mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
9776 lines
No EOL
157 KiB
JSON
Executable file
9776 lines
No EOL
157 KiB
JSON
Executable file
{
|
|
"Accuracy": 72.77,
|
|
"Time": [
|
|
237.48745918460034,
|
|
2.7926554001122854
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.289318561553955,
|
|
"val_loss": 2.297051191329956,
|
|
"acc": 10.09,
|
|
"time": 235.1775004249066,
|
|
"param": [
|
|
{
|
|
"p": 0.05084488168358803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03985360264778137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12187445908784866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0627562552690506,
|
|
"m": 0.9948910474777222
|
|
},
|
|
{
|
|
"p": 0.11932826042175293,
|
|
"m": 0.989478349685669
|
|
},
|
|
{
|
|
"p": 0.06060273200273514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06684049218893051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07371405512094498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048601046204566956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.139292374253273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04953913018107414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11022613197565079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04468164220452309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011844847351312637,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.3085811138153076,
|
|
"val_loss": 2.1407511234283447,
|
|
"acc": 20.73,
|
|
"time": 235.82215838006232,
|
|
"param": [
|
|
{
|
|
"p": 0.09209156036376953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11294075101613998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10924635827541351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051266394555568695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06672602891921997,
|
|
"m": 0.933960497379303
|
|
},
|
|
{
|
|
"p": 0.09571337699890137,
|
|
"m": 0.8539060354232788
|
|
},
|
|
{
|
|
"p": 0.02906922437250614,
|
|
"m": 0.9644402265548706
|
|
},
|
|
{
|
|
"p": 0.06969897449016571,
|
|
"m": 0.9898820519447327
|
|
},
|
|
{
|
|
"p": 0.0961025133728981,
|
|
"m": 0.9940029382705688
|
|
},
|
|
{
|
|
"p": 0.050031792372465134,
|
|
"m": 0.9864078164100647
|
|
},
|
|
{
|
|
"p": 0.059565361589193344,
|
|
"m": 0.9910281300544739
|
|
},
|
|
{
|
|
"p": 0.09784302860498428,
|
|
"m": 0.9890317916870117
|
|
},
|
|
{
|
|
"p": 0.06318844854831696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006516112945973873,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 2.252906084060669,
|
|
"val_loss": 2.1464147567749023,
|
|
"acc": 21.11,
|
|
"time": 236.9954462799942,
|
|
"param": [
|
|
{
|
|
"p": 0.09554202854633331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.086603082716465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10552725195884705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06758231669664383,
|
|
"m": 0.9572055339813232
|
|
},
|
|
{
|
|
"p": 0.047342125326395035,
|
|
"m": 0.8171501755714417
|
|
},
|
|
{
|
|
"p": 0.0968668982386589,
|
|
"m": 0.5550681948661804
|
|
},
|
|
{
|
|
"p": 0.06410963833332062,
|
|
"m": 0.9566494822502136
|
|
},
|
|
{
|
|
"p": 0.07318610697984695,
|
|
"m": 0.8634749054908752
|
|
},
|
|
{
|
|
"p": 0.0667162537574768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06721506267786026,
|
|
"m": 0.9688382148742676
|
|
},
|
|
{
|
|
"p": 0.08278675377368927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06612405180931091,
|
|
"m": 0.8872936964035034
|
|
},
|
|
{
|
|
"p": 0.07788487523794174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0025134580209851265,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 2.1416144371032715,
|
|
"val_loss": 2.055988073348999,
|
|
"acc": 25.16,
|
|
"time": 237.65736117900815,
|
|
"param": [
|
|
{
|
|
"p": 0.06018535792827606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12096239626407623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07723469287157059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05467750132083893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08551138639450073,
|
|
"m": 0.5539923906326294
|
|
},
|
|
{
|
|
"p": 0.05866124480962753,
|
|
"m": 0.4547805190086365
|
|
},
|
|
{
|
|
"p": 0.08572520315647125,
|
|
"m": 0.9292650818824768
|
|
},
|
|
{
|
|
"p": 0.07552536576986313,
|
|
"m": 0.9061310291290283
|
|
},
|
|
{
|
|
"p": 0.07099916785955429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05983462929725647,
|
|
"m": 0.8167142868041992
|
|
},
|
|
{
|
|
"p": 0.06715431064367294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08158856630325317,
|
|
"m": 0.9747300148010254
|
|
},
|
|
{
|
|
"p": 0.08178234100341797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020157819613814354,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 2.164557695388794,
|
|
"val_loss": 1.8693506717681885,
|
|
"acc": 30.53,
|
|
"time": 235.68828728201333,
|
|
"param": [
|
|
{
|
|
"p": 0.04739818722009659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09546004235744476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08722146600484848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0828482136130333,
|
|
"m": 0.9752578139305115
|
|
},
|
|
{
|
|
"p": 0.11008475720882416,
|
|
"m": 0.42388716340065
|
|
},
|
|
{
|
|
"p": 0.09184559434652328,
|
|
"m": 0.3339006006717682
|
|
},
|
|
{
|
|
"p": 0.07005222886800766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08535332977771759,
|
|
"m": 0.8764702081680298
|
|
},
|
|
{
|
|
"p": 0.0676034688949585,
|
|
"m": 0.9974372386932373
|
|
},
|
|
{
|
|
"p": 0.030079340562224388,
|
|
"m": 0.6652933955192566
|
|
},
|
|
{
|
|
"p": 0.07961907982826233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08167721331119537,
|
|
"m": 0.9671919345855713
|
|
},
|
|
{
|
|
"p": 0.07075713574886322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 2.057748317718506,
|
|
"val_loss": 1.8047348260879517,
|
|
"acc": 35.84,
|
|
"time": 237.56547911895905,
|
|
"param": [
|
|
{
|
|
"p": 0.053370848298072815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061628557741642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07028932124376297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0544658862054348,
|
|
"m": 0.8616041541099548
|
|
},
|
|
{
|
|
"p": 0.06656020879745483,
|
|
"m": 0.33007949590682983
|
|
},
|
|
{
|
|
"p": 0.09219324588775635,
|
|
"m": 0.3921580910682678
|
|
},
|
|
{
|
|
"p": 0.0668889507651329,
|
|
"m": 0.8936029672622681
|
|
},
|
|
{
|
|
"p": 0.05510275438427925,
|
|
"m": 0.9081881642341614
|
|
},
|
|
{
|
|
"p": 0.09134666621685028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09069570153951645,
|
|
"m": 0.41922953724861145
|
|
},
|
|
{
|
|
"p": 0.04266639053821564,
|
|
"m": 0.9893177151679993
|
|
},
|
|
{
|
|
"p": 0.09358298033475876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10302857309579849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05817992612719536,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 2.247919797897339,
|
|
"val_loss": 1.9121419191360474,
|
|
"acc": 34.85,
|
|
"time": 239.09388618601952,
|
|
"param": [
|
|
{
|
|
"p": 0.06833548843860626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06162405014038086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07433966547250748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055408913642168045,
|
|
"m": 0.8321949243545532
|
|
},
|
|
{
|
|
"p": 0.04641367122530937,
|
|
"m": 0.24368305504322052
|
|
},
|
|
{
|
|
"p": 0.1267470270395279,
|
|
"m": 0.453285276889801
|
|
},
|
|
{
|
|
"p": 0.03634484484791756,
|
|
"m": 0.7689688205718994
|
|
},
|
|
{
|
|
"p": 0.02090366557240486,
|
|
"m": 0.9513810276985168
|
|
},
|
|
{
|
|
"p": 0.07597814500331879,
|
|
"m": 0.997430682182312
|
|
},
|
|
{
|
|
"p": 0.10295170545578003,
|
|
"m": 0.30484166741371155
|
|
},
|
|
{
|
|
"p": 0.08333432674407959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08041432499885559,
|
|
"m": 0.9717265963554382
|
|
},
|
|
{
|
|
"p": 0.1157732829451561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05143088474869728,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.832088589668274,
|
|
"val_loss": 1.708323359489441,
|
|
"acc": 37.36,
|
|
"time": 236.93214909208473,
|
|
"param": [
|
|
{
|
|
"p": 0.04239138215780258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02391768805682659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08021055907011032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040836915373802185,
|
|
"m": 0.8118701577186584
|
|
},
|
|
{
|
|
"p": 0.04957804083824158,
|
|
"m": 0.10962245613336563
|
|
},
|
|
{
|
|
"p": 0.14286181330680847,
|
|
"m": 0.397788941860199
|
|
},
|
|
{
|
|
"p": 0.08204034715890884,
|
|
"m": 0.6124133467674255
|
|
},
|
|
{
|
|
"p": 0.09457187354564667,
|
|
"m": 0.9436989426612854
|
|
},
|
|
{
|
|
"p": 0.04316918924450874,
|
|
"m": 0.9607529044151306
|
|
},
|
|
{
|
|
"p": 0.10382719337940216,
|
|
"m": 0.23158922791481018
|
|
},
|
|
{
|
|
"p": 0.08256565034389496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11055353283882141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07095149159431458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03252425789833069,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.9239232540130615,
|
|
"val_loss": 1.6738444566726685,
|
|
"acc": 40.57,
|
|
"time": 235.74435786204413,
|
|
"param": [
|
|
{
|
|
"p": 0.04692044109106064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06096741184592247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1053718626499176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09740669280290604,
|
|
"m": 0.9897549748420715
|
|
},
|
|
{
|
|
"p": 0.09694128483533859,
|
|
"m": 0.0436604879796505
|
|
},
|
|
{
|
|
"p": 0.06778009235858917,
|
|
"m": 0.4447144567966461
|
|
},
|
|
{
|
|
"p": 0.05984562262892723,
|
|
"m": 0.5976722240447998
|
|
},
|
|
{
|
|
"p": 0.11263706535100937,
|
|
"m": 0.9443010687828064
|
|
},
|
|
{
|
|
"p": 0.10826211422681808,
|
|
"m": 0.9927434325218201
|
|
},
|
|
{
|
|
"p": 0.023396478965878487,
|
|
"m": 0.15482352674007416
|
|
},
|
|
{
|
|
"p": 0.04286811128258705,
|
|
"m": 0.9909963011741638
|
|
},
|
|
{
|
|
"p": 0.060077864676713943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05166804790496826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0658569484949112,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.9550542831420898,
|
|
"val_loss": 1.5364458560943604,
|
|
"acc": 43.55,
|
|
"time": 235.81502081803046,
|
|
"param": [
|
|
{
|
|
"p": 0.09255780279636383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008687194436788559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0629945918917656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07855954766273499,
|
|
"m": 0.8793901205062866
|
|
},
|
|
{
|
|
"p": 0.030549781396985054,
|
|
"m": 0.042437367141246796
|
|
},
|
|
{
|
|
"p": 0.09350466728210449,
|
|
"m": 0.4994943141937256
|
|
},
|
|
{
|
|
"p": 0.06748154014348984,
|
|
"m": 0.5667336583137512
|
|
},
|
|
{
|
|
"p": 0.10000938177108765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07227598875761032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06070580333471298,
|
|
"m": 0.205213263630867
|
|
},
|
|
{
|
|
"p": 0.07175148278474808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11944815516471863,
|
|
"m": 0.9958586692810059
|
|
},
|
|
{
|
|
"p": 0.084634929895401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056839123368263245,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.9248384237289429,
|
|
"val_loss": 1.6889053583145142,
|
|
"acc": 42.28,
|
|
"time": 239.44685354002286,
|
|
"param": [
|
|
{
|
|
"p": 0.057313743978738785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07553454488515854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10081058740615845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06446029990911484,
|
|
"m": 0.8774511814117432
|
|
},
|
|
{
|
|
"p": 0.05746635049581528,
|
|
"m": 0.12247981131076813
|
|
},
|
|
{
|
|
"p": 0.07677873224020004,
|
|
"m": 0.5052790641784668
|
|
},
|
|
{
|
|
"p": 0.0927806869149208,
|
|
"m": 0.7711148262023926
|
|
},
|
|
{
|
|
"p": 0.05010093003511429,
|
|
"m": 0.9662444591522217
|
|
},
|
|
{
|
|
"p": 0.07241843640804291,
|
|
"m": 0.9969311952590942
|
|
},
|
|
{
|
|
"p": 0.051386963576078415,
|
|
"m": 0.12199684232473373
|
|
},
|
|
{
|
|
"p": 0.05362604930996895,
|
|
"m": 0.9876706600189209
|
|
},
|
|
{
|
|
"p": 0.09061723947525024,
|
|
"m": 0.992438554763794
|
|
},
|
|
{
|
|
"p": 0.11203429847955704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04467110335826874,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.819851279258728,
|
|
"val_loss": 1.5989019870758057,
|
|
"acc": 44.05,
|
|
"time": 235.39474509097636,
|
|
"param": [
|
|
{
|
|
"p": 0.11257102340459824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05778835341334343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08367281407117844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09083062410354614,
|
|
"m": 0.9603560566902161
|
|
},
|
|
{
|
|
"p": 0.07759753614664078,
|
|
"m": 0.2107570320367813
|
|
},
|
|
{
|
|
"p": 0.05264752730727196,
|
|
"m": 0.5352522730827332
|
|
},
|
|
{
|
|
"p": 0.060550276190042496,
|
|
"m": 0.8332692384719849
|
|
},
|
|
{
|
|
"p": 0.05564499273896217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048083316534757614,
|
|
"m": 0.976004421710968
|
|
},
|
|
{
|
|
"p": 0.040447212755680084,
|
|
"m": 0.19820472598075867
|
|
},
|
|
{
|
|
"p": 0.07657390087842941,
|
|
"m": 0.9842650890350342
|
|
},
|
|
{
|
|
"p": 0.06804786622524261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09593066573143005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07961390167474747,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.7562710046768188,
|
|
"val_loss": 1.6369953155517578,
|
|
"acc": 42.78,
|
|
"time": 237.11096457904205,
|
|
"param": [
|
|
{
|
|
"p": 0.09613646566867828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.077907994389534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08107991516590118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05343490466475487,
|
|
"m": 0.9918304681777954
|
|
},
|
|
{
|
|
"p": 0.08748193830251694,
|
|
"m": 0.20964977145195007
|
|
},
|
|
{
|
|
"p": 0.06005825474858284,
|
|
"m": 0.5361886620521545
|
|
},
|
|
{
|
|
"p": 0.0820642039179802,
|
|
"m": 0.9648001790046692
|
|
},
|
|
{
|
|
"p": 0.0590851753950119,
|
|
"m": 0.9665226936340332
|
|
},
|
|
{
|
|
"p": 0.07539355009794235,
|
|
"m": 0.9664775729179382
|
|
},
|
|
{
|
|
"p": 0.0514913909137249,
|
|
"m": 0.23286065459251404
|
|
},
|
|
{
|
|
"p": 0.07158340513706207,
|
|
"m": 0.9853763580322266
|
|
},
|
|
{
|
|
"p": 0.09470738470554352,
|
|
"m": 0.9650796055793762
|
|
},
|
|
{
|
|
"p": 0.06311073899269104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04646466672420502,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.7924739122390747,
|
|
"val_loss": 1.4655866622924805,
|
|
"acc": 46.15,
|
|
"time": 237.71736626001075,
|
|
"param": [
|
|
{
|
|
"p": 0.0718606635928154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05844621732831001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09688543528318405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07663413882255554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05440439656376839,
|
|
"m": 0.18223237991333008
|
|
},
|
|
{
|
|
"p": 0.08253706246614456,
|
|
"m": 0.5137494206428528
|
|
},
|
|
{
|
|
"p": 0.07550422847270966,
|
|
"m": 0.9967150688171387
|
|
},
|
|
{
|
|
"p": 0.052558932453393936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060902003198862076,
|
|
"m": 0.8361222147941589
|
|
},
|
|
{
|
|
"p": 0.06264475733041763,
|
|
"m": 0.2832551598548889
|
|
},
|
|
{
|
|
"p": 0.10099203139543533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08248478174209595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08368560671806335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040459755808115005,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.6676466464996338,
|
|
"val_loss": 1.5643863677978516,
|
|
"acc": 44.55,
|
|
"time": 236.33338541793637,
|
|
"param": [
|
|
{
|
|
"p": 0.08262216299772263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07037759572267532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09564048051834106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07218461483716965,
|
|
"m": 0.9999082684516907
|
|
},
|
|
{
|
|
"p": 0.095026895403862,
|
|
"m": 0.23165550827980042
|
|
},
|
|
{
|
|
"p": 0.058030761778354645,
|
|
"m": 0.5673488974571228
|
|
},
|
|
{
|
|
"p": 0.08259819447994232,
|
|
"m": 0.9762411117553711
|
|
},
|
|
{
|
|
"p": 0.03917897492647171,
|
|
"m": 0.9994983673095703
|
|
},
|
|
{
|
|
"p": 0.07990891486406326,
|
|
"m": 0.9046031832695007
|
|
},
|
|
{
|
|
"p": 0.07671009749174118,
|
|
"m": 0.3310689628124237
|
|
},
|
|
{
|
|
"p": 0.06184958666563034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059637490659952164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07177916914224625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05445501208305359,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.7232985496520996,
|
|
"val_loss": 1.593435287475586,
|
|
"acc": 46.02,
|
|
"time": 236.3880716538988,
|
|
"param": [
|
|
{
|
|
"p": 0.11108782142400742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047893598675727844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08680398762226105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06927929073572159,
|
|
"m": 0.9945521950721741
|
|
},
|
|
{
|
|
"p": 0.07267165929079056,
|
|
"m": 0.17374825477600098
|
|
},
|
|
{
|
|
"p": 0.053290754556655884,
|
|
"m": 0.5919966697692871
|
|
},
|
|
{
|
|
"p": 0.07499190419912338,
|
|
"m": 0.9338786602020264
|
|
},
|
|
{
|
|
"p": 0.06674463301897049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07708907872438431,
|
|
"m": 0.9711065888404846
|
|
},
|
|
{
|
|
"p": 0.05476711317896843,
|
|
"m": 0.3276371955871582
|
|
},
|
|
{
|
|
"p": 0.05661908537149429,
|
|
"m": 0.9317384362220764
|
|
},
|
|
{
|
|
"p": 0.08813071250915527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07668360322713852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06394675374031067,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.719991683959961,
|
|
"val_loss": 1.4231646060943604,
|
|
"acc": 46.97,
|
|
"time": 236.14177986304276,
|
|
"param": [
|
|
{
|
|
"p": 0.08795659244060516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051007844507694244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154830545186996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06788016110658646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08130333572626114,
|
|
"m": 0.22097179293632507
|
|
},
|
|
{
|
|
"p": 0.05972147732973099,
|
|
"m": 0.5980197191238403
|
|
},
|
|
{
|
|
"p": 0.0766618549823761,
|
|
"m": 0.9384517073631287
|
|
},
|
|
{
|
|
"p": 0.06594893336296082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07567847520112991,
|
|
"m": 0.9933885931968689
|
|
},
|
|
{
|
|
"p": 0.05993610993027687,
|
|
"m": 0.35951676964759827
|
|
},
|
|
{
|
|
"p": 0.07534383237361908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08572598546743393,
|
|
"m": 0.9954215288162231
|
|
},
|
|
{
|
|
"p": 0.08969646692276001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051590654999017715,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.8143256902694702,
|
|
"val_loss": 1.4413561820983887,
|
|
"acc": 49.24,
|
|
"time": 236.05963519704528,
|
|
"param": [
|
|
{
|
|
"p": 0.07819259166717529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06184730678796768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06361111998558044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06067439541220665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06908265501260757,
|
|
"m": 0.282651424407959
|
|
},
|
|
{
|
|
"p": 0.03676256537437439,
|
|
"m": 0.53284752368927
|
|
},
|
|
{
|
|
"p": 0.10480664670467377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0675584226846695,
|
|
"m": 0.997630774974823
|
|
},
|
|
{
|
|
"p": 0.05755006521940231,
|
|
"m": 0.9872359037399292
|
|
},
|
|
{
|
|
"p": 0.04502430930733681,
|
|
"m": 0.37559425830841064
|
|
},
|
|
{
|
|
"p": 0.0792456567287445,
|
|
"m": 0.9857720136642456
|
|
},
|
|
{
|
|
"p": 0.11207015812397003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10803762078285217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05553639307618141,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.7558890581130981,
|
|
"val_loss": 1.465418815612793,
|
|
"acc": 49.57,
|
|
"time": 235.9421863190364,
|
|
"param": [
|
|
{
|
|
"p": 0.10437752306461334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05503541976213455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09706535935401917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06846857070922852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06521168351173401,
|
|
"m": 0.18708734214305878
|
|
},
|
|
{
|
|
"p": 0.05498446151614189,
|
|
"m": 0.5272749662399292
|
|
},
|
|
{
|
|
"p": 0.10415869951248169,
|
|
"m": 0.9631681442260742
|
|
},
|
|
{
|
|
