss": 1.0290945768356323,
|
|
"acc": 63.74,
|
|
"time": 220.74022770894226,
|
|
"param": [
|
|
{
|
|
"p": 0.07578279078006744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0557718351483345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07950212061405182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035273291170597076,
|
|
"m": 0.707421064376831
|
|
},
|
|
{
|
|
"p": 0.021942326799035072,
|
|
"m": 0.7468750476837158
|
|
},
|
|
{
|
|
"p": 0.0527767650783062,
|
|
"m": 0.8519203662872314
|
|
},
|
|
{
|
|
"p": 0.019013715907931328,
|
|
"m": 0.8528534173965454
|
|
},
|
|
{
|
|
"p": 0.04887108504772186,
|
|
"m": 0.9559817910194397
|
|
},
|
|
{
|
|
"p": 0.0834081694483757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06832484155893326,
|
|
"m": 0.5783446431159973
|
|
},
|
|
{
|
|
"p": 0.06767529994249344,
|
|
"m": 0.9896400570869446
|
|
},
|
|
{
|
|
"p": 0.06034095585346222,
|
|
"m": 0.966849148273468
|
|
},
|
|
{
|
|
"p": 0.07534495741128922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04493804648518562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07482939958572388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06149602681398392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043414074927568436,
|
|
"m": 0.9078516960144043
|
|
},
|
|
{
|
|
"p": 0.031294334679841995,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.5066317319869995,
|
|
"val_loss": 0.930810809135437,
|
|
"acc": 63.03,
|
|
"time": 220.68371805292554,
|
|
"param": [
|
|
{
|
|
"p": 0.07860307395458221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054176561534404755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05739862844347954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053910963237285614,
|
|
"m": 0.7341554760932922
|
|
},
|
|
{
|
|
"p": 0.04046580195426941,
|
|
"m": 0.8119023442268372
|
|
},
|
|
{
|
|
"p": 0.062167271971702576,
|
|
"m": 0.9230471849441528
|
|
},
|
|
{
|
|
"p": 0.06376770883798599,
|
|
"m": 0.8816767930984497
|
|
},
|
|
{
|
|
"p": 0.05092601105570793,
|
|
"m": 0.9826130270957947
|
|
},
|
|
{
|
|
"p": 0.06811749190092087,
|
|
"m": 0.9657495617866516
|
|
},
|
|
{
|
|
"p": 0.05684199556708336,
|
|
"m": 0.6198002696037292
|
|
},
|
|
{
|
|
"p": 0.06798045337200165,
|
|
"m": 0.9948288798332214
|
|
},
|
|
{
|
|
"p": 0.05659741908311844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06412339955568314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06811774522066116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04070838913321495,
|
|
"m": 0.9516749978065491
|
|
},
|
|
{
|
|
"p": 0.052053775638341904,
|
|
"m": 0.9892224073410034
|
|
},
|
|
{
|
|
"p": 0.014891822822391987,
|
|
"m": 0.8046215772628784
|
|
},
|
|
{
|
|
"p": 0.0491514652967453,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.5185906887054443,
|
|
"val_loss": 1.0559574365615845,
|
|
"acc": 63.94,
|
|
"time": 214.1343716669362,
|
|
"param": [
|
|
{
|
|
"p": 0.06080448254942894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0519992932677269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07188637554645538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05252125859260559,
|
|
"m": 0.6942309737205505
|
|
},
|
|
{
|
|
"p": 0.051021330058574677,
|
|
"m": 0.884286105632782
|
|
},
|
|
{
|
|
"p": 0.05576760694384575,
|
|
"m": 0.9233862161636353
|
|
},
|
|
{
|
|
"p": 0.07005221396684647,
|
|
"m": 0.9736511707305908
|
|
},
|
|
{
|
|
"p": 0.03867980092763901,
|
|
"m": 0.9546886086463928
|
|
},
|
|
{
|
|
"p": 0.05920640379190445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058550287038087845,
|
|
"m": 0.6355975866317749
|
|
},
|
|
{
|
|
"p": 0.05651135742664337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0582255981862545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0582098662853241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04922929033637047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04266798496246338,
|
|
"m": 0.9800506830215454
|
|
},
|
|
{
|
|
"p": 0.061891861259937286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05564848333597183,
|
|
"m": 0.9629164934158325
|
|
},
|
|
{
|
|
"p": 0.04712648689746857,
|
|
"m": 0.9814116358757019
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.3290520906448364,
|
|
"val_loss": 1.0707956552505493,
|
|
"acc": 63.9,
|
|
"time": 207.6600494219456,
|
|
"param": [
|
|
{
|
|
"p": 0.07778125256299973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032983988523483276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05156742408871651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06365232169628143,
|
|
"m": 0.7494516372680664
|
|
},
|
|
{
|
|
"p": 0.0330255851149559,
|
|
"m": 0.9604932069778442
|
|
},
|
|
{
|
|
"p": 0.039718158543109894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07336246967315674,
|
|
"m": 0.8285135626792908
|
|
},
|
|
{
|
|
"p": 0.05717066302895546,
|
|
"m": 0.9037476778030396
|
|
},
|
|
{
|
|
"p": 0.04639517143368721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05318424105644226,
|
|
"m": 0.7132399082183838
|
|
},
|
|
{
|
|
"p": 0.07575294375419617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06696286797523499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06038094684481621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041836295276880264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07158975303173065,
|
|
"m": 0.9995734095573425
|
|
},
|
|
{
|
|
"p": 0.05941146984696388,
|
|
"m": 0.9881594777107239
|
|
},
|
|
{
|
|
"p": 0.048589225858449936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046635229140520096,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.3879361152648926,
|
|
"val_loss": 1.004827618598938,
|
|
"acc": 65.12,
|
|
"time": 222.56835175002925,
|
|
"param": [
|
|
{
|
|
"p": 0.0832035019993782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053432244807481766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07877273112535477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031182002276182175,
|
|
"m": 0.6304713487625122
|
|
},
|
|
{
|
|
"p": 0.05282851308584213,
|
|
"m": 0.9146932363510132
|
|
},
|
|
{
|
|
"p": 0.05559612438082695,
|
|
"m": 0.9540284872055054
|
|
},
|
|
{
|
|
"p": 0.0522301085293293,
|
|
"m": 0.7943753600120544
|
|
},
|
|
{
|
|
"p": 0.0006951828254386783,
|
|
"m": 0.916563868522644
|
|
},
|
|
{
|
|
"p": 0.06188584864139557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05906413868069649,
|
|
"m": 0.7317529320716858
|
|
},
|
|
{
|
|
"p": 0.07184325158596039,
|
|
"m": 0.9994935393333435
|
|
},
|
|
{
|
|
"p": 0.07730962336063385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054817236959934235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036766111850738525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.070399709045887,
|
|
"m": 0.9933786988258362
|
|
},
|
|
{
|
|
"p": 0.07512892037630081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04479702189564705,
|
|
"m": 0.9954981803894043
|
|
},
|
|
{
|
|
"p": 0.04004785418510437,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.5915881395339966,
|
|
"val_loss": 1.0436416864395142,
|
|
"acc": 64.8,
|
|
"time": 210.8207478679251,
|
|
"param": [
|
|
{
|
|
"p": 0.074287548661232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039325498044490814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0627749115228653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04165015369653702,
|
|
"m": 0.7442640066146851
|
|
},
|
|
{
|
|
"p": 0.034773778170347214,
|
|
"m": 0.9896066784858704
|
|
},
|
|
{
|
|
"p": 0.043526530265808105,
|
|
"m": 0.9458650350570679
|
|
},
|
|
{
|
|
"p": 0.06124401465058327,
|
|
"m": 0.7573893070220947
|
|
},
|
|
{
|
|
"p": 0.06532800942659378,
|
|
"m": 0.9289129972457886
|
|
},
|
|
{
|
|
"p": 0.0464237704873085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05593226104974747,
|
|
"m": 0.737628698348999
|
|
},
|
|
{
|
|
"p": 0.06805654615163803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715586394071579,
|
|
"m": 0.9887323975563049
|
|
},
|
|
{
|
|
"p": 0.0678967610001564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04909612238407135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04968756064772606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06363669782876968,
|
|
"m": 0.9974955916404724
|
|
},
|
|
{
|
|
"p": 0.0385204516351223,
|
|
"m": 0.9657517075538635
|
|
},
|
|
{
|
|
"p": 0.06628082692623138,
|
|
"m": 0.9875813126564026
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 1.652381420135498,
|
|
"val_loss": 1.0127233266830444,
|
|
"acc": 64.89,
|
|
"time": 215.27864058606792,
|
|
"param": [
|
|
{
|
|
"p": 0.0631072148680687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01848815381526947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07107808440923691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04800930991768837,
|
|
"m": 0.8066970109939575
|
|
},
|
|
{
|
|
"p": 0.053679078817367554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05066235736012459,
|
|
"m": 0.9422558546066284
|
|
},
|
|
{
|
|
"p": 0.03522321581840515,
|
|
"m": 0.721794068813324
|
|
},
|
|
{
|
|
"p": 0.03776189312338829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06245451793074608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056794989854097366,
|
|
"m": 0.7312018871307373
|
|
},
|
|
{
|
|
"p": 0.04543206840753555,
|
|
"m": 0.9985705018043518
|
|
},
|
|
{
|
|
"p": 0.06222729757428169,
|
|
"m": 0.9613127112388611
|
|
},
|
|
{
|
|
"p": 0.07461763918399811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059238873422145844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07395242154598236,
|
|
"m": 0.99915611743927
|
|
},
|
|
{
|
|
"p": 0.06894375383853912,
|
|
"m": 0.9721614718437195
|
|
},
|
|
{
|
|
"p": 0.058622561395168304,
|
|
"m": 0.9992615580558777
|
|
},
|
|
{
|
|
"p": 0.05970652773976326,
|
|
"m": 0.9938948750495911
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.6219711303710938,
|
|
"val_loss": 1.0766042470932007,
|
|
"acc": 65.54,
|
|
"time": 216.84870073397178,
|
|
"param": [
|
|
{
|
|
"p": 0.057999011129140854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0414423830807209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057061344385147095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05462941154837608,
|
|
"m": 0.6545537114143372
|
|
},
|
|
{
|
|
"p": 0.04120481014251709,
|
|
"m": 0.8921918869018555
|
|
},
|
|
{
|
|
"p": 0.07290106266736984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08695358783006668,
|
|
"m": 0.6651089787483215
|
|
},
|
|
{
|
|
"p": 0.05519256368279457,
|
|
"m": 0.9809784293174744
|
|
},
|
|
{
|
|
"p": 0.05523088946938515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04750726744532585,
|
|
"m": 0.7186025977134705
|
|
},
|
|
{
|
|
"p": 0.07491204887628555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08025792986154556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05098898336291313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040444232523441315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05957365408539772,
|
|
"m": 0.9787928462028503
|
|
},
|
|
{
|
|
"p": 0.058691006153821945,
|
|
"m": 0.9992133378982544
|
|
},
|
|
{
|
|
"p": 0.02938251942396164,
|
|
"m": 0.9944109320640564
|
|
},
|
|
{
|
|
"p": 0.03562736511230469,
|
|
"m": 0.9398164749145508
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.3308184146881104,
|
|
"val_loss": 0.9934688210487366,
|
|
"acc": 64.87,
|
|
"time": 221.4321384089999,
|
|
"param": [
|
|
{
|
|
"p": 0.07047007232904434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03148726746439934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054652780294418335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06294804066419601,
|
|
"m": 0.662224531173706
|
|
},
|
|
{
|
|
"p": 0.07558583468198776,
|
|
"m": 0.7842639684677124
|
|
},
|
|
{
|
|
"p": 0.030267609283328056,
|
|
"m": 0.997387170791626
|
|
},
|
|
{
|
|
"p": 0.04816919192671776,
|
|
"m": 0.7845793962478638
|
|
},
|
|
{
|
|
"p": 0.05390462651848793,
|
|
"m": 0.9244339466094971
|
|
},
|
|
{
|
|
"p": 0.05289386957883835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05716855078935623,
|
|
"m": 0.7599798440933228
|
|
},
|
|
{
|
|
"p": 0.04156055301427841,
|
|
"m": 0.950981616973877
|
|
},
|
|
{
|
|
"p": 0.051844313740730286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0643215924501419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041726090013980865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06407918781042099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10932568460702896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039914920926094055,
|
|
"m": 0.9707895517349243
|
|
},
|
|
{
|
|
"p": 0.04967975616455078,
|
|
"m": 0.9329078793525696
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.6629257202148438,
|
|
"val_loss": 0.9598150253295898,
|
|
"acc": 65.25,
|
|
"time": 227.047134218039,
|
|
"param": [
|
|
{
|
|
"p": 0.07021740823984146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03573939949274063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06326485425233841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06293143332004547,
|
|
"m": 0.6747533679008484
|
|
},
|
|
{
|
|
"p": 0.03667227923870087,
|
|
"m": 0.817001223564148
|
|
},
|
|
{
|
|
"p": 0.06767439842224121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04728194326162338,
|
|
"m": 0.8530609011650085
|
|
},
|
|
{
|
|
"p": 0.05497562885284424,
|
|
"m": 0.9874094128608704
|
|
},
|
|
{
|
|
"p": 0.046297650784254074,
|
|
"m": 0.9819176197052002
|
|
},
|
|
{
|
|
"p": 0.05090772733092308,
|
|
"m": 0.7973942160606384
|
|
},
|
|
{
|
|
"p": 0.05929291620850563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06713591516017914,
|
|
"m": 0.9777236580848694
|
|
},
|
|
{
|
|
"p": 0.06586220115423203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060559000819921494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04421277344226837,
|
|
"m": 0.979661226272583
|
|
},
|
|
{
|
|
"p": 0.03640248253941536,
|
|
"m": 0.9645711183547974
|
|
},
|
|
{
|
|
"p": 0.057236842811107635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.073335200548172,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 1.664381980895996,
|
|
"val_loss": 1.0717427730560303,
|
|
"acc": 65.67,
|
|
"time": 218.58453081711195,
|
|
"param": [
|
|
{
|
|
"p": 0.06494610011577606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061567872762680054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043551456183195114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05780233442783356,
|
|
"m": 0.7542438507080078
|
|
},
|
|
{
|
|
"p": 0.045501142740249634,
|
|
"m": 0.8278696537017822
|
|
},
|
|
{
|
|
"p": 0.04646768048405647,
|
|
"m": 0.9985619187355042
|
|
},
|
|
{
|
|
"p": 0.05051153153181076,
|
|
"m": 0.8805959820747375
|
|
},
|
|
{
|
|
"p": 0.05373552441596985,
|
|
"m": 0.9791825413703918
|
|
},
|
|
{
|
|
"p": 0.07919172942638397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062414199113845825,
|
|
"m": 0.8256450295448303
|
|
},
|
|
{
|
|
"p": 0.0429161861538887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044881127774715424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0565815307199955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060051657259464264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05537446588277817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08131588250398636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04795141518115997,
|
|
"m": 0.999744176864624
|
|
},
|
|
{
|
|
"p": 0.04523806273937225,
|
|
"m": 0.9669091105461121
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.6286683082580566,
|
|
"val_loss": 1.0241177082061768,
|
|
"acc": 64.41,
|
|
"time": 226.28209543298,
|
|
"param": [
|
|
{
|
|
"p": 0.06405096501111984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03518071398139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03546151518821716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04915206879377365,
|
|
"m": 0.6603183746337891
|
|
},
|
|
{
|
|
"p": 0.05886811390519142,
|
|
"m": 0.8732708692550659
|
|
},
|
|
{
|
|
"p": 0.06954016536474228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05188833177089691,
|
|
"m": 0.8714845776557922
|
|
},
|
|
{
|
|
"p": 0.07131911814212799,
|
|
"m": 0.9301857948303223
|
|
},
|
|
{
|
|
"p": 0.061153020709753036,
|
|
"m": 0.9986280202865601
|
|
},
|
|
{
|
|
"p": 0.05218711495399475,
|
|
"m": 0.8504635095596313
|
|
},
|
|
{
|
|
"p": 0.06968049705028534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07520157098770142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058377571403980255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06673220545053482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038281019777059555,
|
|
"m": 0.9958488345146179
|
|
},
|
|
{
|
|
"p": 0.06311257928609848,
|
|
"m": 0.9286097288131714
|
|
},
|
|
{
|
|
"p": 0.052102118730545044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027711186558008194,
|
|
"m": 0.9932343363761902
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 1.3682104349136353,
|
|
"val_loss": 0.9082491993904114,
|
|
"acc": 65.04,
|
|
"time": 227.7876384180272,
|
|
"param": [
|
|
{
|
|
"p": 0.0676872655749321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03809326887130737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055328067392110825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0492977499961853,
|
|
"m": 0.5795018672943115
|
|
},
|
|
{
|
|
"p": 0.05633455887436867,
|
|
"m": 0.768397867679596
|
|
},
|
|
{
|
|
"p": 0.04983129724860191,
|
|
"m": 0.9951606392860413
|
|
},
|
|
{
|
|
"p": 0.07154364138841629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055430568754673004,
|
|
"m": 0.9699413776397705
|
|
},
|
|
{
|
|
"p": 0.05987570807337761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059905439615249634,
|
|
"m": 0.8085601925849915
|
|
},
|
|
{
|
|
"p": 0.06803223490715027,
|
|
"m": 0.99936842918396
|
|
},
|
|
{
|
|
"p": 0.0617358423769474,
|
|
"m": 0.9978213310241699
|
|
},
|
|
{
|
|
"p": 0.074883371591568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033377595245838165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045385319739580154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057516906410455704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050299305468797684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04544182866811752,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 1.4427591562271118,
|
|
"val_loss": 0.9630398154258728,
|
|
"acc": 66.4,
|
|
"time": 229.23994131700601,
|
|
"param": [
|
|
{
|
|
"p": 0.0599975623190403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04447140544652939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04527581110596657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058059949427843094,
|
|
"m": 0.44506844878196716
|
|
},
|
|
{
|
|
"p": 0.04519573226571083,
|
|
"m": 0.7301090955734253
|
|
},
|
|
{
|
|
"p": 0.05893048644065857,
|
|
"m": 0.9897176027297974
|
|
},
|
|
{
|
|
"p": 0.055520493537187576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057263921946287155,
|
|
"m": 0.8023037910461426
|
|
},
|
|
{
|
|
"p": 0.056021809577941895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07291223108768463,
|
|
"m": 0.801490306854248
|
|
},
|
|
{
|
|
"p": 0.07287613302469254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05474722012877464,
|
|
"m": 0.9982077479362488
|
|
},
|
|
{
|
|
"p": 0.0637829378247261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0633314698934555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05419966205954552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0576692633330822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047076065093278885,
|
|
"m": 0.9985940456390381
|
|
},
|
|
{
|
|
"p": 0.03266790509223938,
|
|
"m": 0.9665928483009338
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.41775381565094,
|
|
"val_loss": 0.9971631169319153,
|
|
"acc": 65.32,
|
|
"time": 220.84330732596572,
|
|
"param": [
|
|
{
|
|
"p": 0.07844497263431549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03659231215715408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054989833384752274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053348977118730545,
|
|
"m": 0.48482412099838257
|
|
},
|
|
{
|
|
"p": 0.04529373347759247,
|
|
"m": 0.7698950171470642
|
|
},
|
|
{
|
|
"p": 0.05559929087758064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03299173340201378,
|
|
"m": 0.9795511960983276
|
|
},
|
|
{
|
|
"p": 0.05292663350701332,
|
|
"m": 0.8465865850448608
|
|
},
|
|
{
|
|
"p": 0.06349512189626694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07976210117340088,
|
|
"m": 0.8672376275062561
|
|
},
|
|
{
|
|
"p": 0.0347069576382637,
|
|
"m": 0.9890406727790833
|
|
},
|
|
{
|
|
"p": 0.06335178762674332,
|
|
"m": 0.9656076431274414
|
|
},
|
|
{
|
|
"p": 0.07278189063072205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06555221974849701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.075124591588974,
|
|
"m": 0.9683921933174133
|
|
},
|
|
{
|
|
"p": 0.06594981998205185,
|
|
"m": 0.9746562242507935
|
|
},
|
|
{
|
|
"p": 0.03223492577672005,
|
|
"m": 0.9796707034111023
|
|
},
|
|
{
|
|
"p": 0.03685304895043373,
|
|
"m": 0.9105308651924133
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.4997591972351074,
|
|
"val_loss": 0.9262717366218567,
|
|
"acc": 66.12,
|
|
"time": 222.95069551107008,
|
|
"param": [
|
|
{
|
|
"p": 0.07528002560138702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044329430907964706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10300871729850769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061208438128232956,
|
|
"m": 0.5380190014839172
|
|
},
|
|
{
|
|
"p": 0.058370936661958694,
|
|
"m": 0.905715823173523
|
|
},
|
|
{
|
|
"p": 0.05154722183942795,
|
|
"m": 0.9954887628555298
|
|
},
|
|
{
|
|
"p": 0.040087196975946426,
|
|
"m": 0.8461588621139526
|
|
},
|
|
{
|
|
"p": 0.07028688490390778,
|
|
"m": 0.9434320330619812
|
|
},
|
|
{
|
|
"p": 0.031699635088443756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04941854998469353,
|
|
"m": 0.8984464406967163
|
|
},
|
|
{
|
|
"p": 0.06652186810970306,
|
|
"m": 0.9843831658363342
|
|
},
|
|
{
|
|
"p": 0.05773264169692993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06526569277048111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024477360770106316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060449887067079544,
|
|
"m": 0.9779942035675049
|
|
},
|
|
{
|
|
"p": 0.06654100120067596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03688666969537735,
|
|
"m": 0.9579153060913086
|
|
},
|
|
{
|
|
"p": 0.03688785806298256,
|
|
"m": 0.9618000984191895
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.4892981052398682,
|
|
"val_loss": 0.9997943639755249,
|
|
"acc": 65.37,
|
|
"time": 219.17780034895986,
|
|
"param": [
|
|
{
|
|
"p": 0.061418887227773666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03177456557750702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04933301731944084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02720589190721512,
|
|
"m": 0.483932763338089
|
|
},
|
|
{
|
|
"p": 0.055849190801382065,
|
|
"m": 0.9786866307258606
|
|
},
|
|
{
|
|
"p": 0.04473958909511566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07160770893096924,
|
|
"m": 0.861487865447998
|
|
},
|
|
{
|
|
"p": 0.06077468395233154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05034654960036278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07291001081466675,
|
|
"m": 0.940015435218811
|
|
},
|
|
{
|
|
"p": 0.07096784561872482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05357351154088974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0629151463508606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04441050812602043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06845144927501678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06462498754262924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05488942563533783,
|
|
"m": 0.9555401802062988
|
|
},
|
|
{
|
|
"p": 0.05420702323317528,
|
|
"m": 0.9368222951889038
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 1.3704853057861328,
|
|
"val_loss": 0.9801888465881348,
|
|
"acc": 65.65,
|
|
"time": 210.89802718895953,
|
|
"param": [
|
|
{
|
|
"p": 0.06474556773900986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051631879061460495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05124560743570328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05801596865057945,
|
|
"m": 0.4263541102409363
|
|
},
|
|
{
|
|
"p": 0.034578125923871994,
|
|
"m": 0.8762079477310181
|
|
},
|
|
{
|
|
"p": 0.07130015641450882,
|
|
"m": 0.9869393110275269
|
|
},
|
|
{
|
|
"p": 0.07425130158662796,
|
|
"m": 0.874933660030365
|
|
},
|
|
{
|
|
"p": 0.04635332524776459,
|
|
"m": 0.9883767366409302
|
|
},
|
|
{
|
|
"p": 0.06981491297483444,
|
|
"m": 0.9995473027229309
|
|
},
|
|
{
|
|
"p": 0.036363035440444946,
|
|
"m": 0.8014513850212097
|
|
},
|
|
{
|
|
"p": 0.071711964905262,
|
|
"m": 0.9999216198921204
|
|
},
|
|
{
|
|
"p": 0.06574194133281708,
|
|
"m": 0.9866170287132263
|
|
},
|
|
{
|
|
"p": 0.09093277156352997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017373129725456238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05577194318175316,
|
|
"m": 0.9283474683761597
|
|
},
|
|
{
|
|
"p": 0.06959094107151031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03315530717372894,
|
|
"m": 0.9807929992675781
|
|
},
|
|
{
|
|
"p": 0.03742210194468498,
|
|
"m": 0.9967334866523743
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.7024308443069458,
|
|
"val_loss": 0.9050361514091492,
|
|
"acc": 66.67,
|
|
"time": 211.13166982599068,
|
|
"param": [
|
|
{
|
|
"p": 0.06674256920814514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05757896974682808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059202954173088074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06509760767221451,
|
|
"m": 0.4576803147792816
|
|
},
|
|
{
|
|
"p": 0.054817136377096176,
|
|
"m": 0.9127665162086487
|
|
},
|
|
{
|
|
"p": 0.033756036311388016,
|
|
"m": 0.975418210029602
|
|
},
|
|
{
|
|
"p": 0.05014440044760704,
|
|
"m": 0.8767791986465454
|
|
},
|
|
{
|
|
"p": 0.06743736565113068,
|
|
"m": 0.9747406244277954
|
|
},
|
|
{
|
|
"p": 0.06893705576658249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04481083154678345,
|
|
"m": 0.774478554725647
|
|
},
|
|
{
|
|
"p": 0.05599576234817505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060517191886901855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07873530685901642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03772693872451782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06425344944000244,
|
|
"m": 0.9018805027008057
|
|
},
|
|
{
|
|
"p": 0.043940749019384384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04319076985120773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04711495339870453,
|
|
"m": 0.9301668405532837
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.5624597072601318,
|
|
"val_loss": 0.9610199332237244,
|
|
"acc": 65.75,
|
|
"time": 210.91286621394102,
|
|
"param": [
|
|
{
|
|
"p": 0.06699194014072418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05067931488156319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054548732936382294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05960468202829361,
|
|
"m": 0.3418906033039093
|
|
},
|
|
{
|
|
"p": 0.05720768868923187,
|
|
"m": 0.9269658327102661
|
|
},
|
|
{
|
|
"p": 0.01806456409394741,
|
|
"m": 0.9826778173446655
|
|
},
|
|
{
|
|
"p": 0.07972873002290726,
|
|
"m": 0.9239751100540161
|
|
},
|
|
{
|
|
"p": 0.03160996735095978,
|
|
"m": 0.9724152684211731
|
|
},
|
|
{
|
|
"p": 0.06380670517683029,
|
|
"m": 0.9989010691642761
|
|
},
|
|
{
|
|
"p": 0.05668643116950989,
|
|
"m": 0.7950567007064819
|
|
},
|
|
{
|
|
"p": 0.07395188510417938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07977349311113358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06425566226243973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03318469598889351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06780210137367249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04896213859319687,
|
|
"m": 0.9953721165657043
|
|
},
|
|
{
|
|
"p": 0.06640850752592087,
|
|
"m": 0.985176682472229
|
|
},
|
|
{
|
|
"p": 0.026732780039310455,
|
|
"m": 0.9981236457824707
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.499347448348999,
|
|
"val_loss": 0.9148123860359192,
|
|
"acc": 66.57,
|
|
"time": 214.43015218700748,
|
|
"param": [
|
|
{
|
|
"p": 0.06006329506635666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07018069177865982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05085320025682449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05155633017420769,
|
|
"m": 0.30749672651290894
|
|
},
|
|
{
|
|
"p": 0.051370106637477875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07869436591863632,
|
|
"m": 0.9243276119232178
|
|
},
|
|
{
|
|
"p": 0.04715854674577713,
|
|
"m": 0.7547491788864136
|
|
},
|
|
{
|
|
"p": 0.07597000896930695,
|
|
"m": 0.8276224136352539
|
|
},
|
|
{
|
|
"p": 0.06122621148824692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05290905386209488,
|
|
"m": 0.8110674023628235
|
|
},
|
|
{
|
|
"p": 0.050868961960077286,
|
|
"m": 0.9942641258239746
|
|
},
|
|
{
|
|
"p": 0.05822841450572014,
|
|
"m": 0.9933954477310181
|
|
},
|
|
{
|
|
"p": 0.05329407379031181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04345496743917465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046744223684072495,
|
|
"m": 0.9712162017822266
|
|
},
|
|
{
|
|
"p": 0.06649599224328995,
|
|
"m": 0.9848164916038513
|
|
},
|
|
{
|
|
"p": 0.04717279598116875,
|
|
"m": 0.9883667230606079
|
|
},
|
|
{
|
|
"p": 0.03375887870788574,
|
|
"m": 0.9929938912391663
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 1.510541319847107,
|
|
"val_loss": 0.9289062023162842,
|
|
"acc": 64.64,
|
|
"time": 217.69436990399845,
|
|
"param": [
|
|
{
|
|
"p": 0.06690914928913116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038383908569812775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058637991547584534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04847178980708122,
|
|
"m": 0.3626878261566162
|
|
},
|
|
{
|
|
"p": 0.05614953488111496,
|
|
"m": 0.9722155928611755
|
|
},
|
|
{
|
|
"p": 0.06626656651496887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05822841078042984,
|
|
"m": 0.6978018283843994
|
|
},
|
|
{
|
|
"p": 0.05674474313855171,
|
|
"m": 0.8954964280128479
|
|
},
|
|
{
|
|
"p": 0.036973532289266586,
|
|
"m": 0.9787495136260986
|
|
},
|
|
{
|
|
"p": 0.052778664976358414,
|
|
"m": 0.8420198559761047
|
|
},
|
|
{
|
|
"p": 0.06210262328386307,
|
|
"m": 0.9879974126815796
|
|
},
|
|
{
|
|
"p": 0.05370926856994629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06997442245483398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047927144914865494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0720532238483429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08582540601491928,
|
|
"m": 0.9870008826255798
|
|
},
|
|
{
|
|
"p": 0.0199592262506485,
|
|
"m": 0.9886501431465149
|
|
},
|
|
{
|
|
"p": 0.04890434443950653,
|
|
"m": 0.9833598732948303
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.4471986293792725,
|
|
"val_loss": 0.8790708184242249,
|
|
"acc": 66.76,
|
|
"time": 224.18668663396966,
|
|
"param": [
|
|
{
|
|
"p": 0.06662106513977051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041157253086566925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0710400864481926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040262095630168915,
|
|
"m": 0.3975757658481598
|
|
},
|
|
{
|
|
"p": 0.06988021731376648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03755973279476166,
|
|
"m": 0.9523658752441406
|
|
},
|
|
{
|
|
"p": 0.04870646819472313,
|
|
"m": 0.6539626121520996
|
|
},
|
|
{
|
|
"p": 0.045460790395736694,
|
|
"m": 0.8830362558364868
|
|
},
|
|
{
|
|
"p": 0.06862711161375046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05592876672744751,
|
|
"m": 0.8598752617835999
|
|
},
|
|
{
|
|
"p": 0.043001800775527954,
|
|
"m": 0.9984664916992188
|
|
},
|
|
{
|
|
"p": 0.05396835505962372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06203806772828102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05423633009195328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060845594853162766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07251156866550446,
|
|
"m": 0.987665057182312
|
|
},
|
|
{
|
|
"p": 0.048945892602205276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05920884385704994,
|
|
"m": 0.999897837638855
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 1.4489883184432983,
|
|
"val_loss": 0.9502102136611938,
|
|
"acc": 66.59,
|
|
"time": 224.90701305202674,
|
|
"param": [
|
|
{
|
|
"p": 0.07357694953680038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06906784325838089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039710883051157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06757280230522156,
|
|
"m": 0.5306537747383118
|
|
},
|
|
{
|
|
"p": 0.031116416677832603,
|
|
"m": 0.9475520849227905
|
|
},
|
|
{
|
|
"p": 0.015546068549156189,
|
|
"m": 0.9947633147239685
|
|
},
|
|
{
|
|
"p": 0.06396543979644775,
|
|
"m": 0.8015595078468323
|
|
},
|
|
{
|
|
"p": 0.04511462524533272,
|
|
"m": 0.8504529595375061
|
|
},
|
|
{
|
|
"p": 0.05707351863384247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04115115478634834,
|
|
"m": 0.8598973751068115
|
|
},
|
|
{
|
|
"p": 0.07137122005224228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07543379068374634,
|
|
"m": 0.9996894001960754
|
|
},
|
|
{
|
|
"p": 0.08472833782434464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04731548950076103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07464461773633957,
|
|
"m": 0.9956251382827759
|
|
},
|
|
{
|
|
"p": 0.03849312290549278,
|
|
"m": 0.9753296971321106
|
|
},
|
|
{
|
|
"p": 0.060964569449424744,
|
|
"m": 0.9912449717521667
|
|
},
|
|
{
|
|
"p": 0.04315313324332237,
|
|
"m": 0.9946318864822388
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 1.4134689569473267,
|
|
"val_loss": 1.065658688545227,
|
|
"acc": 65.94,
|
|
"time": 218.72883145301603,
|
|
"param": [
|
|
{
|
|
"p": 0.0685751736164093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05903778225183487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06057610362768173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04926889017224312,
|
|
"m": 0.6358646750450134
|
|
},
|
|
{
|
|
"p": 0.06374170631170273,
|
|
"m": 0.9379558563232422
|
|
},
|
|
{
|
|
"p": 0.03475549444556236,
|
|
"m": 0.9781439304351807
|
|
},
|
|
{
|
|
"p": 0.044677719473838806,
|
|
"m": 0.7201050519943237
|
|
},
|
|
{
|
|
"p": 0.07287260890007019,
|
|
"m": 0.8974577188491821
|
|
},
|
|
{
|
|
"p": 0.05565647780895233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0817134901881218,
|
|
"m": 0.9176943898200989
|
|
},
|
|
{
|
|
"p": 0.0630979984998703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06105276569724083,
|
|
"m": 0.9768289923667908
|
|
},
|
|
{
|
|
"p": 0.07282843440771103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04280620813369751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03963788226246834,
|
|
"m": 0.9311863780021667
|
|
},
|
|
{
|
|
"p": 0.04235125333070755,
|
|
"m": 0.992836058139801
|
|
},
|
|
{
|
|
"p": 0.04893428832292557,
|
|
"m": 0.9988992810249329
|
|
},
|
|
{
|
|
"p": 0.03841562196612358,
|
|
"m": 0.9786983132362366
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.3905341625213623,
|
|
"val_loss": 0.89646315574646,
|
|
"acc": 66.79,
|
|
"time": 220.15270437393337,
|
|
"param": [
|
|
{
|
|
"p": 0.05707750841975212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045506566762924194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06402162462472916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050178855657577515,
|
|
"m": 0.7543209791183472
|
|
},
|
|
{
|
|
"p": 0.0493292398750782,
|
|
"m": 0.9574720859527588
|
|
},
|
|
{
|
|
"p": 0.048811931163072586,
|
|
"m": 0.9793307185173035
|
|
},
|
|
{
|
|
"p": 0.04893021658062935,
|
|
"m": 0.9379115700721741
|
|
},
|
|
{
|
|
"p": 0.0355352945625782,
|
|
"m": 0.9643925428390503
|
|
},
|
|
{
|
|
"p": 0.05639335885643959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06011539697647095,
|
|
"m": 0.870944082736969
|
|
},
|
|
{
|
|
"p": 0.07887180149555206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05980387702584267,
|
|
"m": 0.9825077056884766
|
|
},
|
|
{
|
|
"p": 0.07551492750644684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031290773302316666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07565601915121078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05686642974615097,
|
|
"m": 0.9915081262588501
|
|
},
|
|
{
|
|
"p": 0.05230741947889328,
|
|
"m": 0.9968560338020325
|
|
},
|
|
{
|
|
"p": 0.0537886843085289,
|
|
"m": 0.9994096755981445
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 1.3781808614730835,
|
|
"val_loss": 1.0038543939590454,
|
|
"acc": 66.62,
|
|
"time": 216.00914001197089,
|
|
"param": [
|
|
{
|
|
"p": 0.058302149176597595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04617004096508026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062415555119514465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060938987880945206,
|
|
"m": 0.6435278654098511
|
|
},
|
|
{
|
|
"p": 0.04017312079668045,
|
|
"m": 0.9615303874015808
|
|
},
|
|
{
|
|
"p": 0.04244202747941017,
|
|
"m": 0.997883141040802
|
|
},
|
|
{
|
|
"p": 0.05423402786254883,
|
|
"m": 0.8971336483955383
|
|
},
|
|
{
|
|
"p": 0.05605585500597954,
|
|
"m": 0.8399488925933838
|
|
},
|
|
{
|
|
"p": 0.07394684106111526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06978857517242432,
|
|
"m": 0.9142364859580994
|
|
},
|
|
{
|
|
"p": 0.07372874766588211,
|
|
"m": 0.998627245426178
|
|
},
|
|
{
|
|
"p": 0.06268744170665741,
|
|
"m": 0.9975050091743469
|
|
},
|
|
{
|
|
"p": 0.05818131938576698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05622866377234459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03929519280791283,
|
|
"m": 0.9742849469184875
|
|
},
|
|
{
|
|
"p": 0.05600625276565552,
|
|
"m": 0.9990502595901489
|
|
},
|
|
{
|
|
"p": 0.04185652360320091,
|
|
"m": 0.9624135494232178
|
|
},
|
|
{
|
|
"p": 0.047548744827508926,
|
|
"m": 0.9783687591552734
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 1.3783828020095825,
|
|
"val_loss": 0.9458519220352173,
|
|
"acc": 67.85,
|
|
"time": 224.31897906493396,
|
|
"param": [
|
|
{
|
|
"p": 0.05816955864429474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050031356513500214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05820837989449501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02201385609805584,
|
|
"m": 0.6839810609817505
|
|
},
|
|
{
|
|
"p": 0.05621377378702164,
|
|
"m": 0.9496170878410339
|
|
},
|
|
{
|
|
"p": 0.0546167753636837,
|
|
"m": 0.989805281162262
|
|
},
|
|
{
|
|
"p": 0.04801463335752487,
|
|
"m": 0.8349251747131348
|
|
},
|
|
{
|
|
"p": 0.048408422619104385,
|
|
"m": 0.752434253692627
|
|
},
|
|
{
|
|
"p": 0.05361924692988396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05956113710999489,
|
|
"m": 0.8520973324775696
|
|
},
|
|
{
|
|
"p": 0.06753067672252655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06445179134607315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06332992017269135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051729582250118256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06802058219909668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07365774363279343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04968143627047539,
|
|
"m": 0.9321464896202087
|
|
},
|
|
{
|
|
"p": 0.05274112895131111,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.3799430131912231,
|
|
"val_loss": 0.9595499634742737,
|
|
"acc": 67.39,
|
|
"time": 460.21879261906724,
|
|
"param": [
|
|
{
|
|
"p": 0.07221630960702896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04683158919215202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06236298382282257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03212006390094757,
|
|
"m": 0.7034644484519958
|
|
},
|
|
{
|
|
"p": 0.054543059319257736,
|
|
"m": 0.8728827238082886
|
|
},
|
|
{
|
|
"p": 0.04900585487484932,
|
|
"m": 0.99888676404953
|
|
},
|
|
{
|
|
"p": 0.06084398552775383,
|
|
"m": 0.7293688654899597
|
|
},
|
|
{
|
|
"p": 0.039949800819158554,
|
|
"m": 0.8302354216575623
|
|
},
|
|
{
|
|
"p": 0.06750215590000153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06417861580848694,
|
|
"m": 0.900829017162323
|
|
},
|
|
{
|
|
"p": 0.05724167823791504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06349419802427292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06285189092159271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04534054175019264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05707872658967972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05802777037024498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04909484460949898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0573158785700798,
|
|
"m": 0.9522151350975037
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 1.3095455169677734,
|
|
"val_loss": 1.0156904458999634,
|
|
"acc": 68.25,
|
|
"time": 401.8853784400271,
|
|
"param": [
|
|
{
|
|
"p": 0.05189553275704384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030676905065774918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06246979162096977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05035063251852989,
|
|
"m": 0.6184336543083191
|
|
},
|
|
{
|
|
"p": 0.05941105633974075,
|
|
"m": 0.8995014429092407
|
|
},
|
|
{
|
|
"p": 0.06015300750732422,
|
|
"m": 0.982835054397583
|
|
},
|
|
{
|
|
"p": 0.056863076984882355,
|
|
"m": 0.8718222975730896
|
|
},
|
|
{
|
|
"p": 0.06291261315345764,
|
|
"m": 0.9219501614570618
|
|
},
|
|
{
|
|
"p": 0.028640588745474815,
|
|
"m": 0.9693690538406372
|
|
},
|
|
{
|
|
"p": 0.059119272977113724,
|
|
"m": 0.9330852031707764
|
|
},
|
|
{
|
|
"p": 0.061950866132974625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06381134688854218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07347073405981064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059428755193948746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03792475536465645,
|
|
"m": 0.9748978018760681
|
|
},
|
|
{
|
|
"p": 0.06619381159543991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06165001913905144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05307726934552193,
|
|
"m": 0.9815621376037598
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 1.319164752960205,
|
|
"val_loss": 0.9495536684989929,
|
|
"acc": 67.32,
|
|
"time": 418.73184599902015,
|
|
"param": [
|
|
{
|
|
"p": 0.0631522536277771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04867449775338173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05318718031048775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05386289581656456,
|
|
"m": 0.6928356885910034
|
|
},
|
|
{
|
|
"p": 0.040892407298088074,
|
|
"m": 0.908721923828125
|
|
},
|
|
{
|
|
"p": 0.05750156193971634,
|
|
"m": 0.9349173307418823
|
|
},
|
|
{
|
|
"p": 0.0667000263929367,
|
|
"m": 0.8471199870109558
|
|
},
|
|
{
|
|
"p": 0.050375908613204956,
|
|
"m": 0.9711428284645081
|
|
},
|
|
{
|
|
"p": 0.048097118735313416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05687173083424568,
|
|
"m": 0.9001059532165527
|
|
},
|
|
{
|
|
"p": 0.05976850166916847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06297478824853897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06041983887553215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04636206477880478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0622100755572319,
|
|
"m": 0.9464191794395447
|
|
},
|
|
{
|
|
"p": 0.06259280443191528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053408801555633545,
|
|
"m": 0.9596185088157654
|
|
},
|
|
{
|
|
"p": 0.052947528660297394,
|
|
"m": 0.9984981417655945
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 1.5106948614120483,
|
|
"val_loss": 0.9279610514640808,
|
|
"acc": 67.94,
|
|
"time": 452.64834083709866,
|
|
"param": [
|
|
{
|
|
"p": 0.06774602830410004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043302021920681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06133018061518669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04327329993247986,
|
|
"m": 0.6891368627548218
|
|
},
|
|
{
|
|
"p": 0.05325843393802643,
|
|
"m": 0.9551519155502319
|
|
},
|
|
{
|
|
"p": 0.04000145196914673,
|
|
"m": 0.9178452491760254
|
|
},
|
|
{
|
|
"p": 0.0691804364323616,
|
|
"m": 0.8261018395423889
|
|
},
|
|
{
|
|
"p": 0.030488500371575356,
|
|
"m": 0.8604065179824829
|
|
},
|
|
{
|
|
"p": 0.05784561112523079,
|
|
"m": 0.9961656332015991
|
|
},
|
|
{
|
|
"p": 0.049768976867198944,
|
|
"m": 0.9159327745437622
|
|
},
|
|
{
|
|
"p": 0.06174718216061592,
|
|
"m": 0.9986593127250671
|
|
},
|
|
{
|
|
"p": 0.06734964996576309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06902111321687698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06466934084892273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06117835268378258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05245561897754669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046098463237285614,
|
|
"m": 0.9791872501373291
|
|
},
|
|
{
|
|
"p": 0.061285290867090225,
|
|
"m": 0.9191249012947083
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.4565017223358154,
|
|
"val_loss": 1.0864036083221436,
|
|
"acc": 66.76,
|
|
"time": 494.971727458993,
|
|
"param": [
|
|
{
|
|
"p": 0.06026802584528923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04205339401960373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061736851930618286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041914451867341995,
|
|
"m": 0.5990040898323059
|
|
},
|
|
{
|
|
"p": 0.03458847478032112,
|
|
"m": 0.9276385307312012
|
|
},
|
|
{
|
|
"p": 0.05991288647055626,
|
|
"m": 0.8093112111091614
|
|
},
|
|
{
|
|
"p": 0.0687670111656189,
|
|
"m": 0.7422633767127991
|
|
},
|
|
{
|
|
"p": 0.05564570054411888,
|
|
"m": 0.898637056350708
|
|
},
|
|
{
|
|
"p": 0.05316980928182602,
|
|
"m": 0.9943278431892395
|
|
},
|
|
{
|
|
"p": 0.062043625861406326,
|
|
"m": 0.8908220529556274
|
|
},
|
|
{
|
|
"p": 0.052742455154657364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06060798093676567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06332629919052124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05067385360598564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06244509294629097,
|
|
"m": 0.9952822327613831
|
|
},
|
|
{
|
|
"p": 0.0768902599811554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048352424055337906,
|
|
"m": 0.9964500665664673
|
|
},
|
|
{
|
|
"p": 0.04486142471432686,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 1.363328218460083,
|
|
"val_loss": 0.929864764213562,
|
|
"acc": 67.56,
|
|
"time": 448.2808750610566,
|
|
"param": [
|
|
{
|
|
"p": 0.07194866240024567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054230816662311554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0556124672293663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03860567882657051,
|
|
"m": 0.6226552724838257
|
|
},
|
|
{
|
|
"p": 0.05954878404736519,
|
|
"m": 0.8658174872398376
|
|
},
|
|
{
|
|
"p": 0.0466202050447464,
|
|
"m": 0.8289527893066406
|
|
},
|
|
{
|
|
"p": 0.05047573521733284,
|
|
"m": 0.49942538142204285
|
|
},
|
|
{
|
|
"p": 0.050602152943611145,
|
|
"m": 0.876438319683075
|
|
},
|
|
{
|
|
"p": 0.05526211857795715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06273283809423447,
|
|
"m": 0.9003473520278931
|
|
},
|
|
{
|
|
"p": 0.07832032442092896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04370468482375145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06924021244049072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06748110055923462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042265355587005615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06390616297721863,
|
|
"m": 0.9993614554405212
|
|
},
|
|
{
|
|
"p": 0.05427209287881851,
|
|
"m": 0.9922764301300049
|
|
},
|
|
{
|
|
"p": 0.035170577466487885,
|
|
"m": 0.9876673817634583
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.2928500175476074,
|
|
"val_loss": 0.9912009239196777,
|
|
"acc": 68.38,
|
|
"time": 376.7010707890149,
|
|
"param": [
|
|
{
|
|
"p": 0.06426030397415161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0474519245326519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05969860777258873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04388519376516342,
|
|
"m": 0.7034346461296082
|
|
},
|
|
{
|
|
"p": 0.060276709496974945,
|
|
"m": 0.854046106338501
|
|
},
|
|
{
|
|
"p": 0.05872788280248642,
|
|
"m": 0.8845143914222717
|
|
},
|
|
{
|
|
"p": 0.04670627415180206,
|
|
"m": 0.6114247441291809
|
|
},
|
|
{
|
|
"p": 0.05382125824689865,
|
|
"m": 0.8873169422149658
|
|
},
|
|
{
|
|
"p": 0.05408194288611412,
|
|
"m": 0.9933039546012878
|
|
},
|
|
{
|
|
"p": 0.05511420592665672,
|
|
"m": 0.9314305782318115
|
|
},
|
|
{
|
|
"p": 0.06094319745898247,
|
|
"m": 0.9993100166320801
|
|
},
|
|
{
|
|
"p": 0.06567813456058502,
|
|
"m": 0.9854132533073425
|
|
},
|
|
{
|
|
"p": 0.05733029916882515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05264653265476227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06315001845359802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05230677127838135,
|
|
"m": 0.982122540473938
|
|
},
|
|
{
|
|
"p": 0.052102573215961456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05181809514760971,
|
|
"m": 0.9881716966629028
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 1.2571278810501099,
|
|
"val_loss": 0.9616389870643616,
|
|
"acc": 69.45,
|
|
"time": 330.256363020977,
|
|
"param": [
|
|
{
|
|
"p": 0.07722225040197372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03866798058152199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07252000272274017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05040727183222771,
|
|
"m": 0.570616602897644
|
|
},
|
|
{
|
|
"p": 0.0615609847009182,
|
|
"m": 0.8863287568092346
|
|
},
|
|
{
|
|
"p": 0.05897980555891991,
|
|
"m": 0.8801989555358887
|
|
},
|
|
{
|
|
"p": 0.04848203808069229,
|
|
"m": 0.756065309047699
|
|
},
|
|
{
|
|
"p": 0.056509267538785934,
|
|
"m": 0.8171015977859497
|
|
},
|
|
{
|
|
"p": 0.05681101605296135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137634605169296,
|
|
"m": 0.9768769145011902
|
|
},
|
|
{
|
|
"p": 0.04121847450733185,
|
|
"m": 0.9705364108085632
|
|
},
|
|
{
|
|
"p": 0.04165411368012428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04716929420828819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05663980171084404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05430801957845688,
|
|
"m": 0.9863422513008118
|
|
},
|
|
{
|
|
"p": 0.04995160549879074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05605757236480713,
|
|
"m": 0.9503414630889893
|
|
},
|
|
{
|
|
"p": 0.06046409159898758,
|
|
"m": 0.8795915246009827
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 1.469199538230896,
|
|
"val_loss": 0.8770684003829956,
|
|
"acc": 68.38,
|
|
"time": 224.1046604589792,
|
|
"param": [
|
|
{
|
|
"p": 0.07305482774972916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0261780247092247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0805717334151268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04069358855485916,
|
|
"m": 0.4735652804374695
|
|
},
|
|
{
|
|
"p": 0.04513469338417053,
|
|
"m": 0.999931275844574
|
|
},
|
|
{
|
|
"p": 0.06642424315214157,
|
|
"m": 0.9179842472076416
|
|
},
|
|
{
|
|
"p": 0.05003457888960838,
|
|
"m": 0.8421070575714111
|
|
},
|
|
{
|
|
"p": 0.061518020927906036,
|
|
"m": 0.9319531917572021
|
|
},
|
|
{
|
|
"p": 0.05439303442835808,
|
|
"m": 0.9996874928474426
|
|
},
|
|
{
|
|
"p": 0.053556013852357864,
|
|
"m": 0.9464705586433411
|
|
},
|
|
{
|
|
"p": 0.05446503311395645,
|
|
"m": 0.9598026275634766
|
|
},
|
|
{
|
|
"p": 0.052201997488737106,
|
|
"m": 0.994170606136322
|
|
},
|
|
{
|
|
"p": 0.07651267200708389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06367754936218262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043527573347091675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05472845584154129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056326430290937424,
|
|
"m": 0.8820229172706604
|
|
},
|
|
{
|
|
"p": 0.04700151085853577,
|
|
"m": 0.9213143587112427
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 1.45296049118042,
|
|
"val_loss": 0.889472484588623,
|
|
"acc": 67.81,
|
|
"time": 232.75625614391174,
|
|
"param": [
|
|
{
|
|
"p": 0.05345277488231659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04437027871608734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07082569599151611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04947895556688309,
|
|
"m": 0.43435487151145935
|
|
},
|
|
{
|
|
"p": 0.033696550875902176,
|
|
"m": 0.9368920922279358
|
|
},
|
|
{
|
|
"p": 0.04938670992851257,
|
|
"m": 0.8128815293312073
|
|
},
|
|
{
|
|
"p": 0.052871353924274445,
|
|
"m": 0.9080721139907837
|
|
},
|
|
{
|
|
"p": 0.06237713620066643,
|
|
"m": 0.9448755383491516
|
|
},
|
|
{
|
|
"p": 0.07764427363872528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04810301586985588,
|
|
"m": 0.9062158465385437
|
|
},
|
|
{
|
|
"p": 0.06911654025316238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06042253226041794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07746558636426926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05187352001667023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043804414570331573,
|
|
"m": 0.9999141693115234
|
|
},
|
|
{
|
|
"p": 0.06275331974029541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04362305998802185,
|
|
"m": 0.8883222341537476
|
|
},
|
|
{
|
|
"p": 0.048734165728092194,
|
|
"m": 0.8308262228965759
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.2262564897537231,
|
|
"val_loss": 0.9911435842514038,
|
|
"acc": 68.0,
|
|
"time": 308.67655018600635,
|
|
"param": [
|
|
{
|
|
"p": 0.038402702659368515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051520347595214844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06683380156755447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04990770295262337,
|
|
"m": 0.4991890788078308
|
|
},
|
|
{
|
|
"p": 0.03318535163998604,
|
|
"m": 0.9095828533172607
|
|
},
|
|
{
|
|
"p": 0.04359688237309456,
|
|
"m": 0.8159276247024536
|
|
},
|
|
{
|
|
"p": 0.06148098036646843,
|
|
"m": 0.8477968573570251
|
|
},
|
|
{
|
|
"p": 0.07143516093492508,
|
|
"m": 0.8650715351104736
|
|
},
|
|
{
|
|
"p": 0.04514596611261368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05726444348692894,
|
|
"m": 0.919456422328949
|
|
},
|
|
{
|
|
"p": 0.07121999561786652,
|
|
"m": 0.9969954490661621
|
|
},
|
|
{
|
|
"p": 0.07017448544502258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09442940354347229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07285714149475098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05502525717020035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04853205382823944,
|
|
"m": 0.9930340647697449
|
|
},
|
|
{
|
|
"p": 0.025795895606279373,
|
|
"m": 0.7568342089653015
|
|
},
|
|
{
|
|
"p": 0.04319246485829353,
|
|
"m": 0.6661133170127869
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 1.1771773099899292,
|
|
"val_loss": 0.9728110432624817,
|
|
"acc": 68.5,
|
|
"time": 219.29380591900554,
|
|
"param": [
|
|
{
|
|
"p": 0.06448416411876678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06723671406507492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047903046011924744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0370173417031765,
|
|
"m": 0.5951105356216431
|
|
},
|
|
{
|
|
"p": 0.043680835515260696,
|
|
"m": 0.9401358962059021
|
|
},
|
|
{
|
|
"p": 0.0455339290201664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04236079379916191,
|
|
"m": 0.8145943284034729
|
|
},
|
|
{
|
|
"p": 0.05456990376114845,
|
|
"m": 0.8555108308792114
|
|
},
|
|
{
|
|
"p": 0.0460108146071434,
|
|
"m": 0.9837063550949097
|
|
},
|
|
{
|
|
"p": 0.0748833417892456,
|
|
"m": 0.9034398198127747
|
|
},
|
|
{
|
|
"p": 0.07875151187181473,
|
|
"m": 0.9999638199806213
|
|
},
|
|
{
|
|
"p": 0.08365382999181747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05497699975967407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0536651611328125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06272455304861069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059248097240924835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020451756194233894,
|
|
"m": 0.8754798173904419
|
|
},
|
|
{
|
|
"p": 0.0628470703959465,
|
|
"m": 0.8576146960258484
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.5171769857406616,
|
|
"val_loss": 0.9814647436141968,
|
|
"acc": 68.86,
|
|
"time": 223.51804233097937,
|
|
"param": [
|
|
{
|
|
"p": 0.051889605820178986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06004081666469574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061665140092372894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044399160891771317,
|
|
"m": 0.6046421527862549
|
|
},
|
|
{
|
|
"p": 0.03436354920268059,
|
|
"m": 0.8590883612632751
|
|
},
|
|
{
|
|
"p": 0.0415525883436203,
|
|
"m": 0.9965665936470032
|
|
},
|
|
{
|
|
"p": 0.04045223817229271,
|
|
"m": 0.7015436887741089
|
|
},
|
|
{
|
|
"p": 0.08326318860054016,
|
|
"m": 0.8445022702217102
|
|
},
|
|
{
|
|
"p": 0.06792235374450684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06887475401163101,
|
|
"m": 0.8979118466377258
|
|
},
|
|
{
|
|
"p": 0.055913764983415604,
|
|
"m": 0.9993636608123779
|
|
},
|
|
{
|
|
"p": 0.08182578533887863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07762718200683594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04087492451071739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05171291530132294,
|
|
"m": 0.9948320984840393
|
|
},
|
|
{
|
|
"p": 0.061586081981658936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03652564063668251,
|
|
"m": 0.9278184175491333
|
|
},
|
|
{
|
|
"p": 0.039510250091552734,
|
|
"m": 0.9141674637794495
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.4743762016296387,
|
|
"val_loss": 0.9197129011154175,
|
|
"acc": 68.67,
|
|
"time": 214.18312788009644,
|
|
"param": [
|
|
{
|
|
"p": 0.06468601524829865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0588323175907135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0531223863363266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037132710218429565,
|
|
"m": 0.535937488079071
|
|
},
|
|
{
|
|
"p": 0.08109359443187714,
|
|
"m": 0.8645196557044983
|
|
},
|
|
{
|
|
"p": 0.024555522948503494,
|
|
"m": 0.9796631932258606
|
|
},
|
|
{
|
|
"p": 0.05858737975358963,
|
|
"m": 0.6565203070640564
|
|
},
|
|
{
|
|
"p": 0.04568219557404518,
|
|
"m": 0.6758669018745422
|
|
},
|
|
{
|
|
"p": 0.05828429013490677,
|
|
"m": 0.9980031251907349
|
|
},
|
|
{
|
|
"p": 0.06427491456270218,
|
|
"m": 0.9956438541412354
|
|
},
|
|
{
|
|
"p": 0.04290218651294708,
|
|
"m": 0.9278895258903503
|
|
},
|
|
{
|
|
"p": 0.07154183089733124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07883408665657043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058252863585948944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055658984929323196,
|
|
"m": 0.9700905680656433
|
|
},
|
|
{
|
|
"p": 0.054108861833810806,
|
|
"m": 0.9687390327453613
|
|
},
|
|
{
|
|
"p": 0.044670574367046356,
|
|
"m": 0.9120253324508667
|
|
},
|
|
{
|
|
"p": 0.047779325395822525,
|
|
"m": 0.9598503708839417
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 1.4599666595458984,
|
|
"val_loss": 0.9237998723983765,
|
|
"acc": 68.79,
|
|
"time": 224.64178108400665,
|
|
"param": [
|
|
{
|
|
"p": 0.04948101565241814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0387604758143425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07029478996992111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04007754102349281,
|
|
"m": 0.5700793266296387
|
|
},
|
|
{
|
|
"p": 0.04025321453809738,
|
|
"m": 0.9257808327674866
|
|
},
|
|
{
|
|
"p": 0.06777109950780869,
|
|
"m": 0.9891459941864014
|
|
},
|
|
{
|
|
"p": 0.058787766844034195,
|
|
"m": 0.6727491021156311
|
|
},
|
|
{
|
|
"p": 0.07046695053577423,
|
|
"m": 0.8122572302818298
|
|
},
|
|
{
|
|
"p": 0.056867022067308426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054079532623291016,
|
|
"m": 0.878425121307373
|
|
},
|
|
{
|
|
"p": 0.06391908973455429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04773804172873497,
|
|
"m": 0.9973690509796143
|
|
},
|
|
{
|
|
"p": 0.062022048979997635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06187492609024048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04394569247961044,
|
|
"m": 0.9700101017951965
|
|
},
|
|
{
|
|
"p": 0.05859074741601944,
|
|
"m": 0.9817877411842346
|
|
},
|
|
{
|
|
"p": 0.05526604503393173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05980399250984192,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 1.2187941074371338,
|
|
"val_loss": 0.7840849161148071,
|
|
"acc": 68.42,
|
|
"time": 227.78334858897142,
|
|
"param": [
|
|
{
|
|
"p": 0.08620891720056534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05718574300408363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057535164058208466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04615474492311478,
|
|
"m": 0.5984861850738525
|
|
},
|
|
{
|
|
"p": 0.0436391606926918,
|
|
"m": 0.9630135893821716
|
|
},
|
|
{
|
|
"p": 0.055028028786182404,
|
|
"m": 0.995942234992981
|
|
},
|
|
{
|
|
"p": 0.05883653834462166,
|
|
"m": 0.6654797792434692
|
|
},
|
|
{
|
|
"p": 0.040731459856033325,
|
|
"m": 0.8582510352134705
|
|
},
|
|
{
|
|
"p": 0.05059601366519928,
|
|
"m": 0.9999019503593445
|
|
},
|
|
{
|
|
"p": 0.06428226083517075,
|
|
"m": 0.9828821420669556
|
|
},
|
|
{
|
|
"p": 0.05181409418582916,
|
|
"m": 0.9995110630989075
|
|
},
|
|
{
|
|
"p": 0.04726112633943558,
|
|
"m": 0.9471026659011841
|
|
},
|
|
{
|
|
"p": 0.06140761449933052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04781462997198105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06606239080429077,
|
|
"m": 0.9947443008422852
|
|
},
|
|
{
|
|
"p": 0.05308471992611885,
|
|
"m": 0.9668284058570862
|
|
},
|
|
{
|
|
"p": 0.045635610818862915,
|
|
"m": 0.921427845954895
|
|
},
|
|
{
|
|
"p": 0.0667218491435051,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 1.3218181133270264,
|
|
"val_loss": 0.7772884368896484,
|
|
"acc": 68.3,
|
|
"time": 222.77621812408324,
|
|
"param": [
|
|
{
|
|
"p": 0.06509937345981598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0568467378616333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07245791703462601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08072340488433838,
|
|
"m": 0.6317055821418762
|
|
},
|
|
{
|
|
"p": 0.036415450274944305,
|
|
"m": 0.8482914566993713
|
|
},
|
|
{
|
|
"p": 0.04840430989861488,
|
|
"m": 0.8997499942779541
|
|
},
|
|
{
|
|
"p": 0.06461640447378159,
|
|
"m": 0.7112226486206055
|
|
},
|
|
{
|
|
"p": 0.05629300698637962,
|
|
"m": 0.6196818947792053
|
|
},
|
|
{
|
|
"p": 0.04734674468636513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06411469727754593,
|
|
"m": 0.9710330963134766
|
|
},
|
|
{
|
|
"p": 0.04769877716898918,
|
|
"m": 0.9496623277664185
|
|
},
|
|
{
|
|
"p": 0.039642252027988434,
|
|
"m": 0.9993001222610474
|
|
},
|
|
{
|
|
"p": 0.05350861698389053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05952172353863716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07801101356744766,
|
|
"m": 0.9900569319725037
|
|
},
|
|
{
|
|
"p": 0.0681554302573204,
|
|
"m": 0.9765592217445374
|
|
},
|
|
{
|
|
"p": 0.03105243481695652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0300916600972414,
|
|
"m": 0.9361355900764465
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 1.2064356803894043,
|
|
"val_loss": 0.907660186290741,
|
|
"acc": 69.39,
|
|
"time": 223.87237593403552,
|
|
"param": [
|
|
{
|
|
"p": 0.05913856253027916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041668783873319626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06983769685029984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04594479873776436,
|
|
"m": 0.6245064735412598
|
|
},
|
|
{
|
|
"p": 0.06580743938684464,
|
|
"m": 0.7259765863418579
|
|
},
|
|
{
|
|
"p": 0.018321160227060318,
|
|
"m": 0.8467212915420532
|
|
},
|
|
{
|
|
"p": 0.04581383243203163,
|
|
"m": 0.7015040516853333
|
|
},
|
|
{
|
|
"p": 0.05321688950061798,
|
|
"m": 0.5777137279510498
|
|
},
|
|
{
|
|
"p": 0.05706579238176346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05474121868610382,
|
|
"m": 0.8539852499961853
|
|
},
|
|
{
|
|
"p": 0.06619444489479065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07497760653495789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05312224105000496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06962385773658752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053698811680078506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06388405710458755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043444547802209854,
|
|
"m": 0.95578533411026
|
|
},
|
|
{
|
|
"p": 0.06349837779998779,
|
|
"m": 0.9809615015983582
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 1.4052129983901978,
|
|
"val_loss": 0.8991155028343201,
|
|
"acc": 68.97,
|
|
"time": 220.49116651690565,
|
|
"param": [
|
|
{
|
|
"p": 0.04913151636719704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055357929319143295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05501093342900276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04857678338885307,
|
|
"m": 0.571875274181366
|
|
},
|
|
{
|
|
"p": 0.01707318425178528,
|
|
"m": 0.7670727968215942
|
|
},
|
|
{
|
|
"p": 0.0635528489947319,
|
|
"m": 0.863443911075592
|
|
},
|
|
{
|
|
"p": 0.06524619460105896,
|
|
"m": 0.8321167826652527
|
|
},
|
|
{
|
|
"p": 0.08214140683412552,
|
|
"m": 0.5056211352348328
|
|
},
|
|
{
|
|
"p": 0.05957161262631416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06860220432281494,
|
|
"m": 0.8048598170280457
|
|
},
|
|
{
|
|
"p": 0.061519380658864975,
|
|
"m": 0.9997941255569458
|
|
},
|
|
{
|
|
"p": 0.06571555137634277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04747358337044716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05814079940319061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0709724947810173,
|
|
"m": 0.8566780090332031
|
|
},
|
|
{
|
|
"p": 0.049970634281635284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026178142055869102,
|
|
"m": 0.9189123511314392
|
|
},
|
|
{
|
|
"p": 0.05576474964618683,
|
|
"m": 0.8998479247093201
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.4308303594589233,
|
|
"val_loss": 0.9422411918640137,
|
|
"acc": 69.66,
|
|
"time": 267.4774556379998,
|
|
"param": [
|
|
{
|
|
"p": 0.06504848599433899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04138714075088501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08005600422620773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05797247216105461,
|
|
"m": 0.6643800139427185
|
|
},
|
|
{
|
|
"p": 0.04292382299900055,
|
|
"m": 0.8838250041007996
|
|
},
|
|
{
|
|
"p": 0.05852529779076576,
|
|
"m": 0.8287697434425354
|
|
},
|
|
{
|
|
"p": 0.0667065680027008,
|
|
"m": 0.7589783072471619
|
|
},
|
|
{
|
|
"p": 0.04521709680557251,
|
|
"m": 0.8137776255607605
|
|
},
|
|
{
|
|
"p": 0.05219350382685661,
|
|
"m": 0.9451000690460205
|
|
},
|
|
{
|
|
"p": 0.03978908807039261,
|
|
"m": 0.705832302570343
|
|
},
|
|
{
|
|
"p": 0.04772322252392769,
|
|
"m": 0.962313711643219
|
|
},
|
|
{
|
|
"p": 0.04182872548699379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06203138455748558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0580022819340229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06649288535118103,
|
|
"m": 0.875096321105957
|
|
},
|
|
{
|
|
"p": 0.06836452335119247,
|
|
"m": 0.9933165311813354
|
|
},
|
|
{
|
|
"p": 0.045412953943014145,
|
|
"m": 0.9826544523239136
|
|
},
|
|
{
|
|
"p": 0.06032447889447212,
|
|
"m": 0.9273991584777832
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 1.2242498397827148,
|
|
"val_loss": 0.9321467280387878,
|
|
"acc": 68.52,
|
|
"time": 258.19794979598373,
|
|
"param": [
|
|
{
|
|
"p": 0.08040457218885422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05272264778614044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05698003992438316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05199248343706131,
|
|
"m": 0.5767915844917297
|
|
},
|
|
{
|
|
"p": 0.04594814404845238,
|
|
"m": 0.866005539894104
|
|
},
|
|
{
|
|
"p": 0.04027094319462776,
|
|
"m": 0.9997381567955017
|
|
},
|
|
{
|
|
"p": 0.05476934462785721,
|
|
"m": 0.718418538570404
|
|
},
|
|
{
|
|
"p": 0.06272895634174347,
|
|
"m": 0.8939722776412964
|
|
},
|
|
{
|
|
"p": 0.07311239838600159,
|
|
"m": 0.9977185130119324
|
|
},
|
|
{
|
|
"p": 0.06926088780164719,
|
|
"m": 0.5990898609161377
|
|
},
|
|
{
|
|
"p": 0.06967676430940628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05904143303632736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043752022087574005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04374136030673981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06992406398057938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051997821778059006,
|
|
"m": 0.9633728265762329
|
|
},
|
|
{
|
|
"p": 0.04235471412539482,
|
|
"m": 0.9884797930717468
|
|
},
|
|
{
|
|
"p": 0.0313212051987648,
|
|
"m": 0.8596100807189941
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 1.3756122589111328,
|
|
"val_loss": 0.8339294791221619,
|
|
"acc": 70.42,
|
|
"time": 246.29701434704475,
|
|
"param": [
|
|
{
|
|
"p": 0.07032943516969681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06211505085229874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06844087690114975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051403746008872986,
|
|
"m": 0.6691120862960815
|
|
},
|
|
{
|
|
"p": 0.03431086242198944,
|
|
"m": 0.8982839584350586
|
|
},
|
|
{
|
|
"p": 0.04229968413710594,
|
|
"m": 0.9292287230491638
|
|
},
|
|
{
|
|
"p": 0.04352368041872978,
|
|
"m": 0.7907006740570068
|
|
},
|
|
{
|
|
"p": 0.0658637136220932,
|
|
"m": 0.9758852124214172
|
|
},
|
|
{
|
|
"p": 0.07812674343585968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06480062007904053,
|
|
"m": 0.6624285578727722
|
|
},
|
|
{
|
|
"p": 0.06265667080879211,
|
|
"m": 0.9856056571006775
|
|
},
|
|
{
|
|
"p": 0.07225769758224487,
|
|
"m": 0.9947382211685181
|
|
},
|
|
{
|
|
"p": 0.0591203048825264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05763132870197296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036092787981033325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05434124916791916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036930520087480545,
|
|
"m": 0.9876372218132019
|
|
},
|
|
{
|
|
"p": 0.03975507616996765,
|
|
"m": 0.9578578472137451
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 1.3652187585830688,
|
|
"val_loss": 0.8717835545539856,
|
|
"acc": 70.32,
|
|
"time": 298.6177521990612,
|
|
"param": [
|
|
{
|
|
"p": 0.06775949150323868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041398245841264725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06879931688308716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038288015872240067,
|
|
"m": 0.5884446501731873
|
|
},
|
|
{
|
|
"p": 0.04010338336229324,
|
|
"m": 0.7779778838157654
|
|
},
|
|
{
|
|
"p": 0.047289617359638214,
|
|
"m": 0.9337462186813354
|
|
},
|
|
{
|
|
"p": 0.05548850819468498,
|
|
"m": 0.9093716144561768
|
|
},
|
|
{
|
|
"p": 0.06289518624544144,
|
|
"m": 0.8475865125656128
|
|
},
|
|
{
|
|
"p": 0.0580328144133091,
|
|
"m": 0.998557984828949
|
|
},
|
|
{
|
|
"p": 0.07688126713037491,
|
|
"m": 0.7477050423622131
|
|
},
|
|
{
|
|
"p": 0.0704590305685997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04645781219005585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06433036923408508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05501135066151619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0579398050904274,
|
|
"m": 0.9704137444496155
|
|
},
|
|
{
|
|
"p": 0.06290307641029358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041868437081575394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04409422352910042,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.441420555114746,
|
|
"val_loss": 0.8437449336051941,
|
|
"acc": 69.72,
|
|
"time": 233.08095174503978,
|
|
"param": [
|
|
{
|
|
"p": 0.0638398751616478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0350472591817379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06808672100305557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045704010874032974,
|
|
"m": 0.5924187302589417
|
|
},
|
|
{
|
|
"p": 0.059624385088682175,
|
|
"m": 0.9771856665611267
|
|
},
|
|
{
|
|
"p": 0.021403536200523376,
|
|
"m": 0.9031668901443481
|
|
},
|
|
{
|
|
"p": 0.07241156697273254,
|
|
"m": 0.9289119839668274
|
|
},
|
|
{
|
|
"p": 0.05397076904773712,
|
|
"m": 0.9055560231208801
|
|
},
|
|
{
|
|
"p": 0.03897785022854805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131845504045486,
|
|
"m": 0.807325541973114
|
|
},
|
|
{
|
|
"p": 0.055718645453453064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043805163353681564,
|
|
"m": 0.9937997460365295
|
|
},
|
|
{
|
|
"p": 0.062208857387304306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07959817349910736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040820006281137466,
|
|
"m": 0.9255974292755127
|
|
},
|
|
{
|
|
"p": 0.06555337458848953,
|
|
"m": 0.9979872107505798
|
|
},
|
|
{
|
|
"p": 0.06809625774621964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0538150779902935,
|
|
"m": 0.9972999691963196
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.2888518571853638,
|
|
"val_loss": 0.7803471684455872,
|
|
"acc": 69.38,
|
|
"time": 299.27037389203906,
|
|
"param": [
|
|
{
|
|
"p": 0.049933236092329025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02551262453198433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05247308686375618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06587178260087967,
|
|
"m": 0.5313863158226013
|
|
},
|
|
{
|
|
"p": 0.05685317888855934,
|
|
"m": 0.919131875038147
|
|
},
|
|
{
|
|
"p": 0.06195398047566414,
|
|
"m": 0.9493666291236877
|
|
},
|
|
{
|
|
"p": 0.055846333503723145,
|
|
"m": 0.9154803156852722
|
|
},
|
|
{
|
|
"p": 0.06483332812786102,
|
|
"m": 0.9971245527267456
|
|
},
|
|
{
|
|
"p": 0.06870770454406738,
|
|
"m": 0.9814522862434387
|
|
},
|
|
{
|
|
"p": 0.05354897677898407,
|
|
"m": 0.7769166231155396
|
|
},
|
|
{
|
|
"p": 0.06974879652261734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04442988336086273,
|
|
"m": 0.9980700016021729
|
|
},
|
|
{
|
|
"p": 0.07894869893789291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05382091924548149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06726251542568207,
|
|
"m": 0.9470473527908325
|
|
},
|
|
{
|
|
"p": 0.05370548367500305,
|
|
"m": 0.9581423401832581
|
|
},
|
|
{
|
|
"p": 0.038096021860837936,
|
|
"m": 0.9435548186302185
|
|
},
|
|
{
|
|
"p": 0.03845346346497536,
|
|
"m": 0.9802977442741394
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 1.300543189048767,
|
|
"val_loss": 0.8205496668815613,
|
|
"acc": 69.76,
|
|
"time": 215.2254259350011,
|
|
"param": [
|
|
{
|
|
"p": 0.06049281731247902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04560561850667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057906366884708405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03184026852250099,
|
|
"m": 0.525299608707428
|
|
},
|
|
{
|
|
"p": 0.013858441263437271,
|
|
"m": 0.8954793214797974
|
|
},
|
|
{
|
|
"p": 0.06505397707223892,
|
|
"m": 0.9625449180603027
|
|
},
|
|
{
|
|
"p": 0.06524830311536789,
|
|
"m": 0.8333166837692261
|
|
},
|
|
{
|
|
"p": 0.06678598374128342,
|
|
"m": 0.930234968662262
|
|
},
|
|
{
|
|
"p": 0.07086898386478424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06878748536109924,
|
|
"m": 0.8968456983566284
|
|
},
|
|
{
|
|
"p": 0.06901544332504272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043481796979904175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06566429883241653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05438918620347977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05690750107169151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06975571066141129,
|
|
"m": 0.9715932011604309
|
|
},
|
|
{
|
|
"p": 0.030655916780233383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06368187814950943,
|
|
"m": 0.9977588057518005
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 1.4625087976455688,
|
|
"val_loss": 0.8908861875534058,
|
|
"acc": 69.48,
|
|
"time": 216.25718080892693,
|
|
"param": [
|
|
{
|
|
"p": 0.07278353720903397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05125633627176285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06139279901981354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04435661807656288,
|
|
"m": 0.5975069999694824
|
|
},
|
|
{
|
|
"p": 0.034786783158779144,
|
|
"m": 0.962823212146759
|
|
},
|
|
{
|
|
"p": 0.032606616616249084,
|
|
"m": 0.823456883430481
|
|
},
|
|
{
|
|
"p": 0.042041126638650894,
|
|
"m": 0.8443290591239929
|
|
},
|
|
{
|
|
"p": 0.04717134311795235,
|
|
"m": 0.9597423672676086
|
|
},
|
|
{
|
|
"p": 0.0512421689927578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07267016172409058,
|
|
"m": 0.8236827850341797
|
|
},
|
|
{
|
|
"p": 0.06912722438573837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06241050362586975,
|
|
"m": 0.9960801601409912
|
|
},
|
|
{
|
|
"p": 0.07001350075006485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05951150134205818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08024144172668457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0470278337597847,
|
|
"m": 0.9873705506324768
|
|
},
|
|
{
|
|
"p": 0.05020769312977791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051152702420949936,
|
|
"m": 0.9837856292724609
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.2319114208221436,
|
|
"val_loss": 0.9853891134262085,
|
|
"acc": 70.07,
|
|
"time": 216.9345451820409,
|
|
"param": [
|
|
{
|
|
"p": 0.05934577435255051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049024797976017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06340652704238892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04936198890209198,
|
|
"m": 0.5134255886077881
|
|
},
|
|
{
|
|
"p": 0.04460751637816429,
|
|
"m": 0.9203934073448181
|
|
},
|
|
{
|
|
"p": 0.06947015970945358,
|
|
"m": 0.858842134475708
|
|
},
|
|
{
|
|
"p": 0.0629812628030777,
|
|
"m": 0.805177628993988
|
|
},
|
|
{
|
|
"p": 0.042545657604932785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06107581779360771,
|
|
"m": 0.9971995949745178
|
|
},
|
|
{
|
|
"p": 0.06502190232276917,
|
|
"m": 0.7578380703926086
|
|
},
|
|
{
|
|
"p": 0.05340804532170296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06499513983726501,
|
|
"m": 0.9963369965553284
|
|
},
|
|
{
|
|
"p": 0.05968864634633064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04665436968207359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0398990623652935,
|
|
"m": 0.9986916184425354
|
|
},
|
|
{
|
|
"p": 0.05728161707520485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062049500644207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04918207228183746,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.323335886001587,
|
|
"val_loss": 0.8959564566612244,
|
|
"acc": 70.29,
|
|
"time": 217.8247417929815,
|
|
"param": [
|
|
{
|
|
"p": 0.05194483697414398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051725123077631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05322002246975899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06596196442842484,
|
|
"m": 0.517370343208313
|
|
},
|
|
{
|
|
"p": 0.0446913056075573,
|
|
"m": 0.8603205680847168
|
|
},
|
|
{
|
|
"p": 0.06512574851512909,
|
|
"m": 0.8646748661994934
|
|
},
|
|
{
|
|
"p": 0.06862032413482666,
|
|
"m": 0.809273898601532
|
|
},
|
|
{
|
|
"p": 0.05113008990883827,
|
|
"m": 0.9374257326126099
|
|
},
|
|
{
|
|
"p": 0.06301767379045486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056322962045669556,
|
|
"m": 0.8800195455551147
|
|
},
|
|
{
|
|
"p": 0.04827692732214928,
|
|
"m": 0.9998583197593689
|
|
},
|
|
{
|
|
"p": 0.0442502535879612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04609698802232742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05336751416325569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06535151600837708,
|
|
"m": 0.9956190586090088
|
|
},
|
|
{
|
|
"p": 0.07880646735429764,
|
|
"m": 0.9980356097221375
|
|
},
|
|
{
|
|
"p": 0.03236156702041626,
|
|
"m": 0.995302140712738
|
|
},
|
|
{
|
|
"p": 0.05972874537110329,
|
|
"m": 0.9524794220924377
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.3144477605819702,
|
|
"val_loss": 0.9560677409172058,
|
|
"acc": 70.06,
|
|
"time": 219.17094154597726,
|
|
"param": [
|
|
{
|
|
"p": 0.07122249156236649,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03376597538590431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06775930523872375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04273182526230812,
|
|
"m": 0.45495113730430603
|
|
},
|
|
{
|
|
"p": 0.06298328936100006,
|
|
"m": 0.6531864404678345
|
|
},
|
|
{
|
|
"p": 0.04107723385095596,
|
|
"m": 0.8655256032943726
|
|
},
|
|
{
|
|
"p": 0.0423092283308506,
|
|
"m": 0.6250811219215393
|
|
},
|
|
{
|
|
"p": 0.04902353510260582,
|
|
"m": 0.9189387559890747
|
|
},
|
|
{
|
|
"p": 0.08146321773529053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0520077683031559,
|
|
"m": 0.8890590071678162
|
|
},
|
|
{
|
|
"p": 0.06593800336122513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06763031333684921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06354881823062897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04785978049039841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04965033009648323,
|
|
"m": 0.9727227687835693
|
|
},
|
|
{
|
|
"p": 0.06413715332746506,
|
|
"m": 0.9872435331344604
|
|
},
|
|
{
|
|
"p": 0.043938010931015015,
|
|
"m": 0.8994191884994507
|
|
},
|
|
{
|
|
"p": 0.05295371636748314,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 1.0876853466033936,
|
|
"val_loss": 0.8400974869728088,
|
|
"acc": 68.92,
|
|
"time": 222.12492852692958,
|
|
"param": [
|
|
{
|
|
"p": 0.041602347046136856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04797610267996788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05211687088012695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05855749920010567,
|
|
"m": 0.5727636814117432
|
|
},
|
|
{
|
|
"p": 0.06267980486154556,
|
|
"m": 0.5534201860427856
|
|
},
|
|
{
|
|
"p": 0.062424514442682266,
|
|
"m": 0.8459495306015015
|
|
},
|
|
{
|
|
"p": 0.06449185311794281,
|
|
"m": 0.6451433897018433
|
|
},
|
|
{
|
|
"p": 0.06145090237259865,
|
|
"m": 0.9324864745140076
|
|
},
|
|
{
|
|
"p": 0.05631490424275398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048912059515714645,
|
|
"m": 0.9623395800590515
|
|
},
|
|
{
|
|
"p": 0.056665610522031784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05601814016699791,
|
|
"m": 0.9432063102722168
|
|
},
|
|
{
|
|
"p": 0.0469745509326458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05510113760828972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06998800486326218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06451353430747986,
|
|
"m": 0.9806575775146484
|
|
},
|
|
{
|
|
"p": 0.04279056936502457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0514216385781765,
|
|
"m": 0.989607036113739
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 1.3735909461975098,
|
|
"val_loss": 0.7126144170761108,
|
|
"acc": 69.61,
|
|
"time": 217.7366281670984,
|
|
"param": [
|
|
{
|
|
"p": 0.055979568511247635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02414974756538868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.076090008020401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04590069130063057,
|
|
"m": 0.6343346834182739
|
|
},
|
|
{
|
|
"p": 0.04593592509627342,
|
|
"m": 0.5704811811447144
|
|
},
|
|
{
|
|
"p": 0.05577123537659645,
|
|
"m": 0.8768555521965027
|
|
},
|
|
{
|
|
"p": 0.05156034603714943,
|
|
"m": 0.6488879323005676
|
|
},
|
|
{
|
|
"p": 0.0575205460190773,
|
|
"m": 0.7685595750808716
|
|
},
|
|
{
|
|
"p": 0.060194212943315506,
|
|
"m": 0.9976538419723511
|
|
},
|
|
{
|
|
"p": 0.07309567183256149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06514773517847061,
|
|
"m": 0.9983252882957458
|
|
},
|
|
{
|
|
"p": 0.053770728409290314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05122952163219452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05291847512125969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054542068392038345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05893516167998314,
|
|
"m": 0.9748718738555908
|
|
},
|
|
{
|
|
"p": 0.05239429697394371,
|
|
"m": 0.968275249004364
|
|
},
|
|
{
|
|
"p": 0.06486405432224274,
|
|
"m": 0.9520019888877869
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.1599303483963013,
|
|
"val_loss": 0.7762940526008606,
|
|
"acc": 70.92,
|
|
"time": 229.3726332159713,
|
|
"param": [
|
|
{
|
|
"p": 0.0713433101773262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051507629454135895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06282105296850204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049304693937301636,
|
|
"m": 0.6013249754905701
|
|
},
|
|
{
|
|
"p": 0.051667340099811554,
|
|
"m": 0.4180442690849304
|
|
},
|
|
{
|
|
"p": 0.048948951065540314,
|
|
"m": 0.96273273229599
|
|
},
|
|
{
|
|
"p": 0.05420185625553131,
|
|
"m": 0.6478422284126282
|
|
},
|
|
{
|
|
"p": 0.06393198668956757,
|
|
"m": 0.6987455487251282
|
|
},
|
|
{
|
|
"p": 0.05793045833706856,
|
|
"m": 0.9780886173248291
|
|
},
|
|
{
|
|
"p": 0.05572286248207092,
|
|
"m": 0.9731772541999817
|
|
},
|
|
{
|
|
"p": 0.06429652869701385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05142122507095337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06330398470163345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056306466460227966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030230995267629623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05749266594648361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04835301637649536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06121499463915825,
|
|
"m": 0.8937579393386841
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 1.170920491218567,
|
|
"val_loss": 0.8478893637657166,
|
|
"acc": 69.98,
|
|
"time": 302.5809857220156,
|
|
"param": [
|
|
{
|
|
"p": 0.05631841719150543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03717510774731636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055060677230358124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06562164425849915,
|
|
"m": 0.4931947886943817
|
|
},
|
|
{
|
|
"p": 0.05539551004767418,
|
|
"m": 0.3316648602485657
|
|
},
|
|
{
|
|
"p": 0.05680925399065018,
|
|
"m": 0.9904889464378357
|
|
},
|
|
{
|
|
"p": 0.04801298305392265,
|
|
"m": 0.6111930012702942
|
|
},
|
|
{
|
|
"p": 0.06776680797338486,
|
|
"m": 0.808127224445343
|
|
},
|
|
{
|
|
"p": 0.07125233858823776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05593068525195122,
|
|
"m": 0.886890172958374
|
|
},
|
|
{
|
|
"p": 0.05510317161679268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06403512507677078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03918309509754181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054146915674209595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059635888785123825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06240952014923096,
|
|
"m": 0.9829340577125549
|
|
},
|
|
{
|
|
"p": 0.042697545140981674,
|
|
"m": 0.9913934469223022
|
|
},
|
|
{
|
|
"p": 0.05344531685113907,
|
|
"m": 0.7995293736457825
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 1.2892907857894897,
|
|
"val_loss": 0.8037207126617432,
|
|
"acc": 70.89,
|
|
"time": 226.7031055050902,
|
|
"param": [
|
|
{
|
|
"p": 0.04170411825180054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056622423231601715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05839072912931442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06143910065293312,
|
|
"m": 0.5608881115913391
|
|
},
|
|
{
|
|
"p": 0.04985463619232178,
|
|
"m": 0.17293882369995117
|
|
},
|
|
{
|
|
"p": 0.03516953065991402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0628298670053482,
|
|
"m": 0.5264803767204285
|
|
},
|
|
{
|
|
"p": 0.058432403951883316,
|
|
"m": 0.8522250652313232
|
|
},
|
|
{
|
|
"p": 0.05181311070919037,
|
|
"m": 0.9857533574104309
|
|
},
|
|
{
|
|
"p": 0.04573984071612358,
|
|
"m": 0.9195643067359924
|
|
},
|
|
{
|
|
"p": 0.061303138732910156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09332488477230072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04986656457185745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051269445568323135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05977916717529297,
|
|
"m": 0.9766155481338501
|
|
},
|
|
{
|
|
"p": 0.07932492345571518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04684177413582802,
|
|
"m": 0.9361419081687927
|
|
},
|
|
{
|
|
"p": 0.03629431501030922,
|
|
"m": 0.6375750303268433
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 1.145228624343872,
|
|
"val_loss": 0.8047887086868286,
|
|
"acc": 70.53,
|
|
"time": 237.85054091794882,
|
|
"param": [
|
|
{
|
|
"p": 0.06264476478099823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04853661730885506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08443586528301239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06939073652029037,
|
|
"m": 0.6321651339530945
|
|
},
|
|
{
|
|
"p": 0.035417329519987106,
|
|
"m": 0.17277923226356506
|
|
},
|
|
{
|
|
"p": 0.04529742896556854,
|
|
"m": 0.9428004026412964
|
|
},
|
|
{
|
|
"p": 0.03420254960656166,
|
|
"m": 0.4473823308944702
|
|
},
|
|
{
|
|
"p": 0.06032723933458328,
|
|
"m": 0.767646312713623
|
|
},
|
|
{
|
|
"p": 0.08047552406787872,
|
|
"m": 0.9799067974090576
|
|
},
|
|
{
|
|
"p": 0.05003964528441429,
|
|
"m": 0.8869355320930481
|
|
},
|
|
{
|
|
"p": 0.05368748679757118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057372331619262695,
|
|
"m": 0.9981907606124878
|
|
},
|
|
{
|
|
"p": 0.05598869174718857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04351014271378517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05458914488554001,
|
|
"m": 0.8871960639953613
|
|
},
|
|
{
|
|
"p": 0.07252499461174011,
|
|
"m": 0.9989945292472839
|
|
},
|
|
{
|
|
"p": 0.04059411212801933,
|
|
"m": 0.8695030212402344
|
|
},
|
|
{
|
|
"p": 0.05096539109945297,
|
|
"m": 0.6443763971328735
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 1.0339792966842651,
|
|
"val_loss": 0.8755554556846619,
|
|
"acc": 71.58,
|
|
"time": 277.34345269110054,
|
|
"param": [
|
|
{
|
|
"p": 0.0552072748541832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02905997261404991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06163516268134117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044236574321985245,
|
|
"m": 0.5751315951347351
|
|
},
|
|
{
|
|
"p": 0.07227936387062073,
|
|
"m": 0.10878940671682358
|
|
},
|
|
{
|
|
"p": 0.03980264067649841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06693752110004425,
|
|
"m": 0.5139212608337402
|
|
},
|
|
{
|
|
"p": 0.05829242244362831,
|
|
"m": 0.7048907279968262
|
|
},
|
|
{
|
|
"p": 0.06078893691301346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0691823959350586,
|
|
"m": 0.903506875038147
|
|
},
|
|
{
|
|
"p": 0.07435633987188339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07272889465093613,
|
|
"m": 0.9815748929977417
|
|
},
|
|
{
|
|
"p": 0.055111538618803024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04911427944898605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03935232385993004,
|
|
"m": 0.8391305804252625
|
|
},
|
|
{
|
|
"p": 0.05292205139994621,
|
|
"m": 0.9996231198310852
|
|
},
|
|
{
|
|
"p": 0.041378170251846313,
|
|
"m": 0.9016917943954468
|
|
},
|
|
{
|
|
"p": 0.05761419236660004,
|
|
"m": 0.7998424768447876
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.2138469219207764,
|
|
"val_loss": 0.891681432723999,
|
|
"acc": 68.59,
|
|
"time": 241.07905524095986,
|
|
"param": [
|
|
{
|
|
"p": 0.05093836411833763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044653940945863724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04705074429512024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05348636582493782,
|
|
"m": 0.6279010772705078
|
|
},
|
|
{
|
|
"p": 0.06974896788597107,
|
|
"m": 0.09711465239524841
|
|
},
|
|
{
|
|
"p": 0.04800780862569809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057514023035764694,
|
|
"m": 0.624579668045044
|
|
},
|
|
{
|
|
"p": 0.05661699175834656,
|
|
"m": 0.5319739580154419
|
|
},
|
|
{
|
|
"p": 0.07618934661149979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061417970806360245,
|
|
"m": 0.9122951030731201
|
|
},
|
|
{
|
|
"p": 0.05920560657978058,
|
|
"m": 0.9991414546966553
|
|
},
|
|
{
|
|
"p": 0.06565600633621216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04763998091220856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053073521703481674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05918051302433014,
|
|
"m": 0.8129634857177734
|
|
},
|
|
{
|
|
"p": 0.062210604548454285,
|
|
"m": 0.9603905081748962
|
|
},
|
|
{
|
|
"p": 0.04962114617228508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03778810799121857,
|
|
"m": 0.8284506797790527
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 1.011347770690918,
|
|
"val_loss": 0.7555130124092102,
|
|
"acc": 71.26,
|
|
"time": 219.6131204109406,
|
|
"param": [
|
|
{
|
|
"p": 0.04891013726592064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041976746171712875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05910681188106537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04241563752293587,
|
|
"m": 0.5410178899765015
|
|
},
|
|
{
|
|
"p": 0.08742449432611465,
|
|
"m": 0.13982519507408142
|
|
},
|
|
{
|
|
"p": 0.04304274171590805,
|
|
"m": 0.9849357604980469
|
|
},
|
|
{
|
|
"p": 0.04535627365112305,
|
|
"m": 0.7137359380722046
|
|
},
|
|
{
|
|
"p": 0.06033143773674965,
|
|
"m": 0.4944251775741577
|
|
},
|
|
{
|
|
"p": 0.05781765654683113,
|
|
"m": 0.9915614128112793
|
|
},
|
|
{
|
|
"p": 0.05779874697327614,
|
|
"m": 0.7827885150909424
|
|
},
|
|
{
|
|
"p": 0.0654974952340126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0748729407787323,
|
|
"m": 0.9949416518211365
|
|
},
|
|
{
|
|
"p": 0.07493025809526443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0642346665263176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035089485347270966,
|
|
"m": 0.9135081768035889
|
|
},
|
|
{
|
|
"p": 0.03842796012759209,
|
|
"m": 0.9914047718048096
|
|
},
|
|
{
|
|
"p": 0.0475175678730011,
|
|
"m": 0.9598826766014099
|
|
},
|
|
{
|
|
"p": 0.05524889752268791,
|
|
"m": 0.8950533270835876
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.1549091339111328,
|
|
"val_loss": 0.8731059432029724,
|
|
"acc": 71.28,
|
|
"time": 218.08690728107467,
|
|
"param": [
|
|
{
|
|
"p": 0.08465977013111115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03391646966338158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05628177896142006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0568326972424984,
|
|
"m": 0.5754982233047485
|
|
},
|
|
{
|
|
"p": 0.06657502800226212,
|
|
"m": 0.38148900866508484
|
|
},
|
|
{
|
|
"p": 0.057879332453012466,
|
|
"m": 0.970254123210907
|
|
},
|
|
{
|
|
"p": 0.0540822334587574,
|
|
"m": 0.7406938076019287
|
|
},
|
|
{
|
|
"p": 0.045037370175123215,
|
|
"m": 0.6643425822257996
|
|
},
|
|
{
|
|
"p": 0.060844358056783676,
|
|
"m": 0.9998540878295898
|
|
},
|
|
{
|
|
"p": 0.04269193485379219,
|
|
"m": 0.8220763802528381
|
|
},
|
|
{
|
|
"p": 0.03849560022354126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05995127931237221,
|
|
"m": 0.9752999544143677
|
|
},
|
|
{
|
|
"p": 0.056637320667505264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04850466176867485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06325148046016693,
|
|
"m": 0.8607423305511475
|
|
},
|
|
{
|
|
"p": 0.05073966458439827,
|
|
"m": 0.9553863406181335
|
|
},
|
|
{
|
|
"p": 0.05256504565477371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0710538774728775,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.2208447456359863,
|
|
"val_loss": 0.8437986969947815,
|
|
"acc": 70.44,
|
|
"time": 225.90925283008255,
|
|
"param": [
|
|
{
|
|
"p": 0.06215231120586395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041806623339653015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0693492665886879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05014704912900925,
|
|
"m": 0.5678452253341675
|
|
},
|
|
{
|
|
"p": 0.032484207302331924,
|
|
"m": 0.4469645619392395
|
|
},
|
|
{
|
|
"p": 0.0531029999256134,
|
|
"m": 0.9939941167831421
|
|
},
|
|
{
|
|
"p": 0.05495612695813179,
|
|
"m": 0.8037257790565491
|
|
},
|
|
{
|
|
"p": 0.06504951417446136,
|
|
"m": 0.852614164352417
|
|
},
|
|
{
|
|
"p": 0.047065410763025284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06379032135009766,
|
|
"m": 0.8615221977233887
|
|
},
|
|
{
|
|
"p": 0.04339279979467392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06978505849838257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07335447520017624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06723298132419586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07093397527933121,
|
|
"m": 0.8295742869377136
|
|
},
|
|
{
|
|
"p": 0.05952166020870209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03026345744729042,
|
|
"m": 0.9589411616325378
|
|
},
|
|
{
|
|
"p": 0.04561174288392067,
|
|
"m": 0.9780247211456299
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 1.3985257148742676,
|
|
"val_loss": 0.7348249554634094,
|
|
"acc": 71.28,
|
|
"time": 221.18232907599304,
|
|
"param": [
|
|
{
|
|
"p": 0.07724963128566742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0433262474834919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046385567635297775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05402079597115517,
|
|
"m": 0.5406990647315979
|
|
},
|
|
{
|
|
"p": 0.041272860020399094,
|
|
"m": 0.42234453558921814
|
|
},
|
|
{
|
|
"p": 0.04634988680481911,
|
|
"m": 0.861486554145813
|
|
},
|
|
{
|
|
"p": 0.061034224927425385,
|
|
"m": 0.7879198789596558
|
|
},
|
|
{
|
|
"p": 0.0484350360929966,
|
|
"m": 0.869711697101593
|
|
},
|
|
{
|
|
"p": 0.05826416239142418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05626966431736946,
|
|
"m": 0.9914530515670776
|
|
},
|
|
{
|
|
"p": 0.05844589322805405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06911008059978485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07420685142278671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05258337780833244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05145258828997612,
|
|
"m": 0.8816069960594177
|
|
},
|
|
{
|
|
"p": 0.05517680570483208,
|
|
"m": 0.9997164607048035
|
|
},
|
|
{
|
|
"p": 0.050966888666152954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05544942244887352,
|
|
"m": 0.9992321729660034
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 1.2300671339035034,
|
|
"val_loss": 0.8361313939094543,
|
|
"acc": 71.62,
|
|
"time": 220.41345448291395,
|
|
"param": [
|
|
{
|
|
"p": 0.04650186374783516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062091924250125885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04467960074543953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04508998990058899,
|
|
"m": 0.6179260611534119
|
|
},
|
|
{
|
|
"p": 0.06067934259772301,
|
|
"m": 0.38093751668930054
|
|
},
|
|
{
|
|
"p": 0.0724482387304306,
|
|
"m": 0.8349623084068298
|
|
},
|
|
{
|
|
"p": 0.05911101773381233,
|
|
"m": 0.7628849148750305
|
|
},
|
|
{
|
|
"p": 0.04916148632764816,
|
|
"m": 0.8879286646842957
|
|
},
|
|
{
|
|
"p": 0.05880839750170708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05944537743926048,
|
|
"m": 0.972719132900238
|
|
},
|
|
{
|
|
"p": 0.07256611436605453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060894642025232315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06677498668432236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06030643731355667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05611494556069374,
|
|
"m": 0.8379724025726318
|
|
},
|
|
{
|
|
"p": 0.039440903812646866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03696885332465172,
|
|
"m": 0.9292539954185486
|
|
},
|
|
{
|
|
"p": 0.0489158108830452,
|
|
"m": 0.9908027052879333
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 1.4746376276016235,
|
|
"val_loss": 0.952823281288147,
|
|
"acc": 70.88,
|
|
"time": 223.79548061499372,
|
|
"param": [
|
|
{
|
|
"p": 0.06136384233832359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04708467796444893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06376742571592331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05487525463104248,
|
|
"m": 0.6378886699676514
|
|
},
|
|
{
|
|
"p": 0.0632598027586937,
|
|
"m": 0.4318527579307556
|
|
},
|
|
{
|
|
"p": 0.05452699214220047,
|
|
"m": 0.9470569491386414
|
|
},
|
|
{
|
|
"p": 0.059121157974004745,
|
|
"m": 0.6625856161117554
|
|
},
|
|
{
|
|
"p": 0.06128530576825142,
|
|
"m": 0.871921181678772
|
|
},
|
|
{
|
|
"p": 0.05986440181732178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04755140095949173,
|
|
"m": 0.9563047289848328
|
|
},
|
|
{
|
|
"p": 0.06717807054519653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04617275670170784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0594177208840847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052535951137542725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036865100264549255,
|
|
"m": 0.9407501220703125
|
|
},
|
|
{
|
|
"p": 0.054944735020399094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04544179141521454,
|
|
"m": 0.9985246658325195
|
|
},
|
|
{
|
|
"p": 0.06474357098340988,
|
|
"m": 0.9520125985145569
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 1.2270342111587524,
|
|
"val_loss": 0.8450572490692139,
|
|
"acc": 71.07,
|
|
"time": 219.79507797502447,
|
|
"param": [
|
|
{
|
|
"p": 0.05317565053701401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052028004080057144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04050349071621895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060994863510131836,
|
|
"m": 0.6727559566497803
|
|
},
|
|
{
|
|
"p": 0.05191392824053764,
|
|
"m": 0.43070220947265625
|
|
},
|
|
{
|
|
"p": 0.07579485327005386,
|
|
"m": 0.9852566123008728
|
|
},
|
|
{
|
|
"p": 0.05104250833392143,
|
|
"m": 0.6148092150688171
|
|
},
|
|
{
|
|
"p": 0.04716995358467102,
|
|
"m": 0.9827725291252136
|
|
},
|
|
{
|
|
"p": 0.06945892423391342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054418809711933136,
|
|
"m": 0.9106800556182861
|
|
},
|
|
{
|
|
"p": 0.07478100061416626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03924531489610672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05648624524474144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048328056931495667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05788326635956764,
|
|
"m": 0.9445815086364746
|
|
},
|
|
{
|
|
"p": 0.05941078066825867,
|
|
"m": 0.9669739603996277
|
|
},
|
|
{
|
|
"p": 0.03893166407942772,
|
|
"m": 0.9632927775382996
|
|
},
|
|
{
|
|
"p": 0.06843269616365433,
|
|
"m": 0.8367921710014343
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 1.4125725030899048,
|
|
"val_loss": 0.8730893135070801,
|
|
"acc": 71.25,
|
|
"time": 218.15398247505073,
|
|
"param": [
|
|
{
|
|
"p": 0.06533434987068176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04506266489624977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06510463356971741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04492167383432388,
|
|
"m": 0.6211488246917725
|
|
},
|
|
{
|
|
"p": 0.07208603620529175,
|
|
"m": 0.5038353204727173
|
|
},
|
|
{
|
|
"p": 0.05841802433133125,
|
|
"m": 0.9960389733314514
|
|
},
|
|
{
|
|
"p": 0.0410957969725132,
|
|
"m": 0.7340477705001831
|
|
},
|
|
{
|
|
"p": 0.05368031561374664,
|
|
"m": 0.9763217568397522
|
|
},
|
|
{
|
|
"p": 0.07669203728437424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0633261576294899,
|
|
"m": 0.9263073801994324
|
|
},
|
|
{
|
|
"p": 0.04789530485868454,
|
|
"m": 0.9519438147544861
|
|
},
|
|
{
|
|
"p": 0.033901941031217575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050510507076978683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044717397540807724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07542678713798523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07025119662284851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027832066640257835,
|
|
"m": 0.8327709436416626
|
|
},
|
|
{
|
|
"p": 0.06374302506446838,
|
|
"m": 0.9119571447372437
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 1.2225576639175415,
|
|
"val_loss": 0.7652578949928284,
|
|
"acc": 70.5,
|
|
"time": 221.0149056080263,
|
|
"param": [
|
|
{
|
|
"p": 0.07010570168495178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056620094925165176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04961857572197914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04423605650663376,
|
|
"m": 0.5762874484062195
|
|
},
|
|
{
|
|
"p": 0.04770539328455925,
|
|
"m": 0.3732108771800995
|
|
},
|
|
{
|
|
"p": 0.05575909465551376,
|
|
"m": 0.9892814755439758
|
|
},
|
|
{
|
|
"p": 0.044270262122154236,
|
|
"m": 0.7437289357185364
|
|
},
|
|
{
|
|
"p": 0.05922962352633476,
|
|
"m": 0.8413642048835754
|
|
},
|
|
{
|
|
"p": 0.047551050782203674,
|
|
"m": 0.9341387748718262
|
|
},
|
|
{
|
|
"p": 0.0483982153236866,
|
|
"m": 0.9001686573028564
|
|
},
|
|
{
|
|
"p": 0.07055596262216568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04787210375070572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06035687029361725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06999771296977997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06915952265262604,
|
|
"m": 0.9983208179473877
|
|
},
|
|
{
|
|
"p": 0.06437579542398453,
|
|
"m": 0.9978616237640381
|
|
},
|
|
{
|
|
"p": 0.04752294719219208,
|
|
"m": 0.8862833976745605
|
|
},
|
|
{
|
|
"p": 0.04666503146290779,
|
|
"m": 0.9407569766044617
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 1.0467438697814941,
|
|
"val_loss": 0.8160209059715271,
|
|
"acc": 70.55,
|
|
"time": 220.99598244100343,
|
|
"param": [
|
|
{
|
|
"p": 0.057700298726558685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04257655516266823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05389637127518654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05625497177243233,
|
|
"m": 0.7146908044815063
|
|
},
|
|
{
|
|
"p": 0.06419733166694641,
|
|
"m": 0.21127276122570038
|
|
},
|
|
{
|
|
"p": 0.04352552071213722,
|
|
"m": 0.9563766121864319
|
|
},
|
|
{
|
|
"p": 0.05562765523791313,
|
|
"m": 0.8129639029502869
|
|
},
|
|
{
|
|
"p": 0.062103934586048126,
|
|
"m": 0.709881067276001
|
|
},
|
|
{
|
|
"p": 0.06127680465579033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06743457168340683,
|
|
"m": 0.8182580471038818
|
|
},
|
|
{
|
|
"p": 0.04390542209148407,
|
|
"m": 0.9919203519821167
|
|
},
|
|
{
|
|
"p": 0.05263621360063553,
|
|
"m": 0.9995463490486145
|
|
},
|
|
{
|
|
"p": 0.06021704152226448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04749732464551926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056166213005781174,
|
|
"m": 0.9163415431976318
|
|
},
|
|
{
|
|
"p": 0.060459330677986145,
|
|
"m": 0.9902468323707581
|
|
},
|
|
{
|
|
"p": 0.048083048313856125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06644133478403091,
|
|
"m": 0.8813546895980835
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 1.2593926191329956,
|
|
"val_loss": 0.8646912574768066,
|
|
"acc": 70.78,
|
|
"time": 219.20433618000243,
|
|
"param": [
|
|
{
|
|
"p": 0.07066499441862106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046118445694446564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06422386318445206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05820923671126366,
|
|
"m": 0.7064816355705261
|
|
},
|
|
{
|
|
"p": 0.05386091023683548,
|
|
"m": 0.30797773599624634
|
|
},
|
|
{
|
|
"p": 0.04699656739830971,
|
|
"m": 0.9372368454933167
|
|
},
|
|
{
|
|
"p": 0.046274878084659576,
|
|
"m": 0.8860704898834229
|
|
},
|
|
{
|
|
"p": 0.06906947493553162,
|
|
"m": 0.8365299105644226
|
|
},
|
|
{
|
|
"p": 0.05579138919711113,
|
|
"m": 0.9806598424911499
|
|
},
|
|
{
|
|
"p": 0.0670246109366417,
|
|
"m": 0.8532505631446838
|
|
},
|
|
{
|
|
"p": 0.06267236173152924,
|
|
"m": 0.9992591738700867
|
|
},
|
|
{
|
|
"p": 0.035678431391716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0626639574766159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05583628639578819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06527400761842728,
|
|
"m": 0.9678778052330017
|
|
},
|
|
{
|
|
"p": 0.04969101399183273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040708597749471664,
|
|
"m": 0.891493558883667
|
|
},
|
|
{
|
|
"p": 0.04924098774790764,
|
|
"m": 0.795756995677948
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 1.2248868942260742,
|
|
"val_loss": 0.8320592045783997,
|
|
"acc": 71.49,
|
|
"time": 213.00436349702068,
|
|
"param": [
|
|
{
|
|
"p": 0.05689234659075737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04993505775928497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05753302946686745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05036935210227966,
|
|
"m": 0.664474606513977
|
|
},
|
|
{
|
|
"p": 0.054136864840984344,
|
|
"m": 0.2676236629486084
|
|
},
|
|
{
|
|
"p": 0.05093077942728996,
|
|
"m": 0.9748584628105164
|
|
},
|
|
{
|
|
"p": 0.05780361220240593,
|
|
"m": 0.9002282619476318
|
|
},
|
|
{
|
|
"p": 0.06601987779140472,
|
|
"m": 0.7688234448432922
|
|
},
|
|
{
|
|
"p": 0.07079611718654633,
|
|
"m": 0.9996392130851746
|
|
},
|
|
{
|
|
"p": 0.04588891565799713,
|
|
"m": 0.8612421154975891
|
|
},
|
|
{
|
|
"p": 0.04720724746584892,
|
|
"m": 0.9870997667312622
|
|
},
|
|
{
|
|
"p": 0.05600916966795921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06522279977798462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06782621890306473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05061468854546547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06040314957499504,
|
|
"m": 0.9986584186553955
|
|
},
|
|
{
|
|
"p": 0.04845825955271721,
|
|
"m": 0.7220283150672913
|
|
},
|
|
{
|
|
"p": 0.04395240545272827,
|
|
"m": 0.7504626512527466
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 1.2611775398254395,
|
|
"val_loss": 0.8446324467658997,
|
|
"acc": 69.8,
|
|
"time": 217.48281867196783,
|
|
"param": [
|
|
{
|
|
"p": 0.051549069583415985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05027613788843155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06481724232435226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04679110273718834,
|
|
"m": 0.6254811882972717
|
|
},
|
|
{
|
|
"p": 0.030960688367486,
|
|
"m": 0.32707059383392334
|
|
},
|
|
{
|
|
"p": 0.040619757026433945,
|
|
"m": 0.8749091625213623
|
|
},
|
|
{
|
|
"p": 0.051627267152071,
|
|
"m": 0.9491024017333984
|
|
},
|
|
{
|
|
"p": 0.07151737064123154,
|
|
"m": 0.7544766068458557
|
|
},
|
|
{
|
|
"p": 0.07963616400957108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06884383410215378,
|
|
"m": 0.7942936420440674
|
|
},
|
|
{
|
|
"p": 0.05550611764192581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06311608850955963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0505727082490921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06809040158987045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04842161759734154,
|
|
"m": 0.9534640312194824
|
|
},
|
|
{
|
|
"p": 0.07150700688362122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04117415100336075,
|
|
"m": 0.812953770160675
|
|
},
|
|
{
|
|
"p": 0.044973261654376984,
|
|
"m": 0.6401507258415222
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 1.1441630125045776,
|
|
"val_loss": 0.7934308052062988,
|
|
"acc": 70.52,
|
|
"time": 219.1228054369567,
|
|
"param": [
|
|
{
|
|
"p": 0.07432330399751663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041392914950847626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039252590388059616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03155997768044472,
|
|
"m": 0.7653200030326843
|
|
},
|
|
{
|
|
"p": 0.029637832194566727,
|
|
"m": 0.22827401757240295
|
|
},
|
|
{
|
|
"p": 0.052306320518255234,
|
|
"m": 0.954057514667511
|
|
},
|
|
{
|
|
"p": 0.051026180386543274,
|
|
"m": 0.950789213180542
|
|
},
|
|
{
|
|
"p": 0.04441837966442108,
|
|
"m": 0.7592218518257141
|
|
},
|
|
{
|
|
"p": 0.07523251324892044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07261712104082108,
|
|
"m": 0.7480190396308899
|
|
},
|
|
{
|
|
"p": 0.0665508359670639,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054920297116041183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07159990072250366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057487763464450836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07215885072946548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051078807562589645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05823701620101929,
|
|
"m": 0.7793258428573608
|
|
},
|
|
{
|
|
"p": 0.056199368089437485,
|
|
"m": 0.7012639045715332
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 1.3046108484268188,
|
|
"val_loss": 0.8416138291358948,
|
|
"acc": 71.56,
|
|
"time": 216.25048412801698,
|
|
"param": [
|
|
{
|
|
"p": 0.0620352104306221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04345555976033211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06354645639657974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05448513105511665,
|
|
"m": 0.7831593155860901
|
|
},
|
|
{
|
|
"p": 0.05562387779355049,
|
|
"m": 0.31747493147850037
|
|
},
|
|
{
|
|
"p": 0.05190669372677803,
|
|
"m": 0.8032758831977844
|
|
},
|
|
{
|
|
"p": 0.05254529044032097,
|
|
"m": 0.908297598361969
|
|
},
|
|
{
|
|
"p": 0.061206359416246414,
|
|
"m": 0.7989537715911865
|
|
},
|
|
{
|
|
"p": 0.0636301338672638,
|
|
"m": 0.9909820556640625
|
|
},
|
|
{
|
|
"p": 0.06392938643693924,
|
|
"m": 0.8873413801193237
|
|
},
|
|
{
|
|
"p": 0.05882823467254639,
|
|
"m": 0.9686476588249207
|
|
},
|
|
{
|
|
"p": 0.05219277739524841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05939389765262604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05395205318927765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05591714382171631,
|
|
"m": 0.9978288412094116
|
|
},
|
|
{
|
|
"p": 0.07086203247308731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032249681651592255,
|
|
"m": 0.7881149053573608
|
|
},
|
|
{
|
|
"p": 0.04424011707305908,
|
|
"m": 0.8133895397186279
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 1.1804461479187012,
|
|
"val_loss": 0.8546217679977417,
|
|
"acc": 71.88,
|
|
"time": 222.32666281505954,
|
|
"param": [
|
|
{
|
|
"p": 0.048398662358522415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04119216278195381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0548248328268528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050160001963377,
|
|
"m": 0.6977115869522095
|
|
},
|
|
{
|
|
"p": 0.05540415272116661,
|
|
"m": 0.33873623609542847
|
|
},
|
|
{
|
|
"p": 0.07635197788476944,
|
|
"m": 0.7495232820510864
|
|
},
|
|
{
|
|
"p": 0.05274828523397446,
|
|
"m": 0.817323625087738
|
|
},
|
|
{
|
|
"p": 0.06170062720775604,
|
|
"m": 0.8189026713371277
|
|
},
|
|
{
|
|
"p": 0.058698538690805435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057335514575242996,
|
|
"m": 0.9324394464492798
|
|
},
|
|
{
|
|
"p": 0.05027801916003227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056963443756103516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0771290734410286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04240987077355385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05978604406118393,
|
|
"m": 0.9783076643943787
|
|
},
|
|
{
|
|
"p": 0.05663395673036575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043207984417676926,
|
|
"m": 0.8008708953857422
|
|
},
|
|
{
|
|
"p": 0.05677681416273117,
|
|
"m": 0.8335110545158386
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 1.2307331562042236,
|
|
"val_loss": 0.8493301272392273,
|
|
"acc": 72.6,
|
|
"time": 217.85284049005713,
|
|
"param": [
|
|
{
|
|
"p": 0.0555950291454792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03000415861606598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05595366284251213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06927219033241272,
|
|
"m": 0.7138723134994507
|
|
},
|
|
{
|
|
"p": 0.06856289505958557,
|
|
"m": 0.39350074529647827
|
|
},
|
|
{
|
|
"p": 0.0292230062186718,
|
|
"m": 0.6850483417510986
|
|
},
|
|
{
|
|
"p": 0.05515889450907707,
|
|
"m": 0.7258564233779907
|
|
},
|
|
{
|
|
"p": 0.04380878061056137,
|
|
"m": 0.8485323786735535
|
|
},
|
|
{
|
|
"p": 0.06071016937494278,
|
|
"m": 0.9995908737182617
|
|
},
|
|
{
|
|
"p": 0.07990333437919617,
|
|
"m": 0.8193113207817078
|
|
},
|
|
{
|
|
"p": 0.08278516680002213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06332771480083466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06669292598962784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05101002752780914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059065889567136765,
|
|
"m": 0.9456296563148499
|
|
},
|
|
{
|
|
"p": 0.039812248200178146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03842327371239662,
|
|
"m": 0.8213110566139221
|
|
},
|
|
{
|
|
"p": 0.05069069564342499,
|
|
"m": 0.6632172465324402
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 1.1963285207748413,
|
|
"val_loss": 0.7036328315734863,
|
|
"acc": 72.47,
|
|
"time": 225.87763826502487,
|
|
"param": [
|
|
{
|
|
"p": 0.047119807451963425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04927751049399376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0566505491733551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054330743849277496,
|
|
"m": 0.7936276197433472
|
|
},
|
|
{
|
|
"p": 0.052028853446245193,
|
|
"m": 0.4181196987628937
|
|
},
|
|
{
|
|
"p": 0.06369740515947342,
|
|
"m": 0.7760004997253418
|
|
},
|
|
{
|
|
"p": 0.0654464066028595,
|
|
"m": 0.8519186973571777
|
|
},
|
|
{
|
|
"p": 0.04783486947417259,
|
|
"m": 0.9415531158447266
|
|
},
|
|
{
|
|
"p": 0.058911412954330444,
|
|
"m": 0.9983089566230774
|
|
},
|
|
{
|
|
"p": 0.06377533078193665,
|
|
"m": 0.6967750787734985
|
|
},
|
|
{
|
|
"p": 0.05111441761255264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05920964851975441,
|
|
"m": 0.9919372797012329
|
|
},
|
|
{
|
|
"p": 0.061730895191431046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05979415401816368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06791139394044876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06396578997373581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0344596803188324,
|
|
"m": 0.8885321021080017
|
|
},
|
|
{
|
|
"p": 0.04274104908108711,
|
|
"m": 0.7224469184875488
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 1.1783604621887207,
|
|
"val_loss": 0.8607560992240906,
|
|
"acc": 71.59,
|
|
"time": 215.08048680401407,
|
|
"param": [
|
|
{
|
|
"p": 0.07023540139198303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056279491633176804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04958859086036682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07056891918182373,
|
|
"m": 0.711574375629425
|
|
},
|
|
{
|
|
"p": 0.039348114281892776,
|
|
"m": 0.40165475010871887
|
|
},
|
|
{
|
|
"p": 0.05717138946056366,
|
|
"m": 0.8624215126037598
|
|
},
|
|
{
|
|
"p": 0.05375766009092331,
|
|
"m": 0.9267678260803223
|
|
},
|
|
{
|
|
"p": 0.04839193448424339,
|
|
"m": 0.9961305260658264
|
|
},
|
|
{
|
|
"p": 0.06231813505291939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052187852561473846,
|
|
"m": 0.564044713973999
|
|
},
|
|
{
|
|
"p": 0.06646409630775452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05751809477806091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0513337217271328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05331319943070412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04678915813565254,
|
|
"m": 0.9851733446121216
|
|
},
|
|
{
|
|
"p": 0.0526750423014164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060198377817869186,
|
|
"m": 0.9314579367637634
|
|
},
|
|
{
|
|
"p": 0.05186084657907486,
|
|
"m": 0.7447910904884338
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 1.2139286994934082,
|
|
"val_loss": 0.8300407528877258,
|
|
"acc": 72.45,
|
|
"time": 224.22035954601597,
|
|
"param": [
|
|
{
|
|
"p": 0.08412627130746841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0097587238997221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06132926791906357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04956112802028656,
|
|
"m": 0.6968411803245544
|
|
},
|
|
{
|
|
"p": 0.03486902266740799,
|
|
"m": 0.4490528106689453
|
|
},
|
|
{
|
|
"p": 0.07095552235841751,
|
|
"m": 0.8341681957244873
|
|
},
|
|
{
|
|
"p": 0.05012517794966698,
|
|
"m": 0.897689938545227
|
|
},
|
|
{
|
|
"p": 0.052682626992464066,
|
|
"m": 0.9486708045005798
|
|
},
|
|
{
|
|
"p": 0.06770484894514084,
|
|
"m": 0.9738906621932983
|
|
},
|
|
{
|
|
"p": 0.05246223881840706,
|
|
"m": 0.7402938604354858
|
|
},
|
|
{
|
|
"p": 0.04296001419425011,
|
|
"m": 0.9165558815002441
|
|
},
|
|
{
|
|
"p": 0.06295797228813171,
|
|
"m": 0.9829038977622986
|
|
},
|
|
{
|
|
"p": 0.057823825627565384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05239136889576912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08102717250585556,
|
|
"m": 0.9836560487747192
|
|
},
|
|
{
|
|
"p": 0.08732729405164719,
|
|
"m": 0.9836711287498474
|
|
},
|
|
{
|
|
"p": 0.031037991866469383,
|
|
"m": 0.9491857886314392
|
|
},
|
|
{
|
|
"p": 0.050899457186460495,
|
|
"m": 0.7406143546104431
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 1.279532790184021,
|
|
"val_loss": 0.9554932713508606,
|
|
"acc": 70.56,
|
|
"time": 276.5109341170173,
|
|
"param": [
|
|
{
|
|
"p": 0.0740135982632637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05306387320160866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.082024946808815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06523235142230988,
|
|
"m": 0.6616501212120056
|
|
},
|
|
{
|
|
"p": 0.05360383540391922,
|
|
"m": 0.41088151931762695
|
|
},
|
|
{
|
|
"p": 0.04418748617172241,
|
|
"m": 0.7685609459877014
|
|
},
|
|
{
|
|
"p": 0.06288778781890869,
|
|
"m": 0.8794371485710144
|
|
},
|
|
{
|
|
"p": 0.035529717803001404,
|
|
"m": 0.9544962644577026
|
|
},
|
|
{
|
|
"p": 0.0592697337269783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06772734969854355,
|
|
"m": 0.8971947431564331
|
|
},
|
|
{
|
|
"p": 0.0440593846142292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050447382032871246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056641288101673126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08076772093772888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056195516139268875,
|
|
"m": 0.9955819249153137
|
|
},
|
|
{
|
|
"p": 0.07535304874181747,
|
|
"m": 0.9968577027320862
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.924334704875946
|
|
},
|
|
{
|
|
"p": 0.03899484500288963,
|
|
"m": 0.7379899024963379
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 1.2173082828521729,
|
|
"val_loss": 0.8217118382453918,
|
|
"acc": 72.61,
|
|
"time": 250.72275697800796,
|
|
"param": [
|
|
{
|
|
"p": 0.06561204791069031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04145039618015289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060607656836509705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03240818530321121,
|
|
"m": 0.7705517411231995
|
|
},
|
|
{
|
|
"p": 0.059995926916599274,
|
|
"m": 0.32346466183662415
|
|
},
|
|
{
|
|
"p": 0.045555729418992996,
|
|
"m": 0.8009521961212158
|
|
},
|
|
{
|
|
"p": 0.06268876791000366,
|
|
"m": 0.994854748249054
|
|
},
|
|
{
|
|
"p": 0.05675694718956947,
|
|
"m": 0.9713723659515381
|
|
},
|
|
{
|
|
"p": 0.05600004643201828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06405232846736908,
|
|
"m": 0.93381667137146
|
|
},
|
|
{
|
|
"p": 0.06776673346757889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0765635296702385,
|
|
"m": 0.9984831213951111
|
|
},
|
|
{
|
|
"p": 0.058095913380384445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06448066234588623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05350390076637268,
|
|
"m": 0.9017572402954102
|
|
},
|
|
{
|
|
"p": 0.05284402519464493,
|
|
"m": 0.9826948046684265
|
|
},
|
|
{
|
|
"p": 0.023169415071606636,
|
|
"m": 0.8482585549354553
|
|
},
|
|
{
|
|
"p": 0.058447811752557755,
|
|
"m": 0.9523090720176697
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 1.1848118305206299,
|
|
"val_loss": 0.9538986682891846,
|
|
"acc": 72.05,
|
|
"time": 221.2386783909751,
|
|
"param": [
|
|
{
|
|
"p": 0.05516527220606804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05022721737623215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07256143540143967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03729129210114479,
|
|
"m": 0.8214074969291687
|
|
},
|
|
{
|
|
"p": 0.04690876603126526,
|
|
"m": 0.3624275028705597
|
|
},
|
|
{
|
|
"p": 0.05929213762283325,
|
|
"m": 0.7753747701644897
|
|
},
|
|
{
|
|
"p": 0.05614728853106499,
|
|
"m": 0.9146468043327332
|
|
},
|
|
{
|
|
"p": 0.07780511677265167,
|
|
"m": 0.9946501851081848
|
|
},
|
|
{
|
|
"p": 0.05808015912771225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139856368303299,
|
|
"m": 0.9256027936935425
|
|
},
|
|
{
|
|
"p": 0.050462156534194946,
|
|
"m": 0.9596871733665466
|
|
},
|
|
{
|
|
"p": 0.05883365124464035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07390742003917694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04634695127606392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062440354377031326,
|
|
"m": 0.8263173699378967
|
|
},
|
|
{
|
|
"p": 0.06037025526165962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035461410880088806,
|
|
"m": 0.8726130723953247
|
|
},
|
|
{
|
|
"p": 0.02730061672627926,
|
|
"m": 0.9626957774162292
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 1.2069185972213745,
|
|
"val_loss": 0.8263176083564758,
|
|
"acc": 72.08,
|
|
"time": 230.32509124290664,
|
|
"param": [
|
|
{
|
|
"p": 0.07006368786096573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05843665450811386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0491575226187706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06056229770183563,
|
|
"m": 0.7283896803855896
|
|
},
|
|
{
|
|
"p": 0.061499178409576416,
|
|
"m": 0.26001355051994324
|
|
},
|
|
{
|
|
"p": 0.025172287598252296,
|
|
"m": 0.7542203664779663
|
|
},
|
|
{
|
|
"p": 0.05550213158130646,
|
|
"m": 0.9645540118217468
|
|
},
|
|
{
|
|
"p": 0.05117945373058319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05864664912223816,
|
|
"m": 0.9749162197113037
|
|
},
|
|
{
|
|
"p": 0.06501176953315735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06851864606142044,
|
|
"m": 0.9708849787712097
|
|
},
|
|
{
|
|
"p": 0.06777899712324142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06708189100027084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06197783723473549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07745809853076935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041799403727054596,
|
|
"m": 0.9911583065986633
|
|
},
|
|
{
|
|
"p": 0.02326873503625393,
|
|
"m": 0.8531396389007568
|
|
},
|
|
{
|
|
"p": 0.03688487410545349,
|
|
"m": 0.9792976975440979
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 1.4008314609527588,
|
|
"val_loss": 0.805424153804779,
|
|
"acc": 71.93,
|
|
"time": 219.41011679393705,
|
|
"param": [
|
|
{
|
|
"p": 0.045697957277297974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05306705832481384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04127386584877968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03350446745753288,
|
|
"m": 0.7531063556671143
|
|
},
|
|
{
|
|
"p": 0.05313725024461746,
|
|
"m": 0.3081468343734741
|
|
},
|
|
{
|
|
"p": 0.06242389604449272,
|
|
"m": 0.6984002590179443
|
|
},
|
|
{
|
|
"p": 0.06724122911691666,
|
|
"m": 0.9305066466331482
|
|
},
|
|
{
|
|
"p": 0.06660015136003494,
|
|
"m": 0.9979841709136963
|
|
},
|
|
{
|
|
"p": 0.056473635137081146,
|
|
"m": 0.9975329637527466
|
|
},
|
|
{
|
|
"p": 0.05863280966877937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05859486386179924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06491223722696304,
|
|
"m": 0.9326991438865662
|
|
},
|
|
{
|
|
"p": 0.07519018650054932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05135984718799591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06584809720516205,
|
|
"m": 0.8984645009040833
|
|
},
|
|
{
|
|
"p": 0.0669030174612999,
|
|
"m": 0.9723045229911804
|
|
},
|
|
{
|
|
"p": 0.04004398360848427,
|
|
"m": 0.9552820920944214
|
|
},
|
|
{
|
|
"p": 0.03909553214907646,
|
|
"m": 0.989151120185852
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 1.2002017498016357,
|
|
"val_loss": 0.7354640960693359,
|
|
"acc": 71.92,
|
|
"time": 223.05416005593725,
|
|
"param": [
|
|
{
|
|
"p": 0.062212023884058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050185903906822205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06405598670244217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04094540327787399,
|
|
"m": 0.638126015663147
|
|
},
|
|
{
|
|
"p": 0.05537484958767891,
|
|
"m": 0.3598501980304718
|
|
},
|
|
{
|
|
"p": 0.05756798014044762,
|
|
"m": 0.8078523278236389
|
|
},
|
|
{
|
|
"p": 0.0790327787399292,
|
|
"m": 0.9725525975227356
|
|
},
|
|
{
|
|
"p": 0.08261176943778992,
|
|
"m": 0.9238805770874023
|
|
},
|
|
{
|
|
"p": 0.05732164904475212,
|
|
"m": 0.9855517745018005
|
|
},
|
|
{
|
|
"p": 0.04961686208844185,
|
|
"m": 0.9524057507514954
|
|
},
|
|
{
|
|
"p": 0.07220596075057983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058875393122434616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05732062831521034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04579645022749901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04889601469039917,
|
|
"m": 0.955077052116394
|
|
},
|
|
{
|
|
"p": 0.055730510503053665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031781964004039764,
|
|
"m": 0.8885793685913086
|
|
},
|
|
{
|
|
"p": 0.030467862263321877,
|
|
"m": 0.929879367351532
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |