mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
4033 lines
No EOL
82 KiB
JSON
4033 lines
No EOL
82 KiB
JSON
{
|
|
"Accuracy": 87.64,
|
|
"Time": [
|
|
10.190744447037577,
|
|
0.4055157152286192,
|
|
2517.914803915657
|
|
],
|
|
"Optimizer": {
|
|
"Meta": {
|
|
"optim": "Adam",
|
|
"lr": 0.01
|
|
},
|
|
"Inner": {
|
|
"optim": "SGD",
|
|
"lr": 0.1,
|
|
"momentum": 0.9,
|
|
"decay": 0.0005,
|
|
"nesterov": true,
|
|
"scheduler": "cosine"
|
|
}
|
|
},
|
|
"Device": "TITAN Xp",
|
|
"Memory": [
|
|
0.0,
|
|
0.0
|
|
],
|
|
"Rand_Aug": {
|
|
"N": 2,
|
|
"M": 1
|
|
},
|
|
"Log": [
|
|
{
|
|
"epoch": 0,
|
|
"train_loss": 1.9634511470794678,
|
|
"val_loss": 1.8228062391281128,
|
|
"acc": 30.74,
|
|
"f1": [
|
|
0.21483367681503296,
|
|
0.49615371227264404,
|
|
0.007797264959663153,
|
|
0.28166958689689636,
|
|
0.3519881069660187,
|
|
0.07522933185100555,
|
|
0.29618310928344727,
|
|
0.2911474406719208,
|
|
0.36525604128837585,
|
|
0.3906734585762024
|
|
],
|
|
"time": 9.433668193407357,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 1.769604206085205,
|
|
"val_loss": 1.738767385482788,
|
|
"acc": 34.16,
|
|
"f1": [
|
|
0.1117408350110054,
|
|
0.44199180603027344,
|
|
0.1361701488494873,
|
|
0.20209573209285736,
|
|
0.3670519292354584,
|
|
0.255778044462204,
|
|
0.4338269531726837,
|
|
0.4435769021511078,
|
|
0.33155640959739685,
|
|
0.3145499527454376
|
|
],
|
|
"time": 10.663804248906672,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 1.6268682479858398,
|
|
"val_loss": 1.476608395576477,
|
|
"acc": 44.18,
|
|
"f1": [
|
|
0.35723942518234253,
|
|
0.5758926868438721,
|
|
0.34367531538009644,
|
|
0.30069229006767273,
|
|
0.3428257405757904,
|
|
0.43680375814437866,
|
|
0.5231315493583679,
|
|
0.49669262766838074,
|
|
0.5249998569488525,
|
|
0.45866987109184265
|
|
],
|
|
"time": 10.506197139620781,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 1.6715484857559204,
|
|
"val_loss": 1.3666914701461792,
|
|
"acc": 49.03,
|
|
"f1": [
|
|
0.5389938354492188,
|
|
0.5435708165168762,
|
|
0.27345526218414307,
|
|
0.32885897159576416,
|
|
0.4616486728191376,
|
|
0.4712481200695038,
|
|
0.5845510363578796,
|
|
0.5869563817977905,
|
|
0.5507112741470337,
|
|
0.5509552955627441
|
|
],
|
|
"time": 9.915650887414813,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 1.514985203742981,
|
|
"val_loss": 1.3091374635696411,
|
|
"acc": 50.94,
|
|
"f1": [
|
|
0.5759921669960022,
|
|
0.6354113817214966,
|
|
0.21483764052391052,
|
|
0.25470325350761414,
|
|
0.4308406412601471,
|
|
0.4140913784503937,
|
|
0.5894648432731628,
|
|
0.5639268159866333,
|
|
0.6297069787979126,
|
|
0.5730441808700562
|
|
],
|
|
"time": 11.095530432648957,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.4611760377883911,
|
|
"val_loss": 1.499245285987854,
|
|
"acc": 50.08,
|
|
"f1": [
|
|
0.5176990032196045,
|
|
0.5979970097541809,
|
|
0.4422157108783722,
|
|
0.3645212650299072,
|
|
0.37174198031425476,
|
|
0.38337790966033936,
|
|
0.6148146986961365,
|
|
0.5621413588523865,
|
|
0.5752726793289185,
|
|
0.4428662061691284
|
|
],
|
|
"time": 11.339108045212924,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.4658299684524536,
|
|
"val_loss": 1.2259961366653442,
|
|
"acc": 56.32,
|
|
"f1": [
|
|
0.6221513748168945,
|
|
0.6976991891860962,
|
|
0.4845407009124756,
|
|
0.28414541482925415,
|
|
0.5177218914031982,
|
|
0.5068169832229614,
|
|
0.5286712050437927,
|
|
0.5884578227996826,
|
|
0.6953732371330261,
|
|
0.6323723793029785
|
|
],
|
|
"time": 10.307442885823548,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.3472355604171753,
|
|
"val_loss": 1.5921300649642944,
|
|
"acc": 46.63,
|
|
"f1": [
|
|
0.34313714504241943,
|
|
0.5115626454353333,
|
|
0.3746555745601654,
|
|
0.2649097442626953,
|
|
0.4834982752799988,
|
|
0.15658357739448547,
|
|
0.5907779932022095,
|
|
0.5824306607246399,
|
|
0.4973793923854828,
|
|
0.581087589263916
|
|
],
|
|
"time": 10.470724983140826,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.212877631187439,
|
|
"val_loss": 1.427103042602539,
|
|
"acc": 53.43,
|
|
"f1": [
|
|
0.49251237511634827,
|
|
0.6575980186462402,
|
|
0.46966442465782166,
|
|
0.27575749158859253,
|
|
0.5227501392364502,
|
|
0.3774980306625366,
|
|
0.6844568252563477,
|
|
0.577806830406189,
|
|
0.6053795218467712,
|
|
0.48319584131240845
|
|
],
|
|
"time": 11.184908035211265,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.20313560962677,
|
|
"val_loss": 1.1291570663452148,
|
|
"acc": 57.91,
|
|
"f1": [
|
|
0.5672765374183655,
|
|
0.6119790077209473,
|
|
0.5057331323623657,
|
|
0.3969128131866455,
|
|
0.5374696850776672,
|
|
0.38215601444244385,
|
|
0.7018982768058777,
|
|
0.6539161205291748,
|
|
0.6598163843154907,
|
|
0.6480720639228821
|
|
],
|
|
"time": 11.031178407371044,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.2021024227142334,
|
|
"val_loss": 1.0209941864013672,
|
|
"acc": 60.91,
|
|
"f1": [
|
|
0.6487067341804504,
|
|
0.7431926131248474,
|
|
0.5319147706031799,
|
|
0.41932445764541626,
|
|
0.5033555626869202,
|
|
0.5293149352073669,
|
|
0.6748000383377075,
|
|
0.6837605237960815,
|
|
0.7451735138893127,
|
|
0.6344563364982605
|
|
],
|
|
"time": 11.020037195645273,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.1616356372833252,
|
|
"val_loss": 1.062263011932373,
|
|
"acc": 61.13,
|
|
"f1": [
|
|
0.5859786868095398,
|
|
0.7919725179672241,
|
|
0.5313349962234497,
|
|
0.3926644027233124,
|
|
0.4634481966495514,
|
|
0.5095889568328857,
|
|
0.6766127943992615,
|
|
0.6090320944786072,
|
|
0.7893699407577515,
|
|
0.734798014163971
|
|
],
|
|
"time": 11.200746006332338,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.1109168529510498,
|
|
"val_loss": 1.242931842803955,
|
|
"acc": 55.99,
|
|
"f1": [
|
|
0.6571878790855408,
|
|
0.7634613513946533,
|
|
0.5257081985473633,
|
|
0.4380425214767456,
|
|
0.2919817566871643,
|
|
0.34984973073005676,
|
|
0.48932841420173645,
|
|
0.6356299519538879,
|
|
0.7691470384597778,
|
|
0.6601345539093018
|
|
],
|
|
"time": 10.899026164785028,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 0.9976276159286499,
|
|
"val_loss": 0.9939828515052795,
|
|
"acc": 64.45,
|
|
"f1": [
|
|
0.6893937587738037,
|
|
0.73590487241745,
|
|
0.5799914002418518,
|
|
0.4893091320991516,
|
|
0.6225035786628723,
|
|
0.5506464242935181,
|
|
0.6818180680274963,
|
|
0.6603323817253113,
|
|
0.7413646578788757,
|
|
0.7375885248184204
|
|
],
|
|
"time": 9.792563758790493,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.0649858713150024,
|
|
"val_loss": 0.9966264367103577,
|
|
"acc": 65.37,
|
|
"f1": [
|
|
0.714137077331543,
|
|
0.7269437909126282,
|
|
0.5700539946556091,
|
|
0.47337889671325684,
|
|
0.613132119178772,
|
|
0.513478696346283,
|
|
0.7509292364120483,
|
|
0.6925085186958313,
|
|
0.7004921436309814,
|
|
0.7244942784309387
|
|
],
|
|
"time": 10.852576673962176,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.0422972440719604,
|
|
"val_loss": 0.829613208770752,
|
|
"acc": 69.36,
|
|
"f1": [
|
|
0.7324396371841431,
|
|
0.8172267079353333,
|
|
0.599675714969635,
|
|
0.5078123807907104,
|
|
0.6324859261512756,
|
|
0.5333332419395447,
|
|
0.7201985120773315,
|
|
0.7521694898605347,
|
|
0.8166232109069824,
|
|
0.7938489317893982
|
|
],
|
|
"time": 11.014316976070404,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.1296417713165283,
|
|
"val_loss": 0.9733405113220215,
|
|
"acc": 65.56,
|
|
"f1": [
|
|
0.6067990660667419,
|
|
0.8168864250183105,
|
|
0.5737629532814026,
|
|
0.378116250038147,
|
|
0.6145021319389343,
|
|
0.4866711497306824,
|
|
0.6243531107902527,
|
|
0.7586562037467957,
|
|
0.8079281449317932,
|
|
0.7864837050437927
|
|
],
|
|
"time": 11.241543686017394,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 0.9981117248535156,
|
|
"val_loss": 1.2225697040557861,
|
|
"acc": 59.9,
|
|
"f1": [
|
|
0.5322244167327881,
|
|
0.5516748428344727,
|
|
0.5227121710777283,
|
|
0.45623621344566345,
|
|
0.5493295788764954,
|
|
0.5844704508781433,
|
|
0.6139533519744873,
|
|
0.7157703042030334,
|
|
0.7188938856124878,
|
|
0.6544227600097656
|
|
],
|
|
"time": 10.654460540041327,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.0137338638305664,
|
|
"val_loss": 1.0031943321228027,
|
|
"acc": 65.27,
|
|
"f1": [
|
|
0.7109003663063049,
|
|
0.8091353178024292,
|
|
0.580527663230896,
|
|
0.33794596791267395,
|
|
0.5976276397705078,
|
|
0.49413377046585083,
|
|
0.6057217121124268,
|
|
0.7457970976829529,
|
|
0.7860537171363831,
|
|
0.7754890322685242
|
|
],
|
|
"time": 10.100250761955976,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.0203626155853271,
|
|
"val_loss": 0.9362952709197998,
|
|
"acc": 66.08,
|
|
"f1": [
|
|
0.6646705269813538,
|
|
0.8049971461296082,
|
|
0.5618373155593872,
|
|
0.47167617082595825,
|
|
0.656095027923584,
|
|
0.3877861499786377,
|
|
0.7656248211860657,
|
|
0.7126539945602417,
|
|
0.6711742877960205,
|
|
0.7750246524810791
|
|
],
|
|
"time": 10.791518855839968,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.0275009870529175,
|
|
"val_loss": 1.163737177848816,
|
|
"acc": 61.27,
|
|
"f1": [
|
|
0.6914043426513672,
|
|
0.7417839169502258,
|
|
0.5488982796669006,
|
|
0.4910331964492798,
|
|
0.5496726632118225,
|
|
0.5886488556861877,
|
|
0.36244887113571167,
|
|
0.619572103023529,
|
|
0.7142855525016785,
|
|
0.7255433201789856
|
|
],
|
|
"time": 10.277490015141666,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.092620611190796,
|
|
"val_loss": 0.8313130140304565,
|
|
"acc": 70.6,
|
|
"f1": [
|
|
0.740665853023529,
|
|
0.8028631806373596,
|
|
0.5924081206321716,
|
|
0.5616262555122375,
|
|
0.6781467199325562,
|
|
0.5211364030838013,
|
|
0.7678569555282593,
|
|
0.7796085476875305,
|
|
0.7626774311065674,
|
|
0.8103868961334229
|
|
],
|
|
"time": 10.752138431183994,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 0.9298091530799866,
|
|
"val_loss": 0.7365214228630066,
|
|
"acc": 72.37,
|
|
"f1": [
|
|
0.7475553750991821,
|
|
0.850074052810669,
|
|
0.6342974305152893,
|
|
0.5534837245941162,
|
|
0.6912927031517029,
|
|
0.6343984007835388,
|
|
0.739078938961029,
|
|
0.7892799377441406,
|
|
0.8014979958534241,
|
|
0.8182298541069031
|
|
],
|
|
"time": 10.232302069664001,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 0.9020261764526367,
|
|
"val_loss": 0.8771119713783264,
|
|
"acc": 69.65,
|
|
"f1": [
|
|
0.6537215113639832,
|
|
0.7979332804679871,
|
|
0.652849555015564,
|
|
0.5475590825080872,
|
|
0.6342493295669556,
|
|
0.6013308167457581,
|
|
0.8092483878135681,
|
|
0.7291855812072754,
|
|
0.7581431865692139,
|
|
0.7772655487060547
|
|
],
|
|
"time": 11.056490971706808,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 0.9590888023376465,
|
|
"val_loss": 1.5445524454116821,
|
|
"acc": 53.65,
|
|
"f1": [
|
|
0.6131384968757629,
|
|
0.6103541254997253,
|
|
0.5411202311515808,
|
|
0.334089457988739,
|
|
0.4789735674858093,
|
|
0.5532101392745972,
|
|
0.5407664179801941,
|
|
0.6526053547859192,
|
|
0.6901150345802307,
|
|
0.6992939114570618
|
|
],
|
|
"time": 10.54765832517296,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 0.9815579652786255,
|
|
"val_loss": 0.8287732601165771,
|
|
"acc": 70.89,
|
|
"f1": [
|
|
0.7601667046546936,
|
|
0.7776495814323425,
|
|
0.6511626839637756,
|
|
0.5311243534088135,
|
|
0.6910297870635986,
|
|
0.6112184524536133,
|
|
0.7199015617370605,
|
|
0.7854820489883423,
|
|
0.8274489045143127,
|
|
0.7693653702735901
|
|
],
|
|
"time": 10.848056621849537,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 0.884983479976654,
|
|
"val_loss": 0.6469870805740356,
|
|
"acc": 74.37,
|
|
"f1": [
|
|
0.7549726963043213,
|
|
0.8542508482933044,
|
|
0.6770051717758179,
|
|
0.5460561513900757,
|
|
0.7066137790679932,
|
|
0.6440250277519226,
|
|
0.8146657943725586,
|
|
0.7981169819831848,
|
|
0.8189123868942261,
|
|
0.8145118355751038
|
|
],
|
|
"time": 10.69892893731594,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 0.8173117637634277,
|
|
"val_loss": 0.8517487645149231,
|
|
"acc": 70.11,
|
|
"f1": [
|
|
0.7542855143547058,
|
|
0.8160674571990967,
|
|
0.5935769081115723,
|
|
0.5756779313087463,
|
|
0.6875575184822083,
|
|
0.5413631796836853,
|
|
0.7475670576095581,
|
|
0.7619602084159851,
|
|
0.8078681230545044,
|
|
0.7608306407928467
|
|
],
|
|
"time": 9.653235621750355,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 0.8425219058990479,
|
|
"val_loss": 0.8538103699684143,
|
|
"acc": 69.17,
|
|
"f1": [
|
|
0.6538951396942139,
|
|
0.7874926328659058,
|
|
0.6575629115104675,
|
|
0.5265821814537048,
|
|
0.6861787438392639,
|
|
0.6305014491081238,
|
|
0.787199854850769,
|
|
0.7448034882545471,
|
|
0.7296465635299683,
|
|
0.7371026873588562
|
|
],
|
|
"time": 10.153890043497086,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 0.8729371428489685,
|
|
"val_loss": 0.7281705737113953,
|
|
"acc": 73.28,
|
|
"f1": [
|
|
0.7695492506027222,
|
|
0.8435811996459961,
|
|
0.6570103168487549,
|
|
0.5437325239181519,
|
|
0.6809209585189819,
|
|
0.6553952097892761,
|
|
0.7379112839698792,
|
|
0.8038645386695862,
|
|
0.8275107741355896,
|
|
0.8082625269889832
|
|
],
|
|
"time": 10.310570677742362,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 0.9204853773117065,
|
|
"val_loss": 0.9793998599052429,
|
|
"acc": 64.0,
|
|
"f1": [
|
|
0.6312867999076843,
|
|
0.8085104823112488,
|
|
0.5724436640739441,
|
|
0.5437276363372803,
|
|
0.49601152539253235,
|
|
0.5578560829162598,
|
|
0.5983492136001587,
|
|
0.7577394247055054,
|
|
0.6957061886787415,
|
|
0.7137765884399414
|
|
],
|
|
"time": 10.317059140652418,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 0.8233098983764648,
|
|
"val_loss": 0.8477405905723572,
|
|
"acc": 72.06,
|
|
"f1": [
|
|
0.7635855674743652,
|
|
0.7894293665885925,
|
|
0.6802521347999573,
|
|
0.5717948079109192,
|
|
0.726897120475769,
|
|
0.5338864922523499,
|
|
0.783109188079834,
|
|
0.7990289926528931,
|
|
0.7663133144378662,
|
|
0.7543053030967712
|
|
],
|
|
"time": 10.122739659622312,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 0.8638914823532104,
|
|
"val_loss": 0.8985702395439148,
|
|
"acc": 69.22,
|
|
"f1": [
|
|
0.7658816576004028,
|
|
0.8562751412391663,
|
|
0.528819739818573,
|
|
0.5385826230049133,
|
|
0.6793720722198486,
|
|
0.4755042493343353,
|
|
0.685498833656311,
|
|
0.8040359616279602,
|
|
0.8193666934967041,
|
|
0.797545850276947
|
|
],
|
|
"time": 9.877116079442203,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 0.8608198165893555,
|
|
"val_loss": 0.6883828043937683,
|
|
"acc": 74.68,
|
|
"f1": [
|
|
0.7622599601745605,
|
|
0.8414166569709778,
|
|
0.7059409022331238,
|
|
0.5828728079795837,
|
|
0.769520103931427,
|
|
0.6273061633110046,
|
|
0.7541565299034119,
|
|
0.8153059482574463,
|
|
0.806729793548584,
|
|
0.8069514036178589
|
|
],
|
|
"time": 10.257353282533586,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 0.8375492691993713,
|
|
"val_loss": 0.7479703426361084,
|
|
"acc": 74.42,
|
|
"f1": [
|
|
0.7739850282669067,
|
|
0.8584613800048828,
|
|
0.653499186038971,
|
|
0.5955714583396912,
|
|
0.7378334403038025,
|
|
0.5545994639396667,
|
|
0.7991428375244141,
|
|
0.798240602016449,
|
|
0.8353374600410461,
|
|
0.8183572888374329
|
|
],
|
|
"time": 9.933925154618919,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 0.8795661926269531,
|
|
"val_loss": 0.7306392788887024,
|
|
"acc": 75.72,
|
|
"f1": [
|
|
0.7662546038627625,
|
|
0.8676468729972839,
|
|
0.7019179463386536,
|
|
0.6017093062400818,
|
|
0.7420979738235474,
|
|
0.630074143409729,
|
|
0.7617347836494446,
|
|
0.8258257508277893,
|
|
0.8373762369155884,
|
|
0.8396801352500916
|
|
],
|
|
"time": 10.33745954465121,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 0.794377863407135,
|
|
"val_loss": 0.7413446307182312,
|
|
"acc": 74.88,
|
|
"f1": [
|
|
0.7977526187896729,
|
|
0.8587626814842224,
|
|
0.6706041693687439,
|
|
0.5699480772018433,
|
|
0.731682538986206,
|
|
0.5184154510498047,
|
|
0.780612051486969,
|
|
0.8449084162712097,
|
|
0.8142148852348328,
|
|
0.8308287262916565
|
|
],
|
|
"time": 10.169116201810539,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 0.8280324935913086,
|
|
"val_loss": 0.8478905558586121,
|
|
"acc": 70.65,
|
|
"f1": [
|
|
0.61960768699646,
|
|
0.8564499020576477,
|
|
0.6369212865829468,
|
|
0.562563419342041,
|
|
0.6280487179756165,
|
|
0.6563124656677246,
|
|
0.7572733163833618,
|
|
0.8051816821098328,
|
|
0.7009521722793579,
|
|
0.8172462582588196
|
|
],
|
|
"time": 10.465297186747193,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 0.8793978095054626,
|
|
"val_loss": 0.9683499932289124,
|
|
"acc": 68.75,
|
|
"f1": [
|
|
0.7427923679351807,
|
|
0.8283498287200928,
|
|
0.6554011702537537,
|
|
0.4818480908870697,
|
|
0.6770185232162476,
|
|
0.6325581073760986,
|
|
0.4973781108856201,
|
|
0.7966681718826294,
|
|
0.8212236166000366,
|
|
0.7266380786895752
|
|
],
|
|
"time": 9.67609214503318,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 0.8945243954658508,
|
|
"val_loss": 0.7333190441131592,
|
|
"acc": 74.44,
|
|
"f1": [
|
|
0.779220700263977,
|
|
0.8544501066207886,
|
|
0.666666567325592,
|
|
0.5832979679107666,
|
|
0.740402102470398,
|
|
0.6504284143447876,
|
|
0.7967227697372437,
|
|
0.7986639738082886,
|
|
0.8116770386695862,
|
|
0.8058453798294067
|
|
],
|
|
"time": 10.31291982345283,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 0.7535510063171387,
|
|
"val_loss": 0.6281141638755798,
|
|
"acc": 75.7,
|
|
"f1": [
|
|
0.7774449586868286,
|
|
0.8712666034698486,
|
|
0.6987142562866211,
|
|
0.5835865139961243,
|
|
0.7540981769561768,
|
|
0.6496190428733826,
|
|
0.7941577434539795,
|
|
0.7760504484176636,
|
|
0.8520947098731995,
|
|
0.8249998688697815
|
|
],
|
|
"time": 9.880786692723632,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 0.7414876818656921,
|
|
"val_loss": 0.8283922076225281,
|
|
"acc": 71.34,
|
|
"f1": [
|
|
0.7373978495597839,
|
|
0.8196345567703247,
|
|
0.5680100321769714,
|
|
0.5994235277175903,
|
|
0.7050846219062805,
|
|
0.6180989146232605,
|
|
0.7387800216674805,
|
|
0.824579656124115,
|
|
0.8216327428817749,
|
|
0.8132228851318359
|
|
],
|
|
"time": 10.628822005353868,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 0.7134691476821899,
|
|
"val_loss": 0.7255089282989502,
|
|
"acc": 74.37,
|
|
"f1": [
|
|
0.7439329028129578,
|
|
0.8508285284042358,
|
|
0.6683458089828491,
|
|
0.5216842889785767,
|
|
0.7385930418968201,
|
|
0.6469905972480774,
|
|
0.7937077283859253,
|
|
0.8253625631332397,
|
|
0.8217368125915527,
|
|
0.7890846133232117
|
|
],
|
|
"time": 10.498630939051509,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 0.7145892381668091,
|
|
"val_loss": 0.6389748454093933,
|
|
"acc": 76.36,
|
|
"f1": [
|
|
0.8118810057640076,
|
|
0.8703139424324036,
|
|
0.6924693584442139,
|
|
0.5955311059951782,
|
|
0.6670860648155212,
|
|
0.6636859178543091,
|
|
0.8252785801887512,
|
|
0.8140242695808411,
|
|
0.8648129105567932,
|
|
0.8448446989059448
|
|
],
|
|
"time": 9.684233772568405,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 0.7110660076141357,
|
|
"val_loss": 0.7110192775726318,
|
|
"acc": 75.77,
|
|
"f1": [
|
|
0.7994170784950256,
|
|
0.8721437454223633,
|
|
0.671044647693634,
|
|
0.6049021482467651,
|
|
0.7411017417907715,
|
|
0.6220425963401794,
|
|
0.7734270095825195,
|
|
0.7972615957260132,
|
|
0.8507698774337769,
|
|
0.8466631174087524
|
|
],
|
|
"time": 10.417022685520351,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 0.8449000716209412,
|
|
"val_loss": 0.7150043845176697,
|
|
"acc": 73.99,
|
|
"f1": [
|
|
0.7921007871627808,
|
|
0.8474931716918945,
|
|
0.694347083568573,
|
|
0.5756194591522217,
|
|
0.6747168898582458,
|
|
0.6576085686683655,
|
|
0.7839194536209106,
|
|
0.7563477754592896,
|
|
0.829797625541687,
|
|
0.8121148347854614
|
|
],
|
|
"time": 9.782239879481494,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 0.7333832383155823,
|
|
"val_loss": 0.770197331905365,
|
|
"acc": 72.6,
|
|
"f1": [
|
|
0.7884230017662048,
|
|
0.8581817150115967,
|
|
0.6986522078514099,
|
|
0.5093398094177246,
|
|
0.6854218244552612,
|
|
0.640724778175354,
|
|
0.7456191778182983,
|
|
0.7032456398010254,
|
|
0.825396716594696,
|
|
0.7560567259788513
|
|
],
|
|
"time": 10.232755614444613,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 0.7232666611671448,
|
|
"val_loss": 0.5738092064857483,
|
|
"acc": 75.94,
|
|
"f1": [
|
|
0.8029923439025879,
|
|
0.8688104748725891,
|
|
0.6763811111450195,
|
|
0.5770577192306519,
|
|
0.7591672539710999,
|
|
0.6544990539550781,
|
|
0.8194371461868286,
|
|
0.821857750415802,
|
|
0.8366888761520386,
|
|
0.8192769289016724
|
|
],
|
|
"time": 9.86065445560962,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 0.8338286876678467,
|
|
"val_loss": 0.8116951584815979,
|
|
"acc": 72.8,
|
|
"f1": [
|
|
0.791938841342926,
|
|
0.8602259159088135,
|
|
0.6930409073829651,
|
|
0.53865647315979,
|
|
0.7055584788322449,
|
|
0.6438134908676147,
|
|
0.7489612102508545,
|
|
0.7978608012199402,
|
|
0.8337594270706177,
|
|
0.7966099977493286
|
|
],
|
|
"time": 10.030261225067079,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 0.7916503548622131,
|
|
"val_loss": 0.8121777772903442,
|
|
"acc": 73.09,
|
|
"f1": [
|
|
0.803355872631073,
|
|
0.8606555461883545,
|
|
0.704284131526947,
|
|
0.5249999165534973,
|
|
0.7030794620513916,
|
|
0.6178394556045532,
|
|
0.7760681509971619,
|
|
0.787937581539154,
|
|
0.8399590253829956,
|
|
0.7888951301574707
|
|
],
|
|
"time": 10.291651530191302,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 0.7181663513183594,
|
|
"val_loss": 0.8586494326591492,
|
|
"acc": 68.88,
|
|
"f1": [
|
|
0.7527630925178528,
|
|
0.7581536769866943,
|
|
0.7008997797966003,
|
|
0.49229180812835693,
|
|
0.6286835670471191,
|
|
0.5652031898498535,
|
|
0.7236921191215515,
|
|
0.7648969292640686,
|
|
0.7654420137405396,
|
|
0.7864375114440918
|
|
],
|
|
"time": 10.10150443855673,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 0.7545182108879089,
|
|
"val_loss": 0.7530691623687744,
|
|
"acc": 72.57,
|
|
"f1": [
|
|
0.7509841322898865,
|
|
0.8295018076896667,
|
|
0.6688461899757385,
|
|
0.5267855525016785,
|
|
0.744692325592041,
|
|
0.6622887849807739,
|
|
0.7641307711601257,
|
|
0.8008384108543396,
|
|
0.8256407976150513,
|
|
0.6779000163078308
|
|
],
|
|
"time": 10.721540124155581,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 0.7261834144592285,
|
|
"val_loss": 0.6186463236808777,
|
|
"acc": 75.93,
|
|
"f1": [
|
|
0.7834425568580627,
|
|
0.8433513641357422,
|
|
0.7099446058273315,
|
|
0.5906194448471069,
|
|
0.7388604879379272,
|
|
0.6823102831840515,
|
|
0.8173539042472839,
|
|
0.8278208374977112,
|
|
0.8084924221038818,
|
|
0.7640312314033508
|
|
],
|
|
"time": 9.941572993062437,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 0.6779507994651794,
|
|
"val_loss": 0.7041293978691101,
|
|
"acc": 70.53,
|
|
"f1": [
|
|
0.6912201046943665,
|
|
0.8589210510253906,
|
|
0.7002163529396057,
|
|
0.5291827321052551,
|
|
0.6257270574569702,
|
|
0.6091952919960022,
|
|
0.7635533809661865,
|
|
0.7002517580986023,
|
|
0.7615505456924438,
|
|
0.8181816935539246
|
|
],
|
|
"time": 10.387671890668571,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 0.7360625267028809,
|
|
"val_loss": 0.6570158004760742,
|
|
"acc": 76.25,
|
|
"f1": [
|
|
0.7824966311454773,
|
|
0.8560725450515747,
|
|
0.6845236420631409,
|
|
0.6044656038284302,
|
|
0.771205723285675,
|
|
0.6632996201515198,
|
|
0.8094216585159302,
|
|
0.8173075318336487,
|
|
0.8479406833648682,
|
|
0.8179301619529724
|
|
],
|
|
"time": 9.981905194930732,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 0.7074204087257385,
|
|
"val_loss": 0.6620103120803833,
|
|
"acc": 75.91,
|
|
"f1": [
|
|
0.8333331346511841,
|
|
0.876684844493866,
|
|
0.7062016725540161,
|
|
0.5937619209289551,
|
|
0.7301585674285889,
|
|
0.6713481545448303,
|
|
0.7987955808639526,
|
|
0.7886657118797302,
|
|
0.8266964554786682,
|
|
0.8419899940490723
|
|
],
|
|
"time": 10.012891426682472,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 0.7388976812362671,
|
|
"val_loss": 0.6360528469085693,
|
|
"acc": 75.19,
|
|
"f1": [
|
|
0.7439897656440735,
|
|
0.8477131128311157,
|
|
0.7078971266746521,
|
|
0.5865578651428223,
|
|
0.7749040722846985,
|
|
0.6182726621627808,
|
|
0.7905136942863464,
|
|
0.8258194327354431,
|
|
0.7988954186439514,
|
|
0.7967740297317505
|
|
],
|
|
"time": 9.838499028235674,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 0.7547243237495422,
|
|
"val_loss": 0.6715414524078369,
|
|
"acc": 78.31,
|
|
"f1": [
|
|
0.8129769563674927,
|
|
0.8784192204475403,
|
|
0.674490213394165,
|
|
0.6215779781341553,
|
|
0.7296754717826843,
|
|
0.7069766521453857,
|
|
0.8286631107330322,
|
|
0.8454355001449585,
|
|
0.8629233837127686,
|
|
0.8500515222549438
|
|
],
|
|
"time": 10.14733743108809,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 0.6251046061515808,
|
|
"val_loss": 0.59088134765625,
|
|
"acc": 77.93,
|
|
"f1": [
|
|
0.8245704174041748,
|
|
0.868025541305542,
|
|
0.7112170457839966,
|
|
0.6228148937225342,
|
|
0.759757936000824,
|
|
0.6776286363601685,
|
|
0.849026620388031,
|
|
0.8229425549507141,
|
|
0.8585084676742554,
|
|
0.8180597424507141
|
|
],
|
|
"time": 10.031966513954103,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 0.6755802631378174,
|
|
"val_loss": 0.6997584104537964,
|
|
"acc": 77.65,
|
|
"f1": [
|
|
0.8061853647232056,
|
|
0.8891168236732483,
|
|
0.730686604976654,
|
|
0.6183843016624451,
|
|
0.7680749893188477,
|
|
0.6593733429908752,
|
|
0.8248376846313477,
|
|
0.8078387379646301,
|
|
0.8496307730674744,
|
|
0.8223462104797363
|
|
],
|
|
"time": 10.467558476142585,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 0.618288516998291,
|
|
"val_loss": 0.7814976572990417,
|
|
"acc": 71.04,
|
|
"f1": [
|
|
0.6301544904708862,
|
|
0.7720142602920532,
|
|
0.6612527370452881,
|
|
0.595393180847168,
|
|
0.6219635605812073,
|
|
0.6699559688568115,
|
|
0.8067225813865662,
|
|
0.7902798056602478,
|
|
0.8090773224830627,
|
|
0.7865058183670044
|
|
],
|
|
"time": 10.002667675726116,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 0.6842595338821411,
|
|
"val_loss": 0.594640851020813,
|
|
"acc": 76.96,
|
|
"f1": [
|
|
0.8117590546607971,
|
|
0.8859058618545532,
|
|
0.7225432395935059,
|
|
0.6501402258872986,
|
|
0.7198695540428162,
|
|
0.6194355487823486,
|
|
0.8344506025314331,
|
|
0.778801679611206,
|
|
0.8359045386314392,
|
|
0.8319998383522034
|
|
],
|
|
"time": 9.912129915319383,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 0.6304289102554321,
|
|
"val_loss": 0.5877007842063904,
|
|
"acc": 76.33,
|
|
"f1": [
|
|
0.6507934927940369,
|
|
0.8820306658744812,
|
|
0.6818594932556152,
|
|
0.6094338297843933,
|
|
0.760273814201355,
|
|
0.6983970999717712,
|
|
0.8026546835899353,
|
|
0.8413863778114319,
|
|
0.8517969846725464,
|
|
0.848419725894928
|
|
],
|
|
"time": 10.186172411777079,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 0.7254636883735657,
|
|
"val_loss": 0.6259793639183044,
|
|
"acc": 76.87,
|
|
"f1": [
|
|
0.8004071712493896,
|
|
0.876459002494812,
|
|
0.7230141162872314,
|
|
0.5792037844657898,
|
|
0.7774293422698975,
|
|
0.6933583617210388,
|
|
0.8334230184555054,
|
|
0.8161924481391907,
|
|
0.8386481404304504,
|
|
0.8043853640556335
|
|
],
|
|
"time": 10.438130024820566,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 0.6746401190757751,
|
|
"val_loss": 0.7272526025772095,
|
|
"acc": 72.87,
|
|
"f1": [
|
|
0.797819972038269,
|
|
0.854984700679779,
|
|
0.7216390371322632,
|
|
0.5460317134857178,
|
|
0.7212154865264893,
|
|
0.5789854526519775,
|
|
0.8021727204322815,
|
|
0.768589973449707,
|
|
0.8301117420196533,
|
|
0.7509111166000366
|
|
],
|
|
"time": 9.34456137754023,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.6689311265945435,
|
|
"val_loss": 0.5618913173675537,
|
|
"acc": 79.1,
|
|
"f1": [
|
|
0.8200101852416992,
|
|
0.8963755369186401,
|
|
0.7349271178245544,
|
|
0.6354318261146545,
|
|
0.7866926193237305,
|
|
0.6809337139129639,
|
|
0.8502098917961121,
|
|
0.7869821190834045,
|
|
0.8522366285324097,
|
|
0.8633381724357605
|
|
],
|
|
"time": 10.426535002887249,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 0.6310685276985168,
|
|
"val_loss": 0.603971004486084,
|
|
"acc": 78.96,
|
|
"f1": [
|
|
0.8006661534309387,
|
|
0.8959594368934631,
|
|
0.7274760603904724,
|
|
0.6367074847221375,
|
|
0.7356135249137878,
|
|
0.6795153021812439,
|
|
0.8542760014533997,
|
|
0.8309230804443359,
|
|
0.8753078579902649,
|
|
0.8631376624107361
|
|
],
|
|
"time": 10.144493174739182,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.7037046551704407,
|
|
"val_loss": 0.8333197236061096,
|
|
"acc": 74.87,
|
|
"f1": [
|
|
0.8072052597999573,
|
|
0.8912491202354431,
|
|
0.6670745015144348,
|
|
0.5020352005958557,
|
|
0.6341961026191711,
|
|
0.6481158137321472,
|
|
0.8262584805488586,
|
|
0.7824932336807251,
|
|
0.8473095893859863,
|
|
0.839372456073761
|
|
],
|
|
"time": 10.62023604568094,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 0.7049869298934937,
|
|
"val_loss": 1.056703805923462,
|
|
"acc": 68.52,
|
|
"f1": [
|
|
0.6925407648086548,
|
|
0.7934844493865967,
|
|
0.6583959460258484,
|
|
0.5345727801322937,
|
|
0.606299102306366,
|
|
0.6170729994773865,
|
|
0.7237414717674255,
|
|
0.7536703944206238,
|
|
0.7575755715370178,
|
|
0.7273852825164795
|
|
],
|
|
"time": 10.073998695239425,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.7298418283462524,
|
|
"val_loss": 0.5242366790771484,
|
|
"acc": 78.91,
|
|
"f1": [
|
|
0.7819864153862,
|
|
0.8845544457435608,
|
|
0.7412439584732056,
|
|
0.6386878490447998,
|
|
0.7821391820907593,
|
|
0.6678464412689209,
|
|
0.8584613800048828,
|
|
0.8230488300323486,
|
|
0.8638636469841003,
|
|
0.8426722884178162
|
|
],
|
|
"time": 9.693239481188357,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.7464965581893921,
|
|
"val_loss": 0.6337752938270569,
|
|
"acc": 76.44,
|
|
"f1": [
|
|
0.7918156981468201,
|
|
0.8495166301727295,
|
|
0.6722789406776428,
|
|
0.613319993019104,
|
|
0.7548385262489319,
|
|
0.6853872537612915,
|
|
0.751000702381134,
|
|
0.8392571806907654,
|
|
0.8481500148773193,
|
|
0.8335076570510864
|
|
],
|
|
"time": 10.267371726222336,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.6478370428085327,
|
|
"val_loss": 0.6749987602233887,
|
|
"acc": 77.16,
|
|
"f1": [
|
|
0.7835966944694519,
|
|
0.8538332581520081,
|
|
0.6999998688697815,
|
|
0.6125712990760803,
|
|
0.7482613325119019,
|
|
0.7203258872032166,
|
|
0.8248173594474792,
|
|
0.8162109851837158,
|
|
0.7965042591094971,
|
|
0.8255705833435059
|
|
],
|
|
"time": 9.791676042601466,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.712450385093689,
|
|
"val_loss": 0.7317009568214417,
|
|
"acc": 73.08,
|
|
"f1": [
|
|
0.8074072599411011,
|
|
0.8625539541244507,
|
|
0.7037236094474792,
|
|
0.5207011699676514,
|
|
0.7210102081298828,
|
|
0.5970598459243774,
|
|
0.8041802644729614,
|
|
0.7955054640769958,
|
|
0.8159308433532715,
|
|
0.8321788311004639
|
|
],
|
|
"time": 9.926471630111337,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 0.5698743462562561,
|
|
"val_loss": 0.646223247051239,
|
|
"acc": 79.46,
|
|
"f1": [
|
|
0.8509998917579651,
|
|
0.8937873840332031,
|
|
0.750397264957428,
|
|
0.6316329836845398,
|
|
0.7658832669258118,
|
|
0.6718007922172546,
|
|
0.7809522151947021,
|
|
0.844608724117279,
|
|
0.8839144110679626,
|
|
0.8603464365005493
|
|
],
|
|
"time": 10.439081069082022,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 0.7072237133979797,
|
|
"val_loss": 0.5661199688911438,
|
|
"acc": 78.05,
|
|
"f1": [
|
|
0.7964159250259399,
|
|
0.848867654800415,
|
|
0.7388673424720764,
|
|
0.6200639009475708,
|
|
0.7711939811706543,
|
|
0.7093902230262756,
|
|
0.8468104004859924,
|
|
0.827653169631958,
|
|
0.8125712871551514,
|
|
0.8312526941299438
|
|
],
|
|
"time": 10.094597560353577,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.5912441611289978,
|
|
"val_loss": 0.7123472690582275,
|
|
"acc": 76.54,
|
|
"f1": [
|
|
0.7694830298423767,
|
|
0.8863746523857117,
|
|
0.7106778025627136,
|
|
0.6364948153495789,
|
|
0.7373679876327515,
|
|
0.638685941696167,
|
|
0.8018989562988281,
|
|
0.7924749255180359,
|
|
0.8531967401504517,
|
|
0.8171073794364929
|
|
],
|
|
"time": 10.386555465869606,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.6938772201538086,
|
|
"val_loss": 0.7635263204574585,
|
|
"acc": 76.05,
|
|
"f1": [
|
|
0.8254451155662537,
|
|
0.8384580612182617,
|
|
0.7394185066223145,
|
|
0.557975172996521,
|
|
0.7174965143203735,
|
|
0.6385319828987122,
|
|
0.8373463153839111,
|
|
0.7508502006530762,
|
|
0.867997944355011,
|
|
0.7723576426506042
|
|
],
|
|
"time": 9.861239086836576,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 0.7002115845680237,
|
|
"val_loss": 0.5620254278182983,
|
|
"acc": 78.55,
|
|
"f1": [
|
|
0.8008823990821838,
|
|
0.8705623745918274,
|
|
0.7436462640762329,
|
|
0.6189494132995605,
|
|
0.7635740041732788,
|
|
0.7058294415473938,
|
|
0.8449648022651672,
|
|
0.7936325073242188,
|
|
0.8609521985054016,
|
|
0.8564428091049194
|
|
],
|
|
"time": 10.323447381146252,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.6463953256607056,
|
|
"val_loss": 0.6638811230659485,
|
|
"acc": 77.7,
|
|
"f1": [
|
|
0.7791026830673218,
|
|
0.8891147971153259,
|
|
0.7104200720787048,
|
|
0.6246508955955505,
|
|
0.7223167419433594,
|
|
0.6738311052322388,
|
|
0.8471952676773071,
|
|
0.8224738836288452,
|
|
0.8497456312179565,
|
|
0.8561708927154541
|
|
],
|
|
"time": 10.130912288092077,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.6932294964790344,
|
|
"val_loss": 0.6838545203208923,
|
|
"acc": 74.73,
|
|
"f1": [
|
|
0.8043373823165894,
|
|
0.8811115026473999,
|
|
0.6358635425567627,
|
|
0.5903670787811279,
|
|
0.7502567768096924,
|
|
0.672122597694397,
|
|
0.6684209108352661,
|
|
0.830784797668457,
|
|
0.8383231163024902,
|
|
0.8435516357421875
|
|
],
|
|
"time": 10.400749982334673,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.6347443461418152,
|
|
"val_loss": 0.5888174176216125,
|
|
"acc": 78.96,
|
|
"f1": [
|
|
0.82462477684021,
|
|
0.8582373261451721,
|
|
0.7497401833534241,
|
|
0.6415477395057678,
|
|
0.8049139380455017,
|
|
0.7080938220024109,
|
|
0.7836936712265015,
|
|
0.8430491089820862,
|
|
0.8352559208869934,
|
|
0.8479216694831848
|
|
],
|
|
"time": 9.88647318072617,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 0.6791415214538574,
|
|
"val_loss": 0.6692352294921875,
|
|
"acc": 77.95,
|
|
"f1": [
|
|
0.8365736603736877,
|
|
0.8853954076766968,
|
|
0.7303898930549622,
|
|
0.6094739437103271,
|
|
0.7854164838790894,
|
|
0.5973854064941406,
|
|
0.8534834384918213,
|
|
0.812170684337616,
|
|
0.8551334142684937,
|
|
0.8644883036613464
|
|
],
|
|
"time": 9.7161378050223,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.7544928193092346,
|
|
"val_loss": 0.710330069065094,
|
|
"acc": 78.01,
|
|
"f1": [
|
|
0.8009099364280701,
|
|
0.8826977610588074,
|
|
0.7026367783546448,
|
|
0.6309638023376465,
|
|
0.7620946168899536,
|
|
0.6612433195114136,
|
|
0.8303084373474121,
|
|
0.7890759706497192,
|
|
0.880997896194458,
|
|
0.8599380254745483
|
|
],
|
|
"time": 10.082324158400297,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.724896252155304,
|
|
"val_loss": 0.5648375749588013,
|
|
"acc": 79.45,
|
|
"f1": [
|
|
0.829518735408783,
|
|
0.8693854808807373,
|
|
0.7457625269889832,
|
|
0.5763334035873413,
|
|
0.7587372064590454,
|
|
0.7179248332977295,
|
|
0.8418077826499939,
|
|
0.8612097501754761,
|
|
0.8622397184371948,
|
|
0.8388276696205139
|
|
],
|
|
"time": 10.014889688231051,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.6416052579879761,
|
|
"val_loss": 0.6102417707443237,
|
|
"acc": 79.03,
|
|
"f1": [
|
|
0.8207932710647583,
|
|
0.8794400095939636,
|
|
0.7461830973625183,
|
|
0.5845965147018433,
|
|
0.7583147287368774,
|
|
0.6727687120437622,
|
|
0.8265212178230286,
|
|
0.8568351864814758,
|
|
0.8806418180465698,
|
|
0.8337212800979614
|
|
],
|
|
"time": 10.441440858878195,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.665001392364502,
|
|
"val_loss": 0.5318981409072876,
|
|
"acc": 79.01,
|
|
"f1": [
|
|
0.8256187438964844,
|
|
0.8895404934883118,
|
|
0.7318404316902161,
|
|
0.6544771790504456,
|
|
0.7409199476242065,
|
|
0.6952223181724548,
|
|
0.8349953293800354,
|
|
0.797674298286438,
|
|
0.8866277933120728,
|
|
0.8497014045715332
|
|
],
|
|
"time": 10.292507030069828,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.6440435647964478,
|
|
"val_loss": 0.554199755191803,
|
|
"acc": 79.36,
|
|
"f1": [
|
|
0.8238211274147034,
|
|
0.9005607962608337,
|
|
0.7527860403060913,
|
|
0.6152099370956421,
|
|
0.7774738669395447,
|
|
0.6970861554145813,
|
|
0.8345242738723755,
|
|
0.8546299934387207,
|
|
0.8757513761520386,
|
|
0.858279287815094
|
|
],
|
|
"time": 9.971394076012075,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.6063799858093262,
|
|
"val_loss": 0.5550225973129272,
|
|
"acc": 79.04,
|
|
"f1": [
|
|
0.8059565424919128,
|
|
0.887887716293335,
|
|
0.7343047261238098,
|
|
0.6302216649055481,
|
|
0.789802610874176,
|
|
0.7038477063179016,
|
|
0.8541351556777954,
|
|
0.8541457653045654,
|
|
0.8085104823112488,
|
|
0.8403099775314331
|
|
],
|
|
"time": 10.144691764377058,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.6243718266487122,
|
|
"val_loss": 0.5946140885353088,
|
|
"acc": 79.31,
|
|
"f1": [
|
|
0.8372557163238525,
|
|
0.875510036945343,
|
|
0.7525390982627869,
|
|
0.6257458329200745,
|
|
0.7779688239097595,
|
|
0.7039439678192139,
|
|
0.838778555393219,
|
|
0.8415936827659607,
|
|
0.8722644448280334,
|
|
0.8432716131210327
|
|
],
|
|
"time": 9.310352796688676,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.6234534382820129,
|
|
"val_loss": 0.5856378674507141,
|
|
"acc": 79.24,
|
|
"f1": [
|
|
0.8278929591178894,
|
|
0.8838151097297668,
|
|
0.7524750828742981,
|
|
0.627085268497467,
|
|
0.7809012532234192,
|
|
0.6497523188591003,
|
|
0.8403803110122681,
|
|
0.8694314956665039,
|
|
0.8289647698402405,
|
|
0.8464378118515015
|
|
],
|
|
"time": 10.53020281624049,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.6614833474159241,
|
|
"val_loss": 0.6573960185050964,
|
|
"acc": 79.15,
|
|
"f1": [
|
|
0.8273649215698242,
|
|
0.8837934732437134,
|
|
0.7636362314224243,
|
|
0.5826493501663208,
|
|
0.7874419093132019,
|
|
0.6768719553947449,
|
|
0.8227348327636719,
|
|
0.8446968793869019,
|
|
0.8638717532157898,
|
|
0.8545539379119873
|
|
],
|
|
"time": 10.365272299386561,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 0.5880616307258606,
|
|
"val_loss": 0.6427028179168701,
|
|
"acc": 80.75,
|
|
"f1": [
|
|
0.8531248569488525,
|
|
0.9019606113433838,
|
|
0.7545923590660095,
|
|
0.6357614994049072,
|
|
0.7846238613128662,
|
|
0.706208348274231,
|
|
0.8592161536216736,
|
|
0.8657822608947754,
|
|
0.8891116976737976,
|
|
0.8728023171424866
|
|
],
|
|
"time": 10.496898591518402,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.5647701025009155,
|
|
"val_loss": 0.5205813050270081,
|
|
"acc": 79.87,
|
|
"f1": [
|
|
0.8352527022361755,
|
|
0.8746046423912048,
|
|
0.7096239328384399,
|
|
0.6603950262069702,
|
|
0.7792481184005737,
|
|
0.6878769993782043,
|
|
0.8605742454528809,
|
|
0.8663544654846191,
|
|
0.8794042468070984,
|
|
0.859006404876709
|
|
],
|
|
"time": 9.894491501152515,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 0.6225034594535828,
|
|
"val_loss": 0.5320858955383301,
|
|
"acc": 80.63,
|
|
"f1": [
|
|
0.7839794158935547,
|
|
0.8868016600608826,
|
|
0.7810105085372925,
|
|
0.6679763197898865,
|
|
0.8086170554161072,
|
|
0.7127717733383179,
|
|
0.8515405058860779,
|
|
0.8577153086662292,
|
|
0.8560563325881958,
|
|
0.8559184074401855
|
|
],
|
|
"time": 10.309236866421998,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.6850602626800537,
|
|
"val_loss": 0.5896634459495544,
|
|
"acc": 79.07,
|
|
"f1": [
|
|
0.8366699814796448,
|
|
0.9023396372795105,
|
|
0.7510015964508057,
|
|
0.6110507845878601,
|
|
0.7824857234954834,
|
|
0.6607348918914795,
|
|
0.8018538355827332,
|
|
0.8312438726425171,
|
|
0.8706561923027039,
|
|
0.8817530870437622
|
|
],
|
|
"time": 10.126348303630948,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.6061475276947021,
|
|
"val_loss": 0.46967265009880066,
|
|
"acc": 81.59,
|
|
"f1": [
|
|
0.8459913730621338,
|
|
0.9135298132896423,
|
|
0.7765055894851685,
|
|
0.6339332461357117,
|
|
0.7971082925796509,
|
|
0.7234277725219727,
|
|
0.8295962810516357,
|
|
0.8557736873626709,
|
|
0.8767907023429871,
|
|
0.8792844414710999
|
|
],
|
|
"time": 10.047819875180721,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.5843014717102051,
|
|
"val_loss": 0.9411965608596802,
|
|
"acc": 75.16,
|
|
"f1": [
|
|
0.7795635461807251,
|
|
0.875133216381073,
|
|
0.7024446725845337,
|
|
0.5511048436164856,
|
|
0.7571883201599121,
|
|
0.6313962936401367,
|
|
0.8333331942558289,
|
|
0.8350130915641785,
|
|
0.8336058855056763,
|
|
0.8446453213691711
|
|
],
|
|
"time": 9.79217024333775,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 0.615342915058136,
|
|
"val_loss": 0.6079639196395874,
|
|
"acc": 76.55,
|
|
"f1": [
|
|
0.7928751111030579,
|
|
0.8880712985992432,
|
|
0.7047827243804932,
|
|
0.5204215049743652,
|
|
0.675571084022522,
|
|
0.6962420344352722,
|
|
0.8001915216445923,
|
|
0.8342623710632324,
|
|
0.8657716512680054,
|
|
0.8538134098052979
|
|
],
|
|
"time": 10.411292036995292,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.6660590767860413,
|
|
"val_loss": 0.5476793050765991,
|
|
"acc": 78.71,
|
|
"f1": [
|
|
0.8250948786735535,
|
|
0.8811255097389221,
|
|
0.740402102470398,
|
|
0.6279934644699097,
|
|
0.7699617743492126,
|
|
0.6946924328804016,
|
|
0.7986199855804443,
|
|
0.8284565210342407,
|
|
0.8685173988342285,
|
|
0.8346366882324219
|
|
],
|
|
"time": 9.74579956755042,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.6247475743293762,
|
|
"val_loss": 0.6003590226173401,
|
|
"acc": 80.69,
|
|
"f1": [
|
|
0.8392080068588257,
|
|
0.8896980285644531,
|
|
0.7677145004272461,
|
|
0.6519197225570679,
|
|
0.7863532900810242,
|
|
0.7026193141937256,
|
|
0.8518111109733582,
|
|
0.8660665154457092,
|
|
0.8893419504165649,
|
|
0.8615531325340271
|
|
],
|
|
"time": 10.056690352968872,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 0.5961850881576538,
|
|
"val_loss": 0.586200475692749,
|
|
"acc": 79.8,
|
|
"f1": [
|
|
0.8212701678276062,
|
|
0.8741225004196167,
|
|
0.7493307590484619,
|
|
0.646021842956543,
|
|
0.7752111554145813,
|
|
0.7083898782730103,
|
|
0.8776118159294128,
|
|
0.8613696694374084,
|
|
0.8677467703819275,
|
|
0.824730396270752
|
|
],
|
|
"time": 10.513136225752532,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 0.6181620359420776,
|
|
"val_loss": 0.5793901681900024,
|
|
"acc": 81.06,
|
|
"f1": [
|
|
0.845794141292572,
|
|
0.8667387366294861,
|
|
0.7550120949745178,
|
|
0.6642447710037231,
|
|
0.7904083728790283,
|
|
0.7004503011703491,
|
|
0.8690227270126343,
|
|
0.8680018782615662,
|
|
0.8839553594589233,
|
|
0.8514574766159058
|
|
],
|
|
"time": 9.871839362196624,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 0.6654530167579651,
|
|
"val_loss": 0.46735504269599915,
|
|
"acc": 81.27,
|
|
"f1": [
|
|
0.8405528664588928,
|
|
0.9092710018157959,
|
|
0.7019948363304138,
|
|
0.6757412552833557,
|
|
0.7925783395767212,
|
|
0.7259564995765686,
|
|
0.8657140731811523,
|
|
0.8391282558441162,
|
|
0.8952770233154297,
|
|
0.8571426868438721
|
|
],
|
|
"time": 10.647709921002388,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 0.5864524841308594,
|
|
"val_loss": 0.6228731870651245,
|
|
"acc": 78.93,
|
|
"f1": [
|
|
0.8186751008033752,
|
|
0.8338090777397156,
|
|
0.6823527812957764,
|
|
0.6450979113578796,
|
|
0.7735280394554138,
|
|
0.7168390154838562,
|
|
0.8584246039390564,
|
|
0.8553084135055542,
|
|
0.8822935819625854,
|
|
0.8192981481552124
|
|
],
|
|
"time": 9.8016117811203,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 0.6035106182098389,
|
|
"val_loss": 0.7288802266120911,
|
|
"acc": 77.58,
|
|
"f1": [
|
|
0.71296626329422,
|
|
0.874057948589325,
|
|
0.6995564103126526,
|
|
0.6494735479354858,
|
|
0.7724443078041077,
|
|
0.7028787732124329,
|
|
0.8369853496551514,
|
|
0.8263887763023376,
|
|
0.8504271507263184,
|
|
0.8559274673461914
|
|
],
|
|
"time": 9.915687666274607,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.5186269283294678,
|
|
"val_loss": 0.5530855059623718,
|
|
"acc": 82.38,
|
|
"f1": [
|
|
0.8496394157409668,
|
|
0.8927081227302551,
|
|
0.7910748720169067,
|
|
0.6756869554519653,
|
|
0.8181353807449341,
|
|
0.7241377830505371,
|
|
0.8682246208190918,
|
|
0.8721277713775635,
|
|
0.8954926133155823,
|
|
0.8695217967033386
|
|
],
|
|
"time": 10.425233666785061,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 0.6707945466041565,
|
|
"val_loss": 0.4813956618309021,
|
|
"acc": 80.32,
|
|
"f1": [
|
|
0.8249532580375671,
|
|
0.8558707237243652,
|
|
0.7545269727706909,
|
|
0.660651445388794,
|
|
0.7958440184593201,
|
|
0.7276360392570496,
|
|
0.8439250588417053,
|
|
0.8649191856384277,
|
|
0.8636361360549927,
|
|
0.8417662382125854
|
|
],
|
|
"time": 9.49894857313484,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 0.5778416991233826,
|
|
"val_loss": 0.5056451559066772,
|
|
"acc": 82.13,
|
|
"f1": [
|
|
0.8618288636207581,
|
|
0.8965883255004883,
|
|
0.7806352376937866,
|
|
0.6673365831375122,
|
|
0.8198635578155518,
|
|
0.7334557175636292,
|
|
0.8598724603652954,
|
|
0.8579263687133789,
|
|
0.8735847473144531,
|
|
0.8731986880302429
|
|
],
|
|
"time": 10.217807254754007,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 0.5654920339584351,
|
|
"val_loss": 0.6298956274986267,
|
|
"acc": 75.4,
|
|
"f1": [
|
|
0.8205623626708984,
|
|
0.8347151279449463,
|
|
0.7313515543937683,
|
|
0.6131316423416138,
|
|
0.7218364477157593,
|
|
0.6806952953338623,
|
|
0.7026681900024414,
|
|
0.7888548970222473,
|
|
0.8374682068824768,
|
|
0.8020652532577515
|
|
],
|
|
"time": 10.076012410223484,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 0.6244118809700012,
|
|
"val_loss": 0.5242884755134583,
|
|
"acc": 80.81,
|
|
"f1": [
|
|
0.8035712242126465,
|
|
0.9062654972076416,
|
|
0.758224368095398,
|
|
0.6333710551261902,
|
|
0.8120374083518982,
|
|
0.7186409831047058,
|
|
0.833184540271759,
|
|
0.8712769150733948,
|
|
0.8642208576202393,
|
|
0.8683234453201294
|
|
],
|
|
"time": 9.77839611005038,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 0.5063266158103943,
|
|
"val_loss": 0.5774183869361877,
|
|
"acc": 79.97,
|
|
"f1": [
|
|
0.8468104004859924,
|
|
0.9002609252929688,
|
|
0.7113021016120911,
|
|
0.6105749607086182,
|
|
0.8154239654541016,
|
|
0.7271891832351685,
|
|
0.798850417137146,
|
|
0.8725181221961975,
|
|
0.8949184417724609,
|
|
0.869438886642456
|
|
],
|
|
"time": 10.541742304340005,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 0.5346087217330933,
|
|
"val_loss": 0.5765975117683411,
|
|
"acc": 80.12,
|
|
"f1": [
|
|
0.828770637512207,
|
|
0.8744633197784424,
|
|
0.7209703922271729,
|
|
0.6320392489433289,
|
|
0.7932328581809998,
|
|
0.715103268623352,
|
|
0.8453606367111206,
|
|
0.8674936890602112,
|
|
0.8645530939102173,
|
|
0.8554967045783997
|
|
],
|
|
"time": 9.053843471221626,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 0.5948126316070557,
|
|
"val_loss": 0.4560767114162445,
|
|
"acc": 81.79,
|
|
"f1": [
|
|
0.8465202450752258,
|
|
0.8894521594047546,
|
|
0.775447428226471,
|
|
0.6441240310668945,
|
|
0.8169152140617371,
|
|
0.7258143424987793,
|
|
0.8381664156913757,
|
|
0.8786067962646484,
|
|
0.8805739283561707,
|
|
0.863086462020874
|
|
],
|
|
"time": 10.199631480500102,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 0.5105354189872742,
|
|
"val_loss": 0.672885000705719,
|
|
"acc": 76.55,
|
|
"f1": [
|
|
0.8165090084075928,
|
|
0.8739253282546997,
|
|
0.7037349939346313,
|
|
0.6122610569000244,
|
|
0.6726686954498291,
|
|
0.6990714073181152,
|
|
0.793002724647522,
|
|
0.8409330248832703,
|
|
0.8359835147857666,
|
|
0.831973671913147
|
|
],
|
|
"time": 10.508721164427698,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 0.4706966280937195,
|
|
"val_loss": 0.6228083372116089,
|
|
"acc": 77.89,
|
|
"f1": [
|
|
0.7325859665870667,
|
|
0.9005665183067322,
|
|
0.7323231101036072,
|
|
0.6115849614143372,
|
|
0.785115122795105,
|
|
0.6516715884208679,
|
|
0.8055234551429749,
|
|
0.869837760925293,
|
|
0.8463377952575684,
|
|
0.866569459438324
|
|
],
|
|
"time": 10.328587093390524,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 0.5089225769042969,
|
|
"val_loss": 0.6476937532424927,
|
|
"acc": 81.02,
|
|
"f1": [
|
|
0.859875500202179,
|
|
0.9065563082695007,
|
|
0.7543774247169495,
|
|
0.5512735247612,
|
|
0.794520378112793,
|
|
0.7192007899284363,
|
|
0.8312979340553284,
|
|
0.861166775226593,
|
|
0.8930140733718872,
|
|
0.8602869510650635
|
|
],
|
|
"time": 10.075291373766959,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 0.5297348499298096,
|
|
"val_loss": 0.5162112712860107,
|
|
"acc": 81.96,
|
|
"f1": [
|
|
0.8503686189651489,
|
|
0.896041989326477,
|
|
0.7740231156349182,
|
|
0.6660935282707214,
|
|
0.8195521235466003,
|
|
0.711484432220459,
|
|
0.852676272392273,
|
|
0.8752618432044983,
|
|
0.8841677904129028,
|
|
0.8839282989501953
|
|
],
|
|
"time": 9.780235305428505,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 0.5489488840103149,
|
|
"val_loss": 0.5474910140037537,
|
|
"acc": 80.7,
|
|
"f1": [
|
|
0.8519098162651062,
|
|
0.891904890537262,
|
|
0.7504262924194336,
|
|
0.6498764157295227,
|
|
0.7940592765808105,
|
|
0.7136319875717163,
|
|
0.8158466815948486,
|
|
0.8655205965042114,
|
|
0.8910889029502869,
|
|
0.8555915355682373
|
|
],
|
|
"time": 10.08937603700906,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 0.5543431043624878,
|
|
"val_loss": 0.4551445245742798,
|
|
"acc": 81.9,
|
|
"f1": [
|
|
0.8454129099845886,
|
|
0.9076999425888062,
|
|
0.779496967792511,
|
|
0.6775394678115845,
|
|
0.8232372403144836,
|
|
0.7149073481559753,
|
|
0.8650791049003601,
|
|
0.8546057939529419,
|
|
0.8534796833992004,
|
|
0.8738737106323242
|
|
],
|
|
"time": 10.229635255411267,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 0.512567400932312,
|
|
"val_loss": 0.7159281969070435,
|
|
"acc": 79.69,
|
|
"f1": [
|
|
0.8390149474143982,
|
|
0.8912929892539978,
|
|
0.7449391484260559,
|
|
0.5861213207244873,
|
|
0.7381425499916077,
|
|
0.7145610451698303,
|
|
0.8370041847229004,
|
|
0.833254873752594,
|
|
0.8928030729293823,
|
|
0.8616560697555542
|
|
],
|
|
"time": 9.786415630020201,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 0.47066912055015564,
|
|
"val_loss": 0.4793466031551361,
|
|
"acc": 81.11,
|
|
"f1": [
|
|
0.846828043460846,
|
|
0.8748000860214233,
|
|
0.7705190777778625,
|
|
0.6841170191764832,
|
|
0.7904615998268127,
|
|
0.7265623807907104,
|
|
0.862307071685791,
|
|
0.8428244590759277,
|
|
0.8928393125534058,
|
|
0.8246152400970459
|
|
],
|
|
"time": 10.549848820082843,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.427951842546463,
|
|
"val_loss": 0.49895182251930237,
|
|
"acc": 82.35,
|
|
"f1": [
|
|
0.853817343711853,
|
|
0.9030635356903076,
|
|
0.7881121635437012,
|
|
0.6700454950332642,
|
|
0.7999998927116394,
|
|
0.7399998903274536,
|
|
0.8616713285446167,
|
|
0.864362895488739,
|
|
0.8868215084075928,
|
|
0.8677418231964111
|
|
],
|
|
"time": 9.554206939414144,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 0.4913731813430786,
|
|
"val_loss": 0.534310519695282,
|
|
"acc": 78.4,
|
|
"f1": [
|
|
0.8319500088691711,
|
|
0.8881921172142029,
|
|
0.7151135206222534,
|
|
0.62530517578125,
|
|
0.7594176530838013,
|
|
0.599740743637085,
|
|
0.8519453406333923,
|
|
0.8485521674156189,
|
|
0.832379937171936,
|
|
0.8711338639259338
|
|
],
|
|
"time": 10.389747786335647,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 0.501948356628418,
|
|
"val_loss": 0.5994924306869507,
|
|
"acc": 79.82,
|
|
"f1": [
|
|
0.8250442147254944,
|
|
0.8952184915542603,
|
|
0.7630825638771057,
|
|
0.6376574635505676,
|
|
0.7982645034790039,
|
|
0.7111109495162964,
|
|
0.8025403022766113,
|
|
0.8740811944007874,
|
|
0.8524408936500549,
|
|
0.8619775772094727
|
|
],
|
|
"time": 9.829401446506381,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 0.45006775856018066,
|
|
"val_loss": 0.5451521873474121,
|
|
"acc": 82.82,
|
|
"f1": [
|
|
0.8681703209877014,
|
|
0.8993287086486816,
|
|
0.7968335747718811,
|
|
0.6686685681343079,
|
|
0.7874212265014648,
|
|
0.7469878196716309,
|
|
0.8721879720687866,
|
|
0.872668981552124,
|
|
0.8944976329803467,
|
|
0.8881046175956726
|
|
],
|
|
"time": 9.73883543163538,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.4955579936504364,
|
|
"val_loss": 0.5691064596176147,
|
|
"acc": 81.59,
|
|
"f1": [
|
|
0.8126093149185181,
|
|
0.8955985903739929,
|
|
0.7929238080978394,
|
|
0.6754199862480164,
|
|
0.8238048553466797,
|
|
0.6993085741996765,
|
|
0.8735509514808655,
|
|
0.8646541833877563,
|
|
0.8615069389343262,
|
|
0.8390696048736572
|
|
],
|
|
"time": 9.678830021992326,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 0.5018912553787231,
|
|
"val_loss": 0.5461313128471375,
|
|
"acc": 83.47,
|
|
"f1": [
|
|
0.8618385195732117,
|
|
0.9083583354949951,
|
|
0.7816762328147888,
|
|
0.6933452486991882,
|
|
0.8191266059875488,
|
|
0.7457625269889832,
|
|
0.8541763424873352,
|
|
0.8994383215904236,
|
|
0.9073889851570129,
|
|
0.8870464563369751
|
|
],
|
|
"time": 10.14614599198103,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 0.5371435880661011,
|
|
"val_loss": 0.48226308822631836,
|
|
"acc": 83.87,
|
|
"f1": [
|
|
0.8649423718452454,
|
|
0.9021111726760864,
|
|
0.7861810326576233,
|
|
0.7032538652420044,
|
|
0.8436110615730286,
|
|
0.7431523203849792,
|
|
0.8827223777770996,
|
|
0.8960242867469788,
|
|
0.899948000907898,
|
|
0.8733903765678406
|
|
],
|
|
"time": 10.592043282464147,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 0.49856501817703247,
|
|
"val_loss": 0.505753219127655,
|
|
"acc": 82.74,
|
|
"f1": [
|
|
0.8656104207038879,
|
|
0.8932037353515625,
|
|
0.7900722026824951,
|
|
0.6821560263633728,
|
|
0.8269038796424866,
|
|
0.7479594945907593,
|
|
0.8446915149688721,
|
|
0.883932888507843,
|
|
0.8977210521697998,
|
|
0.8626196384429932
|
|
],
|
|
"time": 10.017008098773658,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 0.5658371448516846,
|
|
"val_loss": 0.51875901222229,
|
|
"acc": 82.98,
|
|
"f1": [
|
|
0.8459084033966064,
|
|
0.9076921939849854,
|
|
0.7814691662788391,
|
|
0.6778553128242493,
|
|
0.823754608631134,
|
|
0.7309191226959229,
|
|
0.8783172369003296,
|
|
0.8862581849098206,
|
|
0.8939028382301331,
|
|
0.8787877559661865
|
|
],
|
|
"time": 9.821019744500518,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 0.452421635389328,
|
|
"val_loss": 0.5572655200958252,
|
|
"acc": 81.51,
|
|
"f1": [
|
|
0.8397582769393921,
|
|
0.8778624534606934,
|
|
0.7580009698867798,
|
|
0.6408774852752686,
|
|
0.7903871536254883,
|
|
0.7413126230239868,
|
|
0.8547971844673157,
|
|
0.8693180084228516,
|
|
0.8830796480178833,
|
|
0.8690474033355713
|
|
],
|
|
"time": 10.359633182175457,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 0.4184919595718384,
|
|
"val_loss": 0.46736669540405273,
|
|
"acc": 83.91,
|
|
"f1": [
|
|
0.8758756518363953,
|
|
0.9177531003952026,
|
|
0.8209971785545349,
|
|
0.7024791836738586,
|
|
0.8291763067245483,
|
|
0.7321062088012695,
|
|
0.8613534569740295,
|
|
0.8741186261177063,
|
|
0.897423267364502,
|
|
0.8908072710037231
|
|
],
|
|
"time": 10.048339447006583,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.46404996514320374,
|
|
"val_loss": 0.4746018946170807,
|
|
"acc": 83.79,
|
|
"f1": [
|
|
0.8636581897735596,
|
|
0.9099008440971375,
|
|
0.7959082722663879,
|
|
0.7028346061706543,
|
|
0.8317427039146423,
|
|
0.7437848448753357,
|
|
0.8742513060569763,
|
|
0.8843321204185486,
|
|
0.8988652229309082,
|
|
0.8779219388961792
|
|
],
|
|
"time": 10.072523112408817,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.47310319542884827,
|
|
"val_loss": 0.5936024785041809,
|
|
"acc": 82.87,
|
|
"f1": [
|
|
0.8721483945846558,
|
|
0.9092699885368347,
|
|
0.7938300967216492,
|
|
0.6717265844345093,
|
|
0.8069791197776794,
|
|
0.717110812664032,
|
|
0.8665317296981812,
|
|
0.8900467157363892,
|
|
0.9044004082679749,
|
|
0.8839998245239258
|
|
],
|
|
"time": 10.471524361521006,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 0.49226313829421997,
|
|
"val_loss": 0.39170828461647034,
|
|
"acc": 84.18,
|
|
"f1": [
|
|
0.8758827447891235,
|
|
0.9084609746932983,
|
|
0.788276731967926,
|
|
0.6854597926139832,
|
|
0.8390915989875793,
|
|
0.7548099160194397,
|
|
0.8874691724777222,
|
|
0.888420820236206,
|
|
0.9109894037246704,
|
|
0.8823233246803284
|
|
],
|
|
"time": 10.549122725613415,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.37871676683425903,
|
|
"val_loss": 0.4697752892971039,
|
|
"acc": 83.65,
|
|
"f1": [
|
|
0.8703410625457764,
|
|
0.9094628095626831,
|
|
0.7697516083717346,
|
|
0.6775843501091003,
|
|
0.8344987034797668,
|
|
0.7454716563224792,
|
|
0.8748775720596313,
|
|
0.891972005367279,
|
|
0.9048084020614624,
|
|
0.8786851763725281
|
|
],
|
|
"time": 10.075476301833987,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.4628061354160309,
|
|
"val_loss": 0.5389735698699951,
|
|
"acc": 82.01,
|
|
"f1": [
|
|
0.7963838577270508,
|
|
0.9089025259017944,
|
|
0.7543396353721619,
|
|
0.6738893389701843,
|
|
0.8281633257865906,
|
|
0.7278512716293335,
|
|
0.8641301989555359,
|
|
0.8723194003105164,
|
|
0.8816791772842407,
|
|
0.8767907023429871
|
|
],
|
|
"time": 9.741514761000872,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.4530666172504425,
|
|
"val_loss": 0.43284115195274353,
|
|
"acc": 84.21,
|
|
"f1": [
|
|
0.8748112916946411,
|
|
0.9102887511253357,
|
|
0.7788625955581665,
|
|
0.7044211030006409,
|
|
0.8383347988128662,
|
|
0.7504760026931763,
|
|
0.8689786791801453,
|
|
0.8901152014732361,
|
|
0.911530613899231,
|
|
0.8895432949066162
|
|
],
|
|
"time": 10.225816658698022,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.4800935983657837,
|
|
"val_loss": 0.4934244751930237,
|
|
"acc": 82.85,
|
|
"f1": [
|
|
0.8700505495071411,
|
|
0.9025843143463135,
|
|
0.7879091501235962,
|
|
0.6798344850540161,
|
|
0.8214468955993652,
|
|
0.7267023324966431,
|
|
0.8791320323944092,
|
|
0.8890039920806885,
|
|
0.8953668475151062,
|
|
0.8654847145080566
|
|
],
|
|
"time": 10.412280173040926,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.48101550340652466,
|
|
"val_loss": 0.5474982857704163,
|
|
"acc": 81.02,
|
|
"f1": [
|
|
0.8468174934387207,
|
|
0.9022631645202637,
|
|
0.775661289691925,
|
|
0.6287756562232971,
|
|
0.8063322901725769,
|
|
0.6976310610771179,
|
|
0.873456597328186,
|
|
0.8753286004066467,
|
|
0.8886687755584717,
|
|
0.8735386729240417
|
|
],
|
|
"time": 10.183272165246308,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.4804019629955292,
|
|
"val_loss": 0.5542125701904297,
|
|
"acc": 83.02,
|
|
"f1": [
|
|
0.8415348529815674,
|
|
0.9048841595649719,
|
|
0.7863708734512329,
|
|
0.6871164441108704,
|
|
0.8310219645500183,
|
|
0.7543351054191589,
|
|
0.8356859087944031,
|
|
0.8848545551300049,
|
|
0.9068008065223694,
|
|
0.8931068181991577
|
|
],
|
|
"time": 9.988890830427408,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.40293779969215393,
|
|
"val_loss": 0.5891923904418945,
|
|
"acc": 81.43,
|
|
"f1": [
|
|
0.8513879776000977,
|
|
0.9088159203529358,
|
|
0.7831879258155823,
|
|
0.6683781147003174,
|
|
0.8178216218948364,
|
|
0.6538698077201843,
|
|
0.805020809173584,
|
|
0.871038019657135,
|
|
0.899666965007782,
|
|
0.8850929737091064
|
|
],
|
|
"time": 10.187057447619736,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.45670077204704285,
|
|
"val_loss": 0.4593253433704376,
|
|
"acc": 84.53,
|
|
"f1": [
|
|
0.8761147260665894,
|
|
0.9041093587875366,
|
|
0.8109241724014282,
|
|
0.6958269476890564,
|
|
0.8469223976135254,
|
|
0.7484274506568909,
|
|
0.8968251943588257,
|
|
0.8959363698959351,
|
|
0.9085455536842346,
|
|
0.879250705242157
|
|
],
|
|
"time": 10.322218463756144,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.40564092993736267,
|
|
"val_loss": 0.5000401139259338,
|
|
"acc": 82.45,
|
|
"f1": [
|
|
0.8732807636260986,
|
|
0.9051461219787598,
|
|
0.7817480564117432,
|
|
0.6435688734054565,
|
|
0.8342796564102173,
|
|
0.7099999189376831,
|
|
0.8448842167854309,
|
|
0.8890050649642944,
|
|
0.9059911370277405,
|
|
0.8906086683273315
|
|
],
|
|
"time": 9.751804808154702,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.44176292419433594,
|
|
"val_loss": 0.45478886365890503,
|
|
"acc": 84.64,
|
|
"f1": [
|
|
0.8742343783378601,
|
|
0.9003400802612305,
|
|
0.8017407059669495,
|
|
0.7082124352455139,
|
|
0.8467659950256348,
|
|
0.7543858289718628,
|
|
0.8935062885284424,
|
|
0.9002959728240967,
|
|
0.9162764549255371,
|
|
0.8741933703422546
|
|
],
|
|
"time": 9.859408196993172,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.38239213824272156,
|
|
"val_loss": 0.45368117094039917,
|
|
"acc": 85.06,
|
|
"f1": [
|
|
0.8733873963356018,
|
|
0.9110428094863892,
|
|
0.8147408366203308,
|
|
0.7098057270050049,
|
|
0.8537052869796753,
|
|
0.7575917840003967,
|
|
0.8761903047561646,
|
|
0.8956474661827087,
|
|
0.9139997959136963,
|
|
0.8965515494346619
|
|
],
|
|
"time": 9.778441736474633,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.3202967047691345,
|
|
"val_loss": 0.5614067912101746,
|
|
"acc": 84.35,
|
|
"f1": [
|
|
0.8753178715705872,
|
|
0.902814507484436,
|
|
0.8019322156906128,
|
|
0.699547290802002,
|
|
0.843643307685852,
|
|
0.7523123025894165,
|
|
0.8893526792526245,
|
|
0.8964101076126099,
|
|
0.9050813317298889,
|
|
0.8806388974189758
|
|
],
|
|
"time": 9.87468165718019,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.343720406293869,
|
|
"val_loss": 0.43539977073669434,
|
|
"acc": 85.24,
|
|
"f1": [
|
|
0.8836290836334229,
|
|
0.9105526208877563,
|
|
0.8195071220397949,
|
|
0.7034552097320557,
|
|
0.8596835732460022,
|
|
0.7506051659584045,
|
|
0.8930371403694153,
|
|
0.8922608494758606,
|
|
0.9156624674797058,
|
|
0.8947367072105408
|
|
],
|
|
"time": 10.540830404497683,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.4425473213195801,
|
|
"val_loss": 0.4890251159667969,
|
|
"acc": 84.42,
|
|
"f1": [
|
|
0.8748142719268799,
|
|
0.9136431217193604,
|
|
0.8113205432891846,
|
|
0.693027913570404,
|
|
0.8273672461509705,
|
|
0.7479495406150818,
|
|
0.8832643032073975,
|
|
0.8834949731826782,
|
|
0.9093608856201172,
|
|
0.8855035901069641
|
|
],
|
|
"time": 10.544875551015139,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.4034866988658905,
|
|
"val_loss": 0.5212225317955017,
|
|
"acc": 83.68,
|
|
"f1": [
|
|
0.8670853972434998,
|
|
0.9002609252929688,
|
|
0.7820795178413391,
|
|
0.6831274032592773,
|
|
0.8309650421142578,
|
|
0.7579249143600464,
|
|
0.8702126145362854,
|
|
0.8853408694267273,
|
|
0.9075873494148254,
|
|
0.8746491074562073
|
|
],
|
|
"time": 10.292769436724484,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.3500933349132538,
|
|
"val_loss": 0.47520771622657776,
|
|
"acc": 85.6,
|
|
"f1": [
|
|
0.882409930229187,
|
|
0.9172036051750183,
|
|
0.822303056716919,
|
|
0.7041271328926086,
|
|
0.8516002893447876,
|
|
0.7727929353713989,
|
|
0.8972971439361572,
|
|
0.9071205854415894,
|
|
0.9170982241630554,
|
|
0.8932037353515625
|
|
],
|
|
"time": 9.548879070207477,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 151,
|
|
"train_loss": 0.3716083765029907,
|
|
"val_loss": 0.5415399670600891,
|
|
"acc": 85.35,
|
|
"f1": [
|
|
0.8844982981681824,
|
|
0.9125819206237793,
|
|
0.8166664838790894,
|
|
0.7199628949165344,
|
|
0.8456788063049316,
|
|
0.7589742541313171,
|
|
0.8969695568084717,
|
|
0.899598240852356,
|
|
0.9106879830360413,
|
|
0.8955076932907104
|
|
],
|
|
"time": 10.047742661088705,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 152,
|
|
"train_loss": 0.37851235270500183,
|
|
"val_loss": 0.4876593053340912,
|
|
"acc": 83.8,
|
|
"f1": [
|
|
0.8600534200668335,
|
|
0.9126211404800415,
|
|
0.7947778701782227,
|
|
0.680221676826477,
|
|
0.8388329148292542,
|
|
0.7502418756484985,
|
|
0.888337254524231,
|
|
0.8801694512367249,
|
|
0.9078361392021179,
|
|
0.8846917152404785
|
|
],
|
|
"time": 10.640140815638006,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 153,
|
|
"train_loss": 0.33314433693885803,
|
|
"val_loss": 0.3843638598918915,
|
|
"acc": 84.86,
|
|
"f1": [
|
|
0.8740882873535156,
|
|
0.9004688262939453,
|
|
0.8082899451255798,
|
|
0.7047324180603027,
|
|
0.8488036394119263,
|
|
0.767108678817749,
|
|
0.8873651623725891,
|
|
0.887378454208374,
|
|
0.9142855405807495,
|
|
0.8816167712211609
|
|
],
|
|
"time": 9.448861612938344,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 154,
|
|
"train_loss": 0.32293957471847534,
|
|
"val_loss": 0.48600977659225464,
|
|
"acc": 84.93,
|
|
"f1": [
|
|
0.8846917152404785,
|
|
0.9163708090782166,
|
|
0.797335684299469,
|
|
0.6849160194396973,
|
|
0.8416546583175659,
|
|
0.7696175575256348,
|
|
0.882070779800415,
|
|
0.8980226516723633,
|
|
0.9080290794372559,
|
|
0.8958860039710999
|
|
],
|
|
"time": 10.403947343118489,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 155,
|
|
"train_loss": 0.39328938722610474,
|
|
"val_loss": 0.43434348702430725,
|
|
"acc": 84.01,
|
|
"f1": [
|
|
0.873374879360199,
|
|
0.9195749759674072,
|
|
0.7882186770439148,
|
|
0.6972475647926331,
|
|
0.8287011384963989,
|
|
0.7486572861671448,
|
|
0.8793272972106934,
|
|
0.8980630040168762,
|
|
0.8843958377838135,
|
|
0.8879917860031128
|
|
],
|
|
"time": 10.50152713432908,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 156,
|
|
"train_loss": 0.44059011340141296,
|
|
"val_loss": 0.39818140864372253,
|
|
"acc": 85.33,
|
|
"f1": [
|
|
0.8788195848464966,
|
|
0.9144541025161743,
|
|
0.8254125118255615,
|
|
0.7037201523780823,
|
|
0.846416175365448,
|
|
0.7543666958808899,
|
|
0.8970948457717896,
|
|
0.909831702709198,
|
|
0.9203978776931763,
|
|
0.8928752541542053
|
|
],
|
|
"time": 10.090022128075361,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 157,
|
|
"train_loss": 0.4130789637565613,
|
|
"val_loss": 0.47121065855026245,
|
|
"acc": 84.88,
|
|
"f1": [
|
|
0.8677516579627991,
|
|
0.908717691898346,
|
|
0.8217282295227051,
|
|
0.7208698987960815,
|
|
0.8454722762107849,
|
|
0.7712485194206238,
|
|
0.8928757905960083,
|
|
0.8997048735618591,
|
|
0.8789569735527039,
|
|
0.8726926445960999
|
|
],
|
|
"time": 10.621008936315775,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 158,
|
|
"train_loss": 0.36813175678253174,
|
|
"val_loss": 0.46228262782096863,
|
|
"acc": 85.74,
|
|
"f1": [
|
|
0.8888887763023376,
|
|
0.9192420840263367,
|
|
0.8115180730819702,
|
|
0.7281844615936279,
|
|
0.8385606408119202,
|
|
0.762875497341156,
|
|
0.8917071223258972,
|
|
0.911302387714386,
|
|
0.918655514717102,
|
|
0.8941770792007446
|
|
],
|
|
"time": 10.492961514741182,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 159,
|
|
"train_loss": 0.37094545364379883,
|
|
"val_loss": 0.4665747582912445,
|
|
"acc": 86.27,
|
|
"f1": [
|
|
0.8937689661979675,
|
|
0.9211322665214539,
|
|
0.8301495909690857,
|
|
0.7297165989875793,
|
|
0.8597766160964966,
|
|
0.7684264779090881,
|
|
0.9041643738746643,
|
|
0.9115224480628967,
|
|
0.9129184484481812,
|
|
0.8957414627075195
|
|
],
|
|
"time": 10.456082968972623,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 160,
|
|
"train_loss": 0.35213929414749146,
|
|
"val_loss": 0.4509487450122833,
|
|
"acc": 85.59,
|
|
"f1": [
|
|
0.8799574971199036,
|
|
0.9207316040992737,
|
|
0.8168869018554688,
|
|
0.7277935147285461,
|
|
0.8596835732460022,
|
|
0.7594389319419861,
|
|
0.8725759983062744,
|
|
0.9012917876243591,
|
|
0.9118772745132446,
|
|
0.9066532850265503
|
|
],
|
|
"time": 9.451320835389197,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 161,
|
|
"train_loss": 0.3534179925918579,
|
|
"val_loss": 0.4214915335178375,
|
|
"acc": 85.98,
|
|
"f1": [
|
|
0.8939998149871826,
|
|
0.9196702837944031,
|
|
0.8155052661895752,
|
|
0.7245963215827942,
|
|
0.8581416010856628,
|
|
0.7695409655570984,
|
|
0.9028276205062866,
|
|
0.9008262753486633,
|
|
0.9284992814064026,
|
|
0.8952471613883972
|
|
],
|
|
"time": 10.293202449567616,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 162,
|
|
"train_loss": 0.29685109853744507,
|
|
"val_loss": 0.47790762782096863,
|
|
"acc": 85.18,
|
|
"f1": [
|
|
0.8611711859703064,
|
|
0.9208922386169434,
|
|
0.8149348497390747,
|
|
0.708256721496582,
|
|
0.8461166024208069,
|
|
0.7615268230438232,
|
|
0.9040824770927429,
|
|
0.9031263589859009,
|
|
0.909875214099884,
|
|
0.8987975120544434
|
|
],
|
|
"time": 9.792931890115142,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 163,
|
|
"train_loss": 0.3283943831920624,
|
|
"val_loss": 0.5161987543106079,
|
|
"acc": 85.28,
|
|
"f1": [
|
|
0.8874170184135437,
|
|
0.9177663326263428,
|
|
0.79758620262146,
|
|
0.7042130827903748,
|
|
0.8479123711585999,
|
|
0.7694718837738037,
|
|
0.8980580568313599,
|
|
0.9000521898269653,
|
|
0.9213707447052002,
|
|
0.9018644094467163
|
|
],
|
|
"time": 10.283437461592257,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 164,
|
|
"train_loss": 0.34403422474861145,
|
|
"val_loss": 0.410418838262558,
|
|
"acc": 86.86,
|
|
"f1": [
|
|
0.8941057324409485,
|
|
0.9214036464691162,
|
|
0.8346692323684692,
|
|
0.7354391813278198,
|
|
0.8740155696868896,
|
|
0.7740626335144043,
|
|
0.9052107930183411,
|
|
0.916155219078064,
|
|
0.9295773506164551,
|
|
0.9024143218994141
|
|
],
|
|
"time": 10.034536755643785,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 165,
|
|
"train_loss": 0.3607013523578644,
|
|
"val_loss": 0.4462733566761017,
|
|
"acc": 85.53,
|
|
"f1": [
|
|
0.8929998278617859,
|
|
0.9156008362770081,
|
|
0.816074013710022,
|
|
0.7057700157165527,
|
|
0.8498497009277344,
|
|
0.760452389717102,
|
|
0.8966191411018372,
|
|
0.9037569165229797,
|
|
0.9243106245994568,
|
|
0.8973459005355835
|
|
],
|
|
"time": 9.98813233524561,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 166,
|
|
"train_loss": 0.39338138699531555,
|
|
"val_loss": 0.4573478400707245,
|
|
"acc": 85.61,
|
|
"f1": [
|
|
0.8816751837730408,
|
|
0.9164555072784424,
|
|
0.8232950568199158,
|
|
0.7195121049880981,
|
|
0.8493149280548096,
|
|
0.7651475667953491,
|
|
0.9032590389251709,
|
|
0.9016305208206177,
|
|
0.9142854809761047,
|
|
0.8987215757369995
|
|
],
|
|
"time": 10.737682610750198,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 167,
|
|
"train_loss": 0.38768279552459717,
|
|
"val_loss": 0.4001150131225586,
|
|
"acc": 85.99,
|
|
"f1": [
|
|
0.891282856464386,
|
|
0.9197438359260559,
|
|
0.8308716416358948,
|
|
0.7213606238365173,
|
|
0.8575834035873413,
|
|
0.7664440870285034,
|
|
0.9044191241264343,
|
|
0.9015646576881409,
|
|
0.9160144329071045,
|
|
0.8990729451179504
|
|
],
|
|
"time": 10.4959212904796,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 168,
|
|
"train_loss": 0.29316896200180054,
|
|
"val_loss": 0.39996427297592163,
|
|
"acc": 86.56,
|
|
"f1": [
|
|
0.8915904760360718,
|
|
0.9244802594184875,
|
|
0.8407387733459473,
|
|
0.7417093515396118,
|
|
0.8669312596321106,
|
|
0.7670959234237671,
|
|
0.9043208360671997,
|
|
0.9080693125724792,
|
|
0.9245567917823792,
|
|
0.8999997973442078
|
|
],
|
|
"time": 9.785269187763333,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 169,
|
|
"train_loss": 0.24575994908809662,
|
|
"val_loss": 0.4952460527420044,
|
|
"acc": 86.93,
|
|
"f1": [
|
|
0.8922303915023804,
|
|
0.9226036071777344,
|
|
0.8274160623550415,
|
|
0.7435128688812256,
|
|
0.8697335124015808,
|
|
0.7847294807434082,
|
|
0.9020741581916809,
|
|
0.9169228672981262,
|
|
0.9316706657409668,
|
|
0.8986782431602478
|
|
],
|
|
"time": 10.570297992788255,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 170,
|
|
"train_loss": 0.3616194725036621,
|
|
"val_loss": 0.5313916206359863,
|
|
"acc": 85.55,
|
|
"f1": [
|
|
0.8866838812828064,
|
|
0.9196929335594177,
|
|
0.8129909038543701,
|
|
0.7156218886375427,
|
|
0.8469293117523193,
|
|
0.756110668182373,
|
|
0.8904829025268555,
|
|
0.9016982316970825,
|
|
0.9280076622962952,
|
|
0.898898720741272
|
|
],
|
|
"time": 9.678379056975245,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 171,
|
|
"train_loss": 0.30322203040122986,
|
|
"val_loss": 0.3664231300354004,
|
|
"acc": 86.32,
|
|
"f1": [
|
|
0.8976296782493591,
|
|
0.9176233410835266,
|
|
0.81800377368927,
|
|
0.7249745726585388,
|
|
0.8577132225036621,
|
|
0.7755509614944458,
|
|
0.8997576832771301,
|
|
0.9123709797859192,
|
|
0.9242051839828491,
|
|
0.9037569165229797
|
|
],
|
|
"time": 10.662494972348213,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 172,
|
|
"train_loss": 0.2814364433288574,
|
|
"val_loss": 0.33805304765701294,
|
|
"acc": 86.59,
|
|
"f1": [
|
|
0.8927873969078064,
|
|
0.9249491095542908,
|
|
0.8282617926597595,
|
|
0.7248040437698364,
|
|
0.8665708303451538,
|
|
0.7762126326560974,
|
|
0.9071251153945923,
|
|
0.9060937762260437,
|
|
0.9166263937950134,
|
|
0.9020977020263672
|
|
],
|
|
"time": 9.812351321801543,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 173,
|
|
"train_loss": 0.2492298036813736,
|
|
"val_loss": 0.41997700929641724,
|
|
"acc": 87.05,
|
|
"f1": [
|
|
0.9059915542602539,
|
|
0.9273459315299988,
|
|
0.8322547078132629,
|
|
0.7347545027732849,
|
|
0.8718453645706177,
|
|
0.7812343835830688,
|
|
0.9069422483444214,
|
|
0.9078533053398132,
|
|
0.930596113204956,
|
|
0.9095401167869568
|
|
],
|
|
"time": 9.9176529860124,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 174,
|
|
"train_loss": 0.2906496226787567,
|
|
"val_loss": 0.4772103726863861,
|
|
"acc": 86.58,
|
|
"f1": [
|
|
0.897653341293335,
|
|
0.9217045307159424,
|
|
0.8305165767669678,
|
|
0.7297941446304321,
|
|
0.8554031252861023,
|
|
0.7714883089065552,
|
|
0.9084433913230896,
|
|
0.9138274788856506,
|
|
0.9279277920722961,
|
|
0.9049543142318726
|
|
],
|
|
"time": 9.932703455910087,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 175,
|
|
"train_loss": 0.3084738850593567,
|
|
"val_loss": 0.44444745779037476,
|
|
"acc": 86.95,
|
|
"f1": [
|
|
0.8996537923812866,
|
|
0.9295350313186646,
|
|
0.8354678153991699,
|
|
0.734792947769165,
|
|
0.8614006638526917,
|
|
0.7787517309188843,
|
|
0.9102820158004761,
|
|
0.9070592522621155,
|
|
0.929172694683075,
|
|
0.9110319018363953
|
|
],
|
|
"time": 10.652081343345344,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 176,
|
|
"train_loss": 0.2846412658691406,
|
|
"val_loss": 0.44147658348083496,
|
|
"acc": 86.99,
|
|
"f1": [
|
|
0.9066664576530457,
|
|
0.9268540143966675,
|
|
0.8440365195274353,
|
|
0.7342253923416138,
|
|
0.8621188402175903,
|
|
0.7746407389640808,
|
|
0.9101853966712952,
|
|
0.9121724367141724,
|
|
0.9312434196472168,
|
|
0.9072163105010986
|
|
],
|
|
"time": 9.740732420235872,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 177,
|
|
"train_loss": 0.28373122215270996,
|
|
"val_loss": 0.40964576601982117,
|
|
"acc": 86.87,
|
|
"f1": [
|
|
0.8998488187789917,
|
|
0.9257199168205261,
|
|
0.8435921669006348,
|
|
0.7391712069511414,
|
|
0.860335111618042,
|
|
0.7719643115997314,
|
|
0.9082520008087158,
|
|
0.9112243056297302,
|
|
0.9333999752998352,
|
|
0.904691219329834
|
|
],
|
|
"time": 10.186647610738873,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 178,
|
|
"train_loss": 0.2414066344499588,
|
|
"val_loss": 0.40147826075553894,
|
|
"acc": 86.69,
|
|
"f1": [
|
|
0.9011856317520142,
|
|
0.9239128828048706,
|
|
0.8325265049934387,
|
|
0.7322403192520142,
|
|
0.8668728470802307,
|
|
0.7734642028808594,
|
|
0.9039036631584167,
|
|
0.9096476435661316,
|
|
0.930722713470459,
|
|
0.8990259170532227
|
|
],
|
|
"time": 10.825855417177081,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 179,
|
|
"train_loss": 0.2307056337594986,
|
|
"val_loss": 0.43598228693008423,
|
|
"acc": 87.17,
|
|
"f1": [
|
|
0.9047139883041382,
|
|
0.9218987226486206,
|
|
0.8483314514160156,
|
|
0.7387216091156006,
|
|
0.8722984194755554,
|
|
0.7774907350540161,
|
|
0.9081733822822571,
|
|
0.9153571724891663,
|
|
0.9334665536880493,
|
|
0.9036740660667419
|
|
],
|
|
"time": 10.021828056313097,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 180,
|
|
"train_loss": 0.24085509777069092,
|
|
"val_loss": 0.41282919049263,
|
|
"acc": 87.21,
|
|
"f1": [
|
|
0.9095425009727478,
|
|
0.9284272789955139,
|
|
0.8370700478553772,
|
|
0.7327796220779419,
|
|
0.8688278198242188,
|
|
0.7844310402870178,
|
|
0.9106424450874329,
|
|
0.9123161435127258,
|
|
0.933131992816925,
|
|
0.9089077711105347
|
|
],
|
|
"time": 10.180372859351337,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 181,
|
|
"train_loss": 0.21899645030498505,
|
|
"val_loss": 0.4991893470287323,
|
|
"acc": 87.1,
|
|
"f1": [
|
|
0.906732976436615,
|
|
0.9218434691429138,
|
|
0.8393833041191101,
|
|
0.7385684251785278,
|
|
0.8643214702606201,
|
|
0.786885142326355,
|
|
0.908178448677063,
|
|
0.9121925234794617,
|
|
0.9329972863197327,
|
|
0.9010987877845764
|
|
],
|
|
"time": 9.515426747500896,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 182,
|
|
"train_loss": 0.2723333537578583,
|
|
"val_loss": 0.4438489079475403,
|
|
"acc": 87.27,
|
|
"f1": [
|
|
0.8999007344245911,
|
|
0.9255694150924683,
|
|
0.8474574685096741,
|
|
0.7413201332092285,
|
|
0.8732942342758179,
|
|
0.7747932076454163,
|
|
0.9118539094924927,
|
|
0.9160693883895874,
|
|
0.9300491809844971,
|
|
0.9074625968933105
|
|
],
|
|
"time": 9.473418758250773,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 183,
|
|
"train_loss": 0.21422015130519867,
|
|
"val_loss": 0.4394876956939697,
|
|
"acc": 87.39,
|
|
"f1": [
|
|
0.9062809348106384,
|
|
0.9276379942893982,
|
|
0.8526421189308167,
|
|
0.7325862646102905,
|
|
0.8754341006278992,
|
|
0.7788744568824768,
|
|
0.9116606116294861,
|
|
0.9146339893341064,
|
|
0.9342037439346313,
|
|
0.911088764667511
|
|
],
|
|
"time": 10.775420852005482,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 184,
|
|
"train_loss": 0.23060187697410583,
|
|
"val_loss": 0.501941442489624,
|
|
"acc": 87.22,
|
|
"f1": [
|
|
0.9073513150215149,
|
|
0.9263893961906433,
|
|
0.8458815813064575,
|
|
0.7355411052703857,
|
|
0.8684079647064209,
|
|
0.7864404916763306,
|
|
0.9049503803253174,
|
|
0.9179987907409668,
|
|
0.930982232093811,
|
|
0.9044004082679749
|
|
],
|
|
"time": 10.748241644352674,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 185,
|
|
"train_loss": 0.30506932735443115,
|
|
"val_loss": 0.2784430980682373,
|
|
"acc": 87.37,
|
|
"f1": [
|
|
0.9096444845199585,
|
|
0.9296480417251587,
|
|
0.848577082157135,
|
|
0.7378638982772827,
|
|
0.86897212266922,
|
|
0.7754257321357727,
|
|
0.9058994650840759,
|
|
0.9149588346481323,
|
|
0.9352588057518005,
|
|
0.911983847618103
|
|
],
|
|
"time": 9.745340085588396,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 186,
|
|
"train_loss": 0.28609582781791687,
|
|
"val_loss": 0.3264564275741577,
|
|
"acc": 87.44,
|
|
"f1": [
|
|
0.9121043682098389,
|
|
0.9258881211280823,
|
|
0.8446453213691711,
|
|
0.7365875244140625,
|
|
0.8762374520301819,
|
|
0.7806352376937866,
|
|
0.908266007900238,
|
|
0.9189186692237854,
|
|
0.9367213249206543,
|
|
0.9091805219650269
|
|
],
|
|
"time": 10.160398229956627,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 187,
|
|
"train_loss": 0.25923952460289,
|
|
"val_loss": 0.3356042504310608,
|
|
"acc": 87.4,
|
|
"f1": [
|
|
0.9111109972000122,
|
|
0.9271253347396851,
|
|
0.8441556692123413,
|
|
0.7343135476112366,
|
|
0.8720986843109131,
|
|
0.7882171869277954,
|
|
0.9080917239189148,
|
|
0.9159916639328003,
|
|
0.9325395226478577,
|
|
0.9086393117904663
|
|
],
|
|
"time": 10.332661089487374,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 188,
|
|
"train_loss": 0.2598280906677246,
|
|
"val_loss": 0.46694475412368774,
|
|
"acc": 87.3,
|
|
"f1": [
|
|
0.9043563008308411,
|
|
0.9278868436813354,
|
|
0.8524425029754639,
|
|
0.7399334907531738,
|
|
0.869303822517395,
|
|
0.7790755033493042,
|
|
0.9056982398033142,
|
|
0.9178150296211243,
|
|
0.9340657591819763,
|
|
0.9071749448776245
|
|
],
|
|
"time": 9.734095370396972,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 189,
|
|
"train_loss": 0.22504618763923645,
|
|
"val_loss": 0.40337711572647095,
|
|
"acc": 87.6,
|
|
"f1": [
|
|
0.9083542823791504,
|
|
0.9281766414642334,
|
|
0.8444220423698425,
|
|
0.7445039749145508,
|
|
0.8700785636901855,
|
|
0.7899845242500305,
|
|
0.9087300300598145,
|
|
0.9219784736633301,
|
|
0.9357888102531433,
|
|
0.9100843071937561
|
|
],
|
|
"time": 10.427877641282976,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 190,
|
|
"train_loss": 0.3521636128425598,
|
|
"val_loss": 0.4983113706111908,
|
|
"acc": 87.4,
|
|
"f1": [
|
|
0.9069883227348328,
|
|
0.9279595017433167,
|
|
0.8497982621192932,
|
|
0.7409199476242065,
|
|
0.8697353601455688,
|
|
0.7813904881477356,
|
|
0.9080749750137329,
|
|
0.9180660247802734,
|
|
0.9353381991386414,
|
|
0.9078224301338196
|
|
],
|
|
"time": 9.79944860842079,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 191,
|
|
"train_loss": 0.2406289428472519,
|
|
"val_loss": 0.4899795949459076,
|
|
"acc": 87.55,
|
|
"f1": [
|
|
0.907715380191803,
|
|
0.9270988702774048,
|
|
0.8472707271575928,
|
|
0.7416828870773315,
|
|
0.8739575743675232,
|
|
0.786835253238678,
|
|
0.9086318612098694,
|
|
0.9186990261077881,
|
|
0.9362547993659973,
|
|
0.9097220301628113
|
|
],
|
|
"time": 10.096199645660818,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 192,
|
|
"train_loss": 0.2558298707008362,
|
|
"val_loss": 0.3963053226470947,
|
|
"acc": 87.56,
|
|
"f1": [
|
|
0.9080805778503418,
|
|
0.9272451996803284,
|
|
0.8412617444992065,
|
|
0.7464855313301086,
|
|
0.8735292553901672,
|
|
0.7878478765487671,
|
|
0.911302387714386,
|
|
0.9194697737693787,
|
|
0.936063826084137,
|
|
0.9091809988021851
|
|
],
|
|
"time": 10.362083000130951,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 193,
|
|
"train_loss": 0.18908748030662537,
|
|
"val_loss": 0.4636700749397278,
|
|
"acc": 87.64,
|
|
"f1": [
|
|
0.907987654209137,
|
|
0.9284992814064026,
|
|
0.8480563759803772,
|
|
0.7438664436340332,
|
|
0.8743221759796143,
|
|
0.7892106175422668,
|
|
0.9090907573699951,
|
|
0.919248104095459,
|
|
0.9366581439971924,
|
|
0.9104475975036621
|
|
],
|
|
"time": 9.890785962343216,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 194,
|
|
"train_loss": 0.21728205680847168,
|
|
"val_loss": 0.47457876801490784,
|
|
"acc": 87.47,
|
|
"f1": [
|
|
0.9065325260162354,
|
|
0.9285712242126465,
|
|
0.8419480919837952,
|
|
0.7399701476097107,
|
|
0.8721504807472229,
|
|
0.7849997878074646,
|
|
0.9080861806869507,
|
|
0.9195517301559448,
|
|
0.9357888102531433,
|
|
0.911896288394928
|
|
],
|
|
"time": 10.705200726166368,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 195,
|
|
"train_loss": 0.2389126420021057,
|
|
"val_loss": 0.5279653072357178,
|
|
"acc": 87.56,
|
|
"f1": [
|
|
0.9072579741477966,
|
|
0.9278868436813354,
|
|
0.8446648716926575,
|
|
0.7400879263877869,
|
|
0.8730863332748413,
|
|
0.7887885570526123,
|
|
0.9100048542022705,
|
|
0.9217389822006226,
|
|
0.936063826084137,
|
|
0.911266028881073
|
|
],
|
|
"time": 10.38977649062872,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 196,
|
|
"train_loss": 0.2941005527973175,
|
|
"val_loss": 0.40561753511428833,
|
|
"acc": 87.51,
|
|
"f1": [
|
|
0.906518280506134,
|
|
0.9270254969596863,
|
|
0.8474403023719788,
|
|
0.7416828870773315,
|
|
0.8740155696868896,
|
|
0.7858563661575317,
|
|
0.9064384698867798,
|
|
0.9177663326263428,
|
|
0.9372507333755493,
|
|
0.9109894037246704
|
|
],
|
|
"time": 9.629695430397987,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 197,
|
|
"train_loss": 0.24082307517528534,
|
|
"val_loss": 0.3401166796684265,
|
|
"acc": 87.62,
|
|
"f1": [
|
|
0.9112901091575623,
|
|
0.928823709487915,
|
|
0.8479353785514832,
|
|
0.7405977249145508,
|
|
0.8762277960777283,
|
|
0.7861095070838928,
|
|
0.908266007900238,
|
|
0.9213480949401855,
|
|
0.9365949630737305,
|
|
0.9108119606971741
|
|
],
|
|
"time": 9.73421109560877,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 198,
|
|
"train_loss": 0.2374853938817978,
|
|
"val_loss": 0.37720391154289246,
|
|
"acc": 87.55,
|
|
"f1": [
|
|
0.9085425138473511,
|
|
0.9292927384376526,
|
|
0.8463473916053772,
|
|
0.741715133190155,
|
|
0.8735856413841248,
|
|
0.7859295010566711,
|
|
0.9074444770812988,
|
|
0.9190837740898132,
|
|
0.9362547993659973,
|
|
0.9109008312225342
|
|
],
|
|
"time": 10.106288325972855,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 199,
|
|
"train_loss": 0.2255759835243225,
|
|
"val_loss": 0.4660695791244507,
|
|
"acc": 87.64,
|
|
"f1": [
|
|
0.9081733822822571,
|
|
0.9270254969596863,
|
|
0.8470823168754578,
|
|
0.7438664436340332,
|
|
0.875430703163147,
|
|
0.7864269614219666,
|
|
0.9100048542022705,
|
|
0.9196336269378662,
|
|
0.9381235837936401,
|
|
0.911983847618103
|
|
],
|
|
"time": 9.73458215687424,
|
|
"param": null
|
|
}
|
|
]
|
|
} |