"p": 0.06614836305379868,
|
|
"m": 0.9788511395454407
|
|
},
|
|
{
|
|
"p": 0.05284900963306427,
|
|
"m": 0.8621598482131958
|
|
},
|
|
{
|
|
"p": 0.06113758683204651,
|
|
"m": 0.37148240208625793
|
|
},
|
|
{
|
|
"p": 0.05898061394691467,
|
|
"m": 0.9216612577438354
|
|
},
|
|
{
|
|
"p": 0.09216538071632385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11051186174154282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008905545808374882,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.6030144691467285,
|
|
"val_loss": 1.3047590255737305,
|
|
"acc": 50.12,
|
|
"time": 235.00634411303326,
|
|
"param": [
|
|
{
|
|
"p": 0.08594988286495209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0672159492969513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07883371412754059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06165938079357147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07561755925416946,
|
|
"m": 0.1142948791384697
|
|
},
|
|
{
|
|
"p": 0.06404430419206619,
|
|
"m": 0.6088457703590393
|
|
},
|
|
{
|
|
"p": 0.07863983511924744,
|
|
"m": 0.9652266502380371
|
|
},
|
|
{
|
|
"p": 0.07776954770088196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06322383880615234,
|
|
"m": 0.9222750067710876
|
|
},
|
|
{
|
|
"p": 0.05520681291818619,
|
|
"m": 0.35784846544265747
|
|
},
|
|
{
|
|
"p": 0.04991115257143974,
|
|
"m": 0.9216403365135193
|
|
},
|
|
{
|
|
"p": 0.07960177958011627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10220930725336075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060116857290267944,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.5904186964035034,
|
|
"val_loss": 1.3472180366516113,
|
|
"acc": 51.5,
|
|
"time": 235.82536193705164,
|
|
"param": [
|
|
{
|
|
"p": 0.10058597475290298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06615442782640457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07862985879182816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0518631748855114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08762902021408081,
|
|
"m": 0.14960762858390808
|
|
},
|
|
{
|
|
"p": 0.05723525956273079,
|
|
"m": 0.5847386121749878
|
|
},
|
|
{
|
|
"p": 0.06843674927949905,
|
|
"m": 0.9658175706863403
|
|
},
|
|
{
|
|
"p": 0.06795070320367813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06334741413593292,
|
|
"m": 0.9407575130462646
|
|
},
|
|
{
|
|
"p": 0.06212730333209038,
|
|
"m": 0.4086531102657318
|
|
},
|
|
{
|
|
"p": 0.07533647119998932,
|
|
"m": 0.999047040939331
|
|
},
|
|
{
|
|
"p": 0.08076384663581848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07603411376476288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06390576809644699,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.6526120901107788,
|
|
"val_loss": 1.3598194122314453,
|
|
"acc": 51.6,
|
|
"time": 235.2869880509097,
|
|
"param": [
|
|
{
|
|
"p": 0.07339631766080856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06389346718788147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09227193892002106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06451272964477539,
|
|
"m": 0.9594932198524475
|
|
},
|
|
{
|
|
"p": 0.07761625200510025,
|
|
"m": 0.1738792210817337
|
|
},
|
|
{
|
|
"p": 0.07246329635381699,
|
|
"m": 0.6436620354652405
|
|
},
|
|
{
|
|
"p": 0.1030745878815651,
|
|
"m": 0.89083331823349
|
|
},
|
|
{
|
|
"p": 0.07753515988588333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06990545988082886,
|
|
"m": 0.9609339833259583
|
|
},
|
|
{
|
|
"p": 0.052397727966308594,
|
|
"m": 0.48180344700813293
|
|
},
|
|
{
|
|
"p": 0.04542248323559761,
|
|
"m": 0.990811288356781
|
|
},
|
|
{
|
|
"p": 0.07081576436758041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09610593318939209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04058891534805298,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.5637236833572388,
|
|
"val_loss": 1.366424560546875,
|
|
"acc": 52.03,
|
|
"time": 235.94935295300093,
|
|
"param": [
|
|
{
|
|
"p": 0.06894388049840927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07314902544021606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09185881912708282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07092690467834473,
|
|
"m": 0.9945462942123413
|
|
},
|
|
{
|
|
"p": 0.07214906066656113,
|
|
"m": 0.09613878279924393
|
|
},
|
|
{
|
|
"p": 0.03214423730969429,
|
|
"m": 0.635988175868988
|
|
},
|
|
{
|
|
"p": 0.09599623084068298,
|
|
"m": 0.929237425327301
|
|
},
|
|
{
|
|
"p": 0.09575753659009933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07054118067026138,
|
|
"m": 0.9303374290466309
|
|
},
|
|
{
|
|
"p": 0.03291869908571243,
|
|
"m": 0.5567637085914612
|
|
},
|
|
{
|
|
"p": 0.06271742284297943,
|
|
"m": 0.9457122087478638
|
|
},
|
|
{
|
|
"p": 0.08082495629787445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11261949688196182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039452649652957916,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.6104695796966553,
|
|
"val_loss": 1.3655955791473389,
|
|
"acc": 53.96,
|
|
"time": 237.74712417507544,
|
|
"param": [
|
|
{
|
|
"p": 0.0551038533449173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07545295357704163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08400125801563263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08610611408948898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06570272147655487,
|
|
"m": 0.048401594161987305
|
|
},
|
|
{
|
|
"p": 0.042437586933374405,
|
|
"m": 0.6134989261627197
|
|
},
|
|
{
|
|
"p": 0.0879921093583107,
|
|
"m": 0.9397760629653931
|
|
},
|
|
{
|
|
"p": 0.08060061931610107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07868354767560959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05957946181297302,
|
|
"m": 0.5839298963546753
|
|
},
|
|
{
|
|
"p": 0.051446277648210526,
|
|
"m": 0.9797334671020508
|
|
},
|
|
{
|
|
"p": 0.07416967302560806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09673954546451569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06198428198695183,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.6303532123565674,
|
|
"val_loss": 1.2118809223175049,
|
|
"acc": 53.13,
|
|
"time": 235.222810848034,
|
|
"param": [
|
|
{
|
|
"p": 0.08958569914102554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05486150085926056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07989242672920227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055983882397413254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07586198300123215,
|
|
"m": 0.06436029821634293
|
|
},
|
|
{
|
|
"p": 0.06725245714187622,
|
|
"m": 0.6606729626655579
|
|
},
|
|
{
|
|
"p": 0.05974936857819557,
|
|
"m": 0.8733241558074951
|
|
},
|
|
{
|
|
"p": 0.08420766144990921,
|
|
"m": 0.9956082701683044
|
|
},
|
|
{
|
|
"p": 0.07867220789194107,
|
|
"m": 0.9723025560379028
|
|
},
|
|
{
|
|
"p": 0.06112835183739662,
|
|
"m": 0.5851753354072571
|
|
},
|
|
{
|
|
"p": 0.04098794609308243,
|
|
"m": 0.9792385101318359
|
|
},
|
|
{
|
|
"p": 0.09893982112407684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11138512939214706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041491590440273285,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.647196650505066,
|
|
"val_loss": 1.380418300628662,
|
|
"acc": 52.96,
|
|
"time": 236.8268090590136,
|
|
"param": [
|
|
{
|
|
"p": 0.0932721346616745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05741887167096138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09981529414653778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05289503559470177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06873171776533127,
|
|
"m": 0.1370094120502472
|
|
},
|
|
{
|
|
"p": 0.06547519564628601,
|
|
"m": 0.6804770827293396
|
|
},
|
|
{
|
|
"p": 0.08218451589345932,
|
|
"m": 0.8836747407913208
|
|
},
|
|
{
|
|
"p": 0.09675781428813934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09046071022748947,
|
|
"m": 0.9974552989006042
|
|
},
|
|
{
|
|
"p": 0.048906780779361725,
|
|
"m": 0.6082225441932678
|
|
},
|
|
{
|
|
"p": 0.03551916405558586,
|
|
"m": 0.9896919131278992
|
|
},
|
|
{
|
|
"p": 0.0867268368601799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07898908108472824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042846791446208954,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.6497262716293335,
|
|
"val_loss": 1.28487229347229,
|
|
"acc": 53.32,
|
|
"time": 235.65104209794663,
|
|
"param": [
|
|
{
|
|
"p": 0.08382093906402588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06007867306470871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0727199837565422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06637810915708542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07429322600364685,
|
|
"m": 0.2110581398010254
|
|
},
|
|
{
|
|
"p": 0.061338864266872406,
|
|
"m": 0.6686972379684448
|
|
},
|
|
{
|
|
"p": 0.08508061617612839,
|
|
"m": 0.8963555097579956
|
|
},
|
|
{
|
|
"p": 0.07458466291427612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06846585869789124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07105831056833267,
|
|
"m": 0.6409715414047241
|
|
},
|
|
{
|
|
"p": 0.06764715909957886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06687141209840775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08418549597263336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06347662210464478,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.6525847911834717,
|
|
"val_loss": 1.2853851318359375,
|
|
"acc": 54.12,
|
|
"time": 236.23912916204426,
|
|
"param": [
|
|
{
|
|
"p": 0.0842360332608223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060441743582487106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08426814526319504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0581631176173687,
|
|
"m": 0.9990400671958923
|
|
},
|
|
{
|
|
"p": 0.07340145856142044,
|
|
"m": 0.1956237107515335
|
|
},
|
|
{
|
|
"p": 0.05900862067937851,
|
|
"m": 0.7241644263267517
|
|
},
|
|
{
|
|
"p": 0.07261980324983597,
|
|
"m": 0.9677215218544006
|
|
},
|
|
{
|
|
"p": 0.05712173879146576,
|
|
"m": 0.9933353662490845
|
|
},
|
|
{
|
|
"p": 0.08368829637765884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07752124220132828,
|
|
"m": 0.6514228582382202
|
|
},
|
|
{
|
|
"p": 0.0731893852353096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06657688319683075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09377586841583252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055987704545259476,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.4811853170394897,
|
|
"val_loss": 1.2618759870529175,
|
|
"acc": 56.39,
|
|
"time": 235.86359020904638,
|
|
"param": [
|
|
{
|
|
"p": 0.0980910062789917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05513797327876091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09874781966209412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05175890773534775,
|
|
"m": 0.9057286381721497
|
|
},
|
|
{
|
|
"p": 0.06447780877351761,
|
|
"m": 0.18169273436069489
|
|
},
|
|
{
|
|
"p": 0.071433424949646,
|
|
"m": 0.8093951344490051
|
|
},
|
|
{
|
|
"p": 0.04560776799917221,
|
|
"m": 0.9741981625556946
|
|
},
|
|
{
|
|
"p": 0.07064463943243027,
|
|
"m": 0.9921947717666626
|
|
},
|
|
{
|
|
"p": 0.06561627238988876,
|
|
"m": 0.9561233520507812
|
|
},
|
|
{
|
|
"p": 0.07780560851097107,
|
|
"m": 0.6977200508117676
|
|
},
|
|
{
|
|
"p": 0.049728862941265106,
|
|
"m": 0.9801569581031799
|
|
},
|
|
{
|
|
"p": 0.0939704030752182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07833687216043472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07864262908697128,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.5017800331115723,
|
|
"val_loss": 1.3246790170669556,
|
|
"acc": 57.25,
|
|
"time": 236.12201317597646,
|
|
"param": [
|
|
{
|
|
"p": 0.08550433814525604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07528255879878998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08615656942129135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06413339823484421,
|
|
"m": 0.9057304859161377
|
|
},
|
|
{
|
|
"p": 0.07265985012054443,
|
|
"m": 0.18351520597934723
|
|
},
|
|
{
|
|
"p": 0.04546978697180748,
|
|
"m": 0.8819212913513184
|
|
},
|
|
{
|
|
"p": 0.09297479689121246,
|
|
"m": 0.99665766954422
|
|
},
|
|
{
|
|
"p": 0.06218864768743515,
|
|
"m": 0.9905121922492981
|
|
},
|
|
{
|
|
"p": 0.07239712029695511,
|
|
"m": 0.9459407925605774
|
|
},
|
|
{
|
|
"p": 0.07037722319364548,
|
|
"m": 0.7498029470443726
|
|
},
|
|
{
|
|
"p": 0.05845809355378151,
|
|
"m": 0.9476686716079712
|
|
},
|
|
{
|
|
"p": 0.07828004658222198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08407886326313019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052038613706827164,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.6606526374816895,
|
|
"val_loss": 1.3419123888015747,
|
|
"acc": 54.6,
|
|
"time": 236.33250370295718,
|
|
"param": [
|
|
{
|
|
"p": 0.06999312341213226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126989960670471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09168711304664612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05695980414748192,
|
|
"m": 0.9963254928588867
|
|
},
|
|
{
|
|
"p": 0.0797538161277771,
|
|
"m": 0.11065680533647537
|
|
},
|
|
{
|
|
"p": 0.08236290514469147,
|
|
"m": 0.8391595482826233
|
|
},
|
|
{
|
|
"p": 0.06841224431991577,
|
|
"m": 0.9698328375816345
|
|
},
|
|
{
|
|
"p": 0.06641614437103271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0774051696062088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05963616073131561,
|
|
"m": 0.7917402386665344
|
|
},
|
|
{
|
|
"p": 0.06879499554634094,
|
|
"m": 0.9984575510025024
|
|
},
|
|
{
|
|
"p": 0.07832593470811844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0880388468503952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04094389081001282,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.5721908807754517,
|
|
"val_loss": 1.2201600074768066,
|
|
"acc": 53.22,
|
|
"time": 236.03411871101707,
|
|
"param": [
|
|
{
|
|
"p": 0.0601700060069561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07028818130493164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06948692351579666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06629178673028946,
|
|
"m": 0.969789981842041
|
|
},
|
|
{
|
|
"p": 0.07936170697212219,
|
|
"m": 0.11922655254602432
|
|
},
|
|
{
|
|
"p": 0.05719523876905441,
|
|
"m": 0.8603702783584595
|
|
},
|
|
{
|
|
"p": 0.08014710992574692,
|
|
"m": 0.9222652316093445
|
|
},
|
|
{
|
|
"p": 0.05740545317530632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07097870111465454,
|
|
"m": 0.9958410859107971
|
|
},
|
|
{
|
|
"p": 0.05954698845744133,
|
|
"m": 0.810638964176178
|
|
},
|
|
{
|
|
"p": 0.0804843083024025,
|
|
"m": 0.9765946865081787
|
|
},
|
|
{
|
|
"p": 0.08712757378816605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08701145648956299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0745045468211174,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.7402349710464478,
|
|
"val_loss": 1.2093136310577393,
|
|
"acc": 56.64,
|
|
"time": 238.29111997492146,
|
|
"param": [
|
|
{
|
|
"p": 0.05485248193144798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06847421079874039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08864742517471313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061916980892419815,
|
|
"m": 0.9662439227104187
|
|
},
|
|
{
|
|
"p": 0.09486117959022522,
|
|
"m": 0.15750625729560852
|
|
},
|
|
{
|
|
"p": 0.06310772895812988,
|
|
"m": 0.8707472085952759
|
|
},
|
|
{
|
|
"p": 0.06052159145474434,
|
|
"m": 0.9056711792945862
|
|
},
|
|
{
|
|
"p": 0.06529612094163895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08566410839557648,
|
|
"m": 0.9968833327293396
|
|
},
|
|
{
|
|
"p": 0.08004654198884964,
|
|
"m": 0.7995883822441101
|
|
},
|
|
{
|
|
"p": 0.06363879889249802,
|
|
"m": 0.991718053817749
|
|
},
|
|
{
|
|
"p": 0.07723021507263184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07751458138227463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05822809040546417,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.4497952461242676,
|
|
"val_loss": 1.305325984954834,
|
|
"acc": 57.11,
|
|
"time": 237.26255335402675,
|
|
"param": [
|
|
{
|
|
"p": 0.09233880043029785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0781559869647026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07799773663282394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0607168935239315,
|
|
"m": 0.9817420244216919
|
|
},
|
|
{
|
|
"p": 0.08147013932466507,
|
|
"m": 0.03947483375668526
|
|
},
|
|
{
|
|
"p": 0.05516199767589569,
|
|
"m": 0.8493751883506775
|
|
},
|
|
{
|
|
"p": 0.057202767580747604,
|
|
"m": 0.9157885313034058
|
|
},
|
|
{
|
|
"p": 0.0703447163105011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06922648102045059,
|
|
"m": 0.9695025682449341
|
|
},
|
|
{
|
|
"p": 0.07680235803127289,
|
|
"m": 0.8701502680778503
|
|
},
|
|
{
|
|
"p": 0.07679777592420578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06443856656551361,
|
|
"m": 0.9974996447563171
|
|
},
|
|
{
|
|
"p": 0.07914496958255768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06020085886120796,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.4318914413452148,
|
|
"val_loss": 1.2443368434906006,
|
|
"acc": 56.77,
|
|
"time": 237.42206936795264,
|
|
"param": [
|
|
{
|
|
"p": 0.07714113593101501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07845017313957214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08883806318044662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07714250683784485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06352071464061737,
|
|
"m": 0.0826454684138298
|
|
},
|
|
{
|
|
"p": 0.0673762708902359,
|
|
"m": 0.8494589328765869
|
|
},
|
|
{
|
|
"p": 0.07754724472761154,
|
|
"m": 0.9178743362426758
|
|
},
|
|
{
|
|
"p": 0.07216281443834305,
|
|
"m": 0.999180018901825
|
|
},
|
|
{
|
|
"p": 0.06022430583834648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0611613392829895,
|
|
"m": 0.906771719455719
|
|
},
|
|
{
|
|
"p": 0.060294583439826965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08523765206336975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08080457895994186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050098519772291183,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.7160913944244385,
|
|
"val_loss": 1.1461176872253418,
|
|
"acc": 58.33,
|
|
"time": 238.18285554100294,
|
|
"param": [
|
|
{
|
|
"p": 0.07133115082979202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07857892662286758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09365474432706833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05611039325594902,
|
|
"m": 0.9910973310470581
|
|
},
|
|
{
|
|
"p": 0.08281259983778,
|
|
"m": 0.1698950231075287
|
|
},
|
|
{
|
|
"p": 0.05174695700407028,
|
|
"m": 0.8512604236602783
|
|
},
|
|
{
|
|
"p": 0.07397010922431946,
|
|
"m": 0.9730820059776306
|
|
},
|
|
{
|
|
"p": 0.0786379873752594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07313858717679977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0662003830075264,
|
|
"m": 0.9815763831138611
|
|
},
|
|
{
|
|
"p": 0.06954420357942581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06498190760612488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08634395897388458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05294804647564888,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.4918493032455444,
|
|
"val_loss": 1.1724141836166382,
|
|
"acc": 59.22,
|
|
"time": 237.1830312400125,
|
|
"param": [
|
|
{
|
|
"p": 0.08395854383707047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07418694347143173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06027664616703987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058432746678590775,
|
|
"m": 0.998897135257721
|
|
},
|
|
{
|
|
"p": 0.08540341258049011,
|
|
"m": 0.20133787393569946
|
|
},
|
|
{
|
|
"p": 0.06553471088409424,
|
|
"m": 0.8958215713500977
|
|
},
|
|
{
|
|
"p": 0.0790710523724556,
|
|
"m": 0.9902360439300537
|
|
},
|
|
{
|
|
"p": 0.08335776627063751,
|
|
"m": 0.9937661290168762
|
|
},
|
|
{
|
|
"p": 0.07783360779285431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0688338577747345,
|
|
"m": 0.9665083289146423
|
|
},
|
|
{
|
|
"p": 0.06585686653852463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07091043144464493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07264882326126099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053694602102041245,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.4817330837249756,
|
|
"val_loss": 1.1014108657836914,
|
|
"acc": 58.27,
|
|
"time": 236.51157270302065,
|
|
"param": [
|
|
{
|
|
"p": 0.05433545261621475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016225501894950867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07644650340080261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05807027593255043,
|
|
"m": 0.9985873699188232
|
|
},
|
|
{
|
|
"p": 0.08858580887317657,
|
|
"m": 0.12500670552253723
|
|
},
|
|
{
|
|
"p": 0.05215928331017494,
|
|
"m": 0.9684376120567322
|
|
},
|
|
{
|
|
"p": 0.09192469716072083,
|
|
"m": 0.9779986143112183
|
|
},
|
|
{
|
|
"p": 0.0903816744685173,
|
|
"m": 0.9969263076782227
|
|
},
|
|
{
|
|
"p": 0.0667227953672409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06262295693159103,
|
|
"m": 0.9750239253044128
|
|
},
|
|
{
|
|
"p": 0.10158777236938477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1027185395359993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09153596311807632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046682748943567276,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.4457441568374634,
|
|
"val_loss": 1.1252164840698242,
|
|
"acc": 60.0,
|
|
"time": 236.5130113400519,
|
|
"param": [
|
|
{
|
|
"p": 0.08191926032304764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05551803112030029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09806811064481735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06070729345083237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06489770114421844,
|
|
"m": 0.1373603492975235
|
|
},
|
|
{
|
|
"p": 0.052387673407793045,
|
|
"m": 0.9968381524085999
|
|
},
|
|
{
|
|
"p": 0.051383279263973236,
|
|
"m": 0.9980440735816956
|
|
},
|
|
{
|
|
"p": 0.0823688730597496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07467903941869736,
|
|
"m": 0.9988102912902832
|
|
},
|
|
{
|
|
"p": 0.05243656411767006,
|
|
"m": 0.9637304544448853
|
|
},
|
|
{
|
|
"p": 0.07776197046041489,
|
|
"m": 0.9827030301094055
|
|
},
|
|
{
|
|
"p": 0.07123252749443054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11700160801410675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0596381239593029,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.4151835441589355,
|
|
"val_loss": 1.1025240421295166,
|
|
"acc": 59.41,
|
|
"time": 238.49926315399352,
|
|
"param": [
|
|
{
|
|
"p": 0.07075340300798416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05450474098324776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07141361385583878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08039247244596481,
|
|
"m": 0.9981074333190918
|
|
},
|
|
{
|
|
"p": 0.06875911355018616,
|
|
"m": 0.21892036497592926
|
|
},
|
|
{
|
|
"p": 0.05587253347039223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07920211553573608,
|
|
"m": 0.9988088011741638
|
|
},
|
|
{
|
|
"p": 0.08260785788297653,
|
|
"m": 0.9256311655044556
|
|
},
|
|
{
|
|
"p": 0.06982298940420151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06102431192994118,
|
|
"m": 0.9565595984458923
|
|
},
|
|
{
|
|
"p": 0.07552894949913025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07821911573410034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08347249776124954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06842619925737381,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.4587007761001587,
|
|
"val_loss": 1.2523452043533325,
|
|
"acc": 58.51,
|
|
"time": 238.7271432770649,
|
|
"param": [
|
|
{
|
|
"p": 0.08078404515981674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049930423498153687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06685683131217957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07940724492073059,
|
|
"m": 0.9474267363548279
|
|
},
|
|
{
|
|
"p": 0.08367498964071274,
|
|
"m": 0.17841053009033203
|
|
},
|
|
{
|
|
"p": 0.0796261802315712,
|
|
"m": 0.9798255562782288
|
|
},
|
|
{
|
|
"p": 0.07992091774940491,
|
|
"m": 0.9212079048156738
|
|
},
|
|
{
|
|
"p": 0.0697658434510231,
|
|
"m": 0.9741473197937012
|
|
},
|
|
{
|
|
"p": 0.07888574153184891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056194718927145004,
|
|
"m": 0.9418465495109558
|
|
},
|
|
{
|
|
"p": 0.06780456751585007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07398055493831635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08408036828041077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04908756539225578,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.3775386810302734,
|
|
"val_loss": 1.260471224784851,
|
|
"acc": 61.31,
|
|
"time": 245.17922848602757,
|
|
"param": [
|
|
{
|
|
"p": 0.07964131981134415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032417964190244675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09603860974311829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08287767320871353,
|
|
"m": 0.9654271602630615
|
|
},
|
|
{
|
|
"p": 0.05630410090088844,
|
|
"m": 0.12217643111944199
|
|
},
|
|
{
|
|
"p": 0.06792344152927399,
|
|
"m": 0.998214066028595
|
|
},
|
|
{
|
|
"p": 0.08304478228092194,
|
|
"m": 0.9778177738189697
|
|
},
|
|
{
|
|
"p": 0.04951784387230873,
|
|
"m": 0.9920213222503662
|
|
},
|
|
{
|
|
"p": 0.06001477316021919,
|
|
"m": 0.9970260262489319
|
|
},
|
|
{
|
|
"p": 0.08881606161594391,
|
|
"m": 0.9625497460365295
|
|
},
|
|
{
|
|
"p": 0.08405044674873352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07100436836481094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08074501901865005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06760364025831223,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.3120990991592407,
|
|
"val_loss": 1.1018801927566528,
|
|
"acc": 60.14,
|
|
"time": 243.23087211197708,
|
|
"param": [
|
|
{
|
|
"p": 0.08039133995771408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059567373245954514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08336437493562698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06758188456296921,
|
|
"m": 0.9262756109237671
|
|
},
|
|
{
|
|
"p": 0.07753874361515045,
|
|
"m": 0.16701669991016388
|
|
},
|
|
{
|
|
"p": 0.059282343834638596,
|
|
"m": 0.9707372784614563
|
|
},
|
|
{
|
|
"p": 0.0680713951587677,
|
|
"m": 0.9836956262588501
|
|
},
|
|
{
|
|
"p": 0.046555280685424805,
|
|
"m": 0.9857581853866577
|
|
},
|
|
{
|
|
"p": 0.08019129931926727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0980106070637703,
|
|
"m": 0.9990773797035217
|
|
},
|
|
{
|
|
"p": 0.061104852706193924,
|
|
"m": 0.972792387008667
|
|
},
|
|
{
|
|
"p": 0.07739419490098953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08684074133634567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05410563945770264,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.4721161127090454,
|
|
"val_loss": 1.1938949823379517,
|
|
"acc": 60.31,
|
|
"time": 235.63718094001524,
|
|
"param": [
|
|
{
|
|
"p": 0.06487729400396347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05557328462600708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0953734964132309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07795362174510956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09084216505289078,
|
|
"m": 0.20901504158973694
|
|
},
|
|
{
|
|
"p": 0.04098813980817795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059113167226314545,
|
|
"m": 0.911223292350769
|
|
},
|
|
{
|
|
"p": 0.0760728269815445,
|
|
"m": 0.9955483675003052
|
|
},
|
|
{
|
|
"p": 0.052088961005210876,
|
|
"m": 0.9828062653541565
|
|
},
|
|
{
|
|
"p": 0.0743023008108139,
|
|
"m": 0.9653618335723877
|
|
},
|
|
{
|
|
"p": 0.07058321684598923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08474350720643997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08264213055372238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07484592497348785,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.4733970165252686,
|
|
"val_loss": 1.099981665611267,
|
|
"acc": 60.46,
|
|
"time": 250.05126767302863,
|
|
"param": [
|
|
{
|
|
"p": 0.07350221276283264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152649760246277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08409940451383591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06886813044548035,
|
|
"m": 0.9914243221282959
|
|
},
|
|
{
|
|
"p": 0.07768511772155762,
|
|
"m": 0.329141229391098
|
|
},
|
|
{
|
|
"p": 0.052029602229595184,
|
|
"m": 0.9963496327400208
|
|
},
|
|
{
|
|
"p": 0.08050523698329926,
|
|
"m": 0.8669087290763855
|
|
},
|
|
{
|
|
"p": 0.06531430780887604,
|
|
"m": 0.9901337623596191
|
|
},
|
|
{
|
|
"p": 0.059946347028017044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06882862001657486,
|
|
"m": 0.9846059679985046
|
|
},
|
|
{
|
|
"p": 0.0729622021317482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07257168740034103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08508682996034622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0670737698674202,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.4266698360443115,
|
|
"val_loss": 1.0943595170974731,
|
|
"acc": 61.55,
|
|
"time": 245.2353207829874,
|
|
"param": [
|
|
{
|
|
"p": 0.07778509706258774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06353701651096344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07256027311086655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04574413597583771,
|
|
"m": 0.9745098948478699
|
|
},
|
|
{
|
|
"p": 0.062209561467170715,
|
|
"m": 0.2695980966091156
|
|
},
|
|
{
|
|
"p": 0.04520009458065033,
|
|
"m": 0.9676158428192139
|
|
},
|
|
{
|
|
"p": 0.07444367557764053,
|
|
"m": 0.9882373213768005
|
|
},
|
|
{
|
|
"p": 0.06469467282295227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0754537433385849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07787228375673294,
|
|
"m": 0.999385416507721
|
|
},
|
|
{
|
|
"p": 0.06788436323404312,
|
|
"m": 0.997708261013031
|
|
},
|
|
{
|
|
"p": 0.09769708663225174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09798773378133774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07693018019199371,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.5213030576705933,
|
|
"val_loss": 1.0311543941497803,
|
|
"acc": 60.87,
|
|
"time": 239.62048504000995,
|
|
"param": [
|
|
{
|
|
"p": 0.07857455313205719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05739794671535492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07002753019332886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06903023272752762,
|
|
"m": 0.9941655993461609
|
|
},
|
|
{
|
|
"p": 0.06252389401197433,
|
|
"m": 0.21813341975212097
|
|
},
|
|
{
|
|
"p": 0.07570146769285202,
|
|
"m": 0.930144727230072
|
|
},
|
|
{
|
|
"p": 0.0835852175951004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061927635222673416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06295019388198853,
|
|
"m": 0.9997133016586304
|
|
},
|
|
{
|
|
"p": 0.08005747944116592,
|
|
"m": 0.8968967795372009
|
|
},
|
|
{
|
|
"p": 0.0827539786696434,
|
|
"m": 0.9975963830947876
|
|
},
|
|
{
|
|
"p": 0.0725492462515831,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08259092271327972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06032974272966385,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.5914645195007324,
|
|
"val_loss": 1.0260878801345825,
|
|
"acc": 60.3,
|
|
"time": 236.8001125199953,
|
|
"param": [
|
|
{
|
|
"p": 0.11420564353466034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03811287134885788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09757587313652039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05614315718412399,
|
|
"m": 0.9794566035270691
|
|
},
|
|
{
|
|
"p": 0.06863567978143692,
|
|
"m": 0.23890697956085205
|
|
},
|
|
{
|
|
"p": 0.044161781668663025,
|
|
"m": 0.9612086415290833
|
|
},
|
|
{
|
|
"p": 0.05348440632224083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07008706778287888,
|
|
"m": 0.9838981628417969
|
|
},
|
|
{
|
|
"p": 0.07069528847932816,
|
|
"m": 0.9942456483840942
|
|
},
|
|
{
|
|
"p": 0.08922678977251053,
|
|
"m": 0.9933003187179565
|
|
},
|
|
{
|
|
"p": 0.06960325688123703,
|
|
"m": 0.9770851731300354
|
|
},
|
|
{
|
|
"p": 0.07568594813346863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08252961933612823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06985253840684891,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.3835766315460205,
|
|
"val_loss": 1.1449179649353027,
|
|
"acc": 61.52,
|
|
"time": 237.2775128930807,
|
|
"param": [
|
|
{
|
|
"p": 0.0572269931435585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057298071682453156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061842650175094604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06282680481672287,
|
|
"m": 0.9669872522354126
|
|
},
|
|
{
|
|
"p": 0.07155182212591171,
|
|
"m": 0.20126868784427643
|
|
},
|
|
{
|
|
"p": 0.06590940058231354,
|
|
"m": 0.9561335444450378
|
|
},
|
|
{
|
|
"p": 0.07576610147953033,
|
|
"m": 0.994905412197113
|
|
},
|
|
{
|
|
"p": 0.07931093871593475,
|
|
"m": 0.9356069564819336
|
|
},
|
|
{
|
|
"p": 0.08599553257226944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07573112845420837,
|
|
"m": 0.9960408806800842
|
|
},
|
|
{
|
|
"p": 0.05299173295497894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0876927450299263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08992503583431244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07593104243278503,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.4673413038253784,
|
|
"val_loss": 1.0218424797058105,
|
|
"acc": 62.45,
|
|
"time": 235.94117446395103,
|
|
"param": [
|
|
{
|
|
"p": 0.0941237136721611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06802371889352798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06362993270158768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06303209811449051,
|
|
"m": 0.9940608739852905
|
|
},
|
|
{
|
|
"p": 0.08240969479084015,
|
|
"m": 0.21498122811317444
|
|
},
|
|
{
|
|
"p": 0.05869612842798233,
|
|
"m": 0.9450795650482178
|
|
},
|
|
{
|
|
"p": 0.07839806377887726,
|
|
"m": 0.9372839331626892
|
|
},
|
|
{
|
|
"p": 0.06359941512346268,
|
|
"m": 0.9945570826530457
|
|
},
|
|
{
|
|
"p": 0.08211834728717804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06182791665196419,
|
|
"m": 0.9563635587692261
|
|
},
|
|
{
|
|
"p": 0.07108622789382935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08215272426605225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07085826992988586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06004372984170914,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.485555648803711,
|
|
"val_loss": 1.2269220352172852,
|
|
"acc": 61.9,
|
|
"time": 237.82390957803,
|
|
"param": [
|
|
{
|
|
"p": 0.08473803102970123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06706438958644867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07689517736434937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05984072759747505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06251571327447891,
|
|
"m": 0.22009240090847015
|
|
},
|
|
{
|
|
"p": 0.05785946547985077,
|
|
"m": 0.9756186604499817
|
|
},
|
|
{
|
|
"p": 0.07277991622686386,
|
|
"m": 0.9991117715835571
|
|
},
|
|
{
|
|
"p": 0.059759799391031265,
|
|
"m": 0.9623736143112183
|
|
},
|
|
{
|
|
"p": 0.07045985758304596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08044727891683578,
|
|
"m": 0.989833652973175
|
|
},
|
|
{
|
|
"p": 0.08991021662950516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08778677880764008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07171203941106796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05823059380054474,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.523662805557251,
|
|
"val_loss": 1.1174755096435547,
|
|
"acc": 62.19,
|
|
"time": 235.7744338969933,
|
|
"param": [
|
|
{
|
|
"p": 0.08934517204761505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0644063800573349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07033040374517441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06743104010820389,
|
|
"m": 0.9666920304298401
|
|
},
|
|
{
|
|
"p": 0.07522974908351898,
|
|
"m": 0.1705716997385025
|
|
},
|
|
{
|
|
"p": 0.06663885712623596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08130094408988953,
|
|
"m": 0.9985482096672058
|
|
},
|
|
{
|
|
"p": 0.07558618485927582,
|
|
"m": 0.9849995970726013
|
|
},
|
|
{
|
|
"p": 0.06529083102941513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058184120804071426,
|
|
"m": 0.99539715051651
|
|
},
|
|
{
|
|
"p": 0.07768191397190094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07477240264415741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0719408243894577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06186118721961975,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.4686294794082642,
|
|
"val_loss": 1.0390820503234863,
|
|
"acc": 63.09,
|
|
"time": 237.6636392979417,
|
|
"param": [
|
|
{
|
|
"p": 0.07963977009057999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05674271658062935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08776551485061646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04882347956299782,
|
|
"m": 0.9798570275306702
|
|
},
|
|
{
|
|
"p": 0.05064328759908676,
|
|
"m": 0.06366134434938431
|
|
},
|
|
{
|
|
"p": 0.06471360474824905,
|
|
"m": 0.9839831590652466
|
|
},
|
|
{
|
|
"p": 0.07210054993629456,
|
|
"m": 0.9980289936065674
|
|
},
|
|
{
|
|
"p": 0.07352685928344727,
|
|
"m": 0.9729487299919128
|
|
},
|
|
{
|
|
"p": 0.07147640734910965,
|
|
"m": 0.9507215619087219
|
|
},
|
|
{
|
|
"p": 0.059238143265247345,
|
|
"m": 0.997776985168457
|
|
},
|
|
{
|
|
"p": 0.08402792364358902,
|
|
"m": 0.9291486740112305
|
|
},
|
|
{
|
|
"p": 0.08487964421510696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09001888334751129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07640325278043747,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.5380232334136963,
|
|
"val_loss": 1.0933351516723633,
|
|
"acc": 62.54,
|
|
"time": 236.8289316180162,
|
|
"param": [
|
|
{
|
|
"p": 0.0718521773815155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05037052556872368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08533713966608047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03777478262782097,
|
|
"m": 0.9958676695823669
|
|
},
|
|
{
|
|
"p": 0.06792796403169632,
|
|
"m": 0.19105106592178345
|
|
},
|
|
{
|
|
"p": 0.0772886574268341,
|
|
"m": 0.975102961063385
|
|
},
|
|
{
|
|
"p": 0.07471420615911484,
|
|
"m": 0.9966372847557068
|
|
},
|
|
{
|
|
"p": 0.08146515488624573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07793685793876648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07612535357475281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06060044467449188,
|
|
"m": 0.9649964570999146
|
|
},
|
|
{
|
|
"p": 0.06430570781230927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09277921169996262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0815218910574913,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.3611923456192017,
|
|
"val_loss": 1.0498499870300293,
|
|
"acc": 62.56,
|
|
"time": 236.2441062160069,
|
|
"param": [
|
|
{
|
|
"p": 0.07193425297737122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06139976158738136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08696388453245163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05725950002670288,
|
|
"m": 0.9314641952514648
|
|
},
|
|
{
|
|
"p": 0.0687754675745964,
|
|
"m": 0.1929669827222824
|
|
},
|
|
{
|
|
"p": 0.055070746690034866,
|
|
"m": 0.9858327507972717
|
|
},
|
|
{
|
|
"p": 0.06672759354114532,
|
|
"m": 0.96049964427948
|
|
},
|
|
{
|
|
"p": 0.0639120489358902,
|
|
"m": 0.8990017175674438
|
|
},
|
|
{
|
|
"p": 0.08664264529943466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08170991390943527,
|
|
"m": 0.9785453081130981
|
|
},
|
|
{
|
|
"p": 0.07603353261947632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07588645815849304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08664325624704361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061040956526994705,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.541580319404602,
|
|
"val_loss": 1.0495011806488037,
|
|
"acc": 64.3,
|
|
"time": 237.50014089490287,
|
|
"param": [
|
|
{
|
|
"p": 0.0683063194155693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08816289156675339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07650647312402725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06176210939884186,
|
|
"m": 0.9812136888504028
|
|
},
|
|
{
|
|
"p": 0.07085125148296356,
|
|
"m": 0.15608854591846466
|
|
},
|
|
{
|
|
"p": 0.059493597596883774,
|
|
"m": 0.8803176879882812
|
|
},
|
|
{
|
|
"p": 0.06463111937046051,
|
|
"m": 0.9787912964820862
|
|
},
|
|
{
|
|
"p": 0.06019354239106178,
|
|
"m": 0.9894759654998779
|
|
},
|
|
{
|
|
"p": 0.07558047771453857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06437290459871292,
|
|
"m": 0.984176754951477
|
|
},
|
|
{
|
|
"p": 0.07153472304344177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07813906669616699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09915503114461899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061310455203056335,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.3028267621994019,
|
|
"val_loss": 0.875154972076416,
|
|
"acc": 63.57,
|
|
"time": 235.96290929999668,
|
|
"param": [
|
|
{
|
|
"p": 0.10631272196769714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06654571741819382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10043630748987198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03714697062969208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05229845270514488,
|
|
"m": 0.06790808588266373
|
|
},
|
|
{
|
|
"p": 0.09017901867628098,
|
|
"m": 0.7354218363761902
|
|
},
|
|
{
|
|
"p": 0.032145895063877106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07904309034347534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08662815392017365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0738232210278511,
|
|
"m": 0.9864963889122009
|
|
},
|
|
{
|
|
"p": 0.04662954434752464,
|
|
"m": 0.9796310067176819
|
|
},
|
|
{
|
|
"p": 0.08369924128055573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0813765898346901,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06373511254787445,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.2661231756210327,
|
|
"val_loss": 1.1272304058074951,
|
|
"acc": 63.04,
|
|
"time": 238.21400013600942,
|
|
"param": [
|
|
{
|
|
"p": 0.09467515349388123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07427047938108444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08390428125858307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05519472062587738,
|
|
"m": 0.9599884152412415
|
|
},
|
|
{
|
|
"p": 0.0698249414563179,
|
|
"m": 0.09617230296134949
|
|
},
|
|
{
|
|
"p": 0.05362928286194801,
|
|
"m": 0.6290028691291809
|
|
},
|
|
{
|
|
"p": 0.051780231297016144,
|
|
"m": 0.9795004725456238
|
|
},
|
|
{
|
|
"p": 0.049580734223127365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0880979672074318,
|
|
"m": 0.9886754155158997
|
|
},
|
|
{
|
|
"p": 0.08476851880550385,
|
|
"m": 0.8888875246047974
|
|
},
|
|
{
|
|
"p": 0.07064766436815262,
|
|
"m": 0.9963307976722717
|
|
},
|
|
{
|
|
"p": 0.05752945691347122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09503223747015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0710642859339714,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.311293125152588,
|
|
"val_loss": 0.9279599189758301,
|
|
"acc": 64.91,
|
|
"time": 234.94978673697915,
|
|
"param": [
|
|
{
|
|
"p": 0.06615634262561798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0617901049554348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09524410963058472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.065272256731987,
|
|
"m": 0.9764143824577332
|
|
},
|
|
{
|
|
"p": 0.06076818332076073,
|
|
"m": 0.10874591767787933
|
|
},
|
|
{
|
|
"p": 0.06515877693891525,
|
|
"m": 0.7312555909156799
|
|
},
|
|
{
|
|
"p": 0.06822973489761353,
|
|
"m": 0.9708083271980286
|
|
},
|
|
{
|
|
"p": 0.08297573029994965,
|
|
"m": 0.9527026414871216
|
|
},
|
|
{
|
|
"p": 0.06633266806602478,
|
|
"m": 0.9987874627113342
|
|
},
|
|
{
|
|
"p": 0.06995745003223419,
|
|
"m": 0.9700181484222412
|
|
},
|
|
{
|
|
"p": 0.0659342035651207,
|
|
"m": 0.9952525496482849
|
|
},
|
|
{
|
|
"p": 0.08006485551595688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07855008542537689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0735655203461647,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.418015718460083,
|
|
"val_loss": 1.075473666191101,
|
|
"acc": 63.97,
|
|
"time": 236.4577506770147,
|
|
"param": [
|
|
{
|
|
"p": 0.0826336219906807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05292116478085518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07751673460006714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02685522474348545,
|
|
"m": 0.965438723564148
|
|
},
|
|
{
|
|
"p": 0.06233188137412071,
|
|
"m": 0.23790140450000763
|
|
},
|
|
{
|
|
"p": 0.08109446614980698,
|
|
"m": 0.8496068120002747
|
|
},
|
|
{
|
|
"p": 0.08433341979980469,
|
|
"m": 0.9310499429702759
|
|
},
|
|
{
|
|
"p": 0.06352914124727249,
|
|
"m": 0.8637251257896423
|
|
},
|
|
{
|
|
"p": 0.08770879358053207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08645281940698624,
|
|
"m": 0.9650596380233765
|
|
},
|
|
{
|
|
"p": 0.06122054532170296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07681824266910553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08206281065940857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07452116906642914,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.256641149520874,
|
|
"val_loss": 1.134583830833435,
|
|
"acc": 64.75,
|
|
"time": 236.8912952739047,
|
|
"param": [
|
|
{
|
|
"p": 0.08438373357057571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047530412673950195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08840131014585495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058815810829401016,
|
|
"m": 0.9219539165496826
|
|
},
|
|
{
|
|
"p": 0.06505241245031357,
|
|
"m": 0.1603526771068573
|
|
},
|
|
{
|
|
"p": 0.0745970606803894,
|
|
"m": 0.721295952796936
|
|
},
|
|
{
|
|
"p": 0.04774298146367073,
|
|
"m": 0.9925668239593506
|
|
},
|
|
{
|
|
"p": 0.07569912075996399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06722608208656311,
|
|
"m": 0.9939363598823547
|
|
},
|
|
{
|
|
"p": 0.0719829723238945,
|
|
"m": 0.9468879699707031
|
|
},
|
|
{
|
|
"p": 0.07807768881320953,
|
|
"m": 0.995855450630188
|
|
},
|
|
{
|
|
"p": 0.10174864530563354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08676467835903168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05197710916399956,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.3171250820159912,
|
|
"val_loss": 1.0622334480285645,
|
|
"acc": 63.24,
|
|
"time": 236.25825792306568,
|
|
"param": [
|
|
{
|
|
"p": 0.08285371959209442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0469500832259655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08723516017198563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05216929689049721,
|
|
"m": 0.881020188331604
|
|
},
|
|
{
|
|
"p": 0.06985798478126526,
|
|
"m": 0.1996893286705017
|
|
},
|
|
{
|
|
"p": 0.06311998516321182,
|
|
"m": 0.6983429193496704
|
|
},
|
|
{
|
|
"p": 0.05053127557039261,
|
|
"m": 0.9991540908813477
|
|
},
|
|
{
|
|
"p": 0.0787329226732254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07968368381261826,
|
|
"m": 0.9945075511932373
|
|
},
|
|
{
|
|
"p": 0.08431269973516464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0708608403801918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06255174428224564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0918562263250351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07928436249494553,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.33807373046875,
|
|
"val_loss": 1.0457743406295776,
|
|
"acc": 65.8,
|
|
"time": 235.75331521697808,
|
|
"param": [
|
|
{
|
|
"p": 0.07718700170516968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05294836685061455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07825642079114914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0616757869720459,
|
|
"m": 0.9055801630020142
|
|
},
|
|
{
|
|
"p": 0.07769421488046646,
|
|
"m": 0.2410542368888855
|
|
},
|
|
{
|
|
"p": 0.05455542728304863,
|
|
"m": 0.6929619908332825
|
|
},
|
|
{
|
|
"p": 0.06845642626285553,
|
|
"m": 0.9872419834136963
|
|
},
|
|
{
|
|
"p": 0.057049162685871124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07080156356096268,
|
|
"m": 0.9966726303100586
|
|
},
|
|
{
|
|
"p": 0.08407137542963028,
|
|
"m": 0.9996998310089111
|
|
},
|
|
{
|
|
"p": 0.08264176547527313,
|
|
"m": 0.9999642372131348
|
|
},
|
|
{
|
|
"p": 0.07902353256940842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0877794623374939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06785934418439865,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.4865033626556396,
|
|
"val_loss": 1.0474352836608887,
|
|
"acc": 63.22,
|
|
"time": 236.55246909800917,
|
|
"param": [
|
|
{
|
|
"p": 0.08359795808792114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06313260644674301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0633060485124588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07151953130960464,
|
|
"m": 0.8552977442741394
|
|
},
|
|
{
|
|
"p": 0.06625376641750336,
|
|
"m": 0.3838554918766022
|
|
},
|
|
{
|
|
"p": 0.06192156299948692,
|
|
"m": 0.7372227311134338
|
|
},
|
|
{
|
|
"p": 0.06816517561674118,
|
|
"m": 0.9947400093078613
|
|
},
|
|
{
|
|
"p": 0.06791806221008301,
|
|
"m": 0.9530147314071655
|
|
},
|
|
{
|
|
"p": 0.061755139380693436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09010093659162521,
|
|
"m": 0.9541352987289429
|
|
},
|
|
{
|
|
"p": 0.05922325327992439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08171523362398148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09898301213979721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062407780438661575,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 1.2813923358917236,
|
|
"val_loss": 0.9811531901359558,
|
|
"acc": 65.59,
|
|
"time": 236.32350037503056,
|
|
"param": [
|
|
{
|
|
"p": 0.06769611686468124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07234556972980499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08675727993249893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06309573352336884,
|
|
"m": 0.8174604773521423
|
|
},
|
|
{
|
|
"p": 0.06436503678560257,
|
|
"m": 0.4346759021282196
|
|
},
|
|
{
|
|
"p": 0.06622875481843948,
|
|
"m": 0.8616099953651428
|
|
},
|
|
{
|
|
"p": 0.06748542189598083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08322188258171082,
|
|
"m": 0.9904226660728455
|
|
},
|
|
{
|
|
"p": 0.07174510508775711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07213321328163147,
|
|
"m": 0.9817355275154114
|
|
},
|
|
{
|
|
"p": 0.06620422750711441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08229406923055649,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07633008062839508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060097500681877136,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.244180679321289,
|
|
"val_loss": 1.0093461275100708,
|
|
"acc": 64.56,
|
|
"time": 235.44661738001741,
|
|
"param": [
|
|
{
|
|
"p": 0.08007028698921204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06025371327996254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0694635659456253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05994890257716179,
|
|
"m": 0.8836700916290283
|
|
},
|
|
{
|
|
"p": 0.07503285259008408,
|
|
"m": 0.41070571541786194
|
|
},
|
|
{
|
|
"p": 0.08557760715484619,
|
|
"m": 0.7371566891670227
|
|
},
|
|
{
|
|
"p": 0.062308553606271744,
|
|
"m": 0.9549691081047058
|
|
},
|
|
{
|
|
"p": 0.07030381262302399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04312215372920036,
|
|
"m": 0.9638544917106628
|
|
},
|
|
{
|
|
"p": 0.06748969852924347,
|
|
"m": 0.9869658946990967
|
|
},
|
|
{
|
|
"p": 0.09751389920711517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07805280387401581,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.073401540517807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07746059447526932,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.1262288093566895,
|
|
"val_loss": 0.9802794456481934,
|
|
"acc": 64.7,
|
|
"time": 236.78423582401592,
|
|
"param": [
|
|
{
|
|
"p": 0.10529708862304688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07453472167253494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0870339423418045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05143576115369797,
|
|
"m": 0.9594689607620239
|
|
},
|
|
{
|
|
"p": 0.04916439950466156,
|
|
"m": 0.43997547030448914
|
|
},
|
|
{
|
|
"p": 0.02427714131772518,
|
|
"m": 0.8105679750442505
|
|
},
|
|
{
|
|
"p": 0.07727396488189697,
|
|
"m": 0.832379162311554
|
|
},
|
|
{
|
|
"p": 0.06728649139404297,
|
|
"m": 0.9855366349220276
|
|
},
|
|
{
|
|
"p": 0.07755465805530548,
|
|
"m": 0.9722411036491394
|
|
},
|
|
{
|
|
"p": 0.0910007581114769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07175608724355698,
|
|
"m": 0.9907334446907043
|
|
},
|
|
{
|
|
"p": 0.07907479256391525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07739438116550446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06691586226224899,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.4803669452667236,
|
|
"val_loss": 1.083180546760559,
|
|
"acc": 62.83,
|
|
"time": 235.341668182984,
|
|
"param": [
|
|
{
|
|
"p": 0.09418562799692154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07707428187131882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06444121152162552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05788267031311989,
|
|
"m": 0.9204145669937134
|
|
},
|
|
{
|
|
"p": 0.04229192063212395,
|
|
"m": 0.3942308723926544
|
|
},
|
|
{
|
|
"p": 0.06859543174505234,
|
|
"m": 0.8893680572509766
|
|
},
|
|
{
|
|
"p": 0.07062511146068573,
|
|
"m": 0.9594072699546814
|
|
},
|
|
{
|
|
"p": 0.06770153343677521,
|
|
"m": 0.9585808515548706
|
|
},
|
|
{
|
|
"p": 0.07824721187353134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09329333156347275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07598765939474106,
|
|
"m": 0.9935462474822998
|
|
},
|
|
{
|
|
"p": 0.059547584503889084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0860709622502327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06405545026063919,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 1.3307873010635376,
|
|
"val_loss": 0.9674997925758362,
|
|
"acc": 65.99,
|
|
"time": 236.31967810797505,
|
|
"param": [
|
|
{
|
|
"p": 0.078178271651268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04965094104409218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0729227215051651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06063657999038696,
|
|
"m": 0.9811776876449585
|
|
},
|
|
{
|
|
"p": 0.03662961348891258,
|
|
"m": 0.46829745173454285
|
|
},
|
|
{
|
|
"p": 0.07898874580860138,
|
|
"m": 0.8915125131607056
|
|
},
|
|
{
|
|
"p": 0.07082930952310562,
|
|
"m": 0.9698518514633179
|
|
},
|
|
{
|
|
"p": 0.08172604441642761,
|
|
"m": 0.9857030510902405
|
|
},
|
|
{
|
|
"p": 0.07467693835496902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0878201499581337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05971280857920647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09326008707284927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09702685475349426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057940926402807236,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.4336272478103638,
|
|
"val_loss": 0.9641172289848328,
|
|
"acc": 65.12,
|
|
"time": 236.3440234659938,
|
|
"param": [
|
|
{
|
|
"p": 0.07132493704557419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06959745287895203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08405843377113342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03827063366770744,
|
|
"m": 0.9571082592010498
|
|
},
|
|
{
|
|
"p": 0.05332398787140846,
|
|
"m": 0.3517087399959564
|
|
},
|
|
{
|
|
"p": 0.0772014856338501,
|
|
"m": 0.9698266386985779
|
|
},
|
|
{
|
|
"p": 0.0814695954322815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04883774742484093,
|
|
"m": 0.9746496081352234
|
|
},
|
|
{
|
|
"p": 0.07767423242330551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08739171922206879,
|
|
"m": 0.998925507068634
|
|
},
|
|
{
|
|
"p": 0.07830043137073517,
|
|
"m": 0.9988545775413513
|
|
},
|
|
{
|
|
"p": 0.09112081676721573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.076351597905159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06507693231105804,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 1.6040529012680054,
|
|
"val_loss": 0.923126757144928,
|
|
"acc": 65.72,
|
|
"time": 234.960885971901,
|
|
"param": [
|
|
{
|
|
"p": 0.07468602061271667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05648612603545189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0925760492682457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05005360767245293,
|
|
"m": 0.8701817989349365
|
|
},
|
|
{
|
|
"p": 0.06644891947507858,
|
|
"m": 0.42552265524864197
|
|
},
|
|
{
|
|
"p": 0.04156249016523361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07189904898405075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04863451421260834,
|
|
"m": 0.9941657781600952
|
|
},
|
|
{
|
|
"p": 0.06926289945840836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10271531343460083,
|
|
"m": 0.9471132159233093
|
|
},
|
|
{
|
|
"p": 0.08996009081602097,
|
|
"m": 0.991769015789032
|
|
},
|
|
{
|
|
"p": 0.07537960261106491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0842326208949089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07610279321670532,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 1.4006017446517944,
|
|
"val_loss": 0.9171160459518433,
|
|
"acc": 64.47,
|
|
"time": 236.39241408696398,
|
|
"param": [
|
|
{
|
|
"p": 0.07517630606889725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131805270910263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06831756979227066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06673551350831985,
|
|
"m": 0.8076348900794983
|
|
},
|
|
{
|
|
"p": 0.06520373374223709,
|
|
"m": 0.47195783257484436
|
|
},
|
|
{
|
|
"p": 0.05966508761048317,
|
|
"m": 0.9457299709320068
|
|
},
|
|
{
|
|
"p": 0.06256650388240814,
|
|
"m": 0.9829400777816772
|
|
},
|
|
{
|
|
"p": 0.0676221027970314,
|
|
"m": 0.9877837300300598
|
|
},
|
|
{
|
|
"p": 0.07103227078914642,
|
|
"m": 0.9912208914756775
|
|
},
|
|
{
|
|
"p": 0.06397715210914612,
|
|
"m": 0.9501004219055176
|
|
},
|
|
{
|
|
"p": 0.08453090488910675,
|
|
"m": 0.9997925162315369
|
|
},
|
|
{
|
|
"p": 0.08088981360197067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0804738849401474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08249112218618393,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.3255773782730103,
|
|
"val_loss": 0.967441201210022,
|
|
"acc": 66.86,
|
|
"time": 235.94084683107212,
|
|
"param": [
|
|
{
|
|
"p": 0.08314737677574158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07057037949562073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08453420549631119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07405132800340652,
|
|
"m": 0.869859516620636
|
|
},
|
|
{
|
|
"p": 0.051686882972717285,
|
|
"m": 0.3942849338054657
|
|
},
|
|
{
|
|
"p": 0.05800773575901985,
|
|
"m": 0.8483306765556335
|
|
},
|
|
{
|
|
"p": 0.07497502863407135,
|
|
"m": 0.9954667091369629
|
|
},
|
|
{
|
|
"p": 0.05591603368520737,
|
|
"m": 0.6981057524681091
|
|
},
|
|
{
|
|
"p": 0.08778603374958038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06774625182151794,
|
|
"m": 0.9937324523925781
|
|
},
|
|
{
|
|
"p": 0.0745752602815628,
|
|
"m": 0.9995529651641846
|
|
},
|
|
{
|
|
"p": 0.07123187184333801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07960093021392822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06617062538862228,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.35097074508667,
|
|
"val_loss": 0.8831690549850464,
|
|
"acc": 64.86,
|
|
"time": 236.36747574293986,
|
|
"param": [
|
|
{
|
|
"p": 0.08038683235645294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06253545731306076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06062282249331474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05582757294178009,
|
|
"m": 0.9158294796943665
|
|
},
|
|
{
|
|
"p": 0.08988722413778305,
|
|
"m": 0.353854238986969
|
|
},
|
|
{
|
|
"p": 0.0687306672334671,
|
|
"m": 0.7522456645965576
|
|
},
|
|
{
|
|
"p": 0.05194747820496559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07840452343225479,
|
|
"m": 0.6548222303390503
|
|
},
|
|
{
|
|
"p": 0.06983629614114761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0850391611456871,
|
|
"m": 0.9993571639060974
|
|
},
|
|
{
|
|
"p": 0.07613907009363174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08495036512613297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0717872679233551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06390533596277237,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.176494836807251,
|
|
"val_loss": 0.9424518346786499,
|
|
"acc": 67.26,
|
|
"time": 236.15659353800584,
|
|
"param": [
|
|
{
|
|
"p": 0.09100700914859772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07950206845998764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061531201004981995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08307754993438721,
|
|
"m": 0.9742922186851501
|
|
},
|
|
{
|
|
"p": 0.06517824530601501,
|
|
"m": 0.2693469524383545
|
|
},
|
|
{
|
|
"p": 0.0597444623708725,
|
|
"m": 0.6129537224769592
|
|
},
|
|
{
|
|
"p": 0.061492398381233215,
|
|
"m": 0.9828501343727112
|
|
},
|
|
{
|
|
"p": 0.051662568002939224,
|
|
"m": 0.7682287096977234
|
|
},
|
|
{
|
|
"p": 0.07310796529054642,
|
|
"m": 0.9792295694351196
|
|
},
|
|
{
|
|
"p": 0.0873500406742096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07835789024829865,
|
|
"m": 0.9811325073242188
|
|
},
|
|
{
|
|
"p": 0.049909744411706924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08701475709676743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07106414437294006,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 1.2083889245986938,
|
|
"val_loss": 1.0967484712600708,
|
|
"acc": 65.68,
|
|
"time": 236.40650811395608,
|
|
"param": [
|
|
{
|
|
"p": 0.09867363423109055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03303201124072075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08360220491886139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05049197003245354,
|
|
"m": 0.8938712477684021
|
|
},
|
|
{
|
|
"p": 0.06531106680631638,
|
|
"m": 0.26478543877601624
|
|
},
|
|
{
|
|
"p": 0.06786954402923584,
|
|
"m": 0.45466509461402893
|
|
},
|
|
{
|
|
"p": 0.07011626660823822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0857267677783966,
|
|
"m": 0.7767416834831238
|
|
},
|
|
{
|
|
"p": 0.07017423212528229,
|
|
"m": 0.9746260046958923
|
|
},
|
|
{
|
|
"p": 0.08924632519483566,
|
|
"m": 0.9961048364639282
|
|
},
|
|
{
|
|
"p": 0.07070848345756531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07755660265684128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.081061951816082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056428950279951096,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.097112774848938,
|
|
"val_loss": 0.9208657741546631,
|
|
"acc": 67.95,
|
|
"time": 235.78788659197744,
|
|
"param": [
|
|
{
|
|
"p": 0.09167947620153427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08920249342918396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06805980950593948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053671903908252716,
|
|
"m": 0.846291720867157
|
|
},
|
|
{
|
|
"p": 0.06883831322193146,
|
|
"m": 0.21941635012626648
|
|
},
|
|
{
|
|
"p": 0.05424337834119797,
|
|
"m": 0.46033093333244324
|
|
},
|
|
{
|
|
"p": 0.07519451528787613,
|
|
"m": 0.9973375797271729
|
|
},
|
|
{
|
|
"p": 0.06832652539014816,
|
|
"m": 0.77821284532547
|
|
},
|
|
{
|
|
"p": 0.06218178942799568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07907356321811676,
|
|
"m": 0.9783204197883606
|
|
},
|
|
{
|
|
"p": 0.06542947888374329,
|
|
"m": 0.9905106425285339
|
|
},
|
|
{
|
|
"p": 0.09092555195093155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08357929438352585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04959382116794586,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.3516684770584106,
|
|
"val_loss": 1.0735446214675903,
|
|
"acc": 67.2,
|
|
"time": 236.28636455594096,
|
|
"param": [
|
|
{
|
|
"p": 0.06852366775274277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08101245015859604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08750156313180923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06106715276837349,
|
|
"m": 0.8521251678466797
|
|
},
|
|
{
|
|
"p": 0.06759602576494217,
|
|
"m": 0.36771342158317566
|
|
},
|
|
{
|
|
"p": 0.09588415175676346,
|
|
"m": 0.5620444416999817
|
|
},
|
|
{
|
|
"p": 0.06966070830821991,
|
|
"m": 0.972970724105835
|
|
},
|
|
{
|
|
"p": 0.06046225130558014,
|
|
"m": 0.7662044167518616
|
|
},
|
|
{
|
|
"p": 0.06828425079584122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0564839206635952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07060520350933075,
|
|
"m": 0.9997534155845642
|
|
},
|
|
{
|
|
"p": 0.06439868360757828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08490534871816635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06361473351716995,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.186933994293213,
|
|
"val_loss": 0.8760674595832825,
|
|
"acc": 67.33,
|
|
"time": 237.3879129459383,
|
|
"param": [
|
|
{
|
|
"p": 0.08831263333559036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.074368417263031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07590941339731216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03465407341718674,
|
|
"m": 0.8360329270362854
|
|
},
|
|
{
|
|
"p": 0.05533286929130554,
|
|
"m": 0.3983944356441498
|
|
},
|
|
{
|
|
"p": 0.07849223911762238,
|
|
"m": 0.731855571269989
|
|
},
|
|
{
|
|
"p": 0.1090400367975235,
|
|
"m": 0.9275740385055542
|
|
},
|
|
{
|
|
"p": 0.04892793670296669,
|
|
"m": 0.83458012342453
|
|
},
|
|
{
|
|
"p": 0.08203496783971786,
|
|
"m": 0.9556532502174377
|
|
},
|
|
{
|
|
"p": 0.08811488747596741,
|
|
"m": 0.985816478729248
|
|
},
|
|
{
|
|
"p": 0.04627355560660362,
|
|
"m": 0.9596956372261047
|
|
},
|
|
{
|
|
"p": 0.06884611397981644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0896538496017456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06003900617361069,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 1.1614331007003784,
|
|
"val_loss": 0.8774060606956482,
|
|
"acc": 66.84,
|
|
"time": 237.14495896501467,
|
|
"param": [
|
|
{
|
|
"p": 0.09265981614589691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06996553391218185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08228712528944016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0804288312792778,
|
|
"m": 0.8810719847679138
|
|
},
|
|
{
|
|
"p": 0.07528772205114365,
|
|
"m": 0.16634728014469147
|
|
},
|
|
{
|
|
"p": 0.042945560067892075,
|
|
"m": 0.7526246905326843
|
|
},
|
|
{
|
|
"p": 0.0715954378247261,
|
|
"m": 0.9605185389518738
|
|
},
|
|
{
|
|
"p": 0.06659600883722305,
|
|
"m": 0.8662546277046204
|
|
},
|
|
{
|
|
"p": 0.0595102421939373,
|
|
"m": 0.969931423664093
|
|
},
|
|
{
|
|
"p": 0.08633013814687729,
|
|
"m": 0.9693605899810791
|
|
},
|
|
{
|
|
"p": 0.07827730476856232,
|
|
"m": 0.9968316555023193
|
|
},
|
|
{
|
|
"p": 0.07359687238931656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07660703361034393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04391240328550339,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.1838427782058716,
|
|
"val_loss": 0.8614121079444885,
|
|
"acc": 68.74,
|
|
"time": 236.2710504339775,
|
|
"param": [
|
|
{
|
|
"p": 0.07887611538171768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04979958012700081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07787718623876572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04069271311163902,
|
|
"m": 0.7586668729782104
|
|
},
|
|
{
|
|
"p": 0.05971871316432953,
|
|
"m": 0.10251586139202118
|
|
},
|
|
{
|
|
"p": 0.07417316734790802,
|
|
"m": 0.689723014831543
|
|
},
|
|
{
|
|
"p": 0.04961025342345238,
|
|
"m": 0.9274334907531738
|
|
},
|
|
{
|
|
"p": 0.05149934068322182,
|
|
"m": 0.8798534274101257
|
|
},
|
|
{
|
|
"p": 0.09414159506559372,
|
|
"m": 0.9884077906608582
|
|
},
|
|
{
|
|
"p": 0.0852518156170845,
|
|
"m": 0.9462431073188782
|
|
},
|
|
{
|
|
"p": 0.0801316648721695,
|
|
"m": 0.9667895436286926
|
|
},
|
|
{
|
|
"p": 0.09624318778514862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08231452107429504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07967010885477066,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 1.4101943969726562,
|
|
"val_loss": 1.0056275129318237,
|
|
"acc": 67.47,
|
|
"time": 235.0185649059713,
|
|
"param": [
|
|
{
|
|
"p": 0.0568828247487545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05159583315253258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07615797221660614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07417058944702148,
|
|
"m": 0.9002952575683594
|
|
},
|
|
{
|
|
"p": 0.08750253915786743,
|
|
"m": 0.2214287966489792
|
|
},
|
|
{
|
|
"p": 0.07001615315675735,
|
|
"m": 0.5880385637283325
|
|
},
|
|
{
|
|
"p": 0.08332259207963943,
|
|
"m": 0.8777231574058533
|
|
},
|
|
{
|
|
"p": 0.06987638026475906,
|
|
"m": 0.865248441696167
|
|
},
|
|
{
|
|
"p": 0.08265236020088196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07479111850261688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06486690789461136,
|
|
"m": 0.9702939987182617
|
|
},
|
|
{
|
|
"p": 0.07025469094514847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07283854484558105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06507156044244766,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 1.1282495260238647,
|
|
"val_loss": 1.0405751466751099,
|
|
"acc": 66.73,
|
|
"time": 235.90518430399243,
|
|
"param": [
|
|
{
|
|
"p": 0.07530803233385086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07560386508703232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07301460206508636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05503872409462929,
|
|
"m": 0.8873462677001953
|
|
},
|
|
{
|
|
"p": 0.061293285340070724,
|
|
"m": 0.19631293416023254
|
|
},
|
|
{
|
|
"p": 0.08683393150568008,
|
|
"m": 0.6094648241996765
|
|
},
|
|
{
|
|
"p": 0.07987625896930695,
|
|
"m": 0.833159327507019
|
|
},
|
|
{
|
|
"p": 0.05900447443127632,
|
|
"m": 0.8966201543807983
|
|
},
|
|
{
|
|
"p": 0.08290176838636398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059154316782951355,
|
|
"m": 0.9661147594451904
|
|
},
|
|
{
|
|
"p": 0.07071790844202042,
|
|
"m": 0.9917717576026917
|
|
},
|
|
{
|
|
"p": 0.08528841286897659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0743221566081047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06164224073290825,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.2787342071533203,
|
|
"val_loss": 0.9119893908500671,
|
|
"acc": 68.83,
|
|
"time": 235.7158367400989,
|
|
"param": [
|
|
{
|
|
"p": 0.08123886585235596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07838621735572815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07812671363353729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0432441309094429,
|
|
"m": 0.9407691359519958
|
|
},
|
|
{
|
|
"p": 0.07131559401750565,
|
|
"m": 0.45060402154922485
|
|
},
|
|
{
|
|
"p": 0.07114340364933014,
|
|
"m": 0.7449825406074524
|
|
},
|
|
{
|
|
"p": 0.06312759220600128,
|
|
"m": 0.7769476175308228
|
|
},
|
|
{
|
|
"p": 0.05982409417629242,
|
|
"m": 0.9731370806694031
|
|
},
|
|
{
|
|
"p": 0.08388929069042206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08375661820173264,
|
|
"m": 0.8443077802658081
|
|
},
|
|
{
|
|
"p": 0.07067681103944778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06587155908346176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08044382929801941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06895523518323898,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 1.323185682296753,
|
|
"val_loss": 0.9549015760421753,
|
|
"acc": 67.9,
|
|
"time": 236.05505357903894,
|
|
"param": [
|
|
{
|
|
"p": 0.07411901652812958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07049404829740524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06841538846492767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06276426464319229,
|
|
"m": 0.9887841939926147
|
|
},
|
|
{
|
|
"p": 0.06053793802857399,
|
|
"m": 0.49011409282684326
|
|
},
|
|
{
|
|
"p": 0.07034245133399963,
|
|
"m": 0.7167366743087769
|
|
},
|
|
{
|
|
"p": 0.06695935130119324,
|
|
"m": 0.9461586475372314
|
|
},
|
|
{
|
|
"p": 0.05578814074397087,
|
|
"m": 0.962909460067749
|
|
},
|
|
{
|
|
"p": 0.06927405297756195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0850997120141983,
|
|
"m": 0.9513614773750305
|
|
},
|
|
{
|
|
"p": 0.06970994174480438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07836461067199707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07608676701784134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09204443544149399,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 1.4547284841537476,
|
|
"val_loss": 0.8557449579238892,
|
|
"acc": 68.38,
|
|
"time": 236.02571841701865,
|
|
"param": [
|
|
{
|
|
"p": 0.08081065118312836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04193338751792908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08450570702552795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08468692004680634,
|
|
"m": 0.9299924969673157
|
|
},
|
|
{
|
|
"p": 0.05616793408989906,
|
|
"m": 0.5665795207023621
|
|
},
|
|
{
|
|
"p": 0.06884807348251343,
|
|
"m": 0.7867622971534729
|
|
},
|
|
{
|
|
"p": 0.0591224804520607,
|
|
"m": 0.9963057637214661
|
|
},
|
|
{
|
|
"p": 0.06064833328127861,
|
|
"m": 0.9550704956054688
|
|
},
|
|
{
|
|
"p": 0.07789014279842377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07808931171894073,
|
|
"m": 0.9874058961868286
|
|
},
|
|
{
|
|
"p": 0.05379761755466461,
|
|
"m": 0.9693096280097961
|
|
},
|
|
{
|
|
"p": 0.09933264553546906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08902039378881454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06514625251293182,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.3873237371444702,
|
|
"val_loss": 0.8369479179382324,
|
|
"acc": 67.68,
|
|
"time": 235.71713397605345,
|
|
"param": [
|
|
{
|
|
"p": 0.09126461297273636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05188561975955963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08961239457130432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048679884523153305,
|
|
"m": 0.8686525821685791
|
|
},
|
|
{
|
|
"p": 0.0549938902258873,
|
|
"m": 0.5143375992774963
|
|
},
|
|
{
|
|
"p": 0.0645502507686615,
|
|
"m": 0.8709270358085632
|
|
},
|
|
{
|
|
"p": 0.07671771198511124,
|
|
"m": 0.9579764604568481
|
|
},
|
|
{
|
|
"p": 0.044222090393304825,
|
|
"m": 0.9340982437133789
|
|
},
|
|
{
|
|
"p": 0.10991236567497253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09452342987060547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08364634960889816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06505893915891647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06208771839737892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06284473091363907,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 1.3761183023452759,
|
|
"val_loss": 0.9534604549407959,
|
|
"acc": 68.2,
|
|
"time": 237.37975714402273,
|
|
"param": [
|
|
{
|
|
"p": 0.10234002023935318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0629691407084465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0702710971236229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05236196890473366,
|
|
"m": 0.8764736652374268
|
|
},
|
|
{
|
|
"p": 0.043702710419893265,
|
|
"m": 0.5555624961853027
|
|
},
|
|
{
|
|
"p": 0.04332418367266655,
|
|
"m": 0.8089442253112793
|
|
},
|
|
{
|
|
"p": 0.09438184648752213,
|
|
"m": 0.9573156237602234
|
|
},
|
|
{
|
|
"p": 0.034117527306079865,
|
|
"m": 0.9890660643577576
|
|
},
|
|
{
|
|
"p": 0.07629577815532684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08412415534257889,
|
|
"m": 0.9957231879234314
|
|
},
|
|
{
|
|
"p": 0.0906575620174408,
|
|
"m": 0.9742507934570312
|
|
},
|
|
{
|
|
"p": 0.07552613317966461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10022740066051483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06970040500164032,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 1.2437931299209595,
|
|
"val_loss": 1.0214135646820068,
|
|
"acc": 68.17,
|
|
"time": 236.51294838998,
|
|
"param": [
|
|
{
|
|
"p": 0.10698201507329941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06792239099740982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07765021175146103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06505239754915237,
|
|
"m": 0.8866381645202637
|
|
},
|
|
{
|
|
"p": 0.047061774879693985,
|
|
"m": 0.5177849531173706
|
|
},
|
|
{
|
|
"p": 0.057681769132614136,
|
|
"m": 0.8205931782722473
|
|
},
|
|
{
|
|
"p": 0.06387929618358612,
|
|
"m": 0.9331668615341187
|
|
},
|
|
{
|
|
"p": 0.0615849569439888,
|
|
"m": 0.9960132241249084
|
|
},
|
|
{
|
|
"p": 0.05825227499008179,
|
|
"m": 0.977228045463562
|
|
},
|
|
{
|
|
"p": 0.08020952343940735,
|
|
"m": 0.9045190215110779
|
|
},
|
|
{
|
|
"p": 0.06569196283817291,
|
|
"m": 0.9855390191078186
|
|
},
|
|
{
|
|
"p": 0.07312094420194626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10102660953998566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07388383895158768,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 1.3993943929672241,
|
|
"val_loss": 0.9710034132003784,
|
|
"acc": 68.13,
|
|
"time": 237.4648644559784,
|
|
"param": [
|
|
{
|
|
"p": 0.06046287715435028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06979042291641235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07049696892499924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06472010910511017,
|
|
"m": 0.8594706654548645
|
|
},
|
|
{
|
|
"p": 0.07199394702911377,
|
|
"m": 0.5941286087036133
|
|
},
|
|
{
|
|
"p": 0.057702839374542236,
|
|
"m": 0.6858885288238525
|
|
},
|
|
{
|
|
"p": 0.08778949081897736,
|
|
"m": 0.9968570470809937
|
|
},
|
|
{
|
|
"p": 0.0684472918510437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07349728792905807,
|
|
"m": 0.9881255030632019
|
|
},
|
|
{
|
|
"p": 0.07449876517057419,
|
|
"m": 0.9999403357505798
|
|
},
|
|
{
|
|
"p": 0.08464232832193375,
|
|
"m": 0.9398807883262634
|
|
},
|
|
{
|
|
"p": 0.07123859971761703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07801858335733414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06670042127370834,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.2139817476272583,
|
|
"val_loss": 1.0139192342758179,
|
|
"acc": 66.99,
|
|
"time": 236.60356616706122,
|
|
"param": [
|
|
{
|
|
"p": 0.07420624792575836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07062097638845444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07775986939668655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05681181699037552,
|
|
"m": 0.8958891034126282
|
|
},
|
|
{
|
|
"p": 0.044392574578523636,
|
|
"m": 0.5337652564048767
|
|
},
|
|
{
|
|
"p": 0.06739123165607452,
|
|
"m": 0.6401517987251282
|
|
},
|
|
{
|
|
"p": 0.06133674085140228,
|
|
"m": 0.9832559823989868
|
|
},
|
|
{
|
|
"p": 0.0872330293059349,
|
|
"m": 0.9701633453369141
|
|
},
|
|
{
|
|
"p": 0.08331814408302307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08273517340421677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0747537687420845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06381121277809143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0823994129896164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07322985678911209,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 1.2430747747421265,
|
|
"val_loss": 0.9160159230232239,
|
|
"acc": 68.39,
|
|
"time": 238.85248995397706,
|
|
"param": [
|
|
{
|
|
"p": 0.07263552397489548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05206990987062454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08281631767749786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07742486149072647,
|
|
"m": 0.9648935794830322
|
|
},
|
|
{
|
|
"p": 0.018448423594236374,
|
|
"m": 0.328081876039505
|
|
},
|
|
{
|
|
"p": 0.07692626118659973,
|
|
"m": 0.5644966959953308
|
|
},
|
|
{
|
|
"p": 0.09119009226560593,
|
|
"m": 0.851651668548584
|
|
},
|
|
{
|
|
"p": 0.07942832261323929,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0598444938659668,
|
|
"m": 0.9960939884185791
|
|
},
|
|
{
|
|
"p": 0.08590417355298996,
|
|
"m": 0.9873414039611816
|
|
},
|
|
{
|
|
"p": 0.06394540518522263,
|
|
"m": 0.9584813117980957
|
|
},
|
|
{
|
|
"p": 0.08134899288415909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07347537577152252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08454190939664841,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.2384768724441528,
|
|
"val_loss": 0.9082345962524414,
|
|
"acc": 68.91,
|
|
"time": 238.22828305896837,
|
|
"param": [
|
|
{
|
|
"p": 0.08570094406604767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07975266128778458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07829117774963379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06997953355312347,
|
|
"m": 0.8805230855941772
|
|
},
|
|
{
|
|
"p": 0.07056133449077606,
|
|
"m": 0.4294344186782837
|
|
},
|
|
{
|
|
"p": 0.0815732479095459,
|
|
"m": 0.5992770195007324
|
|
},
|
|
{
|
|
"p": 0.056133121252059937,
|
|
"m": 0.8772034645080566
|
|
},
|
|
{
|
|
"p": 0.05498041212558746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07081345468759537,
|
|
"m": 0.9557691216468811
|
|
},
|
|
{
|
|
"p": 0.0742233395576477,
|
|
"m": 0.9047905206680298
|
|
},
|
|
{
|
|
"p": 0.07029258459806442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07348762452602386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08088696002960205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05332373455166817,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 1.1480796337127686,
|
|
"val_loss": 0.9099767804145813,
|
|
"acc": 68.84,
|
|
"time": 236.85663334501442,
|
|
"param": [
|
|
{
|
|
"p": 0.06613088399171829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07685130089521408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06659567356109619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054962433874607086,
|
|
"m": 0.9217836856842041
|
|
},
|
|
{
|
|
"p": 0.05689225718379021,
|
|
"m": 0.3636939525604248
|
|
},
|
|
{
|
|
"p": 0.09689036756753922,
|
|
"m": 0.52118980884552
|
|
},
|
|
{
|
|
"p": 0.06982733309268951,
|
|
"m": 0.9168557524681091
|
|
},
|
|
{
|
|
"p": 0.05131845921278,
|
|
"m": 0.9986412525177002
|
|
},
|
|
{
|
|
"p": 0.05691811814904213,
|
|
"m": 0.9990319013595581
|
|
},
|
|
{
|
|
"p": 0.08875709772109985,
|
|
"m": 0.985598623752594
|
|
},
|
|
{
|
|
"p": 0.08599356561899185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08495553582906723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09402907639741898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04987792298197746,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 1.2328742742538452,
|
|
"val_loss": 0.9731488823890686,
|
|
"acc": 69.0,
|
|
"time": 235.48403639893513,
|
|
"param": [
|
|
{
|
|
"p": 0.10526386648416519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07785706222057343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08238519728183746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0771518275141716,
|
|
"m": 0.8563706874847412
|
|
},
|
|
{
|
|
"p": 0.030382269993424416,
|
|
"m": 0.3078751266002655
|
|
},
|
|
{
|
|
"p": 0.0729237049818039,
|
|
"m": 0.57778400182724
|
|
},
|
|
{
|
|
"p": 0.06906589865684509,
|
|
"m": 0.9549214243888855
|
|
},
|
|
{
|
|
"p": 0.05644039437174797,
|
|
"m": 0.9492977261543274
|
|
},
|
|
{
|
|
"p": 0.08186457306146622,
|
|
"m": 0.9646941423416138
|
|
},
|
|
{
|
|
"p": 0.060585957020521164,
|
|
"m": 0.971001923084259
|
|
},
|
|
{
|
|
"p": 0.08968056738376617,
|
|
"m": 0.987306535243988
|
|
},
|
|
{
|
|
"p": 0.0697098895907402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07465779781341553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05203098803758621,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 1.0272488594055176,
|
|
"val_loss": 0.8066585063934326,
|
|
"acc": 67.92,
|
|
"time": 236.0271170400083,
|
|
"param": [
|
|
{
|
|
"p": 0.0814974382519722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06861688941717148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09585218131542206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03682694211602211,
|
|
"m": 0.8067121505737305
|
|
},
|
|
{
|
|
"p": 0.06882159411907196,
|
|
"m": 0.403084397315979
|
|
},
|
|
{
|
|
"p": 0.06320539116859436,
|
|
"m": 0.5149365663528442
|
|
},
|
|
{
|
|
"p": 0.0730648785829544,
|
|
"m": 0.9336061477661133
|
|
},
|
|
{
|
|
"p": 0.06571364402770996,
|
|
"m": 0.9821263551712036
|
|
},
|
|
{
|
|
"p": 0.08606220781803131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08305706083774567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07560433447360992,
|
|
"m": 0.9935776591300964
|
|
},
|
|
{
|
|
"p": 0.05277518182992935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09149021655321121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057411957532167435,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.306470274925232,
|
|
"val_loss": 0.9193552732467651,
|
|
"acc": 68.72,
|
|
"time": 238.28380824101623,
|
|
"param": [
|
|
{
|
|
"p": 0.09511139243841171,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056514546275138855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07822044938802719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07354339957237244,
|
|
"m": 0.9815934896469116
|
|
},
|
|
{
|
|
"p": 0.048793163150548935,
|
|
"m": 0.5419095158576965
|
|
},
|
|
{
|
|
"p": 0.0612732470035553,
|
|
"m": 0.5844618082046509
|
|
},
|
|
{
|
|
"p": 0.064232237637043,
|
|
"m": 0.9997958540916443
|
|
},
|
|
{
|
|
"p": 0.07361718267202377,
|
|
"m": 0.8329137563705444
|
|
},
|
|
{
|
|
"p": 0.07227340340614319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07396724075078964,
|
|
"m": 0.974741518497467
|
|
},
|
|
{
|
|
"p": 0.09044045209884644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07634381204843521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0773405134677887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0583290159702301,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 1.1670743227005005,
|
|
"val_loss": 0.8835799694061279,
|
|
"acc": 68.68,
|
|
"time": 236.33721458306536,
|
|
"param": [
|
|
{
|
|
"p": 0.08795224130153656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03926439583301544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07250393182039261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0708446353673935,
|
|
"m": 0.9471719264984131
|
|
},
|
|
{
|
|
"p": 0.04890527203679085,
|
|
"m": 0.5648950338363647
|
|
},
|
|
{
|
|
"p": 0.08312442153692245,
|
|
"m": 0.6568500995635986
|
|
},
|
|
{
|
|
"p": 0.07491760700941086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06120448559522629,
|
|
"m": 0.8323585987091064
|
|
},
|
|
{
|
|
"p": 0.08359411358833313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06780746579170227,
|
|
"m": 0.9185559153556824
|
|
},
|
|
{
|
|
"p": 0.07094674557447433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08474598079919815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09262526780366898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06156351789832115,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.2618566751480103,
|
|
"val_loss": 0.9022077918052673,
|
|
"acc": 67.45,
|
|
"time": 235.94229015195742,
|
|
"param": [
|
|
{
|
|
"p": 0.07507862150669098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08108854293823242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08297625929117203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04963303729891777,
|
|
"m": 0.8519864678382874
|
|
},
|
|
{
|
|
"p": 0.04409072920680046,
|
|
"m": 0.3995320200920105
|
|
},
|
|
{
|
|
"p": 0.07321582734584808,
|
|
"m": 0.6358018517494202
|
|
},
|
|
{
|
|
"p": 0.05079310014843941,
|
|
"m": 0.9685883522033691
|
|
},
|
|
{
|
|
"p": 0.08207682520151138,
|
|
"m": 0.9335170388221741
|
|
},
|
|
{
|
|
"p": 0.07080342620611191,
|
|
"m": 0.964468777179718
|
|
},
|
|
{
|
|
"p": 0.0799868255853653,
|
|
"m": 0.9681797027587891
|
|
},
|
|
{
|
|
"p": 0.10298179090023041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07334161549806595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06331655383110046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07061683386564255,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.1844249963760376,
|
|
"val_loss": 0.9198558926582336,
|
|
"acc": 66.61,
|
|
"time": 236.54864809499122,
|
|
"param": [
|
|
{
|
|
"p": 0.08832258731126785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06217563897371292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08226259052753448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05839427560567856,
|
|
"m": 0.8876124620437622
|
|
},
|
|
{
|
|
"p": 0.07384943962097168,
|
|
"m": 0.3408977687358856
|
|
},
|
|
{
|
|
"p": 0.057259004563093185,
|
|
"m": 0.629238486289978
|
|
},
|
|
{
|
|
"p": 0.05479344725608826,
|
|
"m": 0.9996280670166016
|
|
},
|
|
{
|
|
"p": 0.06971222162246704,
|
|
"m": 0.9794119596481323
|
|
},
|
|
{
|
|
"p": 0.08131769299507141,
|
|
"m": 0.997527003288269
|
|
},
|
|
{
|
|
"p": 0.08576984703540802,
|
|
"m": 0.9812547564506531
|
|
},
|
|
{
|
|
"p": 0.049917325377464294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09902241080999374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06866130232810974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06854216754436493,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 1.2260057926177979,
|
|
"val_loss": 0.852673351764679,
|
|
"acc": 69.65,
|
|
"time": 237.35245443100575,
|
|
"param": [
|
|
{
|
|
"p": 0.08979697525501251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06416527926921844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07285656034946442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03186666592955589,
|
|
"m": 0.8915570974349976
|
|
},
|
|
{
|
|
"p": 0.09852120280265808,
|
|
"m": 0.49623170495033264
|
|
},
|
|
{
|
|
"p": 0.05902406573295593,
|
|
"m": 0.7475020885467529
|
|
},
|
|
{
|
|
"p": 0.0683380514383316,
|
|
"m": 0.9719523787498474
|
|
},
|
|
{
|
|
"p": 0.0790613666176796,
|
|
"m": 0.9785609245300293
|
|
},
|
|
{
|
|
"p": 0.07278650999069214,
|
|
"m": 0.9748019576072693
|
|
},
|
|
{
|
|
"p": 0.0794723629951477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06521802395582199,
|
|
"m": 0.9612376689910889
|
|
},
|
|
{
|
|
"p": 0.06253780424594879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08509501069784164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07126007229089737,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 1.3835443258285522,
|
|
"val_loss": 0.8922276496887207,
|
|
"acc": 69.31,
|
|
"time": 235.65164589206688,
|
|
"param": [
|
|
{
|
|
"p": 0.07252757996320724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0497249998152256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07638680189847946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04694168642163277,
|
|
"m": 0.9398927092552185
|
|
},
|
|
{
|
|
"p": 0.060744013637304306,
|
|
"m": 0.5865700840950012
|
|
},
|
|
{
|
|
"p": 0.08032196760177612,
|
|
"m": 0.635730504989624
|
|
},
|
|
{
|
|
"p": 0.05676260590553284,
|
|
"m": 0.9516991376876831
|
|
},
|
|
{
|
|
"p": 0.07016662508249283,
|
|
"m": 0.9691027998924255
|
|
},
|
|
{
|
|
"p": 0.10557890683412552,
|
|
"m": 0.9882654547691345
|
|
},
|
|
{
|
|
"p": 0.06363210827112198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06694899499416351,
|
|
"m": 0.9786443710327148
|
|
},
|
|
{
|
|
"p": 0.08381115645170212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09515179693698883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07130076736211777,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 1.38715660572052,
|
|
"val_loss": 0.8104942440986633,
|
|
"acc": 68.14,
|
|
"time": 235.12531322892755,
|
|
"param": [
|
|
{
|
|
"p": 0.07229889184236526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055298347026109695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08171993494033813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05908757075667381,
|
|
"m": 0.8811496496200562
|
|
},
|
|
{
|
|
"p": 0.04753805324435234,
|
|
"m": 0.6199264526367188
|
|
},
|
|
{
|
|
"p": 0.0842176303267479,
|
|
"m": 0.7789053320884705
|
|
},
|
|
{
|
|
"p": 0.07518800348043442,
|
|
"m": 0.8993399739265442
|
|
},
|
|
{
|
|
"p": 0.08652165532112122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0628088191151619,
|
|
"m": 0.9977344870567322
|
|
},
|
|
{
|
|
"p": 0.06585477292537689,
|
|
"m": 0.9695311188697815
|
|
},
|
|
{
|
|
"p": 0.07742186635732651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1008777841925621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08014383167028427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05102278292179108,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 1.340737223625183,
|
|
"val_loss": 0.9154437184333801,
|
|
"acc": 70.29,
|
|
"time": 237.2433040670585,
|
|
"param": [
|
|
{
|
|
"p": 0.06607338786125183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08374980092048645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06809359788894653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06450895220041275,
|
|
"m": 0.7562537789344788
|
|
},
|
|
{
|
|
"p": 0.039293985813856125,
|
|
"m": 0.5727798938751221
|
|
},
|
|
{
|
|
"p": 0.08396504074335098,
|
|
"m": 0.8037595152854919
|
|
},
|
|
{
|
|
"p": 0.07239330559968948,
|
|
"m": 0.985325276851654
|
|
},
|
|
{
|
|
"p": 0.06261436641216278,
|
|
"m": 0.8801165819168091
|
|
},
|
|
{
|
|
"p": 0.07667151093482971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06859135627746582,
|
|
"m": 0.9105833172798157
|
|
},
|
|
{
|
|
"p": 0.0770549550652504,
|
|
"m": 0.9916743636131287
|
|
},
|
|
{
|
|
"p": 0.08002655953168869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08761505037546158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06934816390275955,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 1.2043240070343018,
|
|
"val_loss": 0.7867264747619629,
|
|
"acc": 69.81,
|
|
"time": 237.56641366507392,
|
|
"param": [
|
|
{
|
|
"p": 0.07313697040081024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05827954784035683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0693761557340622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035827912390232086,
|
|
"m": 0.6157757043838501
|
|
},
|
|
{
|
|
"p": 0.06885606795549393,
|
|
"m": 0.4833594262599945
|
|
},
|
|
{
|
|
"p": 0.0661441832780838,
|
|
"m": 0.8428091406822205
|
|
},
|
|
{
|
|
"p": 0.06656205654144287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0650508776307106,
|
|
"m": 0.8883947730064392
|
|
},
|
|
{
|
|
"p": 0.08446183800697327,
|
|
"m": 0.9067919850349426
|
|
},
|
|
{
|
|
"p": 0.09259387850761414,
|
|
"m": 0.9054328799247742
|
|
},
|
|
{
|
|
"p": 0.07634179294109344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07532047480344772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08824355155229568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07980464398860931,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.1394190788269043,
|
|
"val_loss": 0.7869641780853271,
|
|
"acc": 69.43,
|
|
"time": 237.46306495997123,
|
|
"param": [
|
|
{
|
|
"p": 0.0746808722615242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05401728302240372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08124390989542007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06172652915120125,
|
|
"m": 0.680995762348175
|
|
},
|
|
{
|
|
"p": 0.08183688670396805,
|
|
"m": 0.46782809495925903
|
|
},
|
|
{
|
|
"p": 0.06436479836702347,
|
|
"m": 0.8916956186294556
|
|
},
|
|
{
|
|
"p": 0.07056794315576553,
|
|
"m": 0.9478170275688171
|
|
},
|
|
{
|
|
"p": 0.05032490938901901,
|
|
"m": 0.8660928606987
|
|
},
|
|
{
|
|
"p": 0.0749022364616394,
|
|
"m": 0.9752524495124817
|
|
},
|
|
{
|
|
"p": 0.06811562180519104,
|
|
"m": 0.986098051071167
|
|
},
|
|
{
|
|
"p": 0.06913072615861893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0827360451221466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0756417065858841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09071052074432373,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 1.1008495092391968,
|
|
"val_loss": 0.928417980670929,
|
|
"acc": 70.22,
|
|
"time": 237.6644644269254,
|
|
"param": [
|
|
{
|
|
"p": 0.09048649668693542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06935369223356247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121105492115021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08138751238584518,
|
|
"m": 0.7188374400138855
|
|
},
|
|
{
|
|
"p": 0.04698445647954941,
|
|
"m": 0.5640679001808167
|
|
},
|
|
{
|
|
"p": 0.0544244684278965,
|
|
"m": 0.9006898403167725
|
|
},
|
|
{
|
|
"p": 0.07420022040605545,
|
|
"m": 0.8850143551826477
|
|
},
|
|
{
|
|
"p": 0.08685312420129776,
|
|
"m": 0.8618716597557068
|
|
},
|
|
{
|
|
"p": 0.0705948993563652,
|
|
"m": 0.9996362924575806
|
|
},
|
|
{
|
|
"p": 0.06348425149917603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07244013249874115,
|
|
"m": 0.9940491914749146
|
|
},
|
|
{
|
|
"p": 0.08753404766321182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06927505880594254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06177058070898056,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 1.413959264755249,
|
|
"val_loss": 0.8221773505210876,
|
|
"acc": 69.81,
|
|
"time": 237.67592453001998,
|
|
"param": [
|
|
{
|
|
"p": 0.08763835579156876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04529775306582451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07556486874818802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05437145382165909,
|
|
"m": 0.7287378311157227
|
|
},
|
|
{
|
|
"p": 0.08494582772254944,
|
|
"m": 0.5967707633972168
|
|
},
|
|
{
|
|
"p": 0.05840976908802986,
|
|
"m": 0.8996101021766663
|
|
},
|
|
{
|
|
"p": 0.06471967697143555,
|
|
"m": 0.9740398526191711
|
|
},
|
|
{
|
|
"p": 0.0876360535621643,
|
|
"m": 0.967553973197937
|
|
},
|
|
{
|
|
"p": 0.07751645147800446,
|
|
"m": 0.9995967745780945
|
|
},
|
|
{
|
|
"p": 0.09267716854810715,
|
|
"m": 0.908628523349762
|
|
},
|
|
{
|
|
"p": 0.06052812561392784,
|
|
"m": 0.9995875954627991
|
|
},
|
|
{
|
|
"p": 0.05621008947491646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08875451982021332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06572985649108887,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 1.2312822341918945,
|
|
"val_loss": 0.8879737854003906,
|
|
"acc": 70.05,
|
|
"time": 237.13431034504902,
|
|
"param": [
|
|
{
|
|
"p": 0.10477098077535629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06378859281539917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07032531499862671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07205531001091003,
|
|
"m": 0.6074991822242737
|
|
},
|
|
{
|
|
"p": 0.057044558227062225,
|
|
"m": 0.5904761552810669
|
|
},
|
|
{
|
|
"p": 0.02637159824371338,
|
|
"m": 0.8642342686653137
|
|
},
|
|
{
|
|
"p": 0.06736934930086136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05951821431517601,
|
|
"m": 0.9811065793037415
|
|
},
|
|
{
|
|
"p": 0.09280054271221161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08078092336654663,
|
|
"m": 0.941416323184967
|
|
},
|
|
{
|
|
"p": 0.06349556148052216,
|
|
"m": 0.9803805351257324
|
|
},
|
|
{
|
|
"p": 0.07207438349723816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09508718550205231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07451743632555008,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.0952030420303345,
|
|
"val_loss": 0.9070879220962524,
|
|
"acc": 70.25,
|
|
"time": 236.90055541391484,
|
|
"param": [
|
|
{
|
|
"p": 0.07223957031965256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08186648041009903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0809364765882492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050429053604602814,
|
|
"m": 0.5228294134140015
|
|
},
|
|
{
|
|
"p": 0.07914666831493378,
|
|
"m": 0.4976000189781189
|
|
},
|
|
{
|
|
"p": 0.06318599730730057,
|
|
"m": 0.7797801494598389
|
|
},
|
|
{
|
|
"p": 0.06933331489562988,
|
|
"m": 0.9588607549667358
|
|
},
|
|
{
|
|
"p": 0.07001621276140213,
|
|
"m": 0.7500880360603333
|
|
},
|
|
{
|
|
"p": 0.06927961111068726,
|
|
"m": 0.9832699298858643
|
|
},
|
|
{
|
|
"p": 0.0679197907447815,
|
|
"m": 0.9482647180557251
|
|
},
|
|
{
|
|
"p": 0.07160709798336029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07267200946807861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0885256752371788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06284207105636597,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.1060373783111572,
|
|
"val_loss": 0.8081269860267639,
|
|
"acc": 70.46,
|
|
"time": 238.28089043102227,
|
|
"param": [
|
|
{
|
|
"p": 0.06973594427108765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05343922600150108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05879295617341995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045565374195575714,
|
|
"m": 0.5917479395866394
|
|
},
|
|
{
|
|
"p": 0.0810358077287674,
|
|
"m": 0.37253233790397644
|
|
},
|
|
{
|
|
"p": 0.07075846195220947,
|
|
"m": 0.7725906372070312
|
|
},
|
|
{
|
|
"p": 0.07877195626497269,
|
|
"m": 0.9849477410316467
|
|
},
|
|
{
|
|
"p": 0.0644693374633789,
|
|
"m": 0.8456746935844421
|
|
},
|
|
{
|
|
"p": 0.05779578909277916,
|
|
"m": 0.8986676335334778
|
|
},
|
|
{
|
|
"p": 0.08419263362884521,
|
|
"m": 0.9677423238754272
|
|
},
|
|
{
|
|
"p": 0.06837886571884155,
|
|
"m": 0.9390009045600891
|
|
},
|
|
{
|
|
"p": 0.07936140894889832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10379113256931305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08391110599040985,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 1.0351790189743042,
|
|
"val_loss": 0.8297135829925537,
|
|
"acc": 70.31,
|
|
"time": 238.65348251000978,
|
|
"param": [
|
|
{
|
|
"p": 0.08499021828174591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052114881575107574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07610655575990677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07093533128499985,
|
|
"m": 0.696141242980957
|
|
},
|
|
{
|
|
"p": 0.0738929957151413,
|
|
"m": 0.2572217583656311
|
|
},
|
|
{
|
|
"p": 0.055521558970212936,
|
|
"m": 0.9609673023223877
|
|
},
|
|
{
|
|
"p": 0.08363997936248779,
|
|
"m": 0.9206424355506897
|
|
},
|
|
{
|
|
"p": 0.06933258473873138,
|
|
"m": 0.9741501808166504
|
|
},
|
|
{
|
|
"p": 0.06344078481197357,
|
|
"m": 0.9733854532241821
|
|
},
|
|
{
|
|
"p": 0.08311326801776886,
|
|
"m": 0.9950785636901855
|
|
},
|
|
{
|
|
"p": 0.05745001137256622,
|
|
"m": 0.9990206956863403
|
|
},
|
|
{
|
|
"p": 0.07995665073394775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07635714113712311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07314799726009369,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 1.2828034162521362,
|
|
"val_loss": 0.7785671949386597,
|
|
"acc": 69.21,
|
|
"time": 239.46239343297202,
|
|
"param": [
|
|
{
|
|
"p": 0.08123598247766495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06897523254156113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08347330242395401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060672577470541,
|
|
"m": 0.8428168296813965
|
|
},
|
|
{
|
|
"p": 0.05890638381242752,
|
|
"m": 0.3459983766078949
|
|
},
|
|
{
|
|
"p": 0.06944683939218521,
|
|
"m": 0.9840791821479797
|
|
},
|
|
{
|
|
"p": 0.06074889376759529,
|
|
"m": 0.9655168652534485
|
|
},
|
|
{
|
|
"p": 0.06862249970436096,
|
|
"m": 0.9490508437156677
|
|
},
|
|
{
|
|
"p": 0.08339767158031464,
|
|
"m": 0.9349184036254883
|
|
},
|
|
{
|
|
"p": 0.07901623100042343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08028364926576614,
|
|
"m": 0.9919318556785583
|
|
},
|
|
{
|
|
"p": 0.07342151552438736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0822615772485733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04953758046030998,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.1703341007232666,
|
|
"val_loss": 0.8652216196060181,
|
|
"acc": 70.78,
|
|
"time": 244.17696783097927,
|
|
"param": [
|
|
{
|
|
"p": 0.08577344566583633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057375289499759674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0556054525077343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05758850276470184,
|
|
"m": 0.904909074306488
|
|
},
|
|
{
|
|
"p": 0.0718286857008934,
|
|
"m": 0.1370507925748825
|
|
},
|
|
{
|
|
"p": 0.0618247389793396,
|
|
"m": 0.985740602016449
|
|
},
|
|
{
|
|
"p": 0.07779870182275772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05110206454992294,
|
|
"m": 0.9150367975234985
|
|
},
|
|
{
|
|
"p": 0.08869270235300064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08178769797086716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0895153135061264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05740394443273544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08060014992952347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08310335129499435,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.1694591045379639,
|
|
"val_loss": 0.7743685841560364,
|
|
"acc": 70.77,
|
|
"time": 248.50367557397112,
|
|
"param": [
|
|
{
|
|
"p": 0.09547408670186996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052668679505586624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07904521375894547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0367555245757103,
|
|
"m": 0.9312562942504883
|
|
},
|
|
{
|
|
"p": 0.0650988221168518,
|
|
"m": 0.015411373227834702
|
|
},
|
|
{
|
|
"p": 0.06115811690688133,
|
|
"m": 0.8686438798904419
|
|
},
|
|
{
|
|
"p": 0.07697267085313797,
|
|
"m": 0.8589996695518494
|
|
},
|
|
{
|
|
"p": 0.08069664239883423,
|
|
"m": 0.9758476614952087
|
|
},
|
|
{
|
|
"p": 0.0817892849445343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05017934739589691,
|
|
"m": 0.9975968599319458
|
|
},
|
|
{
|
|
"p": 0.0794643983244896,
|
|
"m": 0.9655641913414001
|
|
},
|
|
{
|
|
"p": 0.07471002638339996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09949823468923569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06648893654346466,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 0.9522739052772522,
|
|
"val_loss": 0.7715722918510437,
|
|
"acc": 70.03,
|
|
"time": 249.21845482301433,
|
|
"param": [
|
|
{
|
|
"p": 0.0858265683054924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06726225465536118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08989018946886063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050747208297252655,
|
|
"m": 0.926444411277771
|
|
},
|
|
{
|
|
"p": 0.09823081642389297,
|
|
"m": 0.0013442843919619918
|
|
},
|
|
{
|
|
"p": 0.050793569535017014,
|
|
"m": 0.8760925531387329
|
|
},
|
|
{
|
|
"p": 0.059222735464572906,
|
|
"m": 0.7846375107765198
|
|
},
|
|
{
|
|
"p": 0.06644921749830246,
|
|
"m": 0.8908873796463013
|
|
},
|
|
{
|
|
"p": 0.07913706451654434,
|
|
"m": 0.9998185038566589
|
|
},
|
|
{
|
|
"p": 0.07338088750839233,
|
|
"m": 0.8676781058311462
|
|
},
|
|
{
|
|
"p": 0.0646158829331398,
|
|
"m": 0.9417812824249268
|
|
},
|
|
{
|
|
"p": 0.05722619593143463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07299774885177612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0842195525765419,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 1.23215651512146,
|
|
"val_loss": 0.8710513710975647,
|
|
"acc": 70.57,
|
|
"time": 238.337145939935,
|
|
"param": [
|
|
{
|
|
"p": 0.06537549942731857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049641963094472885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0835428237915039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03490716591477394,
|
|
"m": 0.8789485692977905
|
|
},
|
|
{
|
|
"p": 0.08947758376598358,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07685248553752899,
|
|
"m": 0.9623174667358398
|
|
},
|
|
{
|
|
"p": 0.07199880480766296,
|
|
"m": 0.8797168135643005
|
|
},
|
|
{
|
|
"p": 0.07482539117336273,
|
|
"m": 0.7899748682975769
|
|
},
|
|
{
|
|
"p": 0.08072710782289505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08408831059932709,
|
|
"m": 0.812708854675293
|
|
},
|
|
{
|
|
"p": 0.06594638526439667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07888869196176529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07382382452487946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06990400701761246,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 1.0417839288711548,
|
|
"val_loss": 0.8696994185447693,
|
|
"acc": 69.24,
|
|
"time": 237.1370180430822,
|
|
"param": [
|
|
{
|
|
"p": 0.07102422416210175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0845538079738617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0756056159734726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0776098296046257,
|
|
"m": 0.9171777963638306
|
|
},
|
|
{
|
|
"p": 0.07130414992570877,
|
|
"m": 0.14473220705986023
|
|
},
|
|
{
|
|
"p": 0.05727284401655197,
|
|
"m": 0.9611201286315918
|
|
},
|
|
{
|
|
"p": 0.07670805603265762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07005517929792404,
|
|
"m": 0.8195139765739441
|
|
},
|
|
{
|
|
"p": 0.07216212898492813,
|
|
"m": 0.9753593802452087
|
|
},
|
|
{
|
|
"p": 0.0664677694439888,
|
|
"m": 0.8315639495849609
|
|
},
|
|
{
|
|
"p": 0.06556033343076706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08331184089183807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06215152144432068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0662127286195755,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.0835639238357544,
|
|
"val_loss": 0.8680998086929321,
|
|
"acc": 70.8,
|
|
"time": 249.15100308600813,
|
|
"param": [
|
|
{
|
|
"p": 0.07592090219259262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06261252611875534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08843927830457687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0370590016245842,
|
|
"m": 0.8472228646278381
|
|
},
|
|
{
|
|
"p": 0.05518396571278572,
|
|
"m": 0.3189164102077484
|
|
},
|
|
{
|
|
"p": 0.04038821533322334,
|
|
"m": 0.9405736923217773
|
|
},
|
|
{
|
|
"p": 0.09497351199388504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0764235407114029,
|
|
"m": 0.8461241126060486
|
|
},
|
|
{
|
|
"p": 0.08899594098329544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07092983275651932,
|
|
"m": 0.7848318219184875
|
|
},
|
|
{
|
|
"p": 0.07685542106628418,
|
|
"m": 0.9479761719703674
|
|
},
|
|
{
|
|
"p": 0.0651351809501648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10301525890827179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06406741589307785,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 1.2609699964523315,
|
|
"val_loss": 0.9354712963104248,
|
|
"acc": 71.25,
|
|
"time": 235.93890930397902,
|
|
"param": [
|
|
{
|
|
"p": 0.09794757515192032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049032434821128845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08864454925060272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054679811000823975,
|
|
"m": 0.7983736991882324
|
|
},
|
|
{
|
|
"p": 0.05215182527899742,
|
|
"m": 0.3260096311569214
|
|
},
|
|
{
|
|
"p": 0.07502848654985428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05808623507618904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062424466013908386,
|
|
"m": 0.7794394493103027
|
|
},
|
|
{
|
|
"p": 0.07773232460021973,
|
|
"m": 0.999176561832428
|
|
},
|
|
{
|
|
"p": 0.06685765832662582,
|
|
"m": 0.8547118306159973
|
|
},
|
|
{
|
|
"p": 0.09393886476755142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08173518627882004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08740530163049698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054335251450538635,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 1.2105016708374023,
|
|
"val_loss": 0.9338533282279968,
|
|
"acc": 70.34,
|
|
"time": 235.80537452199496,
|
|
"param": [
|
|
{
|
|
"p": 0.09857707470655441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06851717829704285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09073229879140854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05668940022587776,
|
|
"m": 0.8293763399124146
|
|
},
|
|
{
|
|
"p": 0.06779799610376358,
|
|
"m": 0.3491409122943878
|
|
},
|
|
{
|
|
"p": 0.036942556500434875,
|
|
"m": 0.9388847947120667
|
|
},
|
|
{
|
|
"p": 0.07858024537563324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05471392348408699,
|
|
"m": 0.8310901522636414
|
|
},
|
|
{
|
|
"p": 0.08980202674865723,
|
|
"m": 0.9762440323829651
|
|
},
|
|
{
|
|
"p": 0.06616941839456558,
|
|
"m": 0.9471461772918701
|
|
},
|
|
{
|
|
"p": 0.0671369805932045,
|
|
"m": 0.9471980929374695
|
|
},
|
|
{
|
|
"p": 0.0637592077255249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0797063410282135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08087529987096786,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 1.3661798238754272,
|
|
"val_loss": 0.8076466917991638,
|
|
"acc": 70.54,
|
|
"time": 236.48928195703775,
|
|
"param": [
|
|
{
|
|
"p": 0.08549394458532333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06834299117326736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07372192293405533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06653711944818497,
|
|
"m": 0.7905954122543335
|
|
},
|
|
{
|
|
"p": 0.05590815097093582,
|
|
"m": 0.39255470037460327
|
|
},
|
|
{
|
|
"p": 0.06422413885593414,
|
|
"m": 0.9621406197547913
|
|
},
|
|
{
|
|
"p": 0.07594134658575058,
|
|
"m": 0.9621406197547913
|
|
},
|
|
{
|
|
"p": 0.04150165989995003,
|
|
"m": 0.8311094045639038
|
|
},
|
|
{
|
|
"p": 0.08223828673362732,
|
|
"m": 0.9903309345245361
|
|
},
|
|
{
|
|
"p": 0.07573306560516357,
|
|
"m": 0.9300989508628845
|
|
},
|
|
{
|
|
"p": 0.07788784801959991,
|
|
"m": 0.9774388670921326
|
|
},
|
|
{
|
|
"p": 0.08063852041959763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08888737857341766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06294362992048264,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 1.0896159410476685,
|
|
"val_loss": 0.7987464666366577,
|
|
"acc": 71.06,
|
|
"time": 235.60510379902553,
|
|
"param": [
|
|
{
|
|
"p": 0.08260180801153183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053374648094177246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08498683571815491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07116159051656723,
|
|
"m": 0.7346753478050232
|
|
},
|
|
{
|
|
"p": 0.06389870494604111,
|
|
"m": 0.514508068561554
|
|
},
|
|
{
|
|
"p": 0.05570891126990318,
|
|
"m": 0.9192508459091187
|
|
},
|
|
{
|
|
"p": 0.08065623044967651,
|
|
"m": 0.9884628057479858
|
|
},
|
|
{
|
|
"p": 0.08954878896474838,
|
|
"m": 0.9055981040000916
|
|
},
|
|
{
|
|
"p": 0.07694034278392792,
|
|
"m": 0.9808785319328308
|
|
},
|
|
{
|
|
"p": 0.07892164587974548,
|
|
"m": 0.9032991528511047
|
|
},
|
|
{
|
|
"p": 0.06948000937700272,
|
|
"m": 0.9406194686889648
|
|
},
|
|
{
|
|
"p": 0.06219514459371567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07884502410888672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05168036371469498,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.0687288045883179,
|
|
"val_loss": 0.8282577991485596,
|
|
"acc": 71.49,
|
|
"time": 236.58574348001275,
|
|
"param": [
|
|
{
|
|
"p": 0.061792753636837006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08189098536968231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07682693004608154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04053661599755287,
|
|
"m": 0.7317237854003906
|
|
},
|
|
{
|
|
"p": 0.04982449486851692,
|
|
"m": 0.5440897345542908
|
|
},
|
|
{
|
|
"p": 0.06336905807256699,
|
|
"m": 0.8744804263114929
|
|
},
|
|
{
|
|
"p": 0.06390330940485,
|
|
"m": 0.9186362028121948
|
|
},
|
|
{
|
|
"p": 0.10281660407781601,
|
|
"m": 0.973592221736908
|
|
},
|
|
{
|
|
"p": 0.06634041666984558,
|
|
"m": 0.9964067339897156
|
|
},
|
|
{
|
|
"p": 0.09606418013572693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09119848906993866,
|
|
"m": 0.9814742803573608
|
|
},
|
|
{
|
|
"p": 0.09123300015926361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06570529192686081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04849785938858986,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 1.301717758178711,
|
|
"val_loss": 0.8317496180534363,
|
|
"acc": 71.68,
|
|
"time": 235.9007226030808,
|
|
"param": [
|
|
{
|
|
"p": 0.06333065778017044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0960732102394104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08717899769544601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06280374526977539,
|
|
"m": 0.7443283796310425
|
|
},
|
|
{
|
|
"p": 0.0647839605808258,
|
|
"m": 0.4921025335788727
|
|
},
|
|
{
|
|
"p": 0.060500070452690125,
|
|
"m": 0.8926292061805725
|
|
},
|
|
{
|
|
"p": 0.07047301530838013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07944750785827637,
|
|
"m": 0.8393778204917908
|
|
},
|
|
{
|
|
"p": 0.049030471593141556,
|
|
"m": 0.9413647651672363
|
|
},
|
|
{
|
|
"p": 0.08433772623538971,
|
|
"m": 0.9396634697914124
|
|
},
|
|
{
|
|
"p": 0.07086451351642609,
|
|
"m": 0.9607836008071899
|
|
},
|
|
{
|
|
"p": 0.07372673600912094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0865636095404625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050885822623968124,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.1529972553253174,
|
|
"val_loss": 0.8055082559585571,
|
|
"acc": 70.44,
|
|
"time": 237.00494849996176,
|
|
"param": [
|
|
{
|
|
"p": 0.09447229653596878,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0671878457069397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05501897633075714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045467130839824677,
|
|
"m": 0.9090045690536499
|
|
},
|
|
{
|
|
"p": 0.052578940987586975,
|
|
"m": 0.5759466290473938
|
|
},
|
|
{
|
|
"p": 0.04435339570045471,
|
|
"m": 0.8988988995552063
|
|
},
|
|
{
|
|
"p": 0.07906542718410492,
|
|
"m": 0.9681587815284729
|
|
},
|
|
{
|
|
"p": 0.07871482521295547,
|
|
"m": 0.8913873434066772
|
|
},
|
|
{
|
|
"p": 0.07674211263656616,
|
|
"m": 0.9410009980201721
|
|
},
|
|
{
|
|
"p": 0.08454394340515137,
|
|
"m": 0.8662711977958679
|
|
},
|
|
{
|
|
"p": 0.08937661349773407,
|
|
"m": 0.9824461340904236
|
|
},
|
|
{
|
|
"p": 0.09891446679830551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0861874520778656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0473766028881073,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.3175585269927979,
|
|
"val_loss": 0.796801745891571,
|
|
"acc": 71.52,
|
|
"time": 236.02659215696622,
|
|
"param": [
|
|
{
|
|
"p": 0.08683820813894272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09329532086849213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0746702328324318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052094217389822006,
|
|
"m": 0.8597851991653442
|
|
},
|
|
{
|
|
"p": 0.04929018393158913,
|
|
"m": 0.715415358543396
|
|
},
|
|
{
|
|
"p": 0.07626184076070786,
|
|
"m": 0.8537653684616089
|
|
},
|
|
{
|
|
"p": 0.07610736042261124,
|
|
"m": 0.9577785730361938
|
|
},
|
|
{
|
|
"p": 0.0651032105088234,
|
|
"m": 0.8373955488204956
|
|
},
|
|
{
|
|
"p": 0.09452671557664871,
|
|
"m": 0.9347596168518066
|
|
},
|
|
{
|
|
"p": 0.06532973796129227,
|
|
"m": 0.9465936422348022
|
|
},
|
|
{
|
|
"p": 0.057599373161792755,
|
|
"m": 0.9995872378349304
|
|
},
|
|
{
|
|
"p": 0.07898345589637756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06323835998773575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0666617825627327,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 1.1613167524337769,
|
|
"val_loss": 0.8678029179573059,
|
|
"acc": 72.19,
|
|
"time": 236.00539304199629,
|
|
"param": [
|
|
{
|
|
"p": 0.0920204222202301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07138127833604813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0677330493927002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026767637580633163,
|
|
"m": 0.8975140452384949
|
|
},
|
|
{
|
|
"p": 0.07680293172597885,
|
|
"m": 0.5725030899047852
|
|
},
|
|
{
|
|
"p": 0.06027811020612717,
|
|
"m": 0.8048444986343384
|
|
},
|
|
{
|
|
"p": 0.08577470481395721,
|
|
"m": 0.9692655801773071
|
|
},
|
|
{
|
|
"p": 0.05499661713838577,
|
|
"m": 0.8935248851776123
|
|
},
|
|
{
|
|
"p": 0.06199425458908081,
|
|
"m": 0.9651704430580139
|
|
},
|
|
{
|
|
"p": 0.06390919536352158,
|
|
"m": 0.9925422668457031
|
|
},
|
|
{
|
|
"p": 0.06549297273159027,
|
|
"m": 0.9127535820007324
|
|
},
|
|
{
|
|
"p": 0.09004069864749908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09468027949333191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08812780678272247,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 1.1509441137313843,
|
|
"val_loss": 0.8680950403213501,
|
|
"acc": 70.65,
|
|
"time": 237.2794620640343,
|
|
"param": [
|
|
{
|
|
"p": 0.08623144030570984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07571567595005035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07349291443824768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05660165473818779,
|
|
"m": 0.8800970911979675
|
|
},
|
|
{
|
|
"p": 0.07891672104597092,
|
|
"m": 0.5908551812171936
|
|
},
|
|
{
|
|
"p": 0.06889420002698898,
|
|
"m": 0.8138701319694519
|
|
},
|
|
{
|
|
"p": 0.05512179434299469,
|
|
"m": 0.9970384836196899
|
|
},
|
|
{
|
|
"p": 0.06263059377670288,
|
|
"m": 0.9007763862609863
|
|
},
|
|
{
|
|
"p": 0.08708158880472183,
|
|
"m": 0.9163126349449158
|
|
},
|
|
{
|
|
"p": 0.0692254826426506,
|
|
"m": 0.9964181780815125
|
|
},
|
|
{
|
|
"p": 0.060253191739320755,
|
|
"m": 0.9257143139839172
|
|
},
|
|
{
|
|
"p": 0.07871169596910477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09525579959154129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05186714231967926,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 1.1420631408691406,
|
|
"val_loss": 0.9124810695648193,
|
|
"acc": 70.83,
|
|
"time": 236.17906772601418,
|
|
"param": [
|
|
{
|
|
"p": 0.0817863717675209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04447449371218681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07743722945451736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07487767934799194,
|
|
"m": 0.8967729806900024
|
|
},
|
|
{
|
|
"p": 0.052269868552684784,
|
|
"m": 0.6238637566566467
|
|
},
|
|
{
|
|
"p": 0.08102039992809296,
|
|
"m": 0.8757495880126953
|
|
},
|
|
{
|
|
"p": 0.0717700868844986,
|
|
"m": 0.9362266659736633
|
|
},
|
|
{
|
|
"p": 0.057495418936014175,
|
|
"m": 0.909412682056427
|
|
},
|
|
{
|
|
"p": 0.07315938919782639,
|
|
"m": 0.9699274897575378
|
|
},
|
|
{
|
|
"p": 0.07317714393138885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07024136930704117,
|
|
"m": 0.9010154008865356
|
|
},
|
|
{
|
|
"p": 0.08564312011003494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09385588765144348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06279154121875763,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 1.1255532503128052,
|
|
"val_loss": 0.8478965759277344,
|
|
"acc": 70.62,
|
|
"time": 236.84948248101864,
|
|
"param": [
|
|
{
|
|
"p": 0.08575351536273956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08221600204706192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07314935326576233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05014164000749588,
|
|
"m": 0.9053118824958801
|
|
},
|
|
{
|
|
"p": 0.06813392043113708,
|
|
"m": 0.7269980907440186
|
|
},
|
|
{
|
|
"p": 0.04600990563631058,
|
|
"m": 0.782326340675354
|
|
},
|
|
{
|
|
"p": 0.07030423730611801,
|
|
"m": 0.8685920834541321
|
|
},
|
|
{
|
|
"p": 0.05597487837076187,
|
|
"m": 0.9727362394332886
|
|
},
|
|
{
|
|
"p": 0.0889381542801857,
|
|
"m": 0.9948053956031799
|
|
},
|
|
{
|
|
"p": 0.07519117742776871,
|
|
"m": 0.9961198568344116
|
|
},
|
|
{
|
|
"p": 0.08115450292825699,
|
|
"m": 0.9274056553840637
|
|
},
|
|
{
|
|
"p": 0.05767872929573059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07960803061723709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08574599772691727,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 1.2110350131988525,
|
|
"val_loss": 0.7345017790794373,
|
|
"acc": 71.07,
|
|
"time": 235.67425404093228,
|
|
"param": [
|
|
{
|
|
"p": 0.10653888434171677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03451758995652199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08217864483594894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05104602128267288,
|
|
"m": 0.8288258910179138
|
|
},
|
|
{
|
|
"p": 0.03608900308609009,
|
|
"m": 0.6171284914016724
|
|
},
|
|
{
|
|
"p": 0.06176463142037392,
|
|
"m": 0.8522624373435974
|
|
},
|
|
{
|
|
"p": 0.04969610273838043,
|
|
"m": 0.9018255472183228
|
|
},
|
|
{
|
|
"p": 0.05030931532382965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07848791033029556,
|
|
"m": 0.9234432578086853
|
|
},
|
|
{
|
|
"p": 0.08979477733373642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09425951540470123,
|
|
"m": 0.9357377886772156
|
|
},
|
|
{
|
|
"p": 0.0809270516037941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10158736258745193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0828031525015831,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 1.2871299982070923,
|
|
"val_loss": 0.7870868444442749,
|
|
"acc": 71.96,
|
|
"time": 236.9688231140608,
|
|
"param": [
|
|
{
|
|
"p": 0.08154316991567612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06785383820533752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07665576040744781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045446041971445084,
|
|
"m": 0.7569276690483093
|
|
},
|
|
{
|
|
"p": 0.07830315828323364,
|
|
"m": 0.520829975605011
|
|
},
|
|
{
|
|
"p": 0.07853919267654419,
|
|
"m": 0.8769675493240356
|
|
},
|
|
{
|
|
"p": 0.0685008093714714,
|
|
"m": 0.6266446113586426
|
|
},
|
|
{
|
|
"p": 0.06177087873220444,
|
|
"m": 0.9513872861862183
|
|
},
|
|
{
|
|
"p": 0.07355832308530807,
|
|
"m": 0.976982593536377
|
|
},
|
|
{
|
|
"p": 0.0779266506433487,
|
|
"m": 0.9424324035644531
|
|
},
|
|
{
|
|
"p": 0.086868517100811,
|
|
"m": 0.9994136095046997
|
|
},
|
|
{
|
|
"p": 0.06591373682022095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06815018504858017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0689697414636612,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 1.0979816913604736,
|
|
"val_loss": 0.9313684105873108,
|
|
"acc": 70.51,
|
|
"time": 239.4372672989266,
|
|
"param": [
|
|
{
|
|
"p": 0.09492149949073792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08407629281282425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061778388917446136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125400751829147,
|
|
"m": 0.8495998382568359
|
|
},
|
|
{
|
|
"p": 0.05208645015954971,
|
|
"m": 0.5848377346992493
|
|
},
|
|
{
|
|
"p": 0.08346610516309738,
|
|
"m": 0.6338325142860413
|
|
},
|
|
{
|
|
"p": 0.054554812610149384,
|
|
"m": 0.6783291697502136
|
|
},
|
|
{
|
|
"p": 0.06931370496749878,
|
|
"m": 0.8528159260749817
|
|
},
|
|
{
|
|
"p": 0.07192683964967728,
|
|
"m": 0.9317322373390198
|
|
},
|
|
{
|
|
"p": 0.07791195809841156,
|
|
"m": 0.8649841547012329
|
|
},
|
|
{
|
|
"p": 0.058574460446834564,
|
|
"m": 0.8952245712280273
|
|
},
|
|
{
|
|
"p": 0.06954806298017502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06738397479057312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08320347219705582,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 1.24741792678833,
|
|
"val_loss": 0.8139604926109314,
|
|
"acc": 72.59,
|
|
"time": 236.38391629501712,
|
|
"param": [
|
|
{
|
|
"p": 0.08851011097431183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06204269826412201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08822271227836609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0453641302883625,
|
|
"m": 0.8502518534660339
|
|
},
|
|
{
|
|
"p": 0.05143566429615021,
|
|
"m": 0.5625311732292175
|
|
},
|
|
{
|
|
"p": 0.08180395513772964,
|
|
"m": 0.641697347164154
|
|
},
|
|
{
|
|
"p": 0.08163636177778244,
|
|
"m": 0.814802348613739
|
|
},
|
|
{
|
|
"p": 0.0702691450715065,
|
|
"m": 0.8390405774116516
|
|
},
|
|
{
|
|
"p": 0.07274455577135086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04779236391186714,
|
|
"m": 0.9101976752281189
|
|
},
|
|
{
|
|
"p": 0.08909217268228531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07512035220861435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0816430002450943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06432284414768219,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 1.2453311681747437,
|
|
"val_loss": 0.8668025732040405,
|
|
"acc": 71.22,
|
|
"time": 237.4774766410701,
|
|
"param": [
|
|
{
|
|
"p": 0.07931003719568253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05125105008482933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06827309727668762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04687706008553505,
|
|
"m": 0.8463099002838135
|
|
},
|
|
{
|
|
"p": 0.040858346968889236,
|
|
"m": 0.558628261089325
|
|
},
|
|
{
|
|
"p": 0.08919566869735718,
|
|
"m": 0.7150524258613586
|
|
},
|
|
{
|
|
"p": 0.08583279699087143,
|
|
"m": 0.837883710861206
|
|
},
|
|
{
|
|
"p": 0.07214894890785217,
|
|
"m": 0.850187361240387
|
|
},
|
|
{
|
|
"p": 0.07970121502876282,
|
|
"m": 0.9998151063919067
|
|
},
|
|
{
|
|
"p": 0.08105123788118362,
|
|
"m": 0.9096232056617737
|
|
},
|
|
{
|
|
"p": 0.08389809727668762,
|
|
"m": 0.8978336453437805
|
|
},
|
|
{
|
|
"p": 0.07485467940568924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08917928487062454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05756841227412224,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 1.1075414419174194,
|
|
"val_loss": 0.9021089673042297,
|
|
"acc": 72.04,
|
|
"time": 238.8650736779673,
|
|
"param": [
|
|
{
|
|
"p": 0.07281224429607391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08475545793771744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08023344725370407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07102566957473755,
|
|
"m": 0.8887522220611572
|
|
},
|
|
{
|
|
"p": 0.060220327228307724,
|
|
"m": 0.6114000678062439
|
|
},
|
|
{
|
|
"p": 0.057042576372623444,
|
|
"m": 0.49607354402542114
|
|
},
|
|
{
|
|
"p": 0.06686141341924667,
|
|
"m": 0.9601418972015381
|
|
},
|
|
{
|
|
"p": 0.054727233946323395,
|
|
"m": 0.8825423121452332
|
|
},
|
|
{
|
|
"p": 0.08277067542076111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0983639806509018,
|
|
"m": 0.8667594194412231
|
|
},
|
|
{
|
|
"p": 0.0824623852968216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08421934396028519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06862557679414749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03587961196899414,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 1.1602438688278198,
|
|
"val_loss": 0.7406363487243652,
|
|
"acc": 71.96,
|
|
"time": 236.81742431106977,
|
|
"param": [
|
|
{
|
|
"p": 0.08118673413991928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046393461525440216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08521240204572678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05798625946044922,
|
|
"m": 0.8506483435630798
|
|
},
|
|
{
|
|
"p": 0.06703286617994308,
|
|
"m": 0.6187043190002441
|
|
},
|
|
{
|
|
"p": 0.07500658929347992,
|
|
"m": 0.5292023420333862
|
|
},
|
|
{
|
|
"p": 0.07172464579343796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05508158728480339,
|
|
"m": 0.996221125125885
|
|
},
|
|
{
|
|
"p": 0.06460542976856232,
|
|
"m": 0.9918487071990967
|
|
},
|
|
{
|
|
"p": 0.0745786502957344,
|
|
"m": 0.8490423560142517
|
|
},
|
|
{
|
|
"p": 0.08971282839775085,
|
|
"m": 0.9971083998680115
|
|
},
|
|
{
|
|
"p": 0.08562006056308746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08611124753952026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05974721163511276,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 1.2884074449539185,
|
|
"val_loss": 0.8441636562347412,
|
|
"acc": 72.25,
|
|
"time": 236.8252054679906,
|
|
"param": [
|
|
{
|
|
"p": 0.06241873279213905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07843111455440521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04726417735219002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0535379983484745,
|
|
"m": 0.8411305546760559
|
|
},
|
|
{
|
|
"p": 0.05008460953831673,
|
|
"m": 0.7094682455062866
|
|
},
|
|
{
|
|
"p": 0.0822565108537674,
|
|
"m": 0.7680371999740601
|
|
},
|
|
{
|
|
"p": 0.07500167191028595,
|
|
"m": 0.9995394945144653
|
|
},
|
|
{
|
|
"p": 0.07070545852184296,
|
|
"m": 0.9707736372947693
|
|
},
|
|
{
|
|
"p": 0.06848791241645813,
|
|
"m": 0.8958999514579773
|
|
},
|
|
{
|
|
"p": 0.08575312048196793,
|
|
"m": 0.9078708291053772
|
|
},
|
|
{
|
|
"p": 0.09922163188457489,
|
|
"m": 0.9774484634399414
|
|
},
|
|
{
|
|
"p": 0.06463880836963654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0852019414305687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07699629664421082,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 1.1215922832489014,
|
|
"val_loss": 0.7174308896064758,
|
|
"acc": 71.93,
|
|
"time": 237.84075174399186,
|
|
"param": [
|
|
{
|
|
"p": 0.09865023195743561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050823550671339035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07959537953138351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058370813727378845,
|
|
"m": 0.8721063733100891
|
|
},
|
|
{
|
|
"p": 0.050160378217697144,
|
|
"m": 0.7303921580314636
|
|
},
|
|
{
|
|
"p": 0.060619525611400604,
|
|
"m": 0.7440471649169922
|
|
},
|
|
{
|
|
"p": 0.07021068036556244,
|
|
"m": 0.983227014541626
|
|
},
|
|
{
|
|
"p": 0.07382053136825562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08060125261545181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07976925373077393,
|
|
"m": 0.892134964466095
|
|
},
|
|
{
|
|
"p": 0.06743922829627991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06429635733366013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08542295545339584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08021991699934006,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 1.1397095918655396,
|
|
"val_loss": 0.8037853240966797,
|
|
"acc": 71.18,
|
|
"time": 236.10555380908772,
|
|
"param": [
|
|
{
|
|
"p": 0.09886496514081955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059828855097293854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07403760403394699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0518236868083477,
|
|
"m": 0.8555139899253845
|
|
},
|
|
{
|
|
"p": 0.052748728543519974,
|
|
"m": 0.7537568807601929
|
|
},
|
|
{
|
|
"p": 0.0822785347700119,
|
|
"m": 0.7694337368011475
|
|
},
|
|
{
|
|
"p": 0.08924107998609543,
|
|
"m": 0.9921090602874756
|
|
},
|
|
{
|
|
"p": 0.04007669538259506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06295278668403625,
|
|
"m": 0.9508695602416992
|
|
},
|
|
{
|
|
"p": 0.07381489872932434,
|
|
"m": 0.9539017081260681
|
|
},
|
|
{
|
|
"p": 0.07455695420503616,
|
|
"m": 0.9692261815071106
|
|
},
|
|
{
|
|
"p": 0.07701494544744492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07497495412826538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08778538554906845,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 1.091821551322937,
|
|
"val_loss": 0.863710880279541,
|
|
"acc": 71.19,
|
|
"time": 237.8856922959676,
|
|
"param": [
|
|
{
|
|
"p": 0.08558695763349533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07416652888059616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10126269608736038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06961072236299515,
|
|
"m": 0.8573804497718811
|
|
},
|
|
{
|
|
"p": 0.07508242130279541,
|
|
"m": 0.6575092077255249
|
|
},
|
|
{
|
|
"p": 0.047383569180965424,
|
|
"m": 0.752044141292572
|
|
},
|
|
{
|
|
"p": 0.046756722033023834,
|
|
"m": 0.9967580437660217
|
|
},
|
|
{
|
|
"p": 0.07371122390031815,
|
|
"m": 0.8299186825752258
|
|
},
|
|
{
|
|
"p": 0.05725425109267235,
|
|
"m": 0.9570845365524292
|
|
},
|
|
{
|
|
"p": 0.05946401134133339,
|
|
"m": 0.8654313683509827
|
|
},
|
|
{
|
|
"p": 0.0825592577457428,
|
|
"m": 0.9906944036483765
|
|
},
|
|
{
|
|
"p": 0.0723533183336258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10438540577888489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05042285844683647,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 1.0883538722991943,
|
|
"val_loss": 0.7444779276847839,
|
|
"acc": 72.77,
|
|
"time": 236.94190090405755,
|
|
"param": [
|
|
{
|
|
"p": 0.08838462084531784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0478445403277874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10077943652868271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05265137925744057,
|
|
"m": 0.9923776388168335
|
|
},
|
|
{
|
|
"p": 0.053658366203308105,
|
|
"m": 0.7045432329177856
|
|
},
|
|
{
|
|
"p": 0.07057517766952515,
|
|
"m": 0.6547695398330688
|
|
},
|
|
{
|
|
"p": 0.06712698191404343,
|
|
"m": 0.9437249898910522
|
|
},
|
|
{
|
|
"p": 0.045900411903858185,
|
|
"m": 0.848625898361206
|
|
},
|
|
{
|
|
"p": 0.07946868985891342,
|
|
"m": 0.9505985379219055
|
|
},
|
|
{
|
|
"p": 0.07283549755811691,
|
|
"m": 0.9193806052207947
|
|
},
|
|
{
|
|
"p": 0.07627010345458984,
|
|
"m": 0.9651594758033752
|
|
},
|
|
{
|
|
"p": 0.08916418999433517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09078836441040039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06455224752426147,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 1.2755929231643677,
|
|
"val_loss": 0.7231829762458801,
|
|
"acc": 71.83,
|
|
"time": 238.0720808809856,
|
|
"param": [
|
|
{
|
|
"p": 0.07110212743282318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04581635445356369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06676185876131058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05442752689123154,
|
|
"m": 0.9601556658744812
|
|
},
|
|
{
|
|
"p": 0.058733709156513214,
|
|
"m": 0.7112377285957336
|
|
},
|
|
{
|
|
"p": 0.07904855906963348,
|
|
"m": 0.7252468466758728
|
|
},
|
|
{
|
|
"p": 0.06941671669483185,
|
|
"m": 0.9437727332115173
|
|
},
|
|
{
|
|
"p": 0.07119427621364594,
|
|
"m": 0.9817603230476379
|
|
},
|
|
{
|
|
"p": 0.07745524495840073,
|
|
"m": 0.9437465667724609
|
|
},
|
|
{
|
|
"p": 0.09818222373723984,
|
|
"m": 0.8448610901832581
|
|
},
|
|
{
|
|
"p": 0.06024423986673355,
|
|
"m": 0.9878069758415222
|
|
},
|
|
{
|
|
"p": 0.08289331197738647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09025473147630692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07446912676095963,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 1.226372241973877,
|
|
"val_loss": 0.7901628017425537,
|
|
"acc": 72.33,
|
|
"time": 237.9485451859655,
|
|
"param": [
|
|
{
|
|
"p": 0.08867740631103516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08511670678853989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08431346714496613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057997673749923706,
|
|
"m": 0.8827300667762756
|
|
},
|
|
{
|
|
"p": 0.07681969553232193,
|
|
"m": 0.6917375326156616
|
|
},
|
|
{
|
|
"p": 0.04881629720330238,
|
|
"m": 0.9257640242576599
|
|
},
|
|
{
|
|
"p": 0.051187437027692795,
|
|
"m": 0.9621129035949707
|
|
},
|
|
{
|
|
"p": 0.07745734602212906,
|
|
"m": 0.921170711517334
|
|
},
|
|
{
|
|
"p": 0.08392949402332306,
|
|
"m": 0.9502778053283691
|
|
},
|
|
{
|
|
"p": 0.06433379650115967,
|
|
"m": 0.8689537644386292
|
|
},
|
|
{
|
|
"p": 0.06506351381540298,
|
|
"m": 0.9830614924430847
|
|
},
|
|
{
|
|
"p": 0.05620212480425835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09024788439273834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0698370561003685,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 1.0979987382888794,
|
|
"val_loss": 0.8634665012359619,
|
|
"acc": 70.27,
|
|
"time": 246.53459144290537,
|
|
"param": [
|
|
{
|
|
"p": 0.09311916679143906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07362060993909836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08650925010442734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06651808321475983,
|
|
"m": 0.8321765065193176
|
|
},
|
|
{
|
|
"p": 0.04763330519199371,
|
|
"m": 0.6523308753967285
|
|
},
|
|
{
|
|
"p": 0.06929591298103333,
|
|
"m": 0.9345681071281433
|
|
},
|
|
{
|
|
"p": 0.08991146832704544,
|
|
"m": 0.9400575757026672
|
|
},
|
|
{
|
|
"p": 0.05367429554462433,
|
|
"m": 0.8510432839393616
|
|
},
|
|
{
|
|
"p": 0.0654841959476471,
|
|
"m": 0.9350316524505615
|
|
},
|
|
{
|
|
"p": 0.0654677301645279,
|
|
"m": 0.9181086421012878
|
|
},
|
|
{
|
|
"p": 0.07357429713010788,
|
|
"m": 0.8990846872329712
|
|
},
|
|
{
|
|
"p": 0.0638669803738594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08813553303480148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06318914145231247,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.836663007736206,
|
|
"val_loss": 0.671876072883606,
|
|
"acc": 71.91,
|
|
"time": 245.74442533391993,
|
|
"param": [
|
|
{
|
|
"p": 0.06969676911830902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05723389983177185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07382214814424515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07736638188362122,
|
|
"m": 0.8377717733383179
|
|
},
|
|
{
|
|
"p": 0.049532435834407806,
|
|
"m": 0.6899687051773071
|
|
},
|
|
{
|
|
"p": 0.072189562022686,
|
|
"m": 0.8153528571128845
|
|
},
|
|
{
|
|
"p": 0.06995659321546555,
|
|
"m": 0.9366807341575623
|
|
},
|
|
{
|
|
"p": 0.09345833957195282,
|
|
"m": 0.8057121634483337
|
|
},
|
|
{
|
|
"p": 0.07095565646886826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08500287681818008,
|
|
"m": 0.8277729749679565
|
|
},
|
|
{
|
|
"p": 0.06688138842582703,
|
|
"m": 0.9540130496025085
|
|
},
|
|
{
|
|
"p": 0.08037697523832321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07228533923625946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06124173849821091,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 1.123421311378479,
|
|
"val_loss": 0.7670375108718872,
|
|
"acc": 71.91,
|
|
"time": 241.5500978740165,
|
|
"param": [
|
|
{
|
|
"p": 0.08138755708932877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060391463339328766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06643165647983551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036865923553705215,
|
|
"m": 0.8409264087677002
|
|
},
|
|
{
|
|
"p": 0.06949300318956375,
|
|
"m": 0.6129377484321594
|
|
},
|
|
{
|
|
"p": 0.06694654375314713,
|
|
"m": 0.8073961734771729
|
|
},
|
|
{
|
|
"p": 0.05717354640364647,
|
|
"m": 0.9970224499702454
|
|
},
|
|
{
|
|
"p": 0.07827015966176987,
|
|
"m": 0.8942435383796692
|
|
},
|
|
{
|
|
"p": 0.08252361416816711,
|
|
"m": 0.9992157816886902
|
|
},
|
|
{
|
|
"p": 0.08511233329772949,
|
|
"m": 0.7971352338790894
|
|
},
|
|
{
|
|
"p": 0.0684545487165451,
|
|
"m": 0.8952709436416626
|
|
},
|
|
{
|
|
"p": 0.09034140408039093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09379979968070984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06280842423439026,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 1.3572813272476196,
|
|
"val_loss": 0.8000749349594116,
|
|
"acc": 72.14,
|
|
"time": 239.42150596994907,
|
|
"param": [
|
|
{
|
|
"p": 0.10409968346357346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04868637025356293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09431857615709305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05534715577960014,
|
|
"m": 0.7780844569206238
|
|
},
|
|
{
|
|
"p": 0.05864731967449188,
|
|
"m": 0.5484310388565063
|
|
},
|
|
{
|
|
"p": 0.06687062978744507,
|
|
"m": 0.7424131631851196
|
|
},
|
|
{
|
|
"p": 0.07935664802789688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06320703774690628,
|
|
"m": 0.8294919729232788
|
|
},
|
|
{
|
|
"p": 0.06535585969686508,
|
|
"m": 0.9950733780860901
|
|
},
|
|
{
|
|
"p": 0.07033037394285202,
|
|
"m": 0.8898751735687256
|
|
},
|
|
{
|
|
"p": 0.060627106577157974,
|
|
"m": 0.884414553642273
|
|
},
|
|
{
|
|
"p": 0.08050388842821121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09363050758838654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05901884660124779,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 1.0878403186798096,
|
|
"val_loss": 0.7463650703430176,
|
|
"acc": 72.77,
|
|
"time": 242.0594136089785,
|
|
"param": [
|
|
{
|
|
"p": 0.08576661348342896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06846266984939575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07168158143758774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03983892500400543,
|
|
"m": 0.7816932797431946
|
|
},
|
|
{
|
|
"p": 0.05107377469539642,
|
|
"m": 0.740408718585968
|
|
},
|
|
{
|
|
"p": 0.053396373987197876,
|
|
"m": 0.752492368221283
|
|
},
|
|
{
|
|
"p": 0.08225027471780777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0648685023188591,
|
|
"m": 0.8697696924209595
|
|
},
|
|
{
|
|
"p": 0.05681231990456581,
|
|
"m": 0.9117496013641357
|
|
},
|
|
{
|
|
"p": 0.09002368897199631,
|
|
"m": 0.940718412399292
|
|
},
|
|
{
|
|
"p": 0.094512440264225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06992330402135849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08840256929397583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08298695087432861,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |