mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-05 04:30:45 +02:00
22029 lines
No EOL
506 KiB
JSON
22029 lines
No EOL
506 KiB
JSON
{
|
|
"Accuracy": 40.52,
|
|
"Time": [
|
|
18.162028354327195,
|
|
0.6105297672645211,
|
|
4155.943141435273
|
|
],
|
|
"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
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 0,
|
|
"train_loss": 4.788489818572998,
|
|
"val_loss": 5.193920612335205,
|
|
"acc": 1.76,
|
|
"f1": [
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0149812251329422,
|
|
0.008163215592503548,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.07526876032352448,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.06206895411014557,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.013698585331439972,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.17249414324760437,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.022094018757343292,
|
|
0.0,
|
|
0.01612899824976921,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.018017996102571487,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0
|
|
],
|
|
"time": 26.087324641644955,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 4.584563255310059,
|
|
"val_loss": 4.827824592590332,
|
|
"acc": 2.9,
|
|
"f1": [
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.011975997127592564,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.027777740731835365,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.08076006919145584,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.08220936357975006,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.03448272496461868,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.1052631139755249,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.04687495157122612,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.149643674492836,
|
|
0.027943072840571404,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.017093989998102188,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.01941746659576893,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.047244053333997726,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.16564412415027618,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.018489977344870567
|
|
],
|
|
"time": 17.569783919490874,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 4.656255722045898,
|
|
"val_loss": 4.331242561340332,
|
|
"acc": 4.56,
|
|
"f1": [
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0711110457777977,
|
|
0.01333328615874052,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.16064251959323883,
|
|
0.0,
|
|
0.022598817944526672,
|
|
0.1371280550956726,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.03671327233314514,
|
|
0.04444439709186554,
|
|
0.0,
|
|
0.1240309551358223,
|
|
0.0,
|
|
0.0,
|
|
0.05089407414197922,
|
|
0.0,
|
|
0.019801972433924675,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.016666635870933533,
|
|
0.07619044184684753,
|
|
0.02228408120572567,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.12177981436252594,
|
|
0.0,
|
|
0.06179770827293396,
|
|
0.0,
|
|
0.0,
|
|
0.22506386041641235,
|
|
0.04098355770111084,
|
|
0.0,
|
|
0.0,
|
|
0.01626013033092022,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.14977969229221344,
|
|
0.07762552797794342,
|
|
0.0356435552239418,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.019999947398900986,
|
|
0.0,
|
|
0.017093989998102188,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.08571425825357437,
|
|
0.03448270633816719,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.07999993860721588,
|
|
0.0,
|
|
0.0,
|
|
0.015503838658332825,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.03508768975734711,
|
|
0.0,
|
|
0.1506493091583252,
|
|
0.04736838489770889,
|
|
0.0,
|
|
0.0,
|
|
0.024439899250864983
|
|
],
|
|
"time": 17.96778037864715,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 4.190744400024414,
|
|
"val_loss": 4.210528373718262,
|
|
"acc": 6.83,
|
|
"f1": [
|
|
0.037037014961242676,
|
|
0.0,
|
|
0.019801972433924675,
|
|
0.0,
|
|
0.04225347191095352,
|
|
0.04878043755888939,
|
|
0.0,
|
|
0.038523249328136444,
|
|
0.027971982955932617,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0886075422167778,
|
|
0.02631574124097824,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.1584157794713974,
|
|
0.0,
|
|
0.0,
|
|
0.18997357785701752,
|
|
0.11042942106723785,
|
|
0.0,
|
|
0.04838705435395241,
|
|
0.22916659712791443,
|
|
0.016666635870933533,
|
|
0.0,
|
|
0.0,
|
|
0.01538457814604044,
|
|
0.0,
|
|
0.09302320331335068,
|
|
0.019047604873776436,
|
|
0.0,
|
|
0.09880746155977249,
|
|
0.0,
|
|
0.015267136506736279,
|
|
0.062499936670064926,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.20224714279174805,
|
|
0.0,
|
|
0.0,
|
|
0.022857090458273888,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.01851850003004074,
|
|
0.0,
|
|
0.0,
|
|
0.031249960884451866,
|
|
0.2592591643333435,
|
|
0.09090907871723175,
|
|
0.0,
|
|
0.0,
|
|
0.0666666254401207,
|
|
0.0,
|
|
0.0,
|
|
0.06399994343519211,
|
|
0.28947362303733826,
|
|
0.1410256177186966,
|
|
0.06423981487751007,
|
|
0.04512370750308037,
|
|
0.01851850003004074,
|
|
0.0,
|
|
0.0,
|
|
0.17834389209747314,
|
|
0.047244053333997726,
|
|
0.05429859086871147,
|
|
0.032432377338409424,
|
|
0.10796911269426346,
|
|
0.01941746659576893,
|
|
0.07299264520406723,
|
|
0.0,
|
|
0.11042942106723785,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.025973977521061897,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.13017743825912476,
|
|
0.1647058129310608,
|
|
0.0,
|
|
0.012738806195557117,
|
|
0.09473680704832077,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.20494693517684937,
|
|
0.0,
|
|
0.03603601083159447,
|
|
0.0,
|
|
0.0
|
|
],
|
|
"time": 17.87595591787249,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 3.8270552158355713,
|
|
"val_loss": 4.085386753082275,
|
|
"acc": 8.77,
|
|
"f1": [
|
|
0.11111108213663101,
|
|
0.04411759972572327,
|
|
0.08089884370565414,
|
|
0.0,
|
|
0.01960783451795578,
|
|
0.016666635870933533,
|
|
0.062271032482385635,
|
|
0.08219175785779953,
|
|
0.052631527185440063,
|
|
0.018017996102571487,
|
|
0.0,
|
|
0.02105257846415043,
|
|
0.017241353169083595,
|
|
0.0,
|
|
0.03703698515892029,
|
|
0.03773583099246025,
|
|
0.0,
|
|
0.13888882100582123,
|
|
0.02857138216495514,
|
|
0.0,
|
|
0.1208687275648117,
|
|
0.09503235667943954,
|
|
0.04999994486570358,
|
|
0.1162789985537529,
|
|
0.24034328758716583,
|
|
0.016528895124793053,
|
|
0.0,
|
|
0.0,
|
|
0.03703698515892029,
|
|
0.008733575232326984,
|
|
0.15384608507156372,
|
|
0.0707964077591896,
|
|
0.0,
|
|
0.05607474222779274,
|
|
0.0,
|
|
0.017699090763926506,
|
|
0.09999995678663254,
|
|
0.05172409862279892,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.29032251238822937,
|
|
0.0,
|
|
0.0,
|
|
0.03404250368475914,
|
|
0.019230758771300316,
|
|
0.0,
|
|
0.13571421802043915,
|
|
0.049382660537958145,
|
|
0.09523803740739822,
|
|
0.029303982853889465,
|
|
0.0,
|
|
0.3400575518608093,
|
|
0.3219813406467438,
|
|
0.12186375260353088,
|
|
0.0,
|
|
0.06796110421419144,
|
|
0.07758614420890808,
|
|
0.0,
|
|
0.0,
|
|
0.36809808015823364,
|
|
0.15853650867938995,
|
|
0.18897633254528046,
|
|
0.043165422976017,
|
|
0.0336134098470211,
|
|
0.0,
|
|
0.018017996102571487,
|
|
0.08759118616580963,
|
|
0.0,
|
|
0.10404618829488754,
|
|
0.018017996102571487,
|
|
0.13138681650161743,
|
|
0.017241353169083595,
|
|
0.13580238819122314,
|
|
0.07577495276927948,
|
|
0.1822659820318222,
|
|
0.04958673566579819,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.24915818870067596,
|
|
0.0,
|
|
0.0,
|
|
0.17275743186473846,
|
|
0.14107878506183624,
|
|
0.0,
|
|
0.048689104616642,
|
|
0.048780445009469986,
|
|
0.01538457814604044,
|
|
0.0,
|
|
0.07291661202907562,
|
|
0.02941172383725643,
|
|
0.0,
|
|
0.18491479754447937,
|
|
0.05161285027861595,
|
|
0.08510633558034897,
|
|
0.0,
|
|
0.06993001699447632
|
|
],
|
|
"time": 17.76588632632047,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 3.671602964401245,
|
|
"val_loss": 3.930135726928711,
|
|
"acc": 10.27,
|
|
"f1": [
|
|
0.22456136345863342,
|
|
0.09289613366127014,
|
|
0.07741929590702057,
|
|
0.0,
|
|
0.0,
|
|
0.06622511893510818,
|
|
0.03603601083159447,
|
|
0.12080531567335129,
|
|
0.025531861931085587,
|
|
0.018691571429371834,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.09421838074922562,
|
|
0.05555550009012222,
|
|
0.10344821214675903,
|
|
0.042553141713142395,
|
|
0.13888882100582123,
|
|
0.1279069036245346,
|
|
0.015747996047139168,
|
|
0.218068465590477,
|
|
0.06993001699447632,
|
|
0.0,
|
|
0.1933216005563736,
|
|
0.28571417927742004,
|
|
0.0,
|
|
0.0,
|
|
0.013605396263301373,
|
|
0.07272721081972122,
|
|
0.061728332191705704,
|
|
0.19626161456108093,
|
|
0.0,
|
|
0.018181798979640007,
|
|
0.08205122500658035,
|
|
0.0,
|
|
0.06317687779664993,
|
|
0.12682923674583435,
|
|
0.04444439709186554,
|
|
0.0,
|
|
0.01941746659576893,
|
|
0.018181798979640007,
|
|
0.36809808015823364,
|
|
0.08333326876163483,
|
|
0.098684161901474,
|
|
0.015267136506736279,
|
|
0.0,
|
|
0.03738315775990486,
|
|
0.24786315858364105,
|
|
0.10256403684616089,
|
|
0.09661828726530075,
|
|
0.03560826554894447,
|
|
0.06363631039857864,
|
|
0.09174308180809021,
|
|
0.3366335928440094,
|
|
0.09066662937402725,
|
|
0.0,
|
|
0.04958673566579819,
|
|
0.12941168248653412,
|
|
0.0,
|
|
0.08955218642950058,
|
|
0.46621614694595337,
|
|
0.13084110617637634,
|
|
0.15873010456562042,
|
|
0.10855945199728012,
|
|
0.017699090763926506,
|
|
0.018348589539527893,
|
|
0.0,
|
|
0.05607474222779274,
|
|
0.11999993026256561,
|
|
0.0303029902279377,
|
|
0.19999992847442627,
|
|
0.19374994933605194,
|
|
0.0,
|
|
0.20279714465141296,
|
|
0.04225347191095352,
|
|
0.167427659034729,
|
|
0.1307188868522644,
|
|
0.017241353169083595,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.3026314675807953,
|
|
0.07792201638221741,
|
|
0.025806402787566185,
|
|
0.05970144271850586,
|
|
0.16788314282894135,
|
|
0.0,
|
|
0.0,
|
|
0.04958673566579819,
|
|
0.0491802878677845,
|
|
0.0,
|
|
0.07352935522794724,
|
|
0.06557372957468033,
|
|
0.023529358208179474,
|
|
0.08196717500686646,
|
|
0.16326524317264557,
|
|
0.0636041909456253,
|
|
0.03669719398021698,
|
|
0.08368194848299026
|
|
],
|
|
"time": 17.849803688004613,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 3.537524461746216,
|
|
"val_loss": 3.654296636581421,
|
|
"acc": 12.93,
|
|
"f1": [
|
|
0.10084028542041779,
|
|
0.01851850003004074,
|
|
0.05555552989244461,
|
|
0.018348604440689087,
|
|
0.031914837658405304,
|
|
0.0960698127746582,
|
|
0.0,
|
|
0.14917123317718506,
|
|
0.06324104964733124,
|
|
0.10062887519598007,
|
|
0.0,
|
|
0.0338982529938221,
|
|
0.0504201278090477,
|
|
0.10358559340238571,
|
|
0.08695647865533829,
|
|
0.1194029375910759,
|
|
0.01538457814604044,
|
|
0.26041656732559204,
|
|
0.1762113720178604,
|
|
0.07308965176343918,
|
|
0.23115573823451996,
|
|
0.20330964028835297,
|
|
0.05357140302658081,
|
|
0.2097901701927185,
|
|
0.24669599533081055,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.06779656559228897,
|
|
0.06249995529651642,
|
|
0.15730330348014832,
|
|
0.07692304253578186,
|
|
0.09917350858449936,
|
|
0.1052631139755249,
|
|
0.0,
|
|
0.11830981075763702,
|
|
0.04545450210571289,
|
|
0.12716756761074066,
|
|
0.06896545737981796,
|
|
0.019047604873776436,
|
|
0.05309731885790825,
|
|
0.23622041940689087,
|
|
0.05925920605659485,
|
|
0.1335877627134323,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.335570365190506,
|
|
0.09195396304130554,
|
|
0.13698624074459076,
|
|
0.026490017771720886,
|
|
0.09302320331335068,
|
|
0.5175436735153198,
|
|
0.31853780150413513,
|
|
0.16494840383529663,
|
|
0.03669722378253937,
|
|
0.07633582502603531,
|
|
0.15181514620780945,
|
|
0.016528895124793053,
|
|
0.03389827162027359,
|
|
0.33057841658592224,
|
|
0.15789468586444855,
|
|
0.27777767181396484,
|
|
0.15909084677696228,
|
|
0.0,
|
|
0.0,
|
|
0.028168966993689537,
|
|
0.03448272496461868,
|
|
0.39603951573371887,
|
|
0.0701754093170166,
|
|
0.1656804084777832,
|
|
0.03809521719813347,
|
|
0.024691306054592133,
|
|
0.03053431026637554,
|
|
0.06802716106176376,
|
|
0.22009563446044922,
|
|
0.15204671025276184,
|
|
0.0,
|
|
0.030864156782627106,
|
|
0.12499994784593582,
|
|
0.03053431026637554,
|
|
0.019047604873776436,
|
|
0.32923829555511475,
|
|
0.054794467985630035,
|
|
0.015999965369701385,
|
|
0.17165666818618774,
|
|
0.17891369760036469,
|
|
0.06779655814170837,
|
|
0.0,
|
|
0.10582003742456436,
|
|
0.0,
|
|
0.22222214937210083,
|
|
0.16666659712791443,
|
|
0.0,
|
|
0.15458931028842926,
|
|
0.2467191070318222,
|
|
0.18848159909248352,
|
|
0.08591881394386292,
|
|
0.10884348303079605,
|
|
0.14893610775470734
|
|
],
|
|
"time": 17.805298374965787,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 3.5378921031951904,
|
|
"val_loss": 3.635667562484741,
|
|
"acc": 16.38,
|
|
"f1": [
|
|
0.2830187678337097,
|
|
0.18867920339107513,
|
|
0.12307687103748322,
|
|
0.0,
|
|
0.04651157185435295,
|
|
0.10426533967256546,
|
|
0.08633087575435638,
|
|
0.19463081657886505,
|
|
0.12815530598163605,
|
|
0.14736837148666382,
|
|
0.0,
|
|
0.0,
|
|
0.1862744390964508,
|
|
0.031249960884451866,
|
|
0.08333329111337662,
|
|
0.048780445009469986,
|
|
0.022346315905451775,
|
|
0.29268285632133484,
|
|
0.13846148550510406,
|
|
0.10612238943576813,
|
|
0.27999991178512573,
|
|
0.18560603260993958,
|
|
0.10169486701488495,
|
|
0.2812499403953552,
|
|
0.3272726833820343,
|
|
0.03603601083159447,
|
|
0.0,
|
|
0.07881767302751541,
|
|
0.15652169287204742,
|
|
0.05128201097249985,
|
|
0.206060528755188,
|
|
0.12967577576637268,
|
|
0.1240309551358223,
|
|
0.17610056698322296,
|
|
0.0,
|
|
0.12639400362968445,
|
|
0.10752681642770767,
|
|
0.15384607017040253,
|
|
0.11929820477962494,
|
|
0.019230758771300316,
|
|
0.03738315775990486,
|
|
0.47619035840034485,
|
|
0.017093989998102188,
|
|
0.13461534678936005,
|
|
0.06593400239944458,
|
|
0.0,
|
|
0.03669722378253937,
|
|
0.3364485204219818,
|
|
0.19631893932819366,
|
|
0.15624994039535522,
|
|
0.0,
|
|
0.09696962684392929,
|
|
0.4782608151435852,
|
|
0.42352932691574097,
|
|
0.12578611075878143,
|
|
0.10576916486024857,
|
|
0.17560969293117523,
|
|
0.1103447824716568,
|
|
0.02857138216495514,
|
|
0.05839410796761513,
|
|
0.5538460612297058,
|
|
0.19047614932060242,
|
|
0.24390238523483276,
|
|
0.1395348310470581,
|
|
0.028037330135703087,
|
|
0.08843532204627991,
|
|
0.052631527185440063,
|
|
0.09090903401374817,
|
|
0.48837199807167053,
|
|
0.18749994039535522,
|
|
0.21897803246974945,
|
|
0.36649200320243835,
|
|
0.018181798979640007,
|
|
0.26254817843437195,
|
|
0.07058817148208618,
|
|
0.2368420660495758,
|
|
0.25157222151756287,
|
|
0.0,
|
|
0.018867909908294678,
|
|
0.1626015603542328,
|
|
0.029126161709427834,
|
|
0.03973504900932312,
|
|
0.42512065172195435,
|
|
0.05454542860388756,
|
|
0.04705876484513283,
|
|
0.24299056828022003,
|
|
0.22058817744255066,
|
|
0.10383743792772293,
|
|
0.07096769660711288,
|
|
0.1414140909910202,
|
|
0.07246371358633041,
|
|
0.23853203654289246,
|
|
0.11428564786911011,
|
|
0.060150329023599625,
|
|
0.18691584467887878,
|
|
0.2891565263271332,
|
|
0.1639343500137329,
|
|
0.13008125126361847,
|
|
0.07246371358633041,
|
|
0.14250610768795013
|
|
],
|
|
"time": 17.693722086027265,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 3.4661927223205566,
|
|
"val_loss": 3.845184803009033,
|
|
"acc": 18.25,
|
|
"f1": [
|
|
0.3736262619495392,
|
|
0.18947362899780273,
|
|
0.1834060400724411,
|
|
0.16326524317264557,
|
|
0.09205015003681183,
|
|
0.10989003628492355,
|
|
0.10471197962760925,
|
|
0.18390797078609467,
|
|
0.12776409089565277,
|
|
0.19607838988304138,
|
|
0.01626013033092022,
|
|
0.0,
|
|
0.11428564786911011,
|
|
0.10638291388750076,
|
|
0.11891885101795197,
|
|
0.12639400362968445,
|
|
0.03252029046416283,
|
|
0.2723003923892975,
|
|
0.2397002875804901,
|
|
0.0672268494963646,
|
|
0.28260862827301025,
|
|
0.251082181930542,
|
|
0.13259662687778473,
|
|
0.2275448441505432,
|
|
0.42857131361961365,
|
|
0.018691571429371834,
|
|
0.0,
|
|
0.03389827162027359,
|
|
0.21969690918922424,
|
|
0.09448814392089844,
|
|
0.23913034796714783,
|
|
0.14666660130023956,
|
|
0.10909086465835571,
|
|
0.09790203720331192,
|
|
0.11794868111610413,
|
|
0.1282050907611847,
|
|
0.12121205776929855,
|
|
0.1870967298746109,
|
|
0.04026840627193451,
|
|
0.03333330154418945,
|
|
0.13777774572372437,
|
|
0.47999992966651917,
|
|
0.09039541333913803,
|
|
0.2295081466436386,
|
|
0.06486479938030243,
|
|
0.07142851501703262,
|
|
0.09722216427326202,
|
|
0.38150280714035034,
|
|
0.212290421128273,
|
|
0.1914892941713333,
|
|
0.018181798979640007,
|
|
0.10526309162378311,
|
|
0.5142855644226074,
|
|
0.44351452589035034,
|
|
0.23595498502254486,
|
|
0.0303029902279377,
|
|
0.15873010456562042,
|
|
0.12389375269412994,
|
|
0.03603601083159447,
|
|
0.13043473660945892,
|
|
0.6124400496482849,
|
|
0.20494693517684937,
|
|
0.35454532504081726,
|
|
0.21705420315265656,
|
|
0.0329669788479805,
|
|
0.0,
|
|
0.07827784866094589,
|
|
0.12030069530010223,
|
|
0.602040708065033,
|
|
0.2233249992132187,
|
|
0.289308100938797,
|
|
0.3636362552642822,
|
|
0.03669722378253937,
|
|
0.2268906980752945,
|
|
0.015037554316222668,
|
|
0.2692307233810425,
|
|
0.28426387906074524,
|
|
0.0,
|
|
0.07547163963317871,
|
|
0.14012734591960907,
|
|
0.0,
|
|
0.016806693747639656,
|
|
0.4468863904476166,
|
|
0.14184391498565674,
|
|
0.016528895124793053,
|
|
0.21192045509815216,
|
|
0.2957197427749634,
|
|
0.1339712291955948,
|
|
0.0666666105389595,
|
|
0.17171710729599,
|
|
0.019047604873776436,
|
|
0.24161066114902496,
|
|
0.12345672398805618,
|
|
0.01694912277162075,
|
|
0.2275131642818451,
|
|
0.30357134342193604,
|
|
0.16766461730003357,
|
|
0.1506848782300949,
|
|
0.09734506905078888,
|
|
0.12582777440547943
|
|
],
|
|
"time": 17.98494856711477,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 3.1728994846343994,
|
|
"val_loss": 3.3133456707000732,
|
|
"acc": 19.12,
|
|
"f1": [
|
|
0.38888880610466003,
|
|
0.2165604531764984,
|
|
0.0967741385102272,
|
|
0.08108101785182953,
|
|
0.08333326876163483,
|
|
0.10978516191244125,
|
|
0.11249993741512299,
|
|
0.24836592376232147,
|
|
0.06790119409561157,
|
|
0.1971830427646637,
|
|
0.01960783451795578,
|
|
0.03773583099246025,
|
|
0.18791940808296204,
|
|
0.12927751243114471,
|
|
0.12182734906673431,
|
|
0.07812494784593582,
|
|
0.16901402175426483,
|
|
0.291139155626297,
|
|
0.23958325386047363,
|
|
0.13333328068256378,
|
|
0.30303022265434265,
|
|
0.19433197379112244,
|
|
0.10071936994791031,
|
|
0.18604643642902374,
|
|
0.4299998879432678,
|
|
0.07462681084871292,
|
|
0.0,
|
|
0.1207546591758728,
|
|
0.17391298711299896,
|
|
0.1639343500137329,
|
|
0.29951682686805725,
|
|
0.14778319001197815,
|
|
0.16666659712791443,
|
|
0.18313246965408325,
|
|
0.037037014961242676,
|
|
0.11764701455831528,
|
|
0.13197962939739227,
|
|
0.15966379642486572,
|
|
0.03278684988617897,
|
|
0.09756091237068176,
|
|
0.2264150232076645,
|
|
0.47560960054397583,
|
|
0.1379309743642807,
|
|
0.16432860493659973,
|
|
0.057553909718990326,
|
|
0.0886075422167778,
|
|
0.15770603716373444,
|
|
0.3923075795173645,
|
|
0.20863303542137146,
|
|
0.24409443140029907,
|
|
0.0,
|
|
0.07725316286087036,
|
|
0.3566878139972687,
|
|
0.4285714030265808,
|
|
0.25999993085861206,
|
|
0.030769191682338715,
|
|
0.2424241602420807,
|
|
0.22950810194015503,
|
|
0.20430098474025726,
|
|
0.21455931663513184,
|
|
0.5479450821876526,
|
|
0.21374039351940155,
|
|
0.3802816569805145,
|
|
0.1503758728504181,
|
|
0.0825958177447319,
|
|
0.0,
|
|
0.03278684988617897,
|
|
0.0,
|
|
0.5483869910240173,
|
|
0.31205663084983826,
|
|
0.28571420907974243,
|
|
0.4249998927116394,
|
|
0.03007514588534832,
|
|
0.1648350954055786,
|
|
0.03571426123380661,
|
|
0.38139525055885315,
|
|
0.3013697862625122,
|
|
0.01785712130367756,
|
|
0.0666666030883789,
|
|
0.06956518441438675,
|
|
0.08196717500686646,
|
|
0.05555550009012222,
|
|
0.49411752820014954,
|
|
0.018867909908294678,
|
|
0.06185561791062355,
|
|
0.24999992549419403,
|
|
0.2868216037750244,
|
|
0.15624994039535522,
|
|
0.0451127365231514,
|
|
0.23684203624725342,
|
|
0.0759493038058281,
|
|
0.3453236222267151,
|
|
0.13872826099395752,
|
|
0.0,
|
|
0.2564101815223694,
|
|
0.20547938346862793,
|
|
0.1747572273015976,
|
|
0.12345672398805618,
|
|
0.08187128603458405,
|
|
0.20338976383209229
|
|
],
|
|
"time": 17.769531190395355,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 3.1518125534057617,
|
|
"val_loss": 3.2922894954681396,
|
|
"acc": 21.16,
|
|
"f1": [
|
|
0.46288198232650757,
|
|
0.31764698028564453,
|
|
0.11764701455831528,
|
|
0.05555552989244461,
|
|
0.10928954929113388,
|
|
0.1428571194410324,
|
|
0.12030069530010223,
|
|
0.13223135471343994,
|
|
0.1173708587884903,
|
|
0.2829267382621765,
|
|
0.0,
|
|
0.05797096714377403,
|
|
0.09722216427326202,
|
|
0.1499999314546585,
|
|
0.11695900559425354,
|
|
0.08474572747945786,
|
|
0.12149526178836823,
|
|
0.3537905216217041,
|
|
0.24034328758716583,
|
|
0.15714280307292938,
|
|
0.38190943002700806,
|
|
0.2738588750362396,
|
|
0.13636358082294464,
|
|
0.38918909430503845,
|
|
0.3838382363319397,
|
|
0.09836061298847198,
|
|
0.05925920605659485,
|
|
0.08917191624641418,
|
|
0.331707239151001,
|
|
0.15126045048236847,
|
|
0.23024825751781464,
|
|
0.1365852952003479,
|
|
0.12173908948898315,
|
|
0.21192045509815216,
|
|
0.08759118616580963,
|
|
0.16286639869213104,
|
|
0.2643677294254303,
|
|
0.07272724062204361,
|
|
0.0,
|
|
0.09999993443489075,
|
|
0.20610681176185608,
|
|
0.487499862909317,
|
|
0.12413787841796875,
|
|
0.20987649261951447,
|
|
0.06493500620126724,
|
|
0.031007712706923485,
|
|
0.12631572782993317,
|
|
0.3980098366737366,
|
|
0.23287662863731384,
|
|
0.25573763251304626,
|
|
0.0,
|
|
0.02857138216495514,
|
|
0.3503648638725281,
|
|
0.44680842757225037,
|
|
0.3362830877304077,
|
|
0.06691444665193558,
|
|
0.2910446524620056,
|
|
0.2745097279548645,
|
|
0.23595495522022247,
|
|
0.1485147923231125,
|
|
0.5466665029525757,
|
|
0.3211008310317993,
|
|
0.41739121079444885,
|
|
0.17910441756248474,
|
|
0.05797096714377403,
|
|
0.0,
|
|
0.060913652181625366,
|
|
0.21965309977531433,
|
|
0.5066665410995483,
|
|
0.37815114855766296,
|
|
0.2716048061847687,
|
|
0.4692735970020294,
|
|
0.07100585103034973,
|
|
0.17218534648418427,
|
|
0.06896546483039856,
|
|
0.38095229864120483,
|
|
0.390243798494339,
|
|
0.039215635508298874,
|
|
0.10932472348213196,
|
|
0.15957440435886383,
|
|
0.07865162193775177,
|
|
0.12244893610477448,
|
|
0.5477177500724792,
|
|
0.2378377616405487,
|
|
0.0666666105389595,
|
|
0.17910441756248474,
|
|
0.23389016091823578,
|
|
0.13756607472896576,
|
|
0.06278020888566971,
|
|
0.19480513036251068,
|
|
0.15999992191791534,
|
|
0.3636362850666046,
|
|
0.01960783451795578,
|
|
0.017543835565447807,
|
|
0.4516127407550812,
|
|
0.275229275226593,
|
|
0.16149060428142548,
|
|
0.14371252059936523,
|
|
0.141592875123024,
|
|
0.21587297320365906
|
|
],
|
|
"time": 17.745641954243183,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 3.0091986656188965,
|
|
"val_loss": 3.2072198390960693,
|
|
"acc": 23.01,
|
|
"f1": [
|
|
0.48275846242904663,
|
|
0.291139155626297,
|
|
0.1957446187734604,
|
|
0.1129031702876091,
|
|
0.08284018188714981,
|
|
0.18064509332180023,
|
|
0.18181811273097992,
|
|
0.2658958435058594,
|
|
0.17821775376796722,
|
|
0.33035704493522644,
|
|
0.03252029046416283,
|
|
0.13043470680713654,
|
|
0.12676051259040833,
|
|
0.13407814502716064,
|
|
0.18713442981243134,
|
|
0.13076917827129364,
|
|
0.23478256165981293,
|
|
0.32240432500839233,
|
|
0.2446807622909546,
|
|
0.1655171811580658,
|
|
0.42066410183906555,
|
|
0.30361437797546387,
|
|
0.0707964226603508,
|
|
0.4034333825111389,
|
|
0.4630871117115021,
|
|
0.0701754093170166,
|
|
0.09395967423915863,
|
|
0.1258740872144699,
|
|
0.310558944940567,
|
|
0.16666659712791443,
|
|
0.2347417026758194,
|
|
0.16935478150844574,
|
|
0.2564101815223694,
|
|
0.20175431668758392,
|
|
0.12499994039535522,
|
|
0.11506844311952591,
|
|
0.1945524662733078,
|
|
0.1844659447669983,
|
|
0.11718744784593582,
|
|
0.015999965369701385,
|
|
0.15277770161628723,
|
|
0.4520547091960907,
|
|
0.1528662145137787,
|
|
0.14666660130023956,
|
|
0.09890103340148926,
|
|
0.054794467985630035,
|
|
0.1390373706817627,
|
|
0.40476179122924805,
|
|
0.35365843772888184,
|
|
0.04580147936940193,
|
|
0.053763385862112045,
|
|
0.07894731312990189,
|
|
0.5679011344909668,
|
|
0.5309733152389526,
|
|
0.30107519030570984,
|
|
0.013422772288322449,
|
|
0.2599999010562897,
|
|
0.19999992847442627,
|
|
0.23287664353847504,
|
|
0.21686740219593048,
|
|
0.6120217442512512,
|
|
0.23684203624725342,
|
|
0.4025973081588745,
|
|
0.26395928859710693,
|
|
0.04026840627193451,
|
|
0.12865489721298218,
|
|
0.048192717134952545,
|
|
0.19999994337558746,
|
|
0.5897434949874878,
|
|
0.35802462697029114,
|
|
0.3722943067550659,
|
|
0.38888880610466003,
|
|
0.07457622140645981,
|
|
0.18791939318180084,
|
|
0.09374994784593582,
|
|
0.33962252736091614,
|
|
0.33142849802970886,
|
|
0.03418800234794617,
|
|
0.12222215533256531,
|
|
0.13592226803302765,
|
|
0.01851850003004074,
|
|
0.11678826063871384,
|
|
0.5702809691429138,
|
|
0.239999920129776,
|
|
0.1379309743642807,
|
|
0.3352600038051605,
|
|
0.2844826877117157,
|
|
0.19433192908763885,
|
|
0.07947013527154922,
|
|
0.24999991059303284,
|
|
0.20858889818191528,
|
|
0.3809523284435272,
|
|
0.08474572747945786,
|
|
0.04379557445645332,
|
|
0.36423835158348083,
|
|
0.2580644190311432,
|
|
0.23870962858200073,
|
|
0.15264184772968292,
|
|
0.09638547897338867,
|
|
0.16216209530830383
|
|
],
|
|
"time": 17.707534314133227,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 2.8340280055999756,
|
|
"val_loss": 3.161128282546997,
|
|
"acc": 24.05,
|
|
"f1": [
|
|
0.49350637197494507,
|
|
0.3169397711753845,
|
|
0.15999993681907654,
|
|
0.03636360913515091,
|
|
0.037037014961242676,
|
|
0.17674411833286285,
|
|
0.165217325091362,
|
|
0.23376618325710297,
|
|
0.17105259001255035,
|
|
0.28124991059303284,
|
|
0.056603748351335526,
|
|
0.10909086465835571,
|
|
0.23655906319618225,
|
|
0.12698405981063843,
|
|
0.1029411256313324,
|
|
0.11188805103302002,
|
|
0.20761239528656006,
|
|
0.4050632119178772,
|
|
0.24548731744289398,
|
|
0.19047611951828003,
|
|
0.38095229864120483,
|
|
0.3886638879776001,
|
|
0.16030527651309967,
|
|
0.40935659408569336,
|
|
0.45751625299453735,
|
|
0.12598420679569244,
|
|
0.09696962684392929,
|
|
0.09230764210224152,
|
|
0.2848484218120575,
|
|
0.26262614130973816,
|
|
0.3084111213684082,
|
|
0.21874994039535522,
|
|
0.23437494039535522,
|
|
0.23384609818458557,
|
|
0.24299058318138123,
|
|
0.1758241206407547,
|
|
0.22222213447093964,
|
|
0.17910440266132355,
|
|
0.01639341004192829,
|
|
0.13872826099395752,
|
|
0.13756607472896576,
|
|
0.5465837121009827,
|
|
0.15189868211746216,
|
|
0.21359217166900635,
|
|
0.12435225397348404,
|
|
0.0336134098470211,
|
|
0.1774192750453949,
|
|
0.4277455508708954,
|
|
0.22115378081798553,
|
|
0.24050623178482056,
|
|
0.04580147936940193,
|
|
0.14193542301654816,
|
|
0.5645159482955933,
|
|
0.5175436735153198,
|
|
0.3760683238506317,
|
|
0.0,
|
|
0.3376622498035431,
|
|
0.22988496720790863,
|
|
0.21582727134227753,
|
|
0.11042939126491547,
|
|
0.6871793866157532,
|
|
0.28426387906074524,
|
|
0.40609124302864075,
|
|
0.16363632678985596,
|
|
0.018348604440689087,
|
|
0.0639999583363533,
|
|
0.029850704595446587,
|
|
0.1438848376274109,
|
|
0.6235292553901672,
|
|
0.4269661605358124,
|
|
0.15151509642601013,
|
|
0.4910178482532501,
|
|
0.0,
|
|
0.2347417026758194,
|
|
0.05084741488099098,
|
|
0.4824119210243225,
|
|
0.36575865745544434,
|
|
0.0,
|
|
0.08270671218633652,
|
|
0.14778319001197815,
|
|
0.0561797209084034,
|
|
0.06837603449821472,
|
|
0.45633798837661743,
|
|
0.2513660192489624,
|
|
0.14074067771434784,
|
|
0.3301886022090912,
|
|
0.24999992549419403,
|
|
0.18808773159980774,
|
|
0.12865491211414337,
|
|
0.19999994337558746,
|
|
0.2181817591190338,
|
|
0.3076922297477722,
|
|
0.21463409066200256,
|
|
0.06201545521616936,
|
|
0.3290487825870514,
|
|
0.30939218401908875,
|
|
0.2649571895599365,
|
|
0.15686272084712982,
|
|
0.0874999463558197,
|
|
0.19913412630558014
|
|
],
|
|
"time": 17.873660672456026,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 2.9423348903656006,
|
|
"val_loss": 3.0216503143310547,
|
|
"acc": 27.01,
|
|
"f1": [
|
|
0.5520360469818115,
|
|
0.36269423365592957,
|
|
0.19021736085414886,
|
|
0.14184391498565674,
|
|
0.10843367874622345,
|
|
0.20060788094997406,
|
|
0.20858889818191528,
|
|
0.324607253074646,
|
|
0.2127659022808075,
|
|
0.33333322405815125,
|
|
0.06557372957468033,
|
|
0.09836061298847198,
|
|
0.27380943298339844,
|
|
0.19230762124061584,
|
|
0.12121205776929855,
|
|
0.15819202363491058,
|
|
0.31884047389030457,
|
|
0.3911845088005066,
|
|
0.2424241602420807,
|
|
0.21917803585529327,
|
|
0.4753361940383911,
|
|
0.42982450127601624,
|
|
0.15384607017040253,
|
|
0.43601882457733154,
|
|
0.526829183101654,
|
|
0.2312137931585312,
|
|
0.10687018185853958,
|
|
0.19672125577926636,
|
|
0.37804868817329407,
|
|
0.28767114877700806,
|
|
0.22485199570655823,
|
|
0.2065216600894928,
|
|
0.28571420907974243,
|
|
0.3202846050262451,
|
|
0.20571422576904297,
|
|
0.13389115035533905,
|
|
0.25396814942359924,
|
|
0.1546391248703003,
|
|
0.15720517933368683,
|
|
0.21262453496456146,
|
|
0.2345678210258484,
|
|
0.5517240166664124,
|
|
0.16842098534107208,
|
|
0.2582780718803406,
|
|
0.10344820469617844,
|
|
0.11695900559425354,
|
|
0.15068486332893372,
|
|
0.43835610151290894,
|
|
0.37301579117774963,
|
|
0.24509796500205994,
|
|
0.04195799678564072,
|
|
0.15322573482990265,
|
|
0.4472048580646515,
|
|
0.4710143804550171,
|
|
0.32432422041893005,
|
|
0.11842100322246552,
|
|
0.3953487277030945,
|
|
0.2314814031124115,
|
|
0.22556383907794952,
|
|
0.2580644488334656,
|
|
0.6666665077209473,
|
|
0.3568074107170105,
|
|
0.3999999463558197,
|
|
0.262857049703598,
|
|
0.04761900380253792,
|
|
0.04687495157122612,
|
|
0.05228752642869949,
|
|
0.16901402175426483,
|
|
0.6439023613929749,
|
|
0.4308941662311554,
|
|
0.3465345501899719,
|
|
0.5384613871574402,
|
|
0.061538416892290115,
|
|
0.21590900421142578,
|
|
0.1126759946346283,
|
|
0.5042734146118164,
|
|
0.47916653752326965,
|
|
0.09999994188547134,
|
|
0.16292130947113037,
|
|
0.1758241057395935,
|
|
0.0,
|
|
0.15204671025276184,
|
|
0.6299998760223389,
|
|
0.15172408521175385,
|
|
0.12875531613826752,
|
|
0.336633563041687,
|
|
0.33064505457878113,
|
|
0.25339359045028687,
|
|
0.04379557445645332,
|
|
0.31746023893356323,
|
|
0.23809516429901123,
|
|
0.36956506967544556,
|
|
0.21118007600307465,
|
|
0.12643671035766602,
|
|
0.3999998867511749,
|
|
0.33333322405815125,
|
|
0.17105256021022797,
|
|
0.21686740219593048,
|
|
0.10416660457849503,
|
|
0.24034328758716583
|
|
],
|
|
"time": 17.762124604545534,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 2.647423505783081,
|
|
"val_loss": 2.980039119720459,
|
|
"acc": 28.21,
|
|
"f1": [
|
|
0.5652172565460205,
|
|
0.331707239151001,
|
|
0.256410151720047,
|
|
0.15384607017040253,
|
|
0.10426533967256546,
|
|
0.1984732300043106,
|
|
0.1866666078567505,
|
|
0.30051806569099426,
|
|
0.2322096824645996,
|
|
0.35294109582901,
|
|
0.1142856702208519,
|
|
0.22099439799785614,
|
|
0.292063444852829,
|
|
0.23809516429901123,
|
|
0.18791939318180084,
|
|
0.12857137620449066,
|
|
0.30851057171821594,
|
|
0.39852389693260193,
|
|
0.23841053247451782,
|
|
0.24999989569187164,
|
|
0.4549018442630768,
|
|
0.4140126705169678,
|
|
0.220779150724411,
|
|
0.4526748061180115,
|
|
0.4904213547706604,
|
|
0.22393816709518433,
|
|
0.1940927654504776,
|
|
0.16528919339179993,
|
|
0.4265401363372803,
|
|
0.26573416590690613,
|
|
0.3231440484523773,
|
|
0.22352932393550873,
|
|
0.22666659951210022,
|
|
0.3203882575035095,
|
|
0.18390797078609467,
|
|
0.18834073841571808,
|
|
0.24427475035190582,
|
|
0.1126759946346283,
|
|
0.21649475395679474,
|
|
0.1794019490480423,
|
|
0.22499993443489075,
|
|
0.560509443283081,
|
|
0.14606735110282898,
|
|
0.2348753958940506,
|
|
0.13084106147289276,
|
|
0.10596020519733429,
|
|
0.1768706887960434,
|
|
0.44444435834884644,
|
|
0.4086019992828369,
|
|
0.22784802317619324,
|
|
0.08510632067918777,
|
|
0.13749992847442627,
|
|
0.610878586769104,
|
|
0.5155554413795471,
|
|
0.34254133701324463,
|
|
0.017241353169083595,
|
|
0.34254133701324463,
|
|
0.2580644190311432,
|
|
0.362790584564209,
|
|
0.2234041839838028,
|
|
0.6969695687294006,
|
|
0.38139525055885315,
|
|
0.35714277625083923,
|
|
0.2741115987300873,
|
|
0.09356718510389328,
|
|
0.09302320331335068,
|
|
0.13483139872550964,
|
|
0.19191910326480865,
|
|
0.633333146572113,
|
|
0.43685999512672424,
|
|
0.38341957330703735,
|
|
0.5488370656967163,
|
|
0.051281996071338654,
|
|
0.26666656136512756,
|
|
0.15282389521598816,
|
|
0.5026736855506897,
|
|
0.46215128898620605,
|
|
0.018691571429371834,
|
|
0.19178077578544617,
|
|
0.0672268494963646,
|
|
0.07352935522794724,
|
|
0.17511513829231262,
|
|
0.6304346323013306,
|
|
0.2727271616458893,
|
|
0.1333332657814026,
|
|
0.3111110329627991,
|
|
0.3555554449558258,
|
|
0.24031001329421997,
|
|
0.07100585103034973,
|
|
0.34177201986312866,
|
|
0.23611101508140564,
|
|
0.3129251003265381,
|
|
0.22535203397274017,
|
|
0.0958903580904007,
|
|
0.45756447315216064,
|
|
0.2774565517902374,
|
|
0.19631893932819366,
|
|
0.19565211236476898,
|
|
0.15909084677696228,
|
|
0.2341136336326599
|
|
],
|
|
"time": 17.904186674393713,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 2.6568150520324707,
|
|
"val_loss": 3.039424419403076,
|
|
"acc": 28.42,
|
|
"f1": [
|
|
0.5786800384521484,
|
|
0.319248765707016,
|
|
0.14965979754924774,
|
|
0.13245026767253876,
|
|
0.13333328068256378,
|
|
0.2290075719356537,
|
|
0.2091502547264099,
|
|
0.3157893419265747,
|
|
0.30107519030570984,
|
|
0.3975902497768402,
|
|
0.12080531567335129,
|
|
0.17808210849761963,
|
|
0.255999892950058,
|
|
0.17808210849761963,
|
|
0.18045106530189514,
|
|
0.2211054563522339,
|
|
0.27472516894340515,
|
|
0.44444429874420166,
|
|
0.26751580834388733,
|
|
0.24999991059303284,
|
|
0.5042734146118164,
|
|
0.4538460373878479,
|
|
0.20657269656658173,
|
|
0.4899998903274536,
|
|
0.5860464572906494,
|
|
0.19230762124061584,
|
|
0.19095470011234283,
|
|
0.22535204887390137,
|
|
0.48648640513420105,
|
|
0.2658958435058594,
|
|
0.3827749788761139,
|
|
0.2065216600894928,
|
|
0.24390237033367157,
|
|
0.28571420907974243,
|
|
0.1759258508682251,
|
|
0.12499994784593582,
|
|
0.19047613441944122,
|
|
0.19999995827674866,
|
|
0.17187494039535522,
|
|
0.29824554920196533,
|
|
0.23809516429901123,
|
|
0.5730335712432861,
|
|
0.19811314344406128,
|
|
0.2583731412887573,
|
|
0.0874999463558197,
|
|
0.09356718510389328,
|
|
0.20814472436904907,
|
|
0.43921560049057007,
|
|
0.4189721941947937,
|
|
0.2716048061847687,
|
|
0.06060601398348808,
|
|
0.198198139667511,
|
|
0.5990782380104065,
|
|
0.5114502906799316,
|
|
0.3855420649051666,
|
|
0.07407402247190475,
|
|
0.37668150663375854,
|
|
0.239999920129776,
|
|
0.29437223076820374,
|
|
0.14925366640090942,
|
|
0.6297871470451355,
|
|
0.28767114877700806,
|
|
0.4299064576625824,
|
|
0.26600977778434753,
|
|
0.07692302018404007,
|
|
0.1194029375910759,
|
|
0.07608690112829208,
|
|
0.20105813443660736,
|
|
0.5698322653770447,
|
|
0.4233575761318207,
|
|
0.2773721516132355,
|
|
0.48484835028648376,
|
|
0.03973504900932312,
|
|
0.2909089922904968,
|
|
0.07518791407346725,
|
|
0.531745970249176,
|
|
0.4824901819229126,
|
|
0.08888883143663406,
|
|
0.17073164880275726,
|
|
0.1548386514186859,
|
|
0.03508768975734711,
|
|
0.21890540421009064,
|
|
0.5714285373687744,
|
|
0.2243901938199997,
|
|
0.11158791184425354,
|
|
0.3017750680446625,
|
|
0.34234222769737244,
|
|
0.255999892950058,
|
|
0.10280367732048035,
|
|
0.3409089744091034,
|
|
0.19811314344406128,
|
|
0.3760683238506317,
|
|
0.10344822704792023,
|
|
0.09032251685857773,
|
|
0.3295194208621979,
|
|
0.26984119415283203,
|
|
0.23255810141563416,
|
|
0.17624516785144806,
|
|
0.12837833166122437,
|
|
0.16993455588817596
|
|
],
|
|
"time": 18.11002412904054,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 2.449291467666626,
|
|
"val_loss": 2.8546512126922607,
|
|
"acc": 30.0,
|
|
"f1": [
|
|
0.5749998092651367,
|
|
0.32820504903793335,
|
|
0.20571422576904297,
|
|
0.154929518699646,
|
|
0.12698405981063843,
|
|
0.2599999010562897,
|
|
0.20833326876163483,
|
|
0.317689448595047,
|
|
0.19399532675743103,
|
|
0.40718549489974976,
|
|
0.11382109671831131,
|
|
0.16666659712791443,
|
|
0.2832617461681366,
|
|
0.23115570843219757,
|
|
0.20731700956821442,
|
|
0.18300646543502808,
|
|
0.30303019285202026,
|
|
0.49599987268447876,
|
|
0.27338120341300964,
|
|
0.2723734676837921,
|
|
0.5063290596008301,
|
|
0.47346925735473633,
|
|
0.2694299519062042,
|
|
0.48587560653686523,
|
|
0.5309733152389526,
|
|
0.251428484916687,
|
|
0.2191779911518097,
|
|
0.20454540848731995,
|
|
0.445652037858963,
|
|
0.3260868787765503,
|
|
0.3568463623523712,
|
|
0.2418300211429596,
|
|
0.2753622233867645,
|
|
0.2788843810558319,
|
|
0.188552126288414,
|
|
0.10062886029481888,
|
|
0.3318776488304138,
|
|
0.19819816946983337,
|
|
0.1911763995885849,
|
|
0.20512813329696655,
|
|
0.2914571762084961,
|
|
0.4999999403953552,
|
|
0.18749992549419403,
|
|
0.2288556545972824,
|
|
0.10937494784593582,
|
|
0.07741929590702057,
|
|
0.20645155012607574,
|
|
0.44357967376708984,
|
|
0.38644057512283325,
|
|
0.3313608467578888,
|
|
0.10144922137260437,
|
|
0.2198580950498581,
|
|
0.5673075914382935,
|
|
0.5071768760681152,
|
|
0.34224584698677063,
|
|
0.057553909718990326,
|
|
0.3867923319339752,
|
|
0.2702701687812805,
|
|
0.3409090042114258,
|
|
0.19801974296569824,
|
|
0.7009344696998596,
|
|
0.45161277055740356,
|
|
0.4306218922138214,
|
|
0.2558138370513916,
|
|
0.15662643313407898,
|
|
0.16249993443489075,
|
|
0.11834313720464706,
|
|
0.2550334632396698,
|
|
0.560509443283081,
|
|
0.45976996421813965,
|
|
0.3470318615436554,
|
|
0.5933012366294861,
|
|
0.030769191682338715,
|
|
0.3018867075443268,
|
|
0.15706801414489746,
|
|
0.5842695236206055,
|
|
0.5465114712715149,
|
|
0.061538416892290115,
|
|
0.1951218843460083,
|
|
0.26190468668937683,
|
|
0.0,
|
|
0.10447756201028824,
|
|
0.5684930682182312,
|
|
0.28571417927742004,
|
|
0.1452513188123703,
|
|
0.3282674252986908,
|
|
0.37209296226501465,
|
|
0.22666659951210022,
|
|
0.14678893983364105,
|
|
0.3555554449558258,
|
|
0.1481480896472931,
|
|
0.4111110270023346,
|
|
0.2741934657096863,
|
|
0.14814810454845428,
|
|
0.5472635626792908,
|
|
0.4085105359554291,
|
|
0.24545449018478394,
|
|
0.2062779664993286,
|
|
0.16494840383529663,
|
|
0.2560974657535553
|
|
],
|
|
"time": 17.93309390358627,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 2.406245708465576,
|
|
"val_loss": 2.906726837158203,
|
|
"acc": 30.88,
|
|
"f1": [
|
|
0.5754715800285339,
|
|
0.3982299864292145,
|
|
0.2456139326095581,
|
|
0.13138681650161743,
|
|
0.13114747405052185,
|
|
0.27306264638900757,
|
|
0.28275856375694275,
|
|
0.31944435834884644,
|
|
0.2898549735546112,
|
|
0.37558677792549133,
|
|
0.15853650867938995,
|
|
0.2094240039587021,
|
|
0.2702701687812805,
|
|
0.25892847776412964,
|
|
0.20689646899700165,
|
|
0.21014487743377686,
|
|
0.3118278682231903,
|
|
0.4532373249530792,
|
|
0.2832617461681366,
|
|
0.253807008266449,
|
|
0.4897957742214203,
|
|
0.43925222754478455,
|
|
0.24710416793823242,
|
|
0.5061726570129395,
|
|
0.5614033341407776,
|
|
0.18309852480888367,
|
|
0.2456139326095581,
|
|
0.2333332747220993,
|
|
0.49999988079071045,
|
|
0.3046356737613678,
|
|
0.3627450466156006,
|
|
0.21714277565479279,
|
|
0.2793295085430145,
|
|
0.33962252736091614,
|
|
0.2236841470003128,
|
|
0.11678826063871384,
|
|
0.2968197166919708,
|
|
0.1647058129310608,
|
|
0.1754385381937027,
|
|
0.33333325386047363,
|
|
0.2739725112915039,
|
|
0.6144576668739319,
|
|
0.1916166990995407,
|
|
0.2758620083332062,
|
|
0.09999993443489075,
|
|
0.1219511553645134,
|
|
0.23863628506660461,
|
|
0.4840763211250305,
|
|
0.4615383446216583,
|
|
0.24285705387592316,
|
|
0.07575751841068268,
|
|
0.2636362612247467,
|
|
0.5631066560745239,
|
|
0.5355647206306458,
|
|
0.3959389626979828,
|
|
0.018348604440689087,
|
|
0.4499998986721039,
|
|
0.3287670314311981,
|
|
0.36871495842933655,
|
|
0.264317125082016,
|
|
0.7314283847808838,
|
|
0.39622631669044495,
|
|
0.4670049846172333,
|
|
0.277310848236084,
|
|
0.11111104488372803,
|
|
0.14678892493247986,
|
|
0.15044242143630981,
|
|
0.21839071810245514,
|
|
0.6214687824249268,
|
|
0.5104601383209229,
|
|
0.2676055133342743,
|
|
0.6187844276428223,
|
|
0.10859721153974533,
|
|
0.26373615860939026,
|
|
0.20512813329696655,
|
|
0.6442306041717529,
|
|
0.5627704858779907,
|
|
0.12499994039535522,
|
|
0.2175437957048416,
|
|
0.17567561566829681,
|
|
0.09374994784593582,
|
|
0.22009563446044922,
|
|
0.6387433409690857,
|
|
0.23529404401779175,
|
|
0.17085421085357666,
|
|
0.38356152176856995,
|
|
0.3686273694038391,
|
|
0.2807016372680664,
|
|
0.1438848376274109,
|
|
0.3576158583164215,
|
|
0.20382159948349,
|
|
0.42352932691574097,
|
|
0.2547169029712677,
|
|
0.11464963108301163,
|
|
0.49158239364624023,
|
|
0.4311376214027405,
|
|
0.09230764210224152,
|
|
0.1769230216741562,
|
|
0.1818181276321411,
|
|
0.17910441756248474
|
|
],
|
|
"time": 17.811273482628167,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 2.2612953186035156,
|
|
"val_loss": 2.858286142349243,
|
|
"acc": 30.92,
|
|
"f1": [
|
|
0.5999999046325684,
|
|
0.3428570330142975,
|
|
0.22222214937210083,
|
|
0.17679551243782043,
|
|
0.14814810454845428,
|
|
0.22499993443489075,
|
|
0.3502824008464813,
|
|
0.2753622233867645,
|
|
0.31067952513694763,
|
|
0.3917524814605713,
|
|
0.15748025476932526,
|
|
0.11347512155771255,
|
|
0.2873562276363373,
|
|
0.21951214969158173,
|
|
0.21890540421009064,
|
|
0.2727271318435669,
|
|
0.31939154863357544,
|
|
0.5333331823348999,
|
|
0.2957197427749634,
|
|
0.2761903405189514,
|
|
0.4884791076183319,
|
|
0.4561401903629303,
|
|
0.2234041839838028,
|
|
0.5281383991241455,
|
|
0.5523011684417725,
|
|
0.23367688059806824,
|
|
0.2512076497077942,
|
|
0.15686267614364624,
|
|
0.4646463394165039,
|
|
0.30065348744392395,
|
|
0.3456789553165436,
|
|
0.16528919339179993,
|
|
0.25396817922592163,
|
|
0.314606636762619,
|
|
0.29118767380714417,
|
|
0.1226993277668953,
|
|
0.2746478021144867,
|
|
0.24786315858364105,
|
|
0.15384609997272491,
|
|
0.3406592309474945,
|
|
0.26666659116744995,
|
|
0.5699998736381531,
|
|
0.21198150515556335,
|
|
0.2782607972621918,
|
|
0.10924363881349564,
|
|
0.12682920694351196,
|
|
0.23913034796714783,
|
|
0.43636354804039,
|
|
0.37317782640457153,
|
|
0.36046499013900757,
|
|
0.07692302018404007,
|
|
0.20792071521282196,
|
|
0.5833331942558289,
|
|
0.44999998807907104,
|
|
0.403755784034729,
|
|
0.03305782005190849,
|
|
0.4153004288673401,
|
|
0.23809516429901123,
|
|
0.3627450466156006,
|
|
0.16666661202907562,
|
|
0.6461536884307861,
|
|
0.40740731358528137,
|
|
0.4942527115345001,
|
|
0.3111110031604767,
|
|
0.09302320331335068,
|
|
0.14545448124408722,
|
|
0.08571423590183258,
|
|
0.22499993443489075,
|
|
0.6355138421058655,
|
|
0.543859601020813,
|
|
0.3934425115585327,
|
|
0.5668447613716125,
|
|
0.0869564488530159,
|
|
0.2882882058620453,
|
|
0.12765952944755554,
|
|
0.6436780691146851,
|
|
0.6521738171577454,
|
|
0.10389603674411774,
|
|
0.19999992847442627,
|
|
0.2731706500053406,
|
|
0.081632599234581,
|
|
0.2672064006328583,
|
|
0.609625518321991,
|
|
0.2722512185573578,
|
|
0.09374994784593582,
|
|
0.37777766585350037,
|
|
0.3287670612335205,
|
|
0.30674833059310913,
|
|
0.05194799602031708,
|
|
0.3289473056793213,
|
|
0.18840573728084564,
|
|
0.23113961517810822,
|
|
0.21686740219593048,
|
|
0.1081080511212349,
|
|
0.5699480772018433,
|
|
0.4022345542907715,
|
|
0.27118635177612305,
|
|
0.2298850268125534,
|
|
0.18713442981243134,
|
|
0.2076922506093979
|
|
],
|
|
"time": 18.132744199596345,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 2.1520650386810303,
|
|
"val_loss": 3.014810800552368,
|
|
"acc": 32.53,
|
|
"f1": [
|
|
0.6497460603713989,
|
|
0.41379302740097046,
|
|
0.2124999314546585,
|
|
0.16417904198169708,
|
|
0.11842100322246552,
|
|
0.26315781474113464,
|
|
0.3131312429904938,
|
|
0.372548907995224,
|
|
0.3575417995452881,
|
|
0.4020099639892578,
|
|
0.2046510875225067,
|
|
0.21782170236110687,
|
|
0.3018867075443268,
|
|
0.2181817591190338,
|
|
0.2660943269729614,
|
|
0.21374039351940155,
|
|
0.28571420907974243,
|
|
0.5175436735153198,
|
|
0.34234222769737244,
|
|
0.1909089982509613,
|
|
0.5088756084442139,
|
|
0.49565204977989197,
|
|
0.20238088071346283,
|
|
0.5408161878585815,
|
|
0.5791853666305542,
|
|
0.27509286999702454,
|
|
0.29268282651901245,
|
|
0.2592591643333435,
|
|
0.45810040831565857,
|
|
0.2890172600746155,
|
|
0.43564343452453613,
|
|
0.24999991059303284,
|
|
0.2810809910297394,
|
|
0.32432425022125244,
|
|
0.23529404401779175,
|
|
0.1900825798511505,
|
|
0.3418802320957184,
|
|
0.21256029605865479,
|
|
0.20761239528656006,
|
|
0.40718549489974976,
|
|
0.2959182858467102,
|
|
0.4615383446216583,
|
|
0.24186037480831146,
|
|
0.30392149090766907,
|
|
0.15642453730106354,
|
|
0.12244893610477448,
|
|
0.23357655107975006,
|
|
0.44670039415359497,
|
|
0.4999999403953552,
|
|
0.39357417821884155,
|
|
0.09160300344228745,
|
|
0.3091786503791809,
|
|
0.6027396321296692,
|
|
0.5555554628372192,
|
|
0.42051267623901367,
|
|
0.06999994069337845,
|
|
0.4331796169281006,
|
|
0.2971886694431305,
|
|
0.32432422041893005,
|
|
0.18300646543502808,
|
|
0.6899998784065247,
|
|
0.415094256401062,
|
|
0.4096384644508362,
|
|
0.33333322405815125,
|
|
0.16842098534107208,
|
|
0.18784524500370026,
|
|
0.12578611075878143,
|
|
0.2211054563522339,
|
|
0.583690881729126,
|
|
0.4710423946380615,
|
|
0.33333322405815125,
|
|
0.5502644181251526,
|
|
0.09374994784593582,
|
|
0.31279608607292175,
|
|
0.1290322095155716,
|
|
0.5647058486938477,
|
|
0.549019455909729,
|
|
0.180851012468338,
|
|
0.19138747453689575,
|
|
0.20408158004283905,
|
|
0.03278684988617897,
|
|
0.2795697748661041,
|
|
0.6545453667640686,
|
|
0.29885047674179077,
|
|
0.1297709345817566,
|
|
0.3703702986240387,
|
|
0.348314493894577,
|
|
0.306122362613678,
|
|
0.10738249123096466,
|
|
0.3510637581348419,
|
|
0.16374263167381287,
|
|
0.4125559628009796,
|
|
0.20512813329696655,
|
|
0.14213192462921143,
|
|
0.521008312702179,
|
|
0.43564343452453613,
|
|
0.28699544072151184,
|
|
0.23655906319618225,
|
|
0.14598533511161804,
|
|
0.19642849266529083
|
|
],
|
|
"time": 17.845646668225527,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.927380919456482,
|
|
"val_loss": 3.002025604248047,
|
|
"acc": 31.49,
|
|
"f1": [
|
|
0.5374448299407959,
|
|
0.3959389626979828,
|
|
0.26086947321891785,
|
|
0.035398200154304504,
|
|
0.1639343500137329,
|
|
0.27049171924591064,
|
|
0.300429105758667,
|
|
0.41176462173461914,
|
|
0.2933332324028015,
|
|
0.38738730549812317,
|
|
0.2173912227153778,
|
|
0.2399999350309372,
|
|
0.251308798789978,
|
|
0.21428567171096802,
|
|
0.22535204887390137,
|
|
0.16666661202907562,
|
|
0.3976607024669647,
|
|
0.446808397769928,
|
|
0.30051806569099426,
|
|
0.26315778493881226,
|
|
0.5031445622444153,
|
|
0.4687499403953552,
|
|
0.22857137024402618,
|
|
0.4872726500034332,
|
|
0.351144939661026,
|
|
0.2191779911518097,
|
|
0.21978014707565308,
|
|
0.23923437297344208,
|
|
0.4974091649055481,
|
|
0.22399991750717163,
|
|
0.4485980272293091,
|
|
0.19847320020198822,
|
|
0.29702961444854736,
|
|
0.34101372957229614,
|
|
0.1971830427646637,
|
|
0.14778319001197815,
|
|
0.26086950302124023,
|
|
0.2755904495716095,
|
|
0.1410255879163742,
|
|
0.4292682111263275,
|
|
0.321428507566452,
|
|
0.5614033341407776,
|
|
0.21621613204479218,
|
|
0.2660549581050873,
|
|
0.19393931329250336,
|
|
0.0978260263800621,
|
|
0.12345672398805618,
|
|
0.45810040831565857,
|
|
0.4615383446216583,
|
|
0.31372538208961487,
|
|
0.08264458924531937,
|
|
0.24999992549419403,
|
|
0.5578945875167847,
|
|
0.49549540877342224,
|
|
0.38095226883888245,
|
|
0.0447760745882988,
|
|
0.44791656732559204,
|
|
0.3050846755504608,
|
|
0.3467741012573242,
|
|
0.2592591643333435,
|
|
0.6918917894363403,
|
|
0.47107425332069397,
|
|
0.47346925735473633,
|
|
0.28767114877700806,
|
|
0.12598420679569244,
|
|
0.09655166417360306,
|
|
0.13392852246761322,
|
|
0.19999991357326508,
|
|
0.5390069484710693,
|
|
0.5145629644393921,
|
|
0.34042543172836304,
|
|
0.548076868057251,
|
|
0.08759118616580963,
|
|
0.3519999384880066,
|
|
0.19875767827033997,
|
|
0.530302882194519,
|
|
0.5632182359695435,
|
|
0.18064509332180023,
|
|
0.2622949779033661,
|
|
0.26086944341659546,
|
|
0.13008125126361847,
|
|
0.22702695429325104,
|
|
0.6203702688217163,
|
|
0.2793295085430145,
|
|
0.1682242453098297,
|
|
0.39682528376579285,
|
|
0.3617020547389984,
|
|
0.3050846457481384,
|
|
0.13877545297145844,
|
|
0.33777767419815063,
|
|
0.22093015909194946,
|
|
0.3923443853855133,
|
|
0.2758619785308838,
|
|
0.15702472627162933,
|
|
0.5662099123001099,
|
|
0.41052618622779846,
|
|
0.30303022265434265,
|
|
0.18604648113250732,
|
|
0.1478598713874817,
|
|
0.20731700956821442
|
|
],
|
|
"time": 18.36326172668487,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.862387776374817,
|
|
"val_loss": 2.867657423019409,
|
|
"acc": 32.71,
|
|
"f1": [
|
|
0.6129031181335449,
|
|
0.40692633390426636,
|
|
0.19999995827674866,
|
|
0.1940297782421112,
|
|
0.10975604504346848,
|
|
0.2695651352405548,
|
|
0.3441859781742096,
|
|
0.36815908551216125,
|
|
0.3261801600456238,
|
|
0.40624991059303284,
|
|
0.14285710453987122,
|
|
0.20134222507476807,
|
|
0.24161066114902496,
|
|
0.2446807622909546,
|
|
0.239520862698555,
|
|
0.22480614483356476,
|
|
0.33502528071403503,
|
|
0.424908310174942,
|
|
0.2790696620941162,
|
|
0.23076915740966797,
|
|
0.5652172565460205,
|
|
0.4265401363372803,
|
|
0.2812499403953552,
|
|
0.5624998807907104,
|
|
0.6243385076522827,
|
|
0.30555546283721924,
|
|
0.32432422041893005,
|
|
0.23584897816181183,
|
|
0.497041255235672,
|
|
0.2753622233867645,
|
|
0.3940885663032532,
|
|
0.3139533996582031,
|
|
0.23913034796714783,
|
|
0.3147207200527191,
|
|
0.2655600905418396,
|
|
0.12643671035766602,
|
|
0.2690582275390625,
|
|
0.2436547577381134,
|
|
0.20077213644981384,
|
|
0.37777766585350037,
|
|
0.29850736260414124,
|
|
0.5445024967193604,
|
|
0.14754094183444977,
|
|
0.22099439799785614,
|
|
0.14371250569820404,
|
|
0.15662643313407898,
|
|
0.23809516429901123,
|
|
0.46511611342430115,
|
|
0.48908287286758423,
|
|
0.37499991059303284,
|
|
0.15189869701862335,
|
|
0.26455017924308777,
|
|
0.5916665196418762,
|
|
0.5023254752159119,
|
|
0.4599998891353607,
|
|
0.09333327412605286,
|
|
0.4939757287502289,
|
|
0.2569831311702728,
|
|
0.3976607024669647,
|
|
0.27428561449050903,
|
|
0.7263157367706299,
|
|
0.5273630023002625,
|
|
0.43373483419418335,
|
|
0.3098590672016144,
|
|
0.16460900008678436,
|
|
0.14473678171634674,
|
|
0.15384609997272491,
|
|
0.31999990344047546,
|
|
0.666666567325592,
|
|
0.48780474066734314,
|
|
0.30456843972206116,
|
|
0.5806450843811035,
|
|
0.11188805103302002,
|
|
0.2622949779033661,
|
|
0.14659680426120758,
|
|
0.6222221255302429,
|
|
0.631578803062439,
|
|
0.11049716919660568,
|
|
0.22356490790843964,
|
|
0.30630621314048767,
|
|
0.15584410727024078,
|
|
0.28181809186935425,
|
|
0.6802029013633728,
|
|
0.3592231869697571,
|
|
0.14746539294719696,
|
|
0.4550263583660126,
|
|
0.36470577120780945,
|
|
0.30275216698646545,
|
|
0.15224908292293549,
|
|
0.30830031633377075,
|
|
0.23904375731945038,
|
|
0.4476189613342285,
|
|
0.1818181276321411,
|
|
0.16326524317264557,
|
|
0.5634918808937073,
|
|
0.35820886492729187,
|
|
0.2312137931585312,
|
|
0.1558440923690796,
|
|
0.1126759946346283,
|
|
0.21111102402210236
|
|
],
|
|
"time": 17.995188718661666,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.7128477096557617,
|
|
"val_loss": 3.1692373752593994,
|
|
"acc": 31.76,
|
|
"f1": [
|
|
0.5934064984321594,
|
|
0.317689448595047,
|
|
0.1818181276321411,
|
|
0.1240309551358223,
|
|
0.19923365116119385,
|
|
0.26765793561935425,
|
|
0.30065348744392395,
|
|
0.40609124302864075,
|
|
0.32558128237724304,
|
|
0.3643723726272583,
|
|
0.13259662687778473,
|
|
0.20111726224422455,
|
|
0.30097079277038574,
|
|
0.3111110329627991,
|
|
0.25892847776412964,
|
|
0.24161066114902496,
|
|
0.28571417927742004,
|
|
0.49999988079071045,
|
|
0.2721087336540222,
|
|
0.2807016372680664,
|
|
0.5869563817977905,
|
|
0.44230756163597107,
|
|
0.28820955753326416,
|
|
0.397350937128067,
|
|
0.5530301928520203,
|
|
0.16666661202907562,
|
|
0.26086950302124023,
|
|
0.11842100322246552,
|
|
0.4263565242290497,
|
|
0.3496502637863159,
|
|
0.3287670612335205,
|
|
0.3129250705242157,
|
|
0.24166658520698547,
|
|
0.26190465688705444,
|
|
0.24844713509082794,
|
|
0.1754385381937027,
|
|
0.26890748739242554,
|
|
0.17567561566829681,
|
|
0.18404902517795563,
|
|
0.2918148636817932,
|
|
0.30830031633377075,
|
|
0.5527637004852295,
|
|
0.24999988079071045,
|
|
0.23529404401779175,
|
|
0.12244893610477448,
|
|
0.19108274579048157,
|
|
0.16666659712791443,
|
|
0.48387083411216736,
|
|
0.4594593644142151,
|
|
0.331707239151001,
|
|
0.12307687103748322,
|
|
0.2702701687812805,
|
|
0.5240640044212341,
|
|
0.5472635626792908,
|
|
0.38341957330703735,
|
|
0.08450698852539062,
|
|
0.4766837954521179,
|
|
0.29508185386657715,
|
|
0.37681150436401367,
|
|
0.26548662781715393,
|
|
0.6216214895248413,
|
|
0.46288198232650757,
|
|
0.4140968322753906,
|
|
0.3208555281162262,
|
|
0.16853927075862885,
|
|
0.1694914698600769,
|
|
0.09999994188547134,
|
|
0.26341456174850464,
|
|
0.6073297262191772,
|
|
0.44660186767578125,
|
|
0.3374998867511749,
|
|
0.46808505058288574,
|
|
0.16666659712791443,
|
|
0.33333322405815125,
|
|
0.18749994039535522,
|
|
0.623255729675293,
|
|
0.4950493574142456,
|
|
0.08510632067918777,
|
|
0.1449274718761444,
|
|
0.3157893717288971,
|
|
0.16143491864204407,
|
|
0.1991700679063797,
|
|
0.5781249403953552,
|
|
0.329317182302475,
|
|
0.16883111000061035,
|
|
0.35714274644851685,
|
|
0.38888880610466003,
|
|
0.25545164942741394,
|
|
0.08839772641658783,
|
|
0.36601296067237854,
|
|
0.23115570843219757,
|
|
0.44554442167282104,
|
|
0.22222214937210083,
|
|
0.11320748925209045,
|
|
0.4527026414871216,
|
|
0.41249990463256836,
|
|
0.22471901774406433,
|
|
0.24675315618515015,
|
|
0.15740735828876495,
|
|
0.2577318847179413
|
|
],
|
|
"time": 18.297779499553144,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.7288423776626587,
|
|
"val_loss": 3.1594693660736084,
|
|
"acc": 30.54,
|
|
"f1": [
|
|
0.5680471658706665,
|
|
0.3800903856754303,
|
|
0.220779150724411,
|
|
0.194871723651886,
|
|
0.15642453730106354,
|
|
0.2812499403953552,
|
|
0.2580644190311432,
|
|
0.40999990701675415,
|
|
0.28310492634773254,
|
|
0.4177214205265045,
|
|
0.17610056698322296,
|
|
0.24691346287727356,
|
|
0.326315701007843,
|
|
0.2492753118276596,
|
|
0.2233501821756363,
|
|
0.23030294477939606,
|
|
0.26751580834388733,
|
|
0.3398691415786743,
|
|
0.2347417026758194,
|
|
0.236453115940094,
|
|
0.474820077419281,
|
|
0.44559577107429504,
|
|
0.2635658085346222,
|
|
0.4469272196292877,
|
|
0.5396823883056641,
|
|
0.2117646485567093,
|
|
0.2605363130569458,
|
|
0.23102305829524994,
|
|
0.42285704612731934,
|
|
0.23430955410003662,
|
|
0.331034392118454,
|
|
0.30120471119880676,
|
|
0.21319790184497833,
|
|
0.37320560216903687,
|
|
0.2333332598209381,
|
|
0.10738249123096466,
|
|
0.29197070002555847,
|
|
0.16216209530830383,
|
|
0.17105257511138916,
|
|
0.32432425022125244,
|
|
0.3267325758934021,
|
|
0.41471561789512634,
|
|
0.211604043841362,
|
|
0.2345276176929474,
|
|
0.2101166695356369,
|
|
0.1509433388710022,
|
|
0.16260157525539398,
|
|
0.4598929286003113,
|
|
0.37362632155418396,
|
|
0.41884803771972656,
|
|
0.1142856702208519,
|
|
0.2485205978155136,
|
|
0.49999988079071045,
|
|
0.5238093733787537,
|
|
0.3517586886882782,
|
|
0.1405404806137085,
|
|
0.4186045527458191,
|
|
0.29885047674179077,
|
|
0.38674020767211914,
|
|
0.25339359045028687,
|
|
0.7106597423553467,
|
|
0.3897057771682739,
|
|
0.4573989808559418,
|
|
0.2941175401210785,
|
|
0.12962956726551056,
|
|
0.10389603674411774,
|
|
0.16528919339179993,
|
|
0.2923975884914398,
|
|
0.6455695033073425,
|
|
0.5978259444236755,
|
|
0.3783782720565796,
|
|
0.49689429998397827,
|
|
0.131687194108963,
|
|
0.3406112492084503,
|
|
0.12162157148122787,
|
|
0.6417111158370972,
|
|
0.5350316762924194,
|
|
0.16304342448711395,
|
|
0.1846965253353119,
|
|
0.22556383907794952,
|
|
0.11659185588359833,
|
|
0.22935770452022552,
|
|
0.6320753693580627,
|
|
0.3587442934513092,
|
|
0.18181811273097992,
|
|
0.4015443027019501,
|
|
0.4508668780326843,
|
|
0.39090898633003235,
|
|
0.09615378081798553,
|
|
0.2723003923892975,
|
|
0.17959177494049072,
|
|
0.4259258210659027,
|
|
0.21468918025493622,
|
|
0.17171710729599,
|
|
0.5029938817024231,
|
|
0.36809808015823364,
|
|
0.239999920129776,
|
|
0.24999991059303284,
|
|
0.08510632067918777,
|
|
0.29629620909690857
|
|
],
|
|
"time": 18.472475273534656,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.536684274673462,
|
|
"val_loss": 3.3557255268096924,
|
|
"acc": 31.85,
|
|
"f1": [
|
|
0.6262625455856323,
|
|
0.41052618622779846,
|
|
0.15277770161628723,
|
|
0.16923071444034576,
|
|
0.14007778465747833,
|
|
0.2957197427749634,
|
|
0.318471223115921,
|
|
0.42285704612731934,
|
|
0.3170730471611023,
|
|
0.41379299759864807,
|
|
0.14096909761428833,
|
|
0.2705881595611572,
|
|
0.3013697862625122,
|
|
0.22364212572574615,
|
|
0.25270751118659973,
|
|
0.18348616361618042,
|
|
0.24137921631336212,
|
|
0.4607841968536377,
|
|
0.36111101508140564,
|
|
0.27309226989746094,
|
|
0.5555554628372192,
|
|
0.5418717861175537,
|
|
0.2872926890850067,
|
|
0.45714277029037476,
|
|
0.5240174531936646,
|
|
0.2585550546646118,
|
|
0.262857049703598,
|
|
0.2591361105442047,
|
|
0.4579438269138336,
|
|
0.30150744318962097,
|
|
0.3489932119846344,
|
|
0.2269502729177475,
|
|
0.2614377737045288,
|
|
0.28025469183921814,
|
|
0.29743579030036926,
|
|
0.16494840383529663,
|
|
0.28855711221694946,
|
|
0.152671679854393,
|
|
0.17721512913703918,
|
|
0.43564343452453613,
|
|
0.3014705181121826,
|
|
0.5869563817977905,
|
|
0.1985815018415451,
|
|
0.2656249403953552,
|
|
0.17333325743675232,
|
|
0.14847156405448914,
|
|
0.20535708963871002,
|
|
0.4341084659099579,
|
|
0.42790690064430237,
|
|
0.38578668236732483,
|
|
0.08620686084032059,
|
|
0.262711763381958,
|
|
0.48387083411216736,
|
|
0.5371427536010742,
|
|
0.42290738224983215,
|
|
0.08839772641658783,
|
|
0.477272629737854,
|
|
0.2773721516132355,
|
|
0.36792439222335815,
|
|
0.2127658873796463,
|
|
0.6724889278411865,
|
|
0.36090216040611267,
|
|
0.44444432854652405,
|
|
0.198198139667511,
|
|
0.13930343091487885,
|
|
0.193548321723938,
|
|
0.24166658520698547,
|
|
0.28758159279823303,
|
|
0.6583849191665649,
|
|
0.504132091999054,
|
|
0.3783782720565796,
|
|
0.5155554413795471,
|
|
0.1048034280538559,
|
|
0.3414633274078369,
|
|
0.22222213447093964,
|
|
0.5786800384521484,
|
|
0.42647045850753784,
|
|
0.09859149903059006,
|
|
0.1792452037334442,
|
|
0.29319363832473755,
|
|
0.13636356592178345,
|
|
0.24647878110408783,
|
|
0.601625919342041,
|
|
0.3037973642349243,
|
|
0.13114748895168304,
|
|
0.31836724281311035,
|
|
0.34999990463256836,
|
|
0.2954544723033905,
|
|
0.17171710729599,
|
|
0.30604973435401917,
|
|
0.19626161456108093,
|
|
0.4093022048473358,
|
|
0.22950810194015503,
|
|
0.13888882100582123,
|
|
0.5641024112701416,
|
|
0.404958575963974,
|
|
0.20134222507476807,
|
|
0.23170723021030426,
|
|
0.1777777075767517,
|
|
0.2488888055086136
|
|
],
|
|
"time": 18.34518864750862,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.2220231294631958,
|
|
"val_loss": 3.323207378387451,
|
|
"acc": 32.35,
|
|
"f1": [
|
|
0.579439103603363,
|
|
0.39215680956840515,
|
|
0.2433861643075943,
|
|
0.15469607710838318,
|
|
0.09333327412605286,
|
|
0.28025469183921814,
|
|
0.3794870972633362,
|
|
0.3917524814605713,
|
|
0.33992087841033936,
|
|
0.3431371748447418,
|
|
0.1379309743642807,
|
|
0.3157894015312195,
|
|
0.2872926890850067,
|
|
0.22999992966651917,
|
|
0.21296289563179016,
|
|
0.1818181276321411,
|
|
0.31372541189193726,
|
|
0.5161289572715759,
|
|
0.2735848128795624,
|
|
0.2105262577533722,
|
|
0.6071427464485168,
|
|
0.46096643805503845,
|
|
0.2893615961074829,
|
|
0.5497629642486572,
|
|
0.5930231213569641,
|
|
0.20134222507476807,
|
|
0.24999991059303284,
|
|
0.22535204887390137,
|
|
0.4814813435077667,
|
|
0.26277366280555725,
|
|
0.39106133580207825,
|
|
0.2883720099925995,
|
|
0.2773721516132355,
|
|
0.3111110329627991,
|
|
0.23703694343566895,
|
|
0.1546391248703003,
|
|
0.3043477535247803,
|
|
0.24203814566135406,
|
|
0.1866666078567505,
|
|
0.3386242389678955,
|
|
0.34394893050193787,
|
|
0.5837836861610413,
|
|
0.22073574364185333,
|
|
0.19178076088428497,
|
|
0.14606735110282898,
|
|
0.10457510501146317,
|
|
0.1798941045999527,
|
|
0.4725273549556732,
|
|
0.4466018080711365,
|
|
0.3880595862865448,
|
|
0.19428564608097076,
|
|
0.3113206624984741,
|
|
0.4808742105960846,
|
|
0.5425531268119812,
|
|
0.4162435233592987,
|
|
0.03478258103132248,
|
|
0.4561401903629303,
|
|
0.2873562276363373,
|
|
0.3783782720565796,
|
|
0.3351954519748688,
|
|
0.6777776479721069,
|
|
0.5185183882713318,
|
|
0.47474732995033264,
|
|
0.2933332622051239,
|
|
0.10526309907436371,
|
|
0.13265299797058105,
|
|
0.18045106530189514,
|
|
0.33333325386047363,
|
|
0.6632122993469238,
|
|
0.5588234066963196,
|
|
0.3617020547389984,
|
|
0.5028570294380188,
|
|
0.10843367874622345,
|
|
0.2954544425010681,
|
|
0.20095685124397278,
|
|
0.5280897617340088,
|
|
0.5287355184555054,
|
|
0.10769226402044296,
|
|
0.19101116061210632,
|
|
0.26794248819351196,
|
|
0.1391303837299347,
|
|
0.2810809910297394,
|
|
0.6063346862792969,
|
|
0.33480167388916016,
|
|
0.1898304522037506,
|
|
0.35820886492729187,
|
|
0.3999999165534973,
|
|
0.2847895622253418,
|
|
0.14022134244441986,
|
|
0.2677823603153229,
|
|
0.2127659022808075,
|
|
0.39106133580207825,
|
|
0.20895515382289886,
|
|
0.15277770161628723,
|
|
0.5526314973831177,
|
|
0.423912912607193,
|
|
0.26315778493881226,
|
|
0.22916659712791443,
|
|
0.12121205776929855,
|
|
0.33333325386047363
|
|
],
|
|
"time": 18.271198452450335,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.182196021080017,
|
|
"val_loss": 3.48158597946167,
|
|
"acc": 31.19,
|
|
"f1": [
|
|
0.579234778881073,
|
|
0.32467523217201233,
|
|
0.20382159948349,
|
|
0.15740735828876495,
|
|
0.21238930523395538,
|
|
0.2592591345310211,
|
|
0.3309858441352844,
|
|
0.35294109582901,
|
|
0.3070538640022278,
|
|
0.4561401903629303,
|
|
0.1725887656211853,
|
|
0.18269222974777222,
|
|
0.3152708411216736,
|
|
0.24657529592514038,
|
|
0.2268906980752945,
|
|
0.22115376591682434,
|
|
0.2893615961074829,
|
|
0.526829183101654,
|
|
0.31775689125061035,
|
|
0.2240663468837738,
|
|
0.552941083908081,
|
|
0.42708319425582886,
|
|
0.35365843772888184,
|
|
0.3432835042476654,
|
|
0.48844873905181885,
|
|
0.22360241413116455,
|
|
0.28571417927742004,
|
|
0.1655171811580658,
|
|
0.4499998688697815,
|
|
0.3267325758934021,
|
|
0.37185919284820557,
|
|
0.2788843810558319,
|
|
0.2599999010562897,
|
|
0.3669723868370056,
|
|
0.22834637761116028,
|
|
0.22222216427326202,
|
|
0.324607253074646,
|
|
0.2193547636270523,
|
|
0.161943256855011,
|
|
0.4088396728038788,
|
|
0.239520862698555,
|
|
0.56043940782547,
|
|
0.22127652168273926,
|
|
0.23208186030387878,
|
|
0.1226993277668953,
|
|
0.1798941045999527,
|
|
0.16149060428142548,
|
|
0.4409447908401489,
|
|
0.4266665577888489,
|
|
0.3037973642349243,
|
|
0.1951218843460083,
|
|
0.27884605526924133,
|
|
0.38961026072502136,
|
|
0.5555554032325745,
|
|
0.39622631669044495,
|
|
0.12014129757881165,
|
|
0.4933919608592987,
|
|
0.3087247312068939,
|
|
0.3267972767353058,
|
|
0.24277448654174805,
|
|
0.6931816935539246,
|
|
0.34722214937210083,
|
|
0.4293783903121948,
|
|
0.2739725112915039,
|
|
0.07692302018404007,
|
|
0.17624516785144806,
|
|
0.20765019953250885,
|
|
0.2560974657535553,
|
|
0.6507176160812378,
|
|
0.4918031394481659,
|
|
0.39778995513916016,
|
|
0.5524860620498657,
|
|
0.07035170495510101,
|
|
0.33333322405815125,
|
|
0.23414628207683563,
|
|
0.638554036617279,
|
|
0.5165561437606812,
|
|
0.15151509642601013,
|
|
0.15384608507156372,
|
|
0.27649760246276855,
|
|
0.17518241703510284,
|
|
0.208791121840477,
|
|
0.6320753693580627,
|
|
0.29743579030036926,
|
|
0.14583328366279602,
|
|
0.39784935116767883,
|
|
0.3553718030452728,
|
|
0.2727271616458893,
|
|
0.20055706799030304,
|
|
0.39166659116744995,
|
|
0.26315778493881226,
|
|
0.4217686057090759,
|
|
0.2727271616458893,
|
|
0.165217325091362,
|
|
0.5263156890869141,
|
|
0.4137929677963257,
|
|
0.2592591345310211,
|
|
0.21004560589790344,
|
|
0.1295545995235443,
|
|
0.25423723459243774
|
|
],
|
|
"time": 18.242201164364815,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.0524250268936157,
|
|
"val_loss": 3.071678638458252,
|
|
"acc": 32.24,
|
|
"f1": [
|
|
0.6079294085502625,
|
|
0.3736262619495392,
|
|
0.1881532520055771,
|
|
0.2072538137435913,
|
|
0.1735159158706665,
|
|
0.2528735101222992,
|
|
0.3599999248981476,
|
|
0.3583814203739166,
|
|
0.33939382433891296,
|
|
0.4266665577888489,
|
|
0.1843317300081253,
|
|
0.22222216427326202,
|
|
0.2999999225139618,
|
|
0.2236841470003128,
|
|
0.2536584436893463,
|
|
0.11764700710773468,
|
|
0.289308100938797,
|
|
0.5142855644226074,
|
|
0.2594141364097595,
|
|
0.23115570843219757,
|
|
0.4527026414871216,
|
|
0.4278606176376343,
|
|
0.31632643938064575,
|
|
0.4615383446216583,
|
|
0.5990782380104065,
|
|
0.21428564190864563,
|
|
0.28749987483024597,
|
|
0.21989519894123077,
|
|
0.4565216302871704,
|
|
0.2980768382549286,
|
|
0.2624998986721039,
|
|
0.3047617971897125,
|
|
0.28846150636672974,
|
|
0.38578668236732483,
|
|
0.2694299519062042,
|
|
0.10062886029481888,
|
|
0.2962961792945862,
|
|
0.25274714827537537,
|
|
0.18905465304851532,
|
|
0.3386242389678955,
|
|
0.23853203654289246,
|
|
0.4999998211860657,
|
|
0.27722764015197754,
|
|
0.2794759273529053,
|
|
0.14218004047870636,
|
|
0.14778319001197815,
|
|
0.2233501821756363,
|
|
0.4780486822128296,
|
|
0.5044246912002563,
|
|
0.3508770763874054,
|
|
0.17171710729599,
|
|
0.2147650420665741,
|
|
0.5739909410476685,
|
|
0.5681816935539246,
|
|
0.4021162986755371,
|
|
0.09366386383771896,
|
|
0.5139663219451904,
|
|
0.3253011107444763,
|
|
0.3846152722835541,
|
|
0.2820512056350708,
|
|
0.6508874893188477,
|
|
0.49999988079071045,
|
|
0.44705867767333984,
|
|
0.29126206040382385,
|
|
0.12716756761074066,
|
|
0.07821223139762878,
|
|
0.13043473660945892,
|
|
0.33333325386047363,
|
|
0.5928853154182434,
|
|
0.5648146867752075,
|
|
0.37704911828041077,
|
|
0.5617020726203918,
|
|
0.12121205776929855,
|
|
0.22471901774406433,
|
|
0.2007167935371399,
|
|
0.6570047736167908,
|
|
0.6041665077209473,
|
|
0.14563101530075073,
|
|
0.20588228106498718,
|
|
0.28571417927742004,
|
|
0.12422355264425278,
|
|
0.1931033730506897,
|
|
0.6321837902069092,
|
|
0.2872926890850067,
|
|
0.24390234053134918,
|
|
0.3473052978515625,
|
|
0.37185919284820557,
|
|
0.33476385474205017,
|
|
0.14371250569820404,
|
|
0.28571417927742004,
|
|
0.26484012603759766,
|
|
0.42857131361961365,
|
|
0.18749994039535522,
|
|
0.1916166990995407,
|
|
0.5714284777641296,
|
|
0.46551719307899475,
|
|
0.2840908169746399,
|
|
0.262857049703598,
|
|
0.19087132811546326,
|
|
0.19767434895038605
|
|
],
|
|
"time": 18.061831699684262,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 0.8743962645530701,
|
|
"val_loss": 3.5901072025299072,
|
|
"acc": 33.41,
|
|
"f1": [
|
|
0.6178008913993835,
|
|
0.393063485622406,
|
|
0.2290075719356537,
|
|
0.188888818025589,
|
|
0.1639343500137329,
|
|
0.2048192024230957,
|
|
0.32812491059303284,
|
|
0.36464083194732666,
|
|
0.3644067049026489,
|
|
0.44311365485191345,
|
|
0.15189866721630096,
|
|
0.2371133416891098,
|
|
0.2955664098262787,
|
|
0.22222213447093964,
|
|
0.21428564190864563,
|
|
0.21686740219593048,
|
|
0.3551400303840637,
|
|
0.5169490575790405,
|
|
0.2702701687812805,
|
|
0.2736841142177582,
|
|
0.5865383148193359,
|
|
0.4919784665107727,
|
|
0.3529410660266876,
|
|
0.4955751299858093,
|
|
0.5978259444236755,
|
|
0.2444443702697754,
|
|
0.22907482087612152,
|
|
0.2262442708015442,
|
|
0.5306121110916138,
|
|
0.3083699643611908,
|
|
0.4162435233592987,
|
|
0.309278279542923,
|
|
0.2727271318435669,
|
|
0.40935659408569336,
|
|
0.31428563594818115,
|
|
0.12307685613632202,
|
|
0.3047617971897125,
|
|
0.24669595062732697,
|
|
0.2010049670934677,
|
|
0.42372873425483704,
|
|
0.3459458649158478,
|
|
0.5257730484008789,
|
|
0.24413138628005981,
|
|
0.2622949779033661,
|
|
0.17307688295841217,
|
|
0.20430098474025726,
|
|
0.1325300633907318,
|
|
0.41717782616615295,
|
|
0.5405403971672058,
|
|
0.5139663219451904,
|
|
0.18518511950969696,
|
|
0.31284910440444946,
|
|
0.5388126373291016,
|
|
0.4824119210243225,
|
|
0.38095229864120483,
|
|
0.12222215533256531,
|
|
0.47761180996894836,
|
|
0.37426888942718506,
|
|
0.3555554449558258,
|
|
0.38541653752326965,
|
|
0.7262568473815918,
|
|
0.5063289999961853,
|
|
0.47674402594566345,
|
|
0.34254133701324463,
|
|
0.16113737225532532,
|
|
0.15730330348014832,
|
|
0.1891890913248062,
|
|
0.21505369246006012,
|
|
0.6842104196548462,
|
|
0.5166050791740417,
|
|
0.3709090054035187,
|
|
0.4749998450279236,
|
|
0.13541659712791443,
|
|
0.3873516917228699,
|
|
0.18374551832675934,
|
|
0.6435642242431641,
|
|
0.5324673652648926,
|
|
0.12093015760183334,
|
|
0.1499999314546585,
|
|
0.2786884307861328,
|
|
0.11518317461013794,
|
|
0.2560974657535553,
|
|
0.6099998950958252,
|
|
0.31730762124061584,
|
|
0.15702472627162933,
|
|
0.39682528376579285,
|
|
0.4210525155067444,
|
|
0.3076922297477722,
|
|
0.1461537927389145,
|
|
0.34389129281044006,
|
|
0.17834389209747314,
|
|
0.4623654782772064,
|
|
0.19393931329250336,
|
|
0.17872333526611328,
|
|
0.5895952582359314,
|
|
0.3999998867511749,
|
|
0.28999990224838257,
|
|
0.3131312429904938,
|
|
0.14666660130023956,
|
|
0.35185176134109497
|
|
],
|
|
"time": 18.14041258022189,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 0.7975594997406006,
|
|
"val_loss": 3.8871936798095703,
|
|
"acc": 33.63,
|
|
"f1": [
|
|
0.5833331942558289,
|
|
0.43946176767349243,
|
|
0.21301770210266113,
|
|
0.22999992966651917,
|
|
0.19101116061210632,
|
|
0.30567678809165955,
|
|
0.2901960015296936,
|
|
0.41568616032600403,
|
|
0.3882351815700531,
|
|
0.39166659116744995,
|
|
0.1694914698600769,
|
|
0.22891558706760406,
|
|
0.2914979159832001,
|
|
0.24193541705608368,
|
|
0.19852936267852783,
|
|
0.18497103452682495,
|
|
0.2999999225139618,
|
|
0.4916200041770935,
|
|
0.22710618376731873,
|
|
0.30275216698646545,
|
|
0.5472635626792908,
|
|
0.467661589384079,
|
|
0.327868789434433,
|
|
0.5054942965507507,
|
|
0.6562498807907104,
|
|
0.2524271011352539,
|
|
0.2541435658931732,
|
|
0.21621614694595337,
|
|
0.47798728942871094,
|
|
0.3186812400817871,
|
|
0.4248703718185425,
|
|
0.31818172335624695,
|
|
0.2722512185573578,
|
|
0.3292180299758911,
|
|
0.27615058422088623,
|
|
0.13924044370651245,
|
|
0.30208322405815125,
|
|
0.22702695429325104,
|
|
0.19631893932819366,
|
|
0.3823528587818146,
|
|
0.3351350426673889,
|
|
0.5022025108337402,
|
|
0.21111102402210236,
|
|
0.3383083641529083,
|
|
0.20408155024051666,
|
|
0.11249993741512299,
|
|
0.16666659712791443,
|
|
0.4621847867965698,
|
|
0.46956515312194824,
|
|
0.3267972767353058,
|
|
0.15384607017040253,
|
|
0.24271836876869202,
|
|
0.46739116311073303,
|
|
0.4550263583660126,
|
|
0.46913567185401917,
|
|
0.13407814502716064,
|
|
0.4950493574142456,
|
|
0.29126206040382385,
|
|
0.3474177420139313,
|
|
0.3422052562236786,
|
|
0.6349205374717712,
|
|
0.5027931928634644,
|
|
0.4377681314945221,
|
|
0.26415085792541504,
|
|
0.15384609997272491,
|
|
0.16774186491966248,
|
|
0.19780214130878448,
|
|
0.2784809172153473,
|
|
0.631578803062439,
|
|
0.5789473056793213,
|
|
0.3820223808288574,
|
|
0.5476189851760864,
|
|
0.14893612265586853,
|
|
0.2941175699234009,
|
|
0.20408155024051666,
|
|
0.5641024708747864,
|
|
0.5476189255714417,
|
|
0.10958898812532425,
|
|
0.20087330043315887,
|
|
0.28749987483024597,
|
|
0.14689259231090546,
|
|
0.24870456755161285,
|
|
0.6161136031150818,
|
|
0.3649121820926666,
|
|
0.23157887160778046,
|
|
0.4083768427371979,
|
|
0.38938042521476746,
|
|
0.3706895411014557,
|
|
0.1594202220439911,
|
|
0.32599109411239624,
|
|
0.18404902517795563,
|
|
0.4257424473762512,
|
|
0.32365134358406067,
|
|
0.16931210458278656,
|
|
0.5728641748428345,
|
|
0.47577083110809326,
|
|
0.2658226788043976,
|
|
0.2751321792602539,
|
|
0.1559632420539856,
|
|
0.3150182366371155
|
|
],
|
|
"time": 17.998705471865833,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 0.6929996013641357,
|
|
"val_loss": 3.6764466762542725,
|
|
"acc": 32.27,
|
|
"f1": [
|
|
0.5859870910644531,
|
|
0.38709667325019836,
|
|
0.22680403292179108,
|
|
0.1449274718761444,
|
|
0.2115383893251419,
|
|
0.28971952199935913,
|
|
0.3248729705810547,
|
|
0.4022345542907715,
|
|
0.3076922297477722,
|
|
0.44210511445999146,
|
|
0.19999991357326508,
|
|
0.16580304503440857,
|
|
0.27615058422088623,
|
|
0.22629962861537933,
|
|
0.16184966266155243,
|
|
0.1758241057395935,
|
|
0.31632643938064575,
|
|
0.43925222754478455,
|
|
0.274073988199234,
|
|
0.28402355313301086,
|
|
0.5273630023002625,
|
|
0.47798728942871094,
|
|
0.29896897077560425,
|
|
0.46540868282318115,
|
|
0.5357141494750977,
|
|
0.17142851650714874,
|
|
0.3060108423233032,
|
|
0.20388342440128326,
|
|
0.46540868282318115,
|
|
0.2955664098262787,
|
|
0.33333322405815125,
|
|
0.2699999213218689,
|
|
0.33962252736091614,
|
|
0.32978713512420654,
|
|
0.2430938482284546,
|
|
0.1439393311738968,
|
|
0.2959182858467102,
|
|
0.23696675896644592,
|
|
0.23036640882492065,
|
|
0.4056602716445923,
|
|
0.2999999225139618,
|
|
0.5120771527290344,
|
|
0.20444436371326447,
|
|
0.29107969999313354,
|
|
0.14285708963871002,
|
|
0.1639343500137329,
|
|
0.24580998718738556,
|
|
0.4919784665107727,
|
|
0.49729716777801514,
|
|
0.43601882457733154,
|
|
0.15920390188694,
|
|
0.3020407259464264,
|
|
0.5326631665229797,
|
|
0.5533979535102844,
|
|
0.34042543172836304,
|
|
0.12422355264425278,
|
|
0.4432430863380432,
|
|
0.3798881769180298,
|
|
0.36464083194732666,
|
|
0.35955044627189636,
|
|
0.7289717793464661,
|
|
0.4401912987232208,
|
|
0.4262293577194214,
|
|
0.2727271616458893,
|
|
0.16494840383529663,
|
|
0.17021268606185913,
|
|
0.1866665780544281,
|
|
0.17105256021022797,
|
|
0.6666665077209473,
|
|
0.5561496019363403,
|
|
0.3917524814605713,
|
|
0.5806450843811035,
|
|
0.1325300633907318,
|
|
0.28402355313301086,
|
|
0.20512813329696655,
|
|
0.5875704884529114,
|
|
0.6344084739685059,
|
|
0.05882347747683525,
|
|
0.20325198769569397,
|
|
0.2762430012226105,
|
|
0.16326524317264557,
|
|
0.2571427524089813,
|
|
0.6108372807502747,
|
|
0.341666579246521,
|
|
0.2100839763879776,
|
|
0.26573416590690613,
|
|
0.3465345501899719,
|
|
0.2954544723033905,
|
|
0.16267937421798706,
|
|
0.3420073091983795,
|
|
0.20394733548164368,
|
|
0.49999988079071045,
|
|
0.19883033633232117,
|
|
0.16170208156108856,
|
|
0.5833332538604736,
|
|
0.4068964719772339,
|
|
0.28085100650787354,
|
|
0.2191779911518097,
|
|
0.12631572782993317,
|
|
0.28695645928382874
|
|
],
|
|
"time": 18.363656651228666,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 0.6306927800178528,
|
|
"val_loss": 3.7667970657348633,
|
|
"acc": 31.79,
|
|
"f1": [
|
|
0.6326529383659363,
|
|
0.3459458649158478,
|
|
0.24277448654174805,
|
|
0.20359273254871368,
|
|
0.1494252234697342,
|
|
0.3025209605693817,
|
|
0.30468741059303284,
|
|
0.36046499013900757,
|
|
0.3179915249347687,
|
|
0.4129553437232971,
|
|
0.18390797078609467,
|
|
0.26341456174850464,
|
|
0.3363635540008545,
|
|
0.23728805780410767,
|
|
0.19827578961849213,
|
|
0.21649475395679474,
|
|
0.30630621314048767,
|
|
0.5071768760681152,
|
|
0.23268692195415497,
|
|
0.27102795243263245,
|
|
0.5428570508956909,
|
|
0.49746179580688477,
|
|
0.28820955753326416,
|
|
0.4324323236942291,
|
|
0.5833331942558289,
|
|
0.21333324909210205,
|
|
0.26666656136512756,
|
|
0.2094240039587021,
|
|
0.5297296643257141,
|
|
0.309859037399292,
|
|
0.3670884966850281,
|
|
0.22377613186836243,
|
|
0.26519328355789185,
|
|
0.2807016372680664,
|
|
0.23770485818386078,
|
|
0.16279064118862152,
|
|
0.22352932393550873,
|
|
0.18784524500370026,
|
|
0.18060195446014404,
|
|
0.39735087752342224,
|
|
0.2731276750564575,
|
|
0.5533979535102844,
|
|
0.19178074598312378,
|
|
0.2378377616405487,
|
|
0.14285708963871002,
|
|
0.10869558900594711,
|
|
0.18633535504341125,
|
|
0.3999998867511749,
|
|
0.41935470700263977,
|
|
0.28571417927742004,
|
|
0.14285707473754883,
|
|
0.22058817744255066,
|
|
0.4588233530521393,
|
|
0.5185183882713318,
|
|
0.3999998867511749,
|
|
0.1494252234697342,
|
|
0.452830046415329,
|
|
0.300884872674942,
|
|
0.3924049437046051,
|
|
0.304526686668396,
|
|
0.7173911929130554,
|
|
0.5023254752159119,
|
|
0.43835610151290894,
|
|
0.2784809172153473,
|
|
0.15789467096328735,
|
|
0.13333328068256378,
|
|
0.1647058129310608,
|
|
0.16560502350330353,
|
|
0.6344084739685059,
|
|
0.4631578028202057,
|
|
0.3276835083961487,
|
|
0.5803107619285583,
|
|
0.15730330348014832,
|
|
0.2905404567718506,
|
|
0.1635219305753708,
|
|
0.5979380011558533,
|
|
0.5911948084831238,
|
|
0.14012733101844788,
|
|
0.16161610186100006,
|
|
0.28753986954689026,
|
|
0.11214946955442429,
|
|
0.17021268606185913,
|
|
0.5837318897247314,
|
|
0.33497530221939087,
|
|
0.16176463663578033,
|
|
0.42145586013793945,
|
|
0.3487178385257721,
|
|
0.3599999248981476,
|
|
0.15609751641750336,
|
|
0.2999999523162842,
|
|
0.24418595433235168,
|
|
0.43881845474243164,
|
|
0.22471901774406433,
|
|
0.16080394387245178,
|
|
0.5523011684417725,
|
|
0.47674402594566345,
|
|
0.30555546283721924,
|
|
0.24742262065410614,
|
|
0.15602830052375793,
|
|
0.3069306015968323
|
|
],
|
|
"time": 18.170946774072945,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 0.5660004615783691,
|
|
"val_loss": 4.337776184082031,
|
|
"acc": 29.74,
|
|
"f1": [
|
|
0.6195651292800903,
|
|
0.39548009634017944,
|
|
0.23204411566257477,
|
|
0.12499994784593582,
|
|
0.13407814502716064,
|
|
0.21118006110191345,
|
|
0.23423415422439575,
|
|
0.33884286880493164,
|
|
0.2932550609111786,
|
|
0.3837208151817322,
|
|
0.1835748255252838,
|
|
0.23529404401779175,
|
|
0.2731706500053406,
|
|
0.18834073841571808,
|
|
0.21333327889442444,
|
|
0.1742737889289856,
|
|
0.3098590672016144,
|
|
0.41095879673957825,
|
|
0.2366863340139389,
|
|
0.2578124403953552,
|
|
0.5940592885017395,
|
|
0.44303786754608154,
|
|
0.2699999213218689,
|
|
0.4210525155067444,
|
|
0.497041255235672,
|
|
0.2649005651473999,
|
|
0.21126757562160492,
|
|
0.16981124877929688,
|
|
0.4324323236942291,
|
|
0.22535203397274017,
|
|
0.3428570628166199,
|
|
0.31428563594818115,
|
|
0.25165554881095886,
|
|
0.2870369255542755,
|
|
0.20883527398109436,
|
|
0.1682242453098297,
|
|
0.2807016372680664,
|
|
0.23580780625343323,
|
|
0.21857915818691254,
|
|
0.390243798494339,
|
|
0.2585032880306244,
|
|
0.5499998927116394,
|
|
0.16666659712791443,
|
|
0.24137921631336212,
|
|
0.17525766789913177,
|
|
0.1156068742275238,
|
|
0.1798941045999527,
|
|
0.4566209018230438,
|
|
0.40540531277656555,
|
|
0.24657529592514038,
|
|
0.20560741424560547,
|
|
0.27530357241630554,
|
|
0.41095879673957825,
|
|
0.5643563270568848,
|
|
0.35918357968330383,
|
|
0.062111746519804,
|
|
0.47058814764022827,
|
|
0.29139062762260437,
|
|
0.28712859749794006,
|
|
0.2941175699234009,
|
|
0.5578230023384094,
|
|
0.38028159737586975,
|
|
0.4186045527458191,
|
|
0.3414633274078369,
|
|
0.1333332657814026,
|
|
0.19277101755142212,
|
|
0.18902435898780823,
|
|
0.30409345030784607,
|
|
0.6190474629402161,
|
|
0.5113635063171387,
|
|
0.3266931176185608,
|
|
0.43999987840652466,
|
|
0.09638547897338867,
|
|
0.3144652843475342,
|
|
0.1639343500137329,
|
|
0.5560164451599121,
|
|
0.49645376205444336,
|
|
0.17037031054496765,
|
|
0.17021270096302032,
|
|
0.23636355996131897,
|
|
0.10945267230272293,
|
|
0.20863303542137146,
|
|
0.6190475225448608,
|
|
0.3317534327507019,
|
|
0.0983605906367302,
|
|
0.4210525155067444,
|
|
0.4499998986721039,
|
|
0.2944784462451935,
|
|
0.16666661202907562,
|
|
0.3018867075443268,
|
|
0.16753920912742615,
|
|
0.429447740316391,
|
|
0.251082181930542,
|
|
0.15189866721630096,
|
|
0.5590060353279114,
|
|
0.40641695261001587,
|
|
0.29437223076820374,
|
|
0.23175960779190063,
|
|
0.16666659712791443,
|
|
0.16766461730003357
|
|
],
|
|
"time": 17.98543122690171,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 0.5375481247901917,
|
|
"val_loss": 4.066267490386963,
|
|
"acc": 31.46,
|
|
"f1": [
|
|
0.5396824479103088,
|
|
0.4174756109714508,
|
|
0.19753079116344452,
|
|
0.19920313358306885,
|
|
0.21138204634189606,
|
|
0.2692306935787201,
|
|
0.3636362552642822,
|
|
0.3838382363319397,
|
|
0.3274335563182831,
|
|
0.37453174591064453,
|
|
0.16176463663578033,
|
|
0.20105813443660736,
|
|
0.35978829860687256,
|
|
0.24875615537166595,
|
|
0.19101116061210632,
|
|
0.1916166990995407,
|
|
0.24573372304439545,
|
|
0.4730289578437805,
|
|
0.2695651352405548,
|
|
0.2871793806552887,
|
|
0.5820105075836182,
|
|
0.4770641028881073,
|
|
0.3300969898700714,
|
|
0.39805811643600464,
|
|
0.5531913638114929,
|
|
0.2485205978155136,
|
|
0.26785707473754883,
|
|
0.1985815018415451,
|
|
0.48484835028648376,
|
|
0.281406968832016,
|
|
0.3314915895462036,
|
|
0.25462958216667175,
|
|
0.1777777075767517,
|
|
0.3376622498035431,
|
|
0.2934781610965729,
|
|
0.13402055203914642,
|
|
0.2553190290927887,
|
|
0.26086947321891785,
|
|
0.15819202363491058,
|
|
0.44827571511268616,
|
|
0.2692306637763977,
|
|
0.5555553436279297,
|
|
0.2264150232076645,
|
|
0.24761897325515747,
|
|
0.09523803740739822,
|
|
0.19999994337558746,
|
|
0.14207643270492554,
|
|
0.4607841968536377,
|
|
0.44311365485191345,
|
|
0.3495934009552002,
|
|
0.17616572976112366,
|
|
0.27218925952911377,
|
|
0.5172412991523743,
|
|
0.4293783903121948,
|
|
0.3456788659095764,
|
|
0.06329108029603958,
|
|
0.4276728630065918,
|
|
0.30769219994544983,
|
|
0.3157893717288971,
|
|
0.3050846457481384,
|
|
0.7199998497962952,
|
|
0.5238093733787537,
|
|
0.4799998998641968,
|
|
0.2602229714393616,
|
|
0.14634141325950623,
|
|
0.14569531381130219,
|
|
0.21301770210266113,
|
|
0.1989527940750122,
|
|
0.6600984334945679,
|
|
0.4837207794189453,
|
|
0.3472221791744232,
|
|
0.3795619308948517,
|
|
0.12087904661893845,
|
|
0.3706895411014557,
|
|
0.14864858984947205,
|
|
0.5970147848129272,
|
|
0.4493670165538788,
|
|
0.14084501564502716,
|
|
0.18867920339107513,
|
|
0.28571417927742004,
|
|
0.10869558900594711,
|
|
0.24083760380744934,
|
|
0.5901637673377991,
|
|
0.3152708411216736,
|
|
0.14893612265586853,
|
|
0.38888877630233765,
|
|
0.38190943002700806,
|
|
0.3131312429904938,
|
|
0.12080531567335129,
|
|
0.28571420907974243,
|
|
0.15151509642601013,
|
|
0.4431816637516022,
|
|
0.22988496720790863,
|
|
0.11180117726325989,
|
|
0.42603546380996704,
|
|
0.4046241343021393,
|
|
0.3003951609134674,
|
|
0.21301770210266113,
|
|
0.05161285027861595,
|
|
0.28571420907974243
|
|
],
|
|
"time": 18.185882452875376,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 0.5762467384338379,
|
|
"val_loss": 3.8350207805633545,
|
|
"acc": 31.56,
|
|
"f1": [
|
|
0.5609754920005798,
|
|
0.3878786563873291,
|
|
0.15686267614364624,
|
|
0.17964066565036774,
|
|
0.1951218843460083,
|
|
0.2962961792945862,
|
|
0.2871793806552887,
|
|
0.43362823128700256,
|
|
0.3088802397251129,
|
|
0.4232803285121918,
|
|
0.1226993277668953,
|
|
0.25906726717948914,
|
|
0.3316061198711395,
|
|
0.2702701687812805,
|
|
0.17560969293117523,
|
|
0.20472435653209686,
|
|
0.323943555355072,
|
|
0.48908287286758423,
|
|
0.19672124087810516,
|
|
0.27118638157844543,
|
|
0.5345621109008789,
|
|
0.44198882579803467,
|
|
0.2914979159832001,
|
|
0.43786972761154175,
|
|
0.5573769211769104,
|
|
0.24516120553016663,
|
|
0.24166658520698547,
|
|
0.18633535504341125,
|
|
0.45859864354133606,
|
|
0.2891565263271332,
|
|
0.36051490902900696,
|
|
0.31901830434799194,
|
|
0.26315778493881226,
|
|
0.3090128004550934,
|
|
0.21455931663513184,
|
|
0.11842100322246552,
|
|
0.31451600790023804,
|
|
0.19607838988304138,
|
|
0.1642511636018753,
|
|
0.34364253282546997,
|
|
0.31168824434280396,
|
|
0.572916567325592,
|
|
0.26728102564811707,
|
|
0.26666656136512756,
|
|
0.15999993681907654,
|
|
0.15384609997272491,
|
|
0.1899440735578537,
|
|
0.46486473083496094,
|
|
0.4454975128173828,
|
|
0.38144323229789734,
|
|
0.17730490863323212,
|
|
0.300884872674942,
|
|
0.5157893896102905,
|
|
0.5206610560417175,
|
|
0.37154141068458557,
|
|
0.08450698852539062,
|
|
0.45581385493278503,
|
|
0.290502667427063,
|
|
0.3473052978515625,
|
|
0.34883710741996765,
|
|
0.7134501934051514,
|
|
0.46739116311073303,
|
|
0.4662575423717499,
|
|
0.31764698028564453,
|
|
0.09248548746109009,
|
|
0.18390797078609467,
|
|
0.20083676278591156,
|
|
0.3253587782382965,
|
|
0.6144576668739319,
|
|
0.487046480178833,
|
|
0.3880595862865448,
|
|
0.33846142888069153,
|
|
0.0921052023768425,
|
|
0.2954544425010681,
|
|
0.1951218843460083,
|
|
0.6145250201225281,
|
|
0.5810053944587708,
|
|
0.16289585828781128,
|
|
0.20202015340328217,
|
|
0.20814472436904907,
|
|
0.16842098534107208,
|
|
0.2105262726545334,
|
|
0.6173911690711975,
|
|
0.33913031220436096,
|
|
0.20425525307655334,
|
|
0.4306218922138214,
|
|
0.42857131361961365,
|
|
0.3151514232158661,
|
|
0.1645020991563797,
|
|
0.3058103322982788,
|
|
0.19889496266841888,
|
|
0.32402223348617554,
|
|
0.25112098455429077,
|
|
0.1485147923231125,
|
|
0.5644170045852661,
|
|
0.4886362552642822,
|
|
0.23863628506660461,
|
|
0.23696675896644592,
|
|
0.14906825125217438,
|
|
0.2832617461681366
|
|
],
|
|
"time": 18.242190022952855,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 0.4660162031650543,
|
|
"val_loss": 3.8644275665283203,
|
|
"acc": 33.14,
|
|
"f1": [
|
|
0.6599999070167542,
|
|
0.45263150334358215,
|
|
0.19305014610290527,
|
|
0.2264150232076645,
|
|
0.17424236238002777,
|
|
0.25342458486557007,
|
|
0.32183900475502014,
|
|
0.4377681314945221,
|
|
0.37681150436401367,
|
|
0.4969695806503296,
|
|
0.13235288858413696,
|
|
0.23312875628471375,
|
|
0.37096765637397766,
|
|
0.21333324909210205,
|
|
0.15706801414489746,
|
|
0.1951218843460083,
|
|
0.3267972767353058,
|
|
0.4631577730178833,
|
|
0.2888887822628021,
|
|
0.19444438815116882,
|
|
0.5380114912986755,
|
|
0.5024153590202332,
|
|
0.3248729705810547,
|
|
0.49599987268447876,
|
|
0.5603446960449219,
|
|
0.23728805780410767,
|
|
0.32820504903793335,
|
|
0.2335328459739685,
|
|
0.48447185754776,
|
|
0.280373752117157,
|
|
0.3402060866355896,
|
|
0.26993855834007263,
|
|
0.2181817591190338,
|
|
0.22818784415721893,
|
|
0.2191779911518097,
|
|
0.16999994218349457,
|
|
0.3168315887451172,
|
|
0.24742262065410614,
|
|
0.23423415422439575,
|
|
0.4573989808559418,
|
|
0.28054288029670715,
|
|
0.5685278177261353,
|
|
0.2096773386001587,
|
|
0.336633563041687,
|
|
0.11891885101795197,
|
|
0.17872333526611328,
|
|
0.16560502350330353,
|
|
0.45901623368263245,
|
|
0.4401912987232208,
|
|
0.38974347710609436,
|
|
0.14723920822143555,
|
|
0.2592591643333435,
|
|
0.5495494604110718,
|
|
0.5319147706031799,
|
|
0.40641695261001587,
|
|
0.10362687706947327,
|
|
0.4567900002002716,
|
|
0.33128824830055237,
|
|
0.35978829860687256,
|
|
0.2941175699234009,
|
|
0.7046630382537842,
|
|
0.5207098722457886,
|
|
0.40609124302864075,
|
|
0.3387977182865143,
|
|
0.15920390188694,
|
|
0.1481480747461319,
|
|
0.19852936267852783,
|
|
0.28571420907974243,
|
|
0.6350710391998291,
|
|
0.5431033372879028,
|
|
0.3046356737613678,
|
|
0.6060605049133301,
|
|
0.10050245374441147,
|
|
0.4018263518810272,
|
|
0.20869559049606323,
|
|
0.6171427369117737,
|
|
0.5581393837928772,
|
|
0.0838322788476944,
|
|
0.12552297115325928,
|
|
0.3068180978298187,
|
|
0.18181811273097992,
|
|
0.18064509332180023,
|
|
0.6421051621437073,
|
|
0.34224584698677063,
|
|
0.2312137931585312,
|
|
0.3826713562011719,
|
|
0.42342329025268555,
|
|
0.3707316219806671,
|
|
0.16666661202907562,
|
|
0.2899627387523651,
|
|
0.24666662514209747,
|
|
0.4081631600856781,
|
|
0.21463409066200256,
|
|
0.20765019953250885,
|
|
0.5955054759979248,
|
|
0.44444432854652405,
|
|
0.2702701687812805,
|
|
0.2761903405189514,
|
|
0.16901402175426483,
|
|
0.3959389626979828
|
|
],
|
|
"time": 17.841614954173565,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 0.3358323276042938,
|
|
"val_loss": 3.811270236968994,
|
|
"acc": 32.07,
|
|
"f1": [
|
|
0.6344084739685059,
|
|
0.4191615581512451,
|
|
0.18421046435832977,
|
|
0.15957440435886383,
|
|
0.18579228222370148,
|
|
0.27884605526924133,
|
|
0.3441859781742096,
|
|
0.3823528587818146,
|
|
0.37305691838264465,
|
|
0.4072396755218506,
|
|
0.1219511553645134,
|
|
0.13533830642700195,
|
|
0.32666662335395813,
|
|
0.20359273254871368,
|
|
0.12080531567335129,
|
|
0.13973794877529144,
|
|
0.2754489779472351,
|
|
0.4629628360271454,
|
|
0.20960691571235657,
|
|
0.22972968220710754,
|
|
0.6077346205711365,
|
|
0.4129031002521515,
|
|
0.3433475196361542,
|
|
0.4242422878742218,
|
|
0.5897434949874878,
|
|
0.20430098474025726,
|
|
0.3111110329627991,
|
|
0.17391300201416016,
|
|
0.5306121110916138,
|
|
0.28244268894195557,
|
|
0.2909089922904968,
|
|
0.2576685845851898,
|
|
0.2264150232076645,
|
|
0.2898550033569336,
|
|
0.24489787220954895,
|
|
0.16049376130104065,
|
|
0.24299058318138123,
|
|
0.23529402911663055,
|
|
0.20270265638828278,
|
|
0.4999998211860657,
|
|
0.3387977182865143,
|
|
0.5612244009971619,
|
|
0.24358965456485748,
|
|
0.26086944341659546,
|
|
0.16740082204341888,
|
|
0.1731601059436798,
|
|
0.22784802317619324,
|
|
0.4864863455295563,
|
|
0.47169798612594604,
|
|
0.4081631302833557,
|
|
0.14364632964134216,
|
|
0.2812499403953552,
|
|
0.5161289572715759,
|
|
0.5021644234657288,
|
|
0.3794870972633362,
|
|
0.10650881379842758,
|
|
0.4432988464832306,
|
|
0.3376622498035431,
|
|
0.3373492956161499,
|
|
0.291139155626297,
|
|
0.6562498807907104,
|
|
0.48314592242240906,
|
|
0.4319247901439667,
|
|
0.28571417927742004,
|
|
0.1759258508682251,
|
|
0.17391295731067657,
|
|
0.18848159909248352,
|
|
0.23684203624725342,
|
|
0.5844747424125671,
|
|
0.5344128608703613,
|
|
0.28402355313301086,
|
|
0.4324323236942291,
|
|
0.10945267230272293,
|
|
0.3348836302757263,
|
|
0.1957446187734604,
|
|
0.5660375952720642,
|
|
0.5789472460746765,
|
|
0.1754385381937027,
|
|
0.2018347978591919,
|
|
0.2732918858528137,
|
|
0.19636358320713043,
|
|
0.18867920339107513,
|
|
0.5918366312980652,
|
|
0.34745752811431885,
|
|
0.20512813329696655,
|
|
0.43636354804039,
|
|
0.4232803285121918,
|
|
0.31249991059303284,
|
|
0.19999995827674866,
|
|
0.2592591643333435,
|
|
0.26455017924308777,
|
|
0.38931289315223694,
|
|
0.26519328355789185,
|
|
0.10752681642770767,
|
|
0.5349792838096619,
|
|
0.3953487277030945,
|
|
0.3285022974014282,
|
|
0.26046502590179443,
|
|
0.09937881678342819,
|
|
0.3253011107444763
|
|
],
|
|
"time": 18.431729809381068,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 0.3937718868255615,
|
|
"val_loss": 3.961996078491211,
|
|
"acc": 33.48,
|
|
"f1": [
|
|
0.5977010130882263,
|
|
0.4065040051937103,
|
|
0.2312137931585312,
|
|
0.26041656732559204,
|
|
0.17610056698322296,
|
|
0.29032251238822937,
|
|
0.28806576132774353,
|
|
0.3974357545375824,
|
|
0.3577980697154999,
|
|
0.43362823128700256,
|
|
0.1916666179895401,
|
|
0.20689648389816284,
|
|
0.26262614130973816,
|
|
0.24175815284252167,
|
|
0.2234041839838028,
|
|
0.21468918025493622,
|
|
0.3107568919658661,
|
|
0.45360812544822693,
|
|
0.26315784454345703,
|
|
0.21839071810245514,
|
|
0.5648146867752075,
|
|
0.46696019172668457,
|
|
0.37696322798728943,
|
|
0.44444432854652405,
|
|
0.5999999046325684,
|
|
0.2424241602420807,
|
|
0.2262442708015442,
|
|
0.20388342440128326,
|
|
0.5208331942558289,
|
|
0.3170730471611023,
|
|
0.32941165566444397,
|
|
0.27472516894340515,
|
|
0.2745097279548645,
|
|
0.35714274644851685,
|
|
0.26086944341659546,
|
|
0.23111103475093842,
|
|
0.31284910440444946,
|
|
0.2153845578432083,
|
|
0.20270265638828278,
|
|
0.4415583312511444,
|
|
0.3043477535247803,
|
|
0.5608464479446411,
|
|
0.20833326876163483,
|
|
0.2673795819282532,
|
|
0.15819202363491058,
|
|
0.12499994039535522,
|
|
0.20111726224422455,
|
|
0.4780486822128296,
|
|
0.4607328474521637,
|
|
0.3775508999824524,
|
|
0.206060528755188,
|
|
0.28260859847068787,
|
|
0.5361700654029846,
|
|
0.4734298884868622,
|
|
0.43333321809768677,
|
|
0.16049376130104065,
|
|
0.41284388303756714,
|
|
0.3362067937850952,
|
|
0.413043349981308,
|
|
0.2774565517902374,
|
|
0.7559806704521179,
|
|
0.4949493706226349,
|
|
0.42231065034866333,
|
|
0.3318776488304138,
|
|
0.15936249494552612,
|
|
0.15300540626049042,
|
|
0.13698624074459076,
|
|
0.26548662781715393,
|
|
0.6666664481163025,
|
|
0.48529404401779175,
|
|
0.28971952199935913,
|
|
0.5371427536010742,
|
|
0.08955217897891998,
|
|
0.34234222769737244,
|
|
0.22972965240478516,
|
|
0.623255729675293,
|
|
0.5514017343521118,
|
|
0.18867920339107513,
|
|
0.18749992549419403,
|
|
0.2528735101222992,
|
|
0.14432983100414276,
|
|
0.2786068916320801,
|
|
0.5806450843811035,
|
|
0.368663489818573,
|
|
0.22988496720790863,
|
|
0.494381844997406,
|
|
0.46391740441322327,
|
|
0.34977567195892334,
|
|
0.21395343542099,
|
|
0.2810809910297394,
|
|
0.3091786503791809,
|
|
0.4787232577800751,
|
|
0.26254817843437195,
|
|
0.14049580693244934,
|
|
0.5701355934143066,
|
|
0.46534639596939087,
|
|
0.23232315480709076,
|
|
0.20202013850212097,
|
|
0.061728332191705704,
|
|
0.34920626878738403
|
|
],
|
|
"time": 18.321148168295622,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 0.40542981028556824,
|
|
"val_loss": 3.8714473247528076,
|
|
"acc": 31.77,
|
|
"f1": [
|
|
0.6836733222007751,
|
|
0.3939392864704132,
|
|
0.16774186491966248,
|
|
0.1461186707019806,
|
|
0.17445477843284607,
|
|
0.2634729743003845,
|
|
0.3157894015312195,
|
|
0.3763439953327179,
|
|
0.3523315489292145,
|
|
0.4352940320968628,
|
|
0.21839071810245514,
|
|
0.1722487509250641,
|
|
0.292035311460495,
|
|
0.21505369246006012,
|
|
0.15384607017040253,
|
|
0.20095685124397278,
|
|
0.30303019285202026,
|
|
0.4615383744239807,
|
|
0.25688064098358154,
|
|
0.21495321393013,
|
|
0.590908944606781,
|
|
0.45768019556999207,
|
|
0.28947362303733826,
|
|
0.45454537868499756,
|
|
0.494381844997406,
|
|
0.24836592376232147,
|
|
0.24096375703811646,
|
|
0.16883111000061035,
|
|
0.49999988079071045,
|
|
0.29813653230667114,
|
|
0.3307691812515259,
|
|
0.22535204887390137,
|
|
0.26415085792541504,
|
|
0.27322396636009216,
|
|
0.2464454174041748,
|
|
0.1717790812253952,
|
|
0.24175815284252167,
|
|
0.20588228106498718,
|
|
0.19095470011234283,
|
|
0.4999998211860657,
|
|
0.3151514232158661,
|
|
0.5624998807907104,
|
|
0.2175731509923935,
|
|
0.28085100650787354,
|
|
0.11111105233430862,
|
|
0.17741930484771729,
|
|
0.23589736223220825,
|
|
0.45360812544822693,
|
|
0.46632111072540283,
|
|
0.3168315887451172,
|
|
0.19251330196857452,
|
|
0.2983424663543701,
|
|
0.45859864354133606,
|
|
0.4938269853591919,
|
|
0.46445485949516296,
|
|
0.08835335075855255,
|
|
0.4414413571357727,
|
|
0.3510637581348419,
|
|
0.3304346799850464,
|
|
0.3317534327507019,
|
|
0.639593780040741,
|
|
0.45555540919303894,
|
|
0.4269661605358124,
|
|
0.31325289607048035,
|
|
0.14207643270492554,
|
|
0.13207541406154633,
|
|
0.2731706500053406,
|
|
0.2681563198566437,
|
|
0.6511626243591309,
|
|
0.5543476939201355,
|
|
0.46009382605552673,
|
|
0.5269460082054138,
|
|
0.11692303419113159,
|
|
0.3133639991283417,
|
|
0.16589856147766113,
|
|
0.602040708065033,
|
|
0.596858561038971,
|
|
0.10526309162378311,
|
|
0.2054053246974945,
|
|
0.256809264421463,
|
|
0.12021850794553757,
|
|
0.28440356254577637,
|
|
0.6249998807907104,
|
|
0.326315701007843,
|
|
0.19209031760692596,
|
|
0.4148147404193878,
|
|
0.4088396728038788,
|
|
0.3540668785572052,
|
|
0.1990949511528015,
|
|
0.23602473735809326,
|
|
0.20909084379673004,
|
|
0.45918354392051697,
|
|
0.17834389209747314,
|
|
0.16835011541843414,
|
|
0.5875704884529114,
|
|
0.42452818155288696,
|
|
0.3082706034183502,
|
|
0.24034328758716583,
|
|
0.13173647224903107,
|
|
0.3068782389163971
|
|
],
|
|
"time": 17.865770651958883,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 0.46340814232826233,
|
|
"val_loss": 3.9945709705352783,
|
|
"acc": 31.91,
|
|
"f1": [
|
|
0.5929647088050842,
|
|
0.4096384644508362,
|
|
0.2234041839838028,
|
|
0.21590900421142578,
|
|
0.1845017820596695,
|
|
0.29107969999313354,
|
|
0.2700421214103699,
|
|
0.3943660855293274,
|
|
0.36144572496414185,
|
|
0.47190994024276733,
|
|
0.12738847732543945,
|
|
0.24137921631336212,
|
|
0.30172407627105713,
|
|
0.19767434895038605,
|
|
0.19083963334560394,
|
|
0.13157887756824493,
|
|
0.29268282651901245,
|
|
0.42352932691574097,
|
|
0.28571420907974243,
|
|
0.21556879580020905,
|
|
0.5988022685050964,
|
|
0.4976075291633606,
|
|
0.28571417927742004,
|
|
0.3666665554046631,
|
|
0.5308055877685547,
|
|
0.21390368044376373,
|
|
0.2938387989997864,
|
|
0.18548381328582764,
|
|
0.47999992966651917,
|
|
0.3050846755504608,
|
|
0.334545373916626,
|
|
0.24999989569187164,
|
|
0.19999995827674866,
|
|
0.3152172863483429,
|
|
0.22499993443489075,
|
|
0.14201176166534424,
|
|
0.22360241413116455,
|
|
0.2624998986721039,
|
|
0.2386830598115921,
|
|
0.4339621663093567,
|
|
0.3516482412815094,
|
|
0.5846152901649475,
|
|
0.2165604531764984,
|
|
0.31818172335624695,
|
|
0.2025315761566162,
|
|
0.18421044945716858,
|
|
0.15178565680980682,
|
|
0.4411763548851013,
|
|
0.3921567499637604,
|
|
0.41414129734039307,
|
|
0.148837149143219,
|
|
0.28571417927742004,
|
|
0.5120771527290344,
|
|
0.4910178482532501,
|
|
0.39583319425582886,
|
|
0.06802716106176376,
|
|
0.38974347710609436,
|
|
0.35467973351478577,
|
|
0.40217384696006775,
|
|
0.3183390200138092,
|
|
0.693333089351654,
|
|
0.41726604104042053,
|
|
0.43333321809768677,
|
|
0.2758620083332062,
|
|
0.07299264520406723,
|
|
0.20930226147174835,
|
|
0.21556879580020905,
|
|
0.2588234543800354,
|
|
0.6767675280570984,
|
|
0.4635761082172394,
|
|
0.3838382363319397,
|
|
0.5447153449058533,
|
|
0.09411758184432983,
|
|
0.2812499403953552,
|
|
0.1836734265089035,
|
|
0.6011558771133423,
|
|
0.5463916063308716,
|
|
0.15730330348014832,
|
|
0.1758241206407547,
|
|
0.27173903584480286,
|
|
0.08648642897605896,
|
|
0.2901234030723572,
|
|
0.5275589823722839,
|
|
0.3157894015312195,
|
|
0.17021270096302032,
|
|
0.37301579117774963,
|
|
0.4050631821155548,
|
|
0.29585790634155273,
|
|
0.17164172232151031,
|
|
0.3133639991283417,
|
|
0.25233638286590576,
|
|
0.4226802885532379,
|
|
0.20858889818191528,
|
|
0.16326524317264557,
|
|
0.5810809135437012,
|
|
0.389104962348938,
|
|
0.29850736260414124,
|
|
0.2528734505176544,
|
|
0.1682242453098297,
|
|
0.32432422041893005
|
|
],
|
|
"time": 18.213660154491663,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 0.3065921366214752,
|
|
"val_loss": 3.9724528789520264,
|
|
"acc": 33.09,
|
|
"f1": [
|
|
0.6025639772415161,
|
|
0.46808499097824097,
|
|
0.25165554881095886,
|
|
0.15686269104480743,
|
|
0.23030294477939606,
|
|
0.29166656732559204,
|
|
0.28749987483024597,
|
|
0.3783782720565796,
|
|
0.3495144844055176,
|
|
0.4999998211860657,
|
|
0.17204295098781586,
|
|
0.22594137489795685,
|
|
0.31538453698158264,
|
|
0.2115383893251419,
|
|
0.20168060064315796,
|
|
0.1240309551358223,
|
|
0.32820504903793335,
|
|
0.487046480178833,
|
|
0.24242417514324188,
|
|
0.236453115940094,
|
|
0.6048778891563416,
|
|
0.4418603479862213,
|
|
0.3417084515094757,
|
|
0.5510202646255493,
|
|
0.637362539768219,
|
|
0.21705421805381775,
|
|
0.2882882058620453,
|
|
0.19289332628250122,
|
|
0.5340908169746399,
|
|
0.309278279542923,
|
|
0.37410059571266174,
|
|
0.3147207200527191,
|
|
0.28965505957603455,
|
|
0.29824554920196533,
|
|
0.3022221326828003,
|
|
0.17391300201416016,
|
|
0.31638407707214355,
|
|
0.2436547577381134,
|
|
0.198198139667511,
|
|
0.4666665494441986,
|
|
0.36046499013900757,
|
|
0.5918366312980652,
|
|
0.19692303240299225,
|
|
0.2739725410938263,
|
|
0.17112290859222412,
|
|
0.25165554881095886,
|
|
0.19277101755142212,
|
|
0.4405285120010376,
|
|
0.45197728276252747,
|
|
0.3584904372692108,
|
|
0.16666659712791443,
|
|
0.2797926664352417,
|
|
0.5603446960449219,
|
|
0.5284972786903381,
|
|
0.393063485622406,
|
|
0.1126759946346283,
|
|
0.4508668780326843,
|
|
0.38150280714035034,
|
|
0.3251230716705322,
|
|
0.23841053247451782,
|
|
0.6757989525794983,
|
|
0.4837207794189453,
|
|
0.43349742889404297,
|
|
0.3076922297477722,
|
|
0.12499993294477463,
|
|
0.15249262750148773,
|
|
0.21789877116680145,
|
|
0.26086944341659546,
|
|
0.6145831942558289,
|
|
0.5743588209152222,
|
|
0.38095229864120483,
|
|
0.527607262134552,
|
|
0.10526309162378311,
|
|
0.30588221549987793,
|
|
0.24615377187728882,
|
|
0.6111109852790833,
|
|
0.5608464479446411,
|
|
0.13836471736431122,
|
|
0.2175731509923935,
|
|
0.24277448654174805,
|
|
0.10650881379842758,
|
|
0.25892847776412964,
|
|
0.6395347118377686,
|
|
0.38914018869400024,
|
|
0.20202013850212097,
|
|
0.4684683382511139,
|
|
0.3948496878147125,
|
|
0.372548907995224,
|
|
0.1554403454065323,
|
|
0.30567678809165955,
|
|
0.28685250878334045,
|
|
0.43720918893814087,
|
|
0.23115570843219757,
|
|
0.12871280312538147,
|
|
0.580644965171814,
|
|
0.45555540919303894,
|
|
0.2378377616405487,
|
|
0.21978017687797546,
|
|
0.14906825125217438,
|
|
0.3411763310432434
|
|
],
|
|
"time": 17.889954426325858,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 0.35396742820739746,
|
|
"val_loss": 3.6676759719848633,
|
|
"acc": 32.08,
|
|
"f1": [
|
|
0.5940592885017395,
|
|
0.4046241343021393,
|
|
0.1694914698600769,
|
|
0.19318175315856934,
|
|
0.17171710729599,
|
|
0.22608689963817596,
|
|
0.3599999248981476,
|
|
0.4041449725627899,
|
|
0.33050838112831116,
|
|
0.4615383446216583,
|
|
0.15116271376609802,
|
|
0.20338977873325348,
|
|
0.33333325386047363,
|
|
0.22033889591693878,
|
|
0.1846153289079666,
|
|
0.22471901774406433,
|
|
0.31249991059303284,
|
|
0.42580634355545044,
|
|
0.2914571762084961,
|
|
0.23728807270526886,
|
|
0.5632182359695435,
|
|
0.5102038979530334,
|
|
0.24844713509082794,
|
|
0.4607328474521637,
|
|
0.5549736618995667,
|
|
0.246575266122818,
|
|
0.2655600905418396,
|
|
0.20883527398109436,
|
|
0.48623839020729065,
|
|
0.3069306015968323,
|
|
0.36559128761291504,
|
|
0.3351954519748688,
|
|
0.26881712675094604,
|
|
0.3478260040283203,
|
|
0.22421517968177795,
|
|
0.18579228222370148,
|
|
0.3013697564601898,
|
|
0.17801040410995483,
|
|
0.12698405981063843,
|
|
0.41414129734039307,
|
|
0.275229275226593,
|
|
0.5340908169746399,
|
|
0.25274714827537537,
|
|
0.220779150724411,
|
|
0.1339712291955948,
|
|
0.12669678032398224,
|
|
0.19883033633232117,
|
|
0.4541831612586975,
|
|
0.4607841968536377,
|
|
0.45405393838882446,
|
|
0.14285707473754883,
|
|
0.2713567018508911,
|
|
0.47115376591682434,
|
|
0.5365852117538452,
|
|
0.3801651895046234,
|
|
0.10483863949775696,
|
|
0.3953487277030945,
|
|
0.3365383446216583,
|
|
0.35416656732559204,
|
|
0.27777767181396484,
|
|
0.7111109495162964,
|
|
0.5058822631835938,
|
|
0.4469272196292877,
|
|
0.32183900475502014,
|
|
0.14503812789916992,
|
|
0.1694914698600769,
|
|
0.1869158148765564,
|
|
0.2761903405189514,
|
|
0.6739128828048706,
|
|
0.5603863000869751,
|
|
0.37499991059303284,
|
|
0.5820105075836182,
|
|
0.1376146376132965,
|
|
0.2930402159690857,
|
|
0.22325573861598969,
|
|
0.5299144387245178,
|
|
0.5319147706031799,
|
|
0.1528661698102951,
|
|
0.1682242453098297,
|
|
0.18823520839214325,
|
|
0.13836471736431122,
|
|
0.2758620083332062,
|
|
0.619999885559082,
|
|
0.37185919284820557,
|
|
0.17616572976112366,
|
|
0.4380951225757599,
|
|
0.351254403591156,
|
|
0.3999998867511749,
|
|
0.2025315910577774,
|
|
0.33333322405815125,
|
|
0.22680403292179108,
|
|
0.3628690838813782,
|
|
0.13432830572128296,
|
|
0.14906825125217438,
|
|
0.6746986508369446,
|
|
0.4406778812408447,
|
|
0.1052631139755249,
|
|
0.23776216804981232,
|
|
0.1683167666196823,
|
|
0.30275216698646545
|
|
],
|
|
"time": 18.437231853604317,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 0.3357293903827667,
|
|
"val_loss": 3.9992709159851074,
|
|
"acc": 32.97,
|
|
"f1": [
|
|
0.5999999046325684,
|
|
0.4132840633392334,
|
|
0.20657269656658173,
|
|
0.1410255879163742,
|
|
0.19323663413524628,
|
|
0.2580644488334656,
|
|
0.26341456174850464,
|
|
0.37777766585350037,
|
|
0.4069766402244568,
|
|
0.4180789887905121,
|
|
0.19999991357326508,
|
|
0.19047614932060242,
|
|
0.3399999141693115,
|
|
0.24203814566135406,
|
|
0.198198139667511,
|
|
0.17021270096302032,
|
|
0.40764322876930237,
|
|
0.467661589384079,
|
|
0.29850736260414124,
|
|
0.2674417495727539,
|
|
0.5549131631851196,
|
|
0.46564874053001404,
|
|
0.3468207120895386,
|
|
0.4897957742214203,
|
|
0.6111109852790833,
|
|
0.23255807161331177,
|
|
0.28571417927742004,
|
|
0.1825094372034073,
|
|
0.4550897181034088,
|
|
0.3566878139972687,
|
|
0.28571417927742004,
|
|
0.24999988079071045,
|
|
0.22999992966651917,
|
|
0.28999990224838257,
|
|
0.2967032194137573,
|
|
0.22999992966651917,
|
|
0.28571417927742004,
|
|
0.26341456174850464,
|
|
0.19753079116344452,
|
|
0.39852389693260193,
|
|
0.34972667694091797,
|
|
0.5263157486915588,
|
|
0.21118006110191345,
|
|
0.22058817744255066,
|
|
0.14193542301654816,
|
|
0.16888882219791412,
|
|
0.18181811273097992,
|
|
0.4692735970020294,
|
|
0.4705880880355835,
|
|
0.393063485622406,
|
|
0.12807877361774445,
|
|
0.32432422041893005,
|
|
0.562211811542511,
|
|
0.5490195155143738,
|
|
0.41818171739578247,
|
|
0.07860256731510162,
|
|
0.47619035840034485,
|
|
0.31746023893356323,
|
|
0.3398691415786743,
|
|
0.3111110329627991,
|
|
0.7135133743286133,
|
|
0.4699452221393585,
|
|
0.4279474914073944,
|
|
0.29126206040382385,
|
|
0.17435890436172485,
|
|
0.19999991357326508,
|
|
0.14364632964134216,
|
|
0.2895926535129547,
|
|
0.6425337791442871,
|
|
0.5652172565460205,
|
|
0.38596484065055847,
|
|
0.5579397678375244,
|
|
0.1010100394487381,
|
|
0.3050846755504608,
|
|
0.184738889336586,
|
|
0.5153845548629761,
|
|
0.5411763787269592,
|
|
0.1379309743642807,
|
|
0.17840369045734406,
|
|
0.22222216427326202,
|
|
0.14678892493247986,
|
|
0.2540982663631439,
|
|
0.6562498807907104,
|
|
0.2953585684299469,
|
|
0.12598420679569244,
|
|
0.4518827795982361,
|
|
0.45238080620765686,
|
|
0.31067952513694763,
|
|
0.20547938346862793,
|
|
0.2805754244327545,
|
|
0.23376616835594177,
|
|
0.4705881178379059,
|
|
0.20895515382289886,
|
|
0.1548386514186859,
|
|
0.61146479845047,
|
|
0.41176462173461914,
|
|
0.262857049703598,
|
|
0.27631568908691406,
|
|
0.17560969293117523,
|
|
0.3422052562236786
|
|
],
|
|
"time": 18.109344709664583,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 0.3976757228374481,
|
|
"val_loss": 4.0005035400390625,
|
|
"acc": 31.8,
|
|
"f1": [
|
|
0.5975608825683594,
|
|
0.45833322405815125,
|
|
0.13138681650161743,
|
|
0.16374263167381287,
|
|
0.19417467713356018,
|
|
0.2812499403953552,
|
|
0.31632643938064575,
|
|
0.3196346163749695,
|
|
0.3171805441379547,
|
|
0.4347825050354004,
|
|
0.22680403292179108,
|
|
0.21839071810245514,
|
|
0.3037974238395691,
|
|
0.2072538137435913,
|
|
0.19905206561088562,
|
|
0.2243901938199997,
|
|
0.30366483330726624,
|
|
0.4405285120010376,
|
|
0.2765956223011017,
|
|
0.21874994039535522,
|
|
0.5445543527603149,
|
|
0.5046727657318115,
|
|
0.32183897495269775,
|
|
0.491227924823761,
|
|
0.447368323802948,
|
|
0.2941175401210785,
|
|
0.2096773386001587,
|
|
0.19540224969387054,
|
|
0.5212765336036682,
|
|
0.26710090041160583,
|
|
0.4190475046634674,
|
|
0.2673795819282532,
|
|
0.24210518598556519,
|
|
0.27777767181396484,
|
|
0.21319790184497833,
|
|
0.12807877361774445,
|
|
0.2983424663543701,
|
|
0.19292598962783813,
|
|
0.1898304522037506,
|
|
0.42162150144577026,
|
|
0.2929935157299042,
|
|
0.5560973882675171,
|
|
0.21402208507061005,
|
|
0.2275448441505432,
|
|
0.1754385232925415,
|
|
0.16842098534107208,
|
|
0.23863628506660461,
|
|
0.47513800859451294,
|
|
0.4550263583660126,
|
|
0.36046499013900757,
|
|
0.19999992847442627,
|
|
0.25688064098358154,
|
|
0.5608464479446411,
|
|
0.4916200041770935,
|
|
0.39682528376579285,
|
|
0.10344821214675903,
|
|
0.4113474488258362,
|
|
0.29710137844085693,
|
|
0.3905324339866638,
|
|
0.34710732102394104,
|
|
0.7156862020492554,
|
|
0.32298123836517334,
|
|
0.4541831612586975,
|
|
0.30769217014312744,
|
|
0.11904755234718323,
|
|
0.20779213309288025,
|
|
0.1530611664056778,
|
|
0.25165554881095886,
|
|
0.6282721161842346,
|
|
0.5378149747848511,
|
|
0.4081631302833557,
|
|
0.5714284181594849,
|
|
0.0853080004453659,
|
|
0.29813653230667114,
|
|
0.1777777075767517,
|
|
0.5479451417922974,
|
|
0.5238093733787537,
|
|
0.09696962684392929,
|
|
0.1658536046743393,
|
|
0.20238088071346283,
|
|
0.14285708963871002,
|
|
0.21698106825351715,
|
|
0.653658390045166,
|
|
0.36269423365592957,
|
|
0.22996509075164795,
|
|
0.4098359942436218,
|
|
0.34666651487350464,
|
|
0.23529404401779175,
|
|
0.23188398778438568,
|
|
0.2959999144077301,
|
|
0.20858889818191528,
|
|
0.3926379084587097,
|
|
0.20304562151432037,
|
|
0.13333328068256378,
|
|
0.6298341155052185,
|
|
0.4733726978302002,
|
|
0.3168315887451172,
|
|
0.25210076570510864,
|
|
0.10191076993942261,
|
|
0.2470587193965912
|
|
],
|
|
"time": 17.793548229150474,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 0.34337419271469116,
|
|
"val_loss": 3.936826467514038,
|
|
"acc": 32.98,
|
|
"f1": [
|
|
0.6956520080566406,
|
|
0.3975902497768402,
|
|
0.231999933719635,
|
|
0.2116401493549347,
|
|
0.1914892941713333,
|
|
0.29850736260414124,
|
|
0.3157893717288971,
|
|
0.4293783903121948,
|
|
0.3319500982761383,
|
|
0.39473670721054077,
|
|
0.14062495529651642,
|
|
0.2121211439371109,
|
|
0.3555554449558258,
|
|
0.30851057171821594,
|
|
0.1675977110862732,
|
|
0.1530611664056778,
|
|
0.2923975884914398,
|
|
0.4362415373325348,
|
|
0.18749994039535522,
|
|
0.2707422971725464,
|
|
0.5688071846961975,
|
|
0.4734298884868622,
|
|
0.33333325386047363,
|
|
0.46491214632987976,
|
|
0.5414846539497375,
|
|
0.28758159279823303,
|
|
0.2644627094268799,
|
|
0.20930226147174835,
|
|
0.5347592234611511,
|
|
0.3272726535797119,
|
|
0.3373492956161499,
|
|
0.3493974804878235,
|
|
0.2288556545972824,
|
|
0.32307684421539307,
|
|
0.2251655012369156,
|
|
0.1789882481098175,
|
|
0.2944784462451935,
|
|
0.17721512913703918,
|
|
0.13274329900741577,
|
|
0.41284388303756714,
|
|
0.33720916509628296,
|
|
0.5747125148773193,
|
|
0.23628684878349304,
|
|
0.27309226989746094,
|
|
0.16460900008678436,
|
|
0.22748807072639465,
|
|
0.18378373980522156,
|
|
0.4640882611274719,
|
|
0.4566209018230438,
|
|
0.40485823154449463,
|
|
0.1766783893108368,
|
|
0.23391805589199066,
|
|
0.6069650650024414,
|
|
0.5132741928100586,
|
|
0.40796008706092834,
|
|
0.10309270769357681,
|
|
0.4632767140865326,
|
|
0.3431371748447418,
|
|
0.36986294388771057,
|
|
0.32124343514442444,
|
|
0.7204300165176392,
|
|
0.46938762068748474,
|
|
0.4785274565219879,
|
|
0.3043477535247803,
|
|
0.1556885540485382,
|
|
0.14718610048294067,
|
|
0.22127652168273926,
|
|
0.3205574154853821,
|
|
0.6428569555282593,
|
|
0.48888880014419556,
|
|
0.41176462173461914,
|
|
0.5063289999961853,
|
|
0.09999993443489075,
|
|
0.32258057594299316,
|
|
0.1818181276321411,
|
|
0.6436780691146851,
|
|
0.5658535361289978,
|
|
0.15584410727024078,
|
|
0.19534875452518463,
|
|
0.24489787220954895,
|
|
0.08465602248907089,
|
|
0.28571420907974243,
|
|
0.6599999070167542,
|
|
0.26751580834388733,
|
|
0.21568621695041656,
|
|
0.3771427571773529,
|
|
0.3979056477546692,
|
|
0.3304346799850464,
|
|
0.14634139835834503,
|
|
0.32365134358406067,
|
|
0.23255807161331177,
|
|
0.4491977095603943,
|
|
0.24120594561100006,
|
|
0.1639343500137329,
|
|
0.5688071846961975,
|
|
0.4123710095882416,
|
|
0.26881712675094604,
|
|
0.2682925760746002,
|
|
0.1639343500137329,
|
|
0.26244333386421204
|
|
],
|
|
"time": 18.10910716932267,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 0.322569876909256,
|
|
"val_loss": 3.999027967453003,
|
|
"acc": 32.78,
|
|
"f1": [
|
|
0.6368157267570496,
|
|
0.3999998867511749,
|
|
0.2010049670934677,
|
|
0.18719203770160675,
|
|
0.20125779509544373,
|
|
0.3049326539039612,
|
|
0.3474177420139313,
|
|
0.4574466943740845,
|
|
0.3917524814605713,
|
|
0.4499998986721039,
|
|
0.14723920822143555,
|
|
0.2533332407474518,
|
|
0.35051536560058594,
|
|
0.2084941565990448,
|
|
0.1716737449169159,
|
|
0.16666661202907562,
|
|
0.3522011637687683,
|
|
0.45197728276252747,
|
|
0.25570768117904663,
|
|
0.2526314854621887,
|
|
0.6408838629722595,
|
|
0.48305076360702515,
|
|
0.3882351815700531,
|
|
0.4852069914340973,
|
|
0.6305417418479919,
|
|
0.22429901361465454,
|
|
0.32258057594299316,
|
|
0.2153845578432083,
|
|
0.5421684980392456,
|
|
0.31088075041770935,
|
|
0.33502528071403503,
|
|
0.3076922297477722,
|
|
0.22772268950939178,
|
|
0.18791939318180084,
|
|
0.18421046435832977,
|
|
0.16867463290691376,
|
|
0.3578946590423584,
|
|
0.2444443702697754,
|
|
0.17081844806671143,
|
|
0.49999988079071045,
|
|
0.3874998986721039,
|
|
0.49090901017189026,
|
|
0.24193541705608368,
|
|
0.24844713509082794,
|
|
0.14349770545959473,
|
|
0.1777777075767517,
|
|
0.19999991357326508,
|
|
0.4310343861579895,
|
|
0.42528724670410156,
|
|
0.3694266378879547,
|
|
0.18264833092689514,
|
|
0.21538454294204712,
|
|
0.4729062616825104,
|
|
0.4976957440376282,
|
|
0.4308941662311554,
|
|
0.10606054961681366,
|
|
0.35532984137535095,
|
|
0.3465345501899719,
|
|
0.3849371671676636,
|
|
0.2918454110622406,
|
|
0.6499998569488525,
|
|
0.5053762197494507,
|
|
0.42201822996139526,
|
|
0.26666659116744995,
|
|
0.10071936994791031,
|
|
0.16580304503440857,
|
|
0.14746539294719696,
|
|
0.3050846457481384,
|
|
0.6346153020858765,
|
|
0.542713463306427,
|
|
0.2656249403953552,
|
|
0.512986958026886,
|
|
0.1735159158706665,
|
|
0.2995593845844269,
|
|
0.16666662693023682,
|
|
0.5952380299568176,
|
|
0.549019455909729,
|
|
0.1935483068227768,
|
|
0.26540276408195496,
|
|
0.31999990344047546,
|
|
0.12030069530010223,
|
|
0.2882882058620453,
|
|
0.5622488856315613,
|
|
0.2987011969089508,
|
|
0.19696961343288422,
|
|
0.43243229389190674,
|
|
0.4489794969558716,
|
|
0.3203882575035095,
|
|
0.20792071521282196,
|
|
0.29743579030036926,
|
|
0.23673462867736816,
|
|
0.3760683238506317,
|
|
0.2598869204521179,
|
|
0.17171710729599,
|
|
0.6206895709037781,
|
|
0.38938042521476746,
|
|
0.22459883987903595,
|
|
0.23923437297344208,
|
|
0.17346931993961334,
|
|
0.38095223903656006
|
|
],
|
|
"time": 18.031624243594706,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 0.3412652611732483,
|
|
"val_loss": 4.112722396850586,
|
|
"acc": 32.04,
|
|
"f1": [
|
|
0.6022725701332092,
|
|
0.39215680956840515,
|
|
0.19047611951828003,
|
|
0.10884349048137665,
|
|
0.14814810454845428,
|
|
0.331707239151001,
|
|
0.2614377737045288,
|
|
0.3957218527793884,
|
|
0.32799988985061646,
|
|
0.43373486399650574,
|
|
0.1912349909543991,
|
|
0.1989527940750122,
|
|
0.3406592309474945,
|
|
0.23478256165981293,
|
|
0.20289850234985352,
|
|
0.16107375919818878,
|
|
0.29585790634155273,
|
|
0.45161277055740356,
|
|
0.24999991059303284,
|
|
0.21556879580020905,
|
|
0.580357015132904,
|
|
0.48192763328552246,
|
|
0.3677128851413727,
|
|
0.49999988079071045,
|
|
0.6263735294342041,
|
|
0.18487389385700226,
|
|
0.2810809910297394,
|
|
0.2230215221643448,
|
|
0.504761815071106,
|
|
0.29665064811706543,
|
|
0.2872926890850067,
|
|
0.22222214937210083,
|
|
0.26881712675094604,
|
|
0.2797201871871948,
|
|
0.24844713509082794,
|
|
0.20909084379673004,
|
|
0.1931033730506897,
|
|
0.2121211439371109,
|
|
0.2105262726545334,
|
|
0.36820071935653687,
|
|
0.3316582143306732,
|
|
0.49549540877342224,
|
|
0.2690582275390625,
|
|
0.31155768036842346,
|
|
0.11881181597709656,
|
|
0.09999994933605194,
|
|
0.18064509332180023,
|
|
0.4541061818599701,
|
|
0.4418603479862213,
|
|
0.33333322405815125,
|
|
0.15789468586444855,
|
|
0.2692306935787201,
|
|
0.4864863455295563,
|
|
0.5471696853637695,
|
|
0.4096384644508362,
|
|
0.09195395559072495,
|
|
0.38636353611946106,
|
|
0.30337071418762207,
|
|
0.39153432846069336,
|
|
0.27011486887931824,
|
|
0.618867814540863,
|
|
0.43037962913513184,
|
|
0.44976064562797546,
|
|
0.3026314675807953,
|
|
0.16842098534107208,
|
|
0.1734103411436081,
|
|
0.19883033633232117,
|
|
0.24870456755161285,
|
|
0.6666665077209473,
|
|
0.5568180084228516,
|
|
0.3351350426673889,
|
|
0.5410627126693726,
|
|
0.07317067682743073,
|
|
0.32888880372047424,
|
|
0.1825094372034073,
|
|
0.5740739107131958,
|
|
0.6256982088088989,
|
|
0.10404618829488754,
|
|
0.21917803585529327,
|
|
0.32941165566444397,
|
|
0.13559316098690033,
|
|
0.2660549581050873,
|
|
0.5791853666305542,
|
|
0.34374991059303284,
|
|
0.18497103452682495,
|
|
0.3999999165534973,
|
|
0.3846152722835541,
|
|
0.32258057594299316,
|
|
0.1454544961452484,
|
|
0.2999999225139618,
|
|
0.2488037496805191,
|
|
0.34999990463256836,
|
|
0.16748763620853424,
|
|
0.19534875452518463,
|
|
0.5999998450279236,
|
|
0.4069766402244568,
|
|
0.25210076570510864,
|
|
0.35454532504081726,
|
|
0.11881181597709656,
|
|
0.28054288029670715
|
|
],
|
|
"time": 18.100997957400978,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 0.3622392416000366,
|
|
"val_loss": 4.058024883270264,
|
|
"acc": 32.94,
|
|
"f1": [
|
|
0.5779815316200256,
|
|
0.3980098366737366,
|
|
0.23423415422439575,
|
|
0.22360241413116455,
|
|
0.20588228106498718,
|
|
0.18867920339107513,
|
|
0.32128506898880005,
|
|
0.3314915895462036,
|
|
0.30769219994544983,
|
|
0.45054933428764343,
|
|
0.16080394387245178,
|
|
0.18497103452682495,
|
|
0.36842095851898193,
|
|
0.25125616788864136,
|
|
0.18326687812805176,
|
|
0.20192298293113708,
|
|
0.30456843972206116,
|
|
0.5067872405052185,
|
|
0.31428563594818115,
|
|
0.24742262065410614,
|
|
0.5674417018890381,
|
|
0.5217389464378357,
|
|
0.3063828945159912,
|
|
0.539215624332428,
|
|
0.5526314973831177,
|
|
0.2547769844532013,
|
|
0.20731700956821442,
|
|
0.1612902730703354,
|
|
0.506493330001831,
|
|
0.2658958435058594,
|
|
0.4190475046634674,
|
|
0.3793102204799652,
|
|
0.2790696620941162,
|
|
0.34123215079307556,
|
|
0.30150744318962097,
|
|
0.19905206561088562,
|
|
0.26765793561935425,
|
|
0.2705313265323639,
|
|
0.19428564608097076,
|
|
0.44791656732559204,
|
|
0.31901830434799194,
|
|
0.49084240198135376,
|
|
0.2923975884914398,
|
|
0.2048192024230957,
|
|
0.2094240039587021,
|
|
0.1391303837299347,
|
|
0.18378373980522156,
|
|
0.4640882611274719,
|
|
0.4495411515235901,
|
|
0.45348823070526123,
|
|
0.1864406168460846,
|
|
0.31775689125061035,
|
|
0.5317917466163635,
|
|
0.48936155438423157,
|
|
0.3677128851413727,
|
|
0.06329108029603958,
|
|
0.46938762068748474,
|
|
0.3540668785572052,
|
|
0.36046499013900757,
|
|
0.3196346163749695,
|
|
0.7373736500740051,
|
|
0.45595842599868774,
|
|
0.45801523327827454,
|
|
0.29292917251586914,
|
|
0.15189868211746216,
|
|
0.1971830278635025,
|
|
0.17117109894752502,
|
|
0.2987011969089508,
|
|
0.6473428606987,
|
|
0.559139609336853,
|
|
0.28402355313301086,
|
|
0.550898015499115,
|
|
0.06741566956043243,
|
|
0.38610032200813293,
|
|
0.18410035967826843,
|
|
0.5520831942558289,
|
|
0.5491801500320435,
|
|
0.11510787159204483,
|
|
0.20338976383209229,
|
|
0.2175731509923935,
|
|
0.12565438449382782,
|
|
0.22619038820266724,
|
|
0.587755024433136,
|
|
0.3384614586830139,
|
|
0.21965309977531433,
|
|
0.4302324652671814,
|
|
0.32624104619026184,
|
|
0.3711339235305786,
|
|
0.14723920822143555,
|
|
0.26837053894996643,
|
|
0.21556879580020905,
|
|
0.4823527932167053,
|
|
0.303703635931015,
|
|
0.11518317461013794,
|
|
0.5555554032325745,
|
|
0.4105958938598633,
|
|
0.20238088071346283,
|
|
0.2264150083065033,
|
|
0.10526309907436371,
|
|
0.32432422041893005
|
|
],
|
|
"time": 18.312998795881867,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 0.31989625096321106,
|
|
"val_loss": 3.949742078781128,
|
|
"acc": 32.93,
|
|
"f1": [
|
|
0.5700933337211609,
|
|
0.358803927898407,
|
|
0.18045106530189514,
|
|
0.2211054563522339,
|
|
0.1675977110862732,
|
|
0.2550334632396698,
|
|
0.29787227511405945,
|
|
0.371900737285614,
|
|
0.34042543172836304,
|
|
0.4549761712551117,
|
|
0.1509433388710022,
|
|
0.23437495529651642,
|
|
0.30270257592201233,
|
|
0.2378377616405487,
|
|
0.1642511636018753,
|
|
0.18257255852222443,
|
|
0.3383083641529083,
|
|
0.48780474066734314,
|
|
0.26666656136512756,
|
|
0.29245272278785706,
|
|
0.5573769211769104,
|
|
0.5499998331069946,
|
|
0.3049326539039612,
|
|
0.4980543851852417,
|
|
0.5773194432258606,
|
|
0.19437335431575775,
|
|
0.329268217086792,
|
|
0.18749994039535522,
|
|
0.5454543828964233,
|
|
0.29032251238822937,
|
|
0.3999998867511749,
|
|
0.29864245653152466,
|
|
0.23463678359985352,
|
|
0.26765793561935425,
|
|
0.278026819229126,
|
|
0.19191910326480865,
|
|
0.3083699643611908,
|
|
0.23076917231082916,
|
|
0.26666659116744995,
|
|
0.4179103374481201,
|
|
0.3908045291900635,
|
|
0.575916051864624,
|
|
0.23376618325710297,
|
|
0.1898733526468277,
|
|
0.15111105144023895,
|
|
0.13714279234409332,
|
|
0.16853927075862885,
|
|
0.4745761454105377,
|
|
0.4814813435077667,
|
|
0.4041449725627899,
|
|
0.14364632964134216,
|
|
0.3060108423233032,
|
|
0.5388599634170532,
|
|
0.43881845474243164,
|
|
0.42931926250457764,
|
|
0.12941168248653412,
|
|
0.4814813435077667,
|
|
0.3133639991283417,
|
|
0.43749985098838806,
|
|
0.22499993443489075,
|
|
0.6409265398979187,
|
|
0.4886362552642822,
|
|
0.37735840678215027,
|
|
0.32432422041893005,
|
|
0.1764705330133438,
|
|
0.12658220529556274,
|
|
0.16080394387245178,
|
|
0.24844713509082794,
|
|
0.6069650650024414,
|
|
0.5728154182434082,
|
|
0.34523800015449524,
|
|
0.4705880880355835,
|
|
0.07407402247190475,
|
|
0.25157222151756287,
|
|
0.19730934500694275,
|
|
0.6146340370178223,
|
|
0.5757573843002319,
|
|
0.15189866721630096,
|
|
0.2138364166021347,
|
|
0.2761903405189514,
|
|
0.13402055203914642,
|
|
0.30851057171821594,
|
|
0.5468748807907104,
|
|
0.30172407627105713,
|
|
0.14772720634937286,
|
|
0.46739116311073303,
|
|
0.4324323236942291,
|
|
0.33035704493522644,
|
|
0.19631893932819366,
|
|
0.32124343514442444,
|
|
0.2660943269729614,
|
|
0.4588233530521393,
|
|
0.217391237616539,
|
|
0.20792071521282196,
|
|
0.5849055051803589,
|
|
0.3977271616458893,
|
|
0.2731276750564575,
|
|
0.30172407627105713,
|
|
0.11475404351949692,
|
|
0.2901553809642792
|
|
],
|
|
"time": 18.04950283560902,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 0.3632560074329376,
|
|
"val_loss": 4.099003791809082,
|
|
"acc": 32.75,
|
|
"f1": [
|
|
0.6826921701431274,
|
|
0.4607328474521637,
|
|
0.2021275758743286,
|
|
0.18439710140228271,
|
|
0.14545448124408722,
|
|
0.2577318847179413,
|
|
0.3351350426673889,
|
|
0.425531804561615,
|
|
0.28363627195358276,
|
|
0.4640882611274719,
|
|
0.15950913727283478,
|
|
0.2547769844532013,
|
|
0.29268285632133484,
|
|
0.1970442682504654,
|
|
0.1990049034357071,
|
|
0.20408158004283905,
|
|
0.32183900475502014,
|
|
0.4176705777645111,
|
|
0.2962961792945862,
|
|
0.2935778796672821,
|
|
0.6222221255302429,
|
|
0.46096643805503845,
|
|
0.34782594442367554,
|
|
0.4873095452785492,
|
|
0.5833332538604736,
|
|
0.24603168666362762,
|
|
0.22680403292179108,
|
|
0.21256029605865479,
|
|
0.5454544425010681,
|
|
0.33333322405815125,
|
|
0.343283474445343,
|
|
0.345177561044693,
|
|
0.24630534648895264,
|
|
0.3265305161476135,
|
|
0.251428484916687,
|
|
0.12048186361789703,
|
|
0.3648647665977478,
|
|
0.23673462867736816,
|
|
0.1405404806137085,
|
|
0.3939392864704132,
|
|
0.33962252736091614,
|
|
0.5418717861175537,
|
|
0.2713567018508911,
|
|
0.306122362613678,
|
|
0.13824880123138428,
|
|
0.16037730872631073,
|
|
0.14906825125217438,
|
|
0.46428558230400085,
|
|
0.43956032395362854,
|
|
0.3756905198097229,
|
|
0.188888818025589,
|
|
0.30270257592201233,
|
|
0.5454544425010681,
|
|
0.4864863455295563,
|
|
0.31055888533592224,
|
|
0.11594196408987045,
|
|
0.42857131361961365,
|
|
0.2482757866382599,
|
|
0.38709667325019836,
|
|
0.27306264638900757,
|
|
0.7262568473815918,
|
|
0.5135133862495422,
|
|
0.4730289578437805,
|
|
0.2749998867511749,
|
|
0.16161610186100006,
|
|
0.15476183593273163,
|
|
0.2512076497077942,
|
|
0.2934781610965729,
|
|
0.6451612114906311,
|
|
0.49999988079071045,
|
|
0.35820886492729187,
|
|
0.6077346205711365,
|
|
0.09795912355184555,
|
|
0.33333325386047363,
|
|
0.15310998260974884,
|
|
0.6129031181335449,
|
|
0.5118482112884521,
|
|
0.10344822704792023,
|
|
0.16849811375141144,
|
|
0.24299058318138123,
|
|
0.10526309162378311,
|
|
0.27667975425720215,
|
|
0.6826921701431274,
|
|
0.3260868787765503,
|
|
0.17333325743675232,
|
|
0.3955222964286804,
|
|
0.38281238079071045,
|
|
0.3274335563182831,
|
|
0.20720712840557098,
|
|
0.3586955666542053,
|
|
0.2214532196521759,
|
|
0.4179103374481201,
|
|
0.19999992847442627,
|
|
0.17910441756248474,
|
|
0.5731706023216248,
|
|
0.39639630913734436,
|
|
0.28813549876213074,
|
|
0.2559240758419037,
|
|
0.05847948044538498,
|
|
0.2704625427722931
|
|
],
|
|
"time": 18.35046260152012,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 0.3558840751647949,
|
|
"val_loss": 4.075961112976074,
|
|
"acc": 32.03,
|
|
"f1": [
|
|
0.5882351398468018,
|
|
0.3739129900932312,
|
|
0.24516120553016663,
|
|
0.10126575827598572,
|
|
0.16744180023670197,
|
|
0.267080694437027,
|
|
0.306122362613678,
|
|
0.3537413775920868,
|
|
0.36158180236816406,
|
|
0.43269219994544983,
|
|
0.1229049563407898,
|
|
0.13541659712791443,
|
|
0.3209875524044037,
|
|
0.13846148550510406,
|
|
0.1754385232925415,
|
|
0.2173912674188614,
|
|
0.2793295085430145,
|
|
0.45106372237205505,
|
|
0.2829267382621765,
|
|
0.23628684878349304,
|
|
0.5714284181594849,
|
|
0.4454975128173828,
|
|
0.33333325386047363,
|
|
0.4705881178379059,
|
|
0.579439103603363,
|
|
0.23423415422439575,
|
|
0.23913034796714783,
|
|
0.15044242143630981,
|
|
0.5252523422241211,
|
|
0.3411763310432434,
|
|
0.329670250415802,
|
|
0.29743579030036926,
|
|
0.23188398778438568,
|
|
0.28352484107017517,
|
|
0.2659573554992676,
|
|
0.2127658873796463,
|
|
0.265060156583786,
|
|
0.15827332437038422,
|
|
0.1983470320701599,
|
|
0.3260868787765503,
|
|
0.35193121433258057,
|
|
0.5624998807907104,
|
|
0.18848159909248352,
|
|
0.2736841142177582,
|
|
0.0869564563035965,
|
|
0.1836734265089035,
|
|
0.20833326876163483,
|
|
0.5071768760681152,
|
|
0.45918354392051697,
|
|
0.3894736170768738,
|
|
0.17307688295841217,
|
|
0.31304338574409485,
|
|
0.47190994024276733,
|
|
0.42063480615615845,
|
|
0.33720916509628296,
|
|
0.0869564563035965,
|
|
0.37333324551582336,
|
|
0.3261801600456238,
|
|
0.4069766402244568,
|
|
0.345177561044693,
|
|
0.705357015132904,
|
|
0.47474732995033264,
|
|
0.47210294008255005,
|
|
0.30075180530548096,
|
|
0.07142851501703262,
|
|
0.18181811273097992,
|
|
0.1754385232925415,
|
|
0.30935242772102356,
|
|
0.5866665244102478,
|
|
0.48387086391448975,
|
|
0.33027511835098267,
|
|
0.5767440795898438,
|
|
0.09433956444263458,
|
|
0.28048771619796753,
|
|
0.21794864535331726,
|
|
0.6263735294342041,
|
|
0.49285703897476196,
|
|
0.10650881379842758,
|
|
0.16589856147766113,
|
|
0.33333325386047363,
|
|
0.15384609997272491,
|
|
0.21705420315265656,
|
|
0.6283184885978699,
|
|
0.3540668785572052,
|
|
0.19191910326480865,
|
|
0.42290738224983215,
|
|
0.3853210210800171,
|
|
0.3272726535797119,
|
|
0.18749994039535522,
|
|
0.31279608607292175,
|
|
0.20320846140384674,
|
|
0.41176459193229675,
|
|
0.23008842766284943,
|
|
0.1843317300081253,
|
|
0.5418717861175537,
|
|
0.40476179122924805,
|
|
0.29126206040382385,
|
|
0.23529404401779175,
|
|
0.15686269104480743,
|
|
0.2985073924064636
|
|
],
|
|
"time": 18.096164296381176,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 0.42077600955963135,
|
|
"val_loss": 3.8794054985046387,
|
|
"acc": 32.35,
|
|
"f1": [
|
|
0.6445496082305908,
|
|
0.43925222754478455,
|
|
0.20571422576904297,
|
|
0.15151509642601013,
|
|
0.1846153289079666,
|
|
0.32804223895072937,
|
|
0.3666665554046631,
|
|
0.38709667325019836,
|
|
0.34351134300231934,
|
|
0.4487178325653076,
|
|
0.13095231354236603,
|
|
0.14772720634937286,
|
|
0.32258057594299316,
|
|
0.23225797712802887,
|
|
0.24413138628005981,
|
|
0.2378377616405487,
|
|
0.3186812400817871,
|
|
0.40378537774086,
|
|
0.2485874742269516,
|
|
0.24277448654174805,
|
|
0.5647057294845581,
|
|
0.4299998879432678,
|
|
0.3563217520713806,
|
|
0.44198882579803467,
|
|
0.518518328666687,
|
|
0.1971830278635025,
|
|
0.3314284682273865,
|
|
0.17142851650714874,
|
|
0.4255318343639374,
|
|
0.2683981955051422,
|
|
0.39325833320617676,
|
|
0.23529402911663055,
|
|
0.2536584436893463,
|
|
0.29665064811706543,
|
|
0.24271836876869202,
|
|
0.2262442708015442,
|
|
0.3354838192462921,
|
|
0.21402208507061005,
|
|
0.21940921247005463,
|
|
0.39548009634017944,
|
|
0.28571420907974243,
|
|
0.5212765336036682,
|
|
0.25892847776412964,
|
|
0.2767294645309448,
|
|
0.12060294300317764,
|
|
0.18749994039535522,
|
|
0.19999992847442627,
|
|
0.47115376591682434,
|
|
0.434782475233078,
|
|
0.39843741059303284,
|
|
0.22962957620620728,
|
|
0.24074065685272217,
|
|
0.5560164451599121,
|
|
0.5217389464378357,
|
|
0.4291844367980957,
|
|
0.016666635870933533,
|
|
0.45283010601997375,
|
|
0.27631568908691406,
|
|
0.3720929026603699,
|
|
0.2613064646720886,
|
|
0.6799998879432678,
|
|
0.40251561999320984,
|
|
0.41379299759864807,
|
|
0.31404948234558105,
|
|
0.13861380517482758,
|
|
0.23963125050067902,
|
|
0.131687194108963,
|
|
0.239436537027359,
|
|
0.6222221255302429,
|
|
0.6190475225448608,
|
|
0.3168315887451172,
|
|
0.509316623210907,
|
|
0.14117640256881714,
|
|
0.37499985098838806,
|
|
0.19801974296569824,
|
|
0.6179773807525635,
|
|
0.5747125148773193,
|
|
0.17616572976112366,
|
|
0.16666661202907562,
|
|
0.2980768382549286,
|
|
0.06289302557706833,
|
|
0.23423415422439575,
|
|
0.6249998807907104,
|
|
0.37433144450187683,
|
|
0.1645020991563797,
|
|
0.38709667325019836,
|
|
0.330826997756958,
|
|
0.413043349981308,
|
|
0.22330091893672943,
|
|
0.29787227511405945,
|
|
0.21965309977531433,
|
|
0.44067782163619995,
|
|
0.19459453225135803,
|
|
0.11764699220657349,
|
|
0.5274723768234253,
|
|
0.44444429874420166,
|
|
0.22834637761116028,
|
|
0.22033889591693878,
|
|
0.10714280605316162,
|
|
0.30270257592201233
|
|
],
|
|
"time": 18.069597546942532,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 0.405603289604187,
|
|
"val_loss": 4.243234157562256,
|
|
"acc": 31.31,
|
|
"f1": [
|
|
0.5955054759979248,
|
|
0.3974357545375824,
|
|
0.18867920339107513,
|
|
0.145695298910141,
|
|
0.09459453821182251,
|
|
0.27649760246276855,
|
|
0.28415289521217346,
|
|
0.3643723726272583,
|
|
0.30656924843788147,
|
|
0.4155843257904053,
|
|
0.11678826063871384,
|
|
0.19672125577926636,
|
|
0.3157893717288971,
|
|
0.2897526025772095,
|
|
0.2072538137435913,
|
|
0.1657457947731018,
|
|
0.27102795243263245,
|
|
0.44670039415359497,
|
|
0.2882882058620453,
|
|
0.23460403084754944,
|
|
0.5565216541290283,
|
|
0.5269460082054138,
|
|
0.31088075041770935,
|
|
0.466666579246521,
|
|
0.5599998831748962,
|
|
0.2366863340139389,
|
|
0.2214983105659485,
|
|
0.18784524500370026,
|
|
0.49689429998397827,
|
|
0.33333325386047363,
|
|
0.35365843772888184,
|
|
0.2843136191368103,
|
|
0.2873562276363373,
|
|
0.28820955753326416,
|
|
0.2967032194137573,
|
|
0.15476183593273163,
|
|
0.32142847776412964,
|
|
0.22641503810882568,
|
|
0.14371250569820404,
|
|
0.34129685163497925,
|
|
0.30857133865356445,
|
|
0.45522376894950867,
|
|
0.21714277565479279,
|
|
0.22818784415721893,
|
|
0.13664589822292328,
|
|
0.1836734265089035,
|
|
0.20111726224422455,
|
|
0.4266665279865265,
|
|
0.418118417263031,
|
|
0.3026314675807953,
|
|
0.15384608507156372,
|
|
0.23738865554332733,
|
|
0.5434780716896057,
|
|
0.5402297377586365,
|
|
0.3926939368247986,
|
|
0.08391603082418442,
|
|
0.46351921558380127,
|
|
0.27118638157844543,
|
|
0.3568074107170105,
|
|
0.36180898547172546,
|
|
0.7029701471328735,
|
|
0.4924621880054474,
|
|
0.34482747316360474,
|
|
0.3440859317779541,
|
|
0.1656804084777832,
|
|
0.15662643313407898,
|
|
0.17760612070560455,
|
|
0.17518241703510284,
|
|
0.5833332538604736,
|
|
0.5628139972686768,
|
|
0.2597401440143585,
|
|
0.5393257141113281,
|
|
0.13725484907627106,
|
|
0.24999988079071045,
|
|
0.1940927654504776,
|
|
0.56043940782547,
|
|
0.5512819290161133,
|
|
0.13197962939739227,
|
|
0.16455692052841187,
|
|
0.3047617971897125,
|
|
0.12345672398805618,
|
|
0.280373752117157,
|
|
0.6540283560752869,
|
|
0.31638407707214355,
|
|
0.20895515382289886,
|
|
0.4077668786048889,
|
|
0.37301579117774963,
|
|
0.30150744318962097,
|
|
0.22291016578674316,
|
|
0.2867382764816284,
|
|
0.20270265638828278,
|
|
0.42857131361961365,
|
|
0.266253799200058,
|
|
0.14765094220638275,
|
|
0.475524365901947,
|
|
0.33548372983932495,
|
|
0.28999990224838257,
|
|
0.2815883457660675,
|
|
0.18633535504341125,
|
|
0.2983870208263397
|
|
],
|
|
"time": 18.163388779386878,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 0.32751256227493286,
|
|
"val_loss": 3.985102891921997,
|
|
"acc": 32.88,
|
|
"f1": [
|
|
0.547485888004303,
|
|
0.3874344527721405,
|
|
0.20895515382289886,
|
|
0.15068486332893372,
|
|
0.2105262577533722,
|
|
0.24489790201187134,
|
|
0.294820636510849,
|
|
0.33939382433891296,
|
|
0.3179486393928528,
|
|
0.554216742515564,
|
|
0.206060528755188,
|
|
0.19642849266529083,
|
|
0.3013697564601898,
|
|
0.22966498136520386,
|
|
0.24822686612606049,
|
|
0.14285707473754883,
|
|
0.34554967284202576,
|
|
0.48401811718940735,
|
|
0.22702695429325104,
|
|
0.23469379544258118,
|
|
0.5904760956764221,
|
|
0.5326631665229797,
|
|
0.33816415071487427,
|
|
0.3636362552642822,
|
|
0.5546873807907104,
|
|
0.17877088487148285,
|
|
0.2643677294254303,
|
|
0.20095685124397278,
|
|
0.5473682880401611,
|
|
0.30456843972206116,
|
|
0.3599999248981476,
|
|
0.35643553733825684,
|
|
0.24489788711071014,
|
|
0.27814561128616333,
|
|
0.2072538137435913,
|
|
0.1798941045999527,
|
|
0.2576685845851898,
|
|
0.22510816156864166,
|
|
0.23770485818386078,
|
|
0.48275846242904663,
|
|
0.2954544723033905,
|
|
0.49327346682548523,
|
|
0.21940921247005463,
|
|
0.24539868533611298,
|
|
0.18264833092689514,
|
|
0.18518511950969696,
|
|
0.20338977873325348,
|
|
0.45128190517425537,
|
|
0.43881845474243164,
|
|
0.3841806650161743,
|
|
0.21621613204479218,
|
|
0.28571420907974243,
|
|
0.5151514410972595,
|
|
0.48598119616508484,
|
|
0.36842095851898193,
|
|
0.14207643270492554,
|
|
0.46753236651420593,
|
|
0.35955044627189636,
|
|
0.3726707398891449,
|
|
0.3195265531539917,
|
|
0.6465516090393066,
|
|
0.4951455295085907,
|
|
0.38620680570602417,
|
|
0.31818172335624695,
|
|
0.19905206561088562,
|
|
0.17757000029087067,
|
|
0.1746724247932434,
|
|
0.27472516894340515,
|
|
0.6461536884307861,
|
|
0.5520360469818115,
|
|
0.32402223348617554,
|
|
0.5727698802947998,
|
|
0.07920785993337631,
|
|
0.3260868787765503,
|
|
0.23529404401779175,
|
|
0.631578803062439,
|
|
0.5492226481437683,
|
|
0.1486988216638565,
|
|
0.23893800377845764,
|
|
0.24528293311595917,
|
|
0.14358967542648315,
|
|
0.2790696918964386,
|
|
0.5957446098327637,
|
|
0.335714191198349,
|
|
0.1916166990995407,
|
|
0.4096384644508362,
|
|
0.38251355290412903,
|
|
0.3798881769180298,
|
|
0.22891558706760406,
|
|
0.2793295085430145,
|
|
0.25730982422828674,
|
|
0.41975298523902893,
|
|
0.22707417607307434,
|
|
0.1971830278635025,
|
|
0.5769229531288147,
|
|
0.4432430863380432,
|
|
0.24154582619667053,
|
|
0.25373128056526184,
|
|
0.1990949511528015,
|
|
0.32812491059303284
|
|
],
|
|
"time": 18.044789124280214,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 0.2822875380516052,
|
|
"val_loss": 4.049931526184082,
|
|
"acc": 33.62,
|
|
"f1": [
|
|
0.554216742515564,
|
|
0.35877853631973267,
|
|
0.1965317279100418,
|
|
0.11249993741512299,
|
|
0.19565211236476898,
|
|
0.36111101508140564,
|
|
0.3557691276073456,
|
|
0.3957218527793884,
|
|
0.36871495842933655,
|
|
0.41628947854042053,
|
|
0.16931210458278656,
|
|
0.24509796500205994,
|
|
0.30409345030784607,
|
|
0.20547938346862793,
|
|
0.25531908869743347,
|
|
0.1634240448474884,
|
|
0.26710090041160583,
|
|
0.48908287286758423,
|
|
0.28971952199935913,
|
|
0.23437495529651642,
|
|
0.6299998760223389,
|
|
0.5094338655471802,
|
|
0.3068180978298187,
|
|
0.4873095452785492,
|
|
0.6478871703147888,
|
|
0.2436547577381134,
|
|
0.24836592376232147,
|
|
0.17857135832309723,
|
|
0.47715723514556885,
|
|
0.33720916509628296,
|
|
0.42253509163856506,
|
|
0.29374992847442627,
|
|
0.2914571762084961,
|
|
0.28260859847068787,
|
|
0.2692306935787201,
|
|
0.2686566412448883,
|
|
0.33962252736091614,
|
|
0.22222216427326202,
|
|
0.21568621695041656,
|
|
0.4823527932167053,
|
|
0.34042540192604065,
|
|
0.5240174531936646,
|
|
0.2574256360530853,
|
|
0.33333325386047363,
|
|
0.13978487253189087,
|
|
0.22099439799785614,
|
|
0.21794864535331726,
|
|
0.46829259395599365,
|
|
0.4588233530521393,
|
|
0.38022807240486145,
|
|
0.19379839301109314,
|
|
0.22459883987903595,
|
|
0.47619032859802246,
|
|
0.5177663564682007,
|
|
0.4545453190803528,
|
|
0.09049767255783081,
|
|
0.4593299925327301,
|
|
0.368663489818573,
|
|
0.34782594442367554,
|
|
0.3208555281162262,
|
|
0.735751211643219,
|
|
0.446808397769928,
|
|
0.4180789887905121,
|
|
0.27338120341300964,
|
|
0.15476183593273163,
|
|
0.17241373658180237,
|
|
0.18999992311000824,
|
|
0.24836592376232147,
|
|
0.6171427369117737,
|
|
0.5263156294822693,
|
|
0.34883710741996765,
|
|
0.509090781211853,
|
|
0.14234870672225952,
|
|
0.3050846457481384,
|
|
0.21374039351940155,
|
|
0.6243385076522827,
|
|
0.5250964164733887,
|
|
0.16923069953918457,
|
|
0.2234041839838028,
|
|
0.32820504903793335,
|
|
0.12727266550064087,
|
|
0.3253011107444763,
|
|
0.6478871703147888,
|
|
0.3794870972633362,
|
|
0.2208588421344757,
|
|
0.3999999463558197,
|
|
0.3931623101234436,
|
|
0.31249991059303284,
|
|
0.22222216427326202,
|
|
0.29189181327819824,
|
|
0.3636362850666046,
|
|
0.40659332275390625,
|
|
0.27433618903160095,
|
|
0.11494245380163193,
|
|
0.4942083954811096,
|
|
0.4577113389968872,
|
|
0.2731276750564575,
|
|
0.29585790634155273,
|
|
0.1258740872144699,
|
|
0.31999990344047546
|
|
],
|
|
"time": 18.360909496434033,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 0.2890719175338745,
|
|
"val_loss": 3.92287015914917,
|
|
"acc": 33.68,
|
|
"f1": [
|
|
0.6299998760223389,
|
|
0.40517228841781616,
|
|
0.22907482087612152,
|
|
0.13333328068256378,
|
|
0.2333332598209381,
|
|
0.23728805780410767,
|
|
0.33050838112831116,
|
|
0.41148313879966736,
|
|
0.3251230716705322,
|
|
0.49999988079071045,
|
|
0.1612902730703354,
|
|
0.18934904038906097,
|
|
0.3157894015312195,
|
|
0.27433618903160095,
|
|
0.21468918025493622,
|
|
0.2403845638036728,
|
|
0.37668150663375854,
|
|
0.3939392864704132,
|
|
0.2584269046783447,
|
|
0.2872926890850067,
|
|
0.639593780040741,
|
|
0.45555540919303894,
|
|
0.37999987602233887,
|
|
0.5302324295043945,
|
|
0.5917158722877502,
|
|
0.22972965240478516,
|
|
0.28571417927742004,
|
|
0.2443438321352005,
|
|
0.5248867273330688,
|
|
0.31249991059303284,
|
|
0.362790584564209,
|
|
0.30630621314048767,
|
|
0.2914571762084961,
|
|
0.2547769844532013,
|
|
0.2840908169746399,
|
|
0.22222216427326202,
|
|
0.30567678809165955,
|
|
0.21538454294204712,
|
|
0.21333326399326324,
|
|
0.4624998867511749,
|
|
0.34042543172836304,
|
|
0.5624998807907104,
|
|
0.2329545021057129,
|
|
0.23414628207683563,
|
|
0.1450776606798172,
|
|
0.14659680426120758,
|
|
0.21929818391799927,
|
|
0.46025097370147705,
|
|
0.43720918893814087,
|
|
0.3865545094013214,
|
|
0.22421517968177795,
|
|
0.28571420907974243,
|
|
0.5327101349830627,
|
|
0.5213268995285034,
|
|
0.3793102204799652,
|
|
0.08187128603458405,
|
|
0.4851484000682831,
|
|
0.34615373611450195,
|
|
0.45238080620765686,
|
|
0.30526304244995117,
|
|
0.706976592540741,
|
|
0.45348823070526123,
|
|
0.4857141971588135,
|
|
0.3487178385257721,
|
|
0.15668198466300964,
|
|
0.15999993681907654,
|
|
0.2084941565990448,
|
|
0.33333322405815125,
|
|
0.631578803062439,
|
|
0.5607475638389587,
|
|
0.346666544675827,
|
|
0.525345504283905,
|
|
0.12941168248653412,
|
|
0.3408070504665375,
|
|
0.21698106825351715,
|
|
0.644067645072937,
|
|
0.5350876450538635,
|
|
0.056337978690862656,
|
|
0.2368420511484146,
|
|
0.24137921631336212,
|
|
0.1407034695148468,
|
|
0.26519328355789185,
|
|
0.5627375841140747,
|
|
0.2482757866382599,
|
|
0.14765094220638275,
|
|
0.4454975128173828,
|
|
0.4221104085445404,
|
|
0.41269823908805847,
|
|
0.16027869284152985,
|
|
0.2995593845844269,
|
|
0.24210518598556519,
|
|
0.43428558111190796,
|
|
0.19607838988304138,
|
|
0.15165871381759644,
|
|
0.5874997973442078,
|
|
0.4561402499675751,
|
|
0.239520862698555,
|
|
0.27333325147628784,
|
|
0.10945267230272293,
|
|
0.376623272895813
|
|
],
|
|
"time": 18.192729776725173,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 0.275570273399353,
|
|
"val_loss": 3.9280874729156494,
|
|
"acc": 33.23,
|
|
"f1": [
|
|
0.6384975910186768,
|
|
0.41284388303756714,
|
|
0.17441853880882263,
|
|
0.19540224969387054,
|
|
0.17112290859222412,
|
|
0.26515141129493713,
|
|
0.33789944648742676,
|
|
0.4023667275905609,
|
|
0.36269423365592957,
|
|
0.4919784665107727,
|
|
0.16326524317264557,
|
|
0.210526242852211,
|
|
0.27173903584480286,
|
|
0.2054053246974945,
|
|
0.18378373980522156,
|
|
0.19209031760692596,
|
|
0.3352600038051605,
|
|
0.46376800537109375,
|
|
0.27173903584480286,
|
|
0.21468918025493622,
|
|
0.48760321736335754,
|
|
0.5185183882713318,
|
|
0.33333325386047363,
|
|
0.46999987959861755,
|
|
0.5882351994514465,
|
|
0.23008842766284943,
|
|
0.2829267382621765,
|
|
0.16445620357990265,
|
|
0.5023695826530457,
|
|
0.3018867075443268,
|
|
0.39111098647117615,
|
|
0.31638407707214355,
|
|
0.2541435658931732,
|
|
0.31279608607292175,
|
|
0.24137921631336212,
|
|
0.20987647771835327,
|
|
0.36714968085289,
|
|
0.27350419759750366,
|
|
0.1333332657814026,
|
|
0.43049317598342896,
|
|
0.31645557284355164,
|
|
0.5550238490104675,
|
|
0.281406968832016,
|
|
0.2545453608036041,
|
|
0.12972965836524963,
|
|
0.21989519894123077,
|
|
0.26086950302124023,
|
|
0.47577083110809326,
|
|
0.4919784665107727,
|
|
0.2721087336540222,
|
|
0.1658536046743393,
|
|
0.29850736260414124,
|
|
0.5283017754554749,
|
|
0.5940592885017395,
|
|
0.3849371671676636,
|
|
0.09326418489217758,
|
|
0.4731181561946869,
|
|
0.31775689125061035,
|
|
0.3999998867511749,
|
|
0.29074883460998535,
|
|
0.6854459643363953,
|
|
0.49999988079071045,
|
|
0.39449530839920044,
|
|
0.28272244334220886,
|
|
0.15178565680980682,
|
|
0.17525766789913177,
|
|
0.1764705330133438,
|
|
0.21319790184497833,
|
|
0.5882351398468018,
|
|
0.5688887238502502,
|
|
0.30303019285202026,
|
|
0.48507454991340637,
|
|
0.09411758184432983,
|
|
0.32352930307388306,
|
|
0.2288556545972824,
|
|
0.5402842164039612,
|
|
0.6022725701332092,
|
|
0.12949636578559875,
|
|
0.18604643642902374,
|
|
0.2999999225139618,
|
|
0.11392398923635483,
|
|
0.2895926535129547,
|
|
0.6734693050384521,
|
|
0.27380943298339844,
|
|
0.1836734265089035,
|
|
0.4765956401824951,
|
|
0.3842363655567169,
|
|
0.3559320867061615,
|
|
0.19323663413524628,
|
|
0.2944161295890808,
|
|
0.29629623889923096,
|
|
0.3874344527721405,
|
|
0.27722764015197754,
|
|
0.11764699220657349,
|
|
0.6185566186904907,
|
|
0.34509798884391785,
|
|
0.22784802317619324,
|
|
0.24680845439434052,
|
|
0.13245026767253876,
|
|
0.30952370166778564
|
|
],
|
|
"time": 18.34131117351353,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 0.2664768099784851,
|
|
"val_loss": 3.9226651191711426,
|
|
"acc": 32.07,
|
|
"f1": [
|
|
0.6031745076179504,
|
|
0.40796008706092834,
|
|
0.22702695429325104,
|
|
0.19999992847442627,
|
|
0.21993118524551392,
|
|
0.27083322405815125,
|
|
0.29787224531173706,
|
|
0.3826086223125458,
|
|
0.32584258913993835,
|
|
0.434782475233078,
|
|
0.13402055203914642,
|
|
0.19138747453689575,
|
|
0.26666659116744995,
|
|
0.24999994039535522,
|
|
0.1925925314426422,
|
|
0.14285707473754883,
|
|
0.35359105467796326,
|
|
0.42051267623901367,
|
|
0.20560741424560547,
|
|
0.2569831311702728,
|
|
0.5714284181594849,
|
|
0.4878047704696655,
|
|
0.271493136882782,
|
|
0.4533332288265228,
|
|
0.5988698601722717,
|
|
0.2985073924064636,
|
|
0.27433618903160095,
|
|
0.19808299839496613,
|
|
0.5384613871574402,
|
|
0.3013697862625122,
|
|
0.3551400303840637,
|
|
0.28947359323501587,
|
|
0.24277448654174805,
|
|
0.3209875524044037,
|
|
0.25870639085769653,
|
|
0.15609751641750336,
|
|
0.30065348744392395,
|
|
0.20689648389816284,
|
|
0.15767627954483032,
|
|
0.44808733463287354,
|
|
0.3318776488304138,
|
|
0.6276593804359436,
|
|
0.24999991059303284,
|
|
0.18604643642902374,
|
|
0.15819202363491058,
|
|
0.1731601059436798,
|
|
0.20134222507476807,
|
|
0.4435482919216156,
|
|
0.4236452281475067,
|
|
0.3999998867511749,
|
|
0.15469607710838318,
|
|
0.27272719144821167,
|
|
0.5112780332565308,
|
|
0.4554454982280731,
|
|
0.38095229864120483,
|
|
0.08045971393585205,
|
|
0.4042552411556244,
|
|
0.24999991059303284,
|
|
0.3439999520778656,
|
|
0.2366863340139389,
|
|
0.6519335508346558,
|
|
0.4855490028858185,
|
|
0.48888877034187317,
|
|
0.32748526334762573,
|
|
0.1789472997188568,
|
|
0.12345672398805618,
|
|
0.17307688295841217,
|
|
0.28235283493995667,
|
|
0.5810053944587708,
|
|
0.43999987840652466,
|
|
0.34666651487350464,
|
|
0.5418325662612915,
|
|
0.15476183593273163,
|
|
0.34999990463256836,
|
|
0.1754385232925415,
|
|
0.62135910987854,
|
|
0.5748501420021057,
|
|
0.05673753470182419,
|
|
0.1866665780544281,
|
|
0.32222211360931396,
|
|
0.0928269475698471,
|
|
0.28762534260749817,
|
|
0.5660375952720642,
|
|
0.31428563594818115,
|
|
0.20987647771835327,
|
|
0.4753361940383911,
|
|
0.3878786563873291,
|
|
0.3636362552642822,
|
|
0.14444437623023987,
|
|
0.31914883852005005,
|
|
0.2371133416891098,
|
|
0.3885713219642639,
|
|
0.20238088071346283,
|
|
0.18181811273097992,
|
|
0.5771810412406921,
|
|
0.42162150144577026,
|
|
0.23225797712802887,
|
|
0.30232545733451843,
|
|
0.06249995529651642,
|
|
0.32835814356803894
|
|
],
|
|
"time": 18.15027875546366,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 0.32323935627937317,
|
|
"val_loss": 4.017714977264404,
|
|
"acc": 30.2,
|
|
"f1": [
|
|
0.6082472205162048,
|
|
0.4333331882953644,
|
|
0.18378373980522156,
|
|
0.1379309743642807,
|
|
0.15294109284877777,
|
|
0.2758619785308838,
|
|
0.32432422041893005,
|
|
0.34482747316360474,
|
|
0.21897803246974945,
|
|
0.432748407125473,
|
|
0.23589736223220825,
|
|
0.18713442981243134,
|
|
0.26086947321891785,
|
|
0.17391297221183777,
|
|
0.11920525878667831,
|
|
0.21965309977531433,
|
|
0.3435581922531128,
|
|
0.47619035840034485,
|
|
0.275229275226593,
|
|
0.1654134839773178,
|
|
0.5757573843002319,
|
|
0.41379299759864807,
|
|
0.34615373611450195,
|
|
0.4125559628009796,
|
|
0.5775399804115295,
|
|
0.23728807270526886,
|
|
0.27649760246276855,
|
|
0.14743585884571075,
|
|
0.3465345501899719,
|
|
0.28695645928382874,
|
|
0.23107562959194183,
|
|
0.24691346287727356,
|
|
0.2528734505176544,
|
|
0.3152172863483429,
|
|
0.1550387144088745,
|
|
0.03448272496461868,
|
|
0.2399999350309372,
|
|
0.17525766789913177,
|
|
0.18072283267974854,
|
|
0.40540531277656555,
|
|
0.2153845578432083,
|
|
0.5345621109008789,
|
|
0.20689649879932404,
|
|
0.1940297782421112,
|
|
0.10928954929113388,
|
|
0.20920497179031372,
|
|
0.21192045509815216,
|
|
0.4291844367980957,
|
|
0.4313724637031555,
|
|
0.31050220131874084,
|
|
0.1279069036245346,
|
|
0.31428563594818115,
|
|
0.4919354021549225,
|
|
0.6051281094551086,
|
|
0.3157893419265747,
|
|
0.09691624343395233,
|
|
0.37125736474990845,
|
|
0.34042540192604065,
|
|
0.3540668785572052,
|
|
0.2530611455440521,
|
|
0.652542233467102,
|
|
0.47916653752326965,
|
|
0.38095223903656006,
|
|
0.2560974657535553,
|
|
0.14634139835834503,
|
|
0.17834389209747314,
|
|
0.19999992847442627,
|
|
0.27509286999702454,
|
|
0.5177663564682007,
|
|
0.5167463421821594,
|
|
0.4111110270023346,
|
|
0.4634145498275757,
|
|
0.08866989612579346,
|
|
0.264406681060791,
|
|
0.1545064002275467,
|
|
0.5243901014328003,
|
|
0.494381844997406,
|
|
0.13852806389331818,
|
|
0.1846153289079666,
|
|
0.25339359045028687,
|
|
0.13084106147289276,
|
|
0.265372097492218,
|
|
0.5999999046325684,
|
|
0.2820512056350708,
|
|
0.17721512913703918,
|
|
0.3984062969684601,
|
|
0.4042551815509796,
|
|
0.3374998867511749,
|
|
0.179775208234787,
|
|
0.3026314675807953,
|
|
0.2066115140914917,
|
|
0.3082190752029419,
|
|
0.2403845638036728,
|
|
0.1287878304719925,
|
|
0.5402297377586365,
|
|
0.29251691699028015,
|
|
0.2525251507759094,
|
|
0.26666659116744995,
|
|
0.08588951081037521,
|
|
0.29074883460998535
|
|
],
|
|
"time": 18.342061780393124,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 0.2627815008163452,
|
|
"val_loss": 4.005034923553467,
|
|
"acc": 33.06,
|
|
"f1": [
|
|
0.5258619785308838,
|
|
0.39495787024497986,
|
|
0.2171052247285843,
|
|
0.20202013850212097,
|
|
0.13999994099140167,
|
|
0.27118638157844543,
|
|
0.2674417495727539,
|
|
0.35193121433258057,
|
|
0.33451950550079346,
|
|
0.4137929677963257,
|
|
0.23636355996131897,
|
|
0.193548321723938,
|
|
0.29787227511405945,
|
|
0.19883033633232117,
|
|
0.19883033633232117,
|
|
0.1799999475479126,
|
|
0.3131312429904938,
|
|
0.4433496594429016,
|
|
0.25274714827537537,
|
|
0.30232545733451843,
|
|
0.6120217442512512,
|
|
0.42477864027023315,
|
|
0.2906976044178009,
|
|
0.5104601383209229,
|
|
0.5964910984039307,
|
|
0.19999992847442627,
|
|
0.3016759157180786,
|
|
0.1754385232925415,
|
|
0.5341613292694092,
|
|
0.32051271200180054,
|
|
0.3699420988559723,
|
|
0.35714274644851685,
|
|
0.2793295085430145,
|
|
0.3636362552642822,
|
|
0.23863628506660461,
|
|
0.24870456755161285,
|
|
0.2888887822628021,
|
|
0.238805890083313,
|
|
0.188888818025589,
|
|
0.3636362850666046,
|
|
0.3179915249347687,
|
|
0.5658535361289978,
|
|
0.23076917231082916,
|
|
0.22702695429325104,
|
|
0.1256038099527359,
|
|
0.23015865683555603,
|
|
0.2061854749917984,
|
|
0.4756755530834198,
|
|
0.4969695806503296,
|
|
0.4180789887905121,
|
|
0.16091948747634888,
|
|
0.1818181276321411,
|
|
0.5399999022483826,
|
|
0.5999999046325684,
|
|
0.43999987840652466,
|
|
0.07291661202907562,
|
|
0.497175008058548,
|
|
0.33939382433891296,
|
|
0.35820886492729187,
|
|
0.31632643938064575,
|
|
0.7216493487358093,
|
|
0.5124998688697815,
|
|
0.445652037858963,
|
|
0.30232545733451843,
|
|
0.15310998260974884,
|
|
0.15116271376609802,
|
|
0.1546391248703003,
|
|
0.20588228106498718,
|
|
0.6378377079963684,
|
|
0.5688887238502502,
|
|
0.34615373611450195,
|
|
0.4835163354873657,
|
|
0.08284018188714981,
|
|
0.36792439222335815,
|
|
0.21319790184497833,
|
|
0.6249998807907104,
|
|
0.5560164451599121,
|
|
0.16748763620853424,
|
|
0.19335342943668365,
|
|
0.2833332419395447,
|
|
0.12149526178836823,
|
|
0.331707239151001,
|
|
0.6779659986495972,
|
|
0.33497530221939087,
|
|
0.23157887160778046,
|
|
0.4398338794708252,
|
|
0.3984062969684601,
|
|
0.37735840678215027,
|
|
0.10344822704792023,
|
|
0.2968197166919708,
|
|
0.26751580834388733,
|
|
0.37426888942718506,
|
|
0.20105813443660736,
|
|
0.24545449018478394,
|
|
0.5803107619285583,
|
|
0.4022345542907715,
|
|
0.2790696620941162,
|
|
0.31034475564956665,
|
|
0.15116271376609802,
|
|
0.26399993896484375
|
|
],
|
|
"time": 18.355604890733957,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 0.26864033937454224,
|
|
"val_loss": 3.9351813793182373,
|
|
"acc": 32.95,
|
|
"f1": [
|
|
0.6022725701332092,
|
|
0.3917524814605713,
|
|
0.2366863340139389,
|
|
0.1916166990995407,
|
|
0.1810344010591507,
|
|
0.2972972095012665,
|
|
0.20472434163093567,
|
|
0.3999998867511749,
|
|
0.2909089922904968,
|
|
0.48275846242904663,
|
|
0.22549012303352356,
|
|
0.13173647224903107,
|
|
0.3131312429904938,
|
|
0.22516551613807678,
|
|
0.20338977873325348,
|
|
0.18934904038906097,
|
|
0.36470577120780945,
|
|
0.44670039415359497,
|
|
0.2522521913051605,
|
|
0.23391805589199066,
|
|
0.5384615063667297,
|
|
0.5050503611564636,
|
|
0.3493449091911316,
|
|
0.4777776598930359,
|
|
0.6195651292800903,
|
|
0.2105262726545334,
|
|
0.2971886694431305,
|
|
0.23041465878486633,
|
|
0.5149698853492737,
|
|
0.3084111213684082,
|
|
0.32432422041893005,
|
|
0.36269423365592957,
|
|
0.24999991059303284,
|
|
0.2796352207660675,
|
|
0.265060156583786,
|
|
0.16374263167381287,
|
|
0.37288129329681396,
|
|
0.21463409066200256,
|
|
0.193548321723938,
|
|
0.39057233929634094,
|
|
0.31999990344047546,
|
|
0.5812807083129883,
|
|
0.20224712789058685,
|
|
0.2681563198566437,
|
|
0.12244893610477448,
|
|
0.1506848782300949,
|
|
0.23391805589199066,
|
|
0.4811319410800934,
|
|
0.4343433380126953,
|
|
0.4210525155067444,
|
|
0.11049716919660568,
|
|
0.2792791724205017,
|
|
0.5391303300857544,
|
|
0.5862067937850952,
|
|
0.4066389203071594,
|
|
0.08791202306747437,
|
|
0.5199998617172241,
|
|
0.3421051502227783,
|
|
0.3529410660266876,
|
|
0.3617020547389984,
|
|
0.6408838629722595,
|
|
0.5111110210418701,
|
|
0.43946176767349243,
|
|
0.26666656136512756,
|
|
0.1747572273015976,
|
|
0.19883033633232117,
|
|
0.20091316103935242,
|
|
0.2531644403934479,
|
|
0.5783131122589111,
|
|
0.5757573843002319,
|
|
0.393063485622406,
|
|
0.4705880880355835,
|
|
0.16923069953918457,
|
|
0.34374991059303284,
|
|
0.24203814566135406,
|
|
0.563380241394043,
|
|
0.5298011898994446,
|
|
0.15686267614364624,
|
|
0.1642228364944458,
|
|
0.2580644488334656,
|
|
0.13114747405052185,
|
|
0.2599999010562897,
|
|
0.6476188898086548,
|
|
0.37563440203666687,
|
|
0.12048186361789703,
|
|
0.4299064576625824,
|
|
0.3474177420139313,
|
|
0.40217384696006775,
|
|
0.20571422576904297,
|
|
0.2897526025772095,
|
|
0.2693876624107361,
|
|
0.38596484065055847,
|
|
0.32539674639701843,
|
|
0.179775208234787,
|
|
0.5402297377586365,
|
|
0.45128190517425537,
|
|
0.30357134342193604,
|
|
0.23115570843219757,
|
|
0.16666659712791443,
|
|
0.3408070504665375
|
|
],
|
|
"time": 18.003424814902246,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 0.25834253430366516,
|
|
"val_loss": 3.8496217727661133,
|
|
"acc": 33.96,
|
|
"f1": [
|
|
0.6037734746932983,
|
|
0.4154588282108307,
|
|
0.179775208234787,
|
|
0.14184391498565674,
|
|
0.22346359491348267,
|
|
0.24905653297901154,
|
|
0.33333322405815125,
|
|
0.3736262619495392,
|
|
0.2931033670902252,
|
|
0.4299064576625824,
|
|
0.22797919809818268,
|
|
0.20437948405742645,
|
|
0.29059821367263794,
|
|
0.2570280432701111,
|
|
0.21857915818691254,
|
|
0.1747572273015976,
|
|
0.3699420988559723,
|
|
0.47761186957359314,
|
|
0.3184078335762024,
|
|
0.25157222151756287,
|
|
0.5922329425811768,
|
|
0.5108694434165955,
|
|
0.3980098366737366,
|
|
0.5638296604156494,
|
|
0.5783131122589111,
|
|
0.2366863340139389,
|
|
0.27722764015197754,
|
|
0.23350247740745544,
|
|
0.543352484703064,
|
|
0.275229275226593,
|
|
0.3804876506328583,
|
|
0.3490908443927765,
|
|
0.2774565517902374,
|
|
0.3290042281150818,
|
|
0.2153845578432083,
|
|
0.17454540729522705,
|
|
0.36464083194732666,
|
|
0.18579228222370148,
|
|
0.1759258508682251,
|
|
0.4598929286003113,
|
|
0.26086947321891785,
|
|
0.5858584046363831,
|
|
0.30999991297721863,
|
|
0.28846150636672974,
|
|
0.17085421085357666,
|
|
0.16911759972572327,
|
|
0.1764705330133438,
|
|
0.48717936873435974,
|
|
0.4827585518360138,
|
|
0.4509802758693695,
|
|
0.1749999076128006,
|
|
0.2830187678337097,
|
|
0.5151513814926147,
|
|
0.5670101642608643,
|
|
0.3798881769180298,
|
|
0.07954539358615875,
|
|
0.4942527115345001,
|
|
0.3151514232158661,
|
|
0.39325833320617676,
|
|
0.3369564116001129,
|
|
0.715083658695221,
|
|
0.5119045972824097,
|
|
0.4717947542667389,
|
|
0.3459458649158478,
|
|
0.17142850160598755,
|
|
0.14117640256881714,
|
|
0.18181811273097992,
|
|
0.30555543303489685,
|
|
0.587155818939209,
|
|
0.4701753556728363,
|
|
0.39195966720581055,
|
|
0.5098037719726562,
|
|
0.14583328366279602,
|
|
0.33720916509628296,
|
|
0.2723003923892975,
|
|
0.5904760956764221,
|
|
0.572916567325592,
|
|
0.14371250569820404,
|
|
0.17573215067386627,
|
|
0.26341456174850464,
|
|
0.1641024947166443,
|
|
0.32911381125450134,
|
|
0.6161615252494812,
|
|
0.3803679943084717,
|
|
0.2374998927116394,
|
|
0.4499998986721039,
|
|
0.41666656732559204,
|
|
0.37681150436401367,
|
|
0.239999920129776,
|
|
0.3493449091911316,
|
|
0.3047617971897125,
|
|
0.3879309296607971,
|
|
0.24999991059303284,
|
|
0.17699109017848969,
|
|
0.5668447613716125,
|
|
0.46511611342430115,
|
|
0.34234222769737244,
|
|
0.27555546164512634,
|
|
0.1625441163778305,
|
|
0.3454544246196747
|
|
],
|
|
"time": 18.35199126135558,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 0.23488250374794006,
|
|
"val_loss": 3.717296838760376,
|
|
"acc": 33.36,
|
|
"f1": [
|
|
0.5700933337211609,
|
|
0.38356152176856995,
|
|
0.20792071521282196,
|
|
0.19801974296569824,
|
|
0.18018010258674622,
|
|
0.2922373414039612,
|
|
0.3267325758934021,
|
|
0.37305691838264465,
|
|
0.33884286880493164,
|
|
0.4640882611274719,
|
|
0.23157887160778046,
|
|
0.22317588329315186,
|
|
0.31627896428108215,
|
|
0.21719448268413544,
|
|
0.1898733526468277,
|
|
0.22115376591682434,
|
|
0.35955044627189636,
|
|
0.5027320981025696,
|
|
0.21897803246974945,
|
|
0.19548864662647247,
|
|
0.49606287479400635,
|
|
0.518134593963623,
|
|
0.32222211360931396,
|
|
0.5576921701431274,
|
|
0.6231154203414917,
|
|
0.20487797260284424,
|
|
0.26794248819351196,
|
|
0.20930226147174835,
|
|
0.5090908408164978,
|
|
0.3617020547389984,
|
|
0.37777766585350037,
|
|
0.29931965470314026,
|
|
0.23350247740745544,
|
|
0.3152708411216736,
|
|
0.27160486578941345,
|
|
0.21296289563179016,
|
|
0.3299999237060547,
|
|
0.19672124087810516,
|
|
0.1647058129310608,
|
|
0.382978618144989,
|
|
0.2976189851760864,
|
|
0.5699998736381531,
|
|
0.26046502590179443,
|
|
0.27173903584480286,
|
|
0.16149060428142548,
|
|
0.14685308933258057,
|
|
0.2404370754957199,
|
|
0.46999987959861755,
|
|
0.4954127371311188,
|
|
0.3804876506328583,
|
|
0.18905465304851532,
|
|
0.26666656136512756,
|
|
0.4861876964569092,
|
|
0.541666567325592,
|
|
0.40282678604125977,
|
|
0.05607471242547035,
|
|
0.4081631600856781,
|
|
0.36871495842933655,
|
|
0.37804868817329407,
|
|
0.3348836302757263,
|
|
0.6779659986495972,
|
|
0.5054942965507507,
|
|
0.46530601382255554,
|
|
0.33333322405815125,
|
|
0.13924044370651245,
|
|
0.21004560589790344,
|
|
0.18518511950969696,
|
|
0.193548321723938,
|
|
0.6824643611907959,
|
|
0.5463916063308716,
|
|
0.4042551815509796,
|
|
0.5180721879005432,
|
|
0.11715474724769592,
|
|
0.3679999113082886,
|
|
0.2485874742269516,
|
|
0.5811964869499207,
|
|
0.5748501420021057,
|
|
0.13664589822292328,
|
|
0.1722487509250641,
|
|
0.3711339235305786,
|
|
0.14655166864395142,
|
|
0.3148147463798523,
|
|
0.5644170045852661,
|
|
0.366812139749527,
|
|
0.17142851650714874,
|
|
0.4606740176677704,
|
|
0.4226802885532379,
|
|
0.3361343741416931,
|
|
0.12999993562698364,
|
|
0.3068180978298187,
|
|
0.23776216804981232,
|
|
0.38181808590888977,
|
|
0.22680403292179108,
|
|
0.10169485956430435,
|
|
0.5561496019363403,
|
|
0.3957218527793884,
|
|
0.2914571762084961,
|
|
0.32142847776412964,
|
|
0.1742737889289856,
|
|
0.3861384987831116
|
|
],
|
|
"time": 17.95708712656051,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 0.1845071017742157,
|
|
"val_loss": 3.7208871841430664,
|
|
"acc": 33.77,
|
|
"f1": [
|
|
0.6703295111656189,
|
|
0.4269661605358124,
|
|
0.23036640882492065,
|
|
0.24999988079071045,
|
|
0.19875767827033997,
|
|
0.320441871881485,
|
|
0.3669723868370056,
|
|
0.41340771317481995,
|
|
0.30833324790000916,
|
|
0.48205116391181946,
|
|
0.16374263167381287,
|
|
0.1898733526468277,
|
|
0.2887699604034424,
|
|
0.21118006110191345,
|
|
0.22471901774406433,
|
|
0.17801040410995483,
|
|
0.31818172335624695,
|
|
0.4705880880355835,
|
|
0.31858399510383606,
|
|
0.23437495529651642,
|
|
0.5471696853637695,
|
|
0.43564343452453613,
|
|
0.3707864284515381,
|
|
0.4777776598930359,
|
|
0.6153843998908997,
|
|
0.25157222151756287,
|
|
0.26666656136512756,
|
|
0.2543351650238037,
|
|
0.5485712885856628,
|
|
0.393063485622406,
|
|
0.37575745582580566,
|
|
0.26548662781715393,
|
|
0.34615373611450195,
|
|
0.27338123321533203,
|
|
0.2629106938838959,
|
|
0.12972965836524963,
|
|
0.38271594047546387,
|
|
0.20779213309288025,
|
|
0.1282050609588623,
|
|
0.4102562963962555,
|
|
0.36686381697654724,
|
|
0.5741626024246216,
|
|
0.22330091893672943,
|
|
0.1916166990995407,
|
|
0.15315312147140503,
|
|
0.154545396566391,
|
|
0.24742262065410614,
|
|
0.4111110270023346,
|
|
0.5217390656471252,
|
|
0.46428558230400085,
|
|
0.15555550158023834,
|
|
0.245353102684021,
|
|
0.5263157486915588,
|
|
0.5700933337211609,
|
|
0.4657532870769501,
|
|
0.10362687706947327,
|
|
0.4606740176677704,
|
|
0.3370785713195801,
|
|
0.3265305161476135,
|
|
0.25510191917419434,
|
|
0.733333170413971,
|
|
0.48809507489204407,
|
|
0.41212108731269836,
|
|
0.30541861057281494,
|
|
0.11578940600156784,
|
|
0.20175431668758392,
|
|
0.14358967542648315,
|
|
0.3018867075443268,
|
|
0.6243385076522827,
|
|
0.5572138428688049,
|
|
0.3184078335762024,
|
|
0.5269460082054138,
|
|
0.14193542301654816,
|
|
0.38043469190597534,
|
|
0.22346359491348267,
|
|
0.6175113916397095,
|
|
0.5727698802947998,
|
|
0.08284018188714981,
|
|
0.23293164372444153,
|
|
0.290502667427063,
|
|
0.05673753470182419,
|
|
0.3063828945159912,
|
|
0.6666665077209473,
|
|
0.371900737285614,
|
|
0.1612902730703354,
|
|
0.4688993990421295,
|
|
0.42639580368995667,
|
|
0.38367336988449097,
|
|
0.15999993681907654,
|
|
0.3220972716808319,
|
|
0.22222213447093964,
|
|
0.3873516917228699,
|
|
0.28178685903549194,
|
|
0.2085307389497757,
|
|
0.5150213837623596,
|
|
0.4382021129131317,
|
|
0.3043477237224579,
|
|
0.2809363603591919,
|
|
0.18348616361618042,
|
|
0.33333325386047363
|
|
],
|
|
"time": 18.1318252440542,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 0.3121250867843628,
|
|
"val_loss": 3.8613409996032715,
|
|
"acc": 32.48,
|
|
"f1": [
|
|
0.6309522390365601,
|
|
0.4549761712551117,
|
|
0.21097040176391602,
|
|
0.18404902517795563,
|
|
0.17204295098781586,
|
|
0.2485874742269516,
|
|
0.3559320867061615,
|
|
0.3999998867511749,
|
|
0.2972972095012665,
|
|
0.39560428261756897,
|
|
0.16915416717529297,
|
|
0.17266181111335754,
|
|
0.3542855978012085,
|
|
0.20289847254753113,
|
|
0.19999995827674866,
|
|
0.18604646623134613,
|
|
0.29629620909690857,
|
|
0.47619038820266724,
|
|
0.2829267382621765,
|
|
0.2233501821756363,
|
|
0.5863873362541199,
|
|
0.46913567185401917,
|
|
0.37499991059303284,
|
|
0.4918031394481659,
|
|
0.5099998712539673,
|
|
0.24166658520698547,
|
|
0.2681158781051636,
|
|
0.21965309977531433,
|
|
0.5277776718139648,
|
|
0.2869197428226471,
|
|
0.2941175401210785,
|
|
0.34920626878738403,
|
|
0.2783504128456116,
|
|
0.3211008310317993,
|
|
0.2843136191368103,
|
|
0.19999992847442627,
|
|
0.3076922297477722,
|
|
0.23430955410003662,
|
|
0.1764705330133438,
|
|
0.4509802758693695,
|
|
0.3537413775920868,
|
|
0.47346925735473633,
|
|
0.2598424553871155,
|
|
0.2514968812465668,
|
|
0.15135130286216736,
|
|
0.22881349921226501,
|
|
0.18604646623134613,
|
|
0.4919784665107727,
|
|
0.43349742889404297,
|
|
0.34615373611450195,
|
|
0.14634139835834503,
|
|
0.2624998986721039,
|
|
0.46913567185401917,
|
|
0.5099998712539673,
|
|
0.37499991059303284,
|
|
0.0958903580904007,
|
|
0.5049503445625305,
|
|
0.23744283616542816,
|
|
0.3517586886882782,
|
|
0.23021577298641205,
|
|
0.6854459643363953,
|
|
0.45859864354133606,
|
|
0.4369746744632721,
|
|
0.30769217014312744,
|
|
0.11678826063871384,
|
|
0.17391300201416016,
|
|
0.23115570843219757,
|
|
0.29694315791130066,
|
|
0.659340500831604,
|
|
0.5365853309631348,
|
|
0.3251230716705322,
|
|
0.5904760956764221,
|
|
0.12698405981063843,
|
|
0.35019445419311523,
|
|
0.16666659712791443,
|
|
0.6022725701332092,
|
|
0.5988022685050964,
|
|
0.1028570905327797,
|
|
0.1467180997133255,
|
|
0.32369929552078247,
|
|
0.13197962939739227,
|
|
0.239999920129776,
|
|
0.6181816458702087,
|
|
0.3166022300720215,
|
|
0.21999992430210114,
|
|
0.4170211851596832,
|
|
0.3959389626979828,
|
|
0.3636362850666046,
|
|
0.16037730872631073,
|
|
0.3076922297477722,
|
|
0.19867542386054993,
|
|
0.4059404730796814,
|
|
0.225680872797966,
|
|
0.051281996071338654,
|
|
0.5964910984039307,
|
|
0.415094256401062,
|
|
0.27385884523391724,
|
|
0.28571420907974243,
|
|
0.09756091237068176,
|
|
0.290502667427063
|
|
],
|
|
"time": 17.9980066139251,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.2890183627605438,
|
|
"val_loss": 3.9077959060668945,
|
|
"acc": 32.06,
|
|
"f1": [
|
|
0.6095237135887146,
|
|
0.4072396755218506,
|
|
0.19730934500694275,
|
|
0.19047611951828003,
|
|
0.16867466270923615,
|
|
0.2928869426250458,
|
|
0.3493974804878235,
|
|
0.376623272895813,
|
|
0.3354036211967468,
|
|
0.4466018080711365,
|
|
0.15813946723937988,
|
|
0.15053758025169373,
|
|
0.309278279542923,
|
|
0.25339359045028687,
|
|
0.16888882219791412,
|
|
0.1899440735578537,
|
|
0.32835814356803894,
|
|
0.419999897480011,
|
|
0.2279411107301712,
|
|
0.31746023893356323,
|
|
0.5789472460746765,
|
|
0.5227271318435669,
|
|
0.2597402036190033,
|
|
0.5042015910148621,
|
|
0.6391751170158386,
|
|
0.1694914698600769,
|
|
0.1777777075767517,
|
|
0.2256409376859665,
|
|
0.39130425453186035,
|
|
0.2825278043746948,
|
|
0.36458322405815125,
|
|
0.33333322405815125,
|
|
0.20512813329696655,
|
|
0.27329182624816895,
|
|
0.23255807161331177,
|
|
0.13008125126361847,
|
|
0.25157222151756287,
|
|
0.22598862648010254,
|
|
0.2374998927116394,
|
|
0.44047608971595764,
|
|
0.2976743280887604,
|
|
0.6378377079963684,
|
|
0.27173903584480286,
|
|
0.26845628023147583,
|
|
0.17674411833286285,
|
|
0.18181811273097992,
|
|
0.1648350954055786,
|
|
0.4713374376296997,
|
|
0.47190994024276733,
|
|
0.3517586886882782,
|
|
0.16101689636707306,
|
|
0.3068180978298187,
|
|
0.45810040831565857,
|
|
0.5294116139411926,
|
|
0.39449530839920044,
|
|
0.10240958631038666,
|
|
0.4292682111263275,
|
|
0.3351954519748688,
|
|
0.3803679943084717,
|
|
0.3348415493965149,
|
|
0.6632122993469238,
|
|
0.48309168219566345,
|
|
0.44787636399269104,
|
|
0.29268285632133484,
|
|
0.16814152896404266,
|
|
0.1499999463558197,
|
|
0.17218534648418427,
|
|
0.32034626603126526,
|
|
0.6702126860618591,
|
|
0.5258963108062744,
|
|
0.2517482042312622,
|
|
0.5433069467544556,
|
|
0.11167506128549576,
|
|
0.36180898547172546,
|
|
0.18269222974777222,
|
|
0.590908944606781,
|
|
0.5555554628372192,
|
|
0.12121205031871796,
|
|
0.180851012468338,
|
|
0.2914571762084961,
|
|
0.11518317461013794,
|
|
0.2580644190311432,
|
|
0.6066349744796753,
|
|
0.29959505796432495,
|
|
0.17441853880882263,
|
|
0.4634144902229309,
|
|
0.348314493894577,
|
|
0.27607354521751404,
|
|
0.08620686084032059,
|
|
0.34224584698677063,
|
|
0.210526242852211,
|
|
0.3964756429195404,
|
|
0.20111726224422455,
|
|
0.12765949964523315,
|
|
0.5321887135505676,
|
|
0.4487178325653076,
|
|
0.28846150636672974,
|
|
0.23448269069194794,
|
|
0.15920390188694,
|
|
0.38095229864120483
|
|
],
|
|
"time": 18.31548028625548,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 0.29428842663764954,
|
|
"val_loss": 3.8852384090423584,
|
|
"acc": 31.96,
|
|
"f1": [
|
|
0.5697672963142395,
|
|
0.43181803822517395,
|
|
0.18378373980522156,
|
|
0.2699999213218689,
|
|
0.1799999475479126,
|
|
0.2536584436893463,
|
|
0.2634729743003845,
|
|
0.3999999463558197,
|
|
0.3675675094127655,
|
|
0.41666656732559204,
|
|
0.1914892941713333,
|
|
0.23776215314865112,
|
|
0.309278279542923,
|
|
0.24390234053134918,
|
|
0.22522515058517456,
|
|
0.10071936994791031,
|
|
0.33684200048446655,
|
|
0.42982450127601624,
|
|
0.24074065685272217,
|
|
0.26900574564933777,
|
|
0.5798317790031433,
|
|
0.48309168219566345,
|
|
0.2887323200702667,
|
|
0.49756085872650146,
|
|
0.5583755373954773,
|
|
0.20370367169380188,
|
|
0.2601625323295593,
|
|
0.22907482087612152,
|
|
0.4905658960342407,
|
|
0.3376622200012207,
|
|
0.3307691812515259,
|
|
0.320441871881485,
|
|
0.2117646485567093,
|
|
0.239436537027359,
|
|
0.23041465878486633,
|
|
0.14358967542648315,
|
|
0.3271027207374573,
|
|
0.2513660192489624,
|
|
0.18604643642902374,
|
|
0.3025640547275543,
|
|
0.34374991059303284,
|
|
0.5650222897529602,
|
|
0.20270264148712158,
|
|
0.25777769088745117,
|
|
0.1648350954055786,
|
|
0.21621613204479218,
|
|
0.18934904038906097,
|
|
0.4694834351539612,
|
|
0.4852069914340973,
|
|
0.3552630543708801,
|
|
0.19459453225135803,
|
|
0.2653060257434845,
|
|
0.5096152424812317,
|
|
0.5668447613716125,
|
|
0.39520949125289917,
|
|
0.08839772641658783,
|
|
0.43956032395362854,
|
|
0.30487796664237976,
|
|
0.34523800015449524,
|
|
0.3362067937850952,
|
|
0.6727271676063538,
|
|
0.5050503611564636,
|
|
0.42253509163856506,
|
|
0.25352105498313904,
|
|
0.15310998260974884,
|
|
0.21794864535331726,
|
|
0.23312875628471375,
|
|
0.2613064646720886,
|
|
0.627906858921051,
|
|
0.5844747424125671,
|
|
0.39583319425582886,
|
|
0.5287355184555054,
|
|
0.11049716919660568,
|
|
0.2906976044178009,
|
|
0.20155030488967896,
|
|
0.5641024112701416,
|
|
0.5432096719741821,
|
|
0.11764700710773468,
|
|
0.17977522313594818,
|
|
0.2399999350309372,
|
|
0.12345672398805618,
|
|
0.2614378333091736,
|
|
0.645502507686615,
|
|
0.2959182858467102,
|
|
0.1990949511528015,
|
|
0.3722943067550659,
|
|
0.22222214937210083,
|
|
0.3351954519748688,
|
|
0.21052628755569458,
|
|
0.27530357241630554,
|
|
0.2583332359790802,
|
|
0.452830046415329,
|
|
0.2767294645309448,
|
|
0.10471197962760925,
|
|
0.5769228935241699,
|
|
0.43979042768478394,
|
|
0.2705313265323639,
|
|
0.31249991059303284,
|
|
0.1256038099527359,
|
|
0.25104594230651855
|
|
],
|
|
"time": 18.335391842760146,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.28292226791381836,
|
|
"val_loss": 4.021181106567383,
|
|
"acc": 33.24,
|
|
"f1": [
|
|
0.5361700654029846,
|
|
0.4018690288066864,
|
|
0.23529402911663055,
|
|
0.18999992311000824,
|
|
0.20118334889411926,
|
|
0.2660549581050873,
|
|
0.35714274644851685,
|
|
0.3999999463558197,
|
|
0.35102033615112305,
|
|
0.45405393838882446,
|
|
0.20765019953250885,
|
|
0.2577318847179413,
|
|
0.2895926535129547,
|
|
0.19607840478420258,
|
|
0.2758619785308838,
|
|
0.20325198769569397,
|
|
0.33720916509628296,
|
|
0.4777776598930359,
|
|
0.2526314854621887,
|
|
0.2477063536643982,
|
|
0.5901637673377991,
|
|
0.46999987959861755,
|
|
0.3529410660266876,
|
|
0.4302324652671814,
|
|
0.6170212030410767,
|
|
0.20657269656658173,
|
|
0.28260859847068787,
|
|
0.17808210849761963,
|
|
0.49484527111053467,
|
|
0.3775508999824524,
|
|
0.33333322405815125,
|
|
0.3064514994621277,
|
|
0.24489788711071014,
|
|
0.31818172335624695,
|
|
0.24175815284252167,
|
|
0.12621353566646576,
|
|
0.33333322405815125,
|
|
0.23529402911663055,
|
|
0.2566370666027069,
|
|
0.43333321809768677,
|
|
0.3091786503791809,
|
|
0.5988698601722717,
|
|
0.2374998927116394,
|
|
0.24539868533611298,
|
|
0.15957440435886383,
|
|
0.1499999612569809,
|
|
0.1862347573041916,
|
|
0.47619035840034485,
|
|
0.5169490575790405,
|
|
0.37894728779792786,
|
|
0.16184966266155243,
|
|
0.23913034796714783,
|
|
0.4973543584346771,
|
|
0.5037035942077637,
|
|
0.40764322876930237,
|
|
0.12195117771625519,
|
|
0.4913792312145233,
|
|
0.3076922297477722,
|
|
0.2991451919078827,
|
|
0.24999991059303284,
|
|
0.6454544067382812,
|
|
0.5027320981025696,
|
|
0.4508668780326843,
|
|
0.2987011969089508,
|
|
0.17218534648418427,
|
|
0.17117109894752502,
|
|
0.19801978766918182,
|
|
0.22471901774406433,
|
|
0.612244725227356,
|
|
0.5585584044456482,
|
|
0.4146340489387512,
|
|
0.5094338655471802,
|
|
0.11374400556087494,
|
|
0.3008129298686981,
|
|
0.2436547577381134,
|
|
0.5945944786071777,
|
|
0.5164833664894104,
|
|
0.0838322788476944,
|
|
0.2430938482284546,
|
|
0.29951682686805725,
|
|
0.10894935578107834,
|
|
0.33802807331085205,
|
|
0.6666665077209473,
|
|
0.27380943298339844,
|
|
0.18378373980522156,
|
|
0.43708598613739014,
|
|
0.46534639596939087,
|
|
0.34234222769737244,
|
|
0.19999994337558746,
|
|
0.3101603388786316,
|
|
0.2736841142177582,
|
|
0.4046241343021393,
|
|
0.27118635177612305,
|
|
0.09859149903059006,
|
|
0.5333332419395447,
|
|
0.4230768084526062,
|
|
0.3068782389163971,
|
|
0.2713567018508911,
|
|
0.09090902656316757,
|
|
0.3798881769180298
|
|
],
|
|
"time": 18.186915491707623,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 0.2582067549228668,
|
|
"val_loss": 3.7136549949645996,
|
|
"acc": 33.0,
|
|
"f1": [
|
|
0.5856351852416992,
|
|
0.45454537868499756,
|
|
0.28048771619796753,
|
|
0.20689648389816284,
|
|
0.23030294477939606,
|
|
0.27472516894340515,
|
|
0.32978713512420654,
|
|
0.35616424679756165,
|
|
0.37010666728019714,
|
|
0.4659089744091034,
|
|
0.1749999076128006,
|
|
0.2312137931585312,
|
|
0.3502824008464813,
|
|
0.20571422576904297,
|
|
0.1752987504005432,
|
|
0.14285707473754883,
|
|
0.39378228783607483,
|
|
0.4651161730289459,
|
|
0.16666659712791443,
|
|
0.274073988199234,
|
|
0.5841582417488098,
|
|
0.5339804887771606,
|
|
0.3046357035636902,
|
|
0.562211811542511,
|
|
0.5445543527603149,
|
|
0.30952370166778564,
|
|
0.26794248819351196,
|
|
0.2433861643075943,
|
|
0.49999988079071045,
|
|
0.3037973642349243,
|
|
0.40329205989837646,
|
|
0.3113771378993988,
|
|
0.2624998986721039,
|
|
0.3063828945159912,
|
|
0.22222216427326202,
|
|
0.13017743825912476,
|
|
0.29585790634155273,
|
|
0.21232870221138,
|
|
0.20487797260284424,
|
|
0.47120407223701477,
|
|
0.30857133865356445,
|
|
0.5617020726203918,
|
|
0.23430955410003662,
|
|
0.2959182858467102,
|
|
0.141592875123024,
|
|
0.10958898812532425,
|
|
0.17679551243782043,
|
|
0.44198882579803467,
|
|
0.434782475233078,
|
|
0.3428570628166199,
|
|
0.16806717216968536,
|
|
0.30366483330726624,
|
|
0.5174128413200378,
|
|
0.5291004180908203,
|
|
0.33720916509628296,
|
|
0.04195799678564072,
|
|
0.3760683238506317,
|
|
0.2962961792945862,
|
|
0.38251355290412903,
|
|
0.29959505796432495,
|
|
0.7042252421379089,
|
|
0.5242717266082764,
|
|
0.46788978576660156,
|
|
0.3407406508922577,
|
|
0.15624994039535522,
|
|
0.21374039351940155,
|
|
0.1836734265089035,
|
|
0.291139155626297,
|
|
0.6285713315010071,
|
|
0.4657532870769501,
|
|
0.3855420649051666,
|
|
0.4999998211860657,
|
|
0.09022551029920578,
|
|
0.3739129900932312,
|
|
0.2514968812465668,
|
|
0.5929647088050842,
|
|
0.6169153451919556,
|
|
0.16993455588817596,
|
|
0.1877022236585617,
|
|
0.21621613204479218,
|
|
0.11594196408987045,
|
|
0.3320462703704834,
|
|
0.6083332300186157,
|
|
0.26804113388061523,
|
|
0.16455689072608948,
|
|
0.4574466943740845,
|
|
0.38271594047546387,
|
|
0.3369564116001129,
|
|
0.1794019490480423,
|
|
0.33492809534072876,
|
|
0.2541435658931732,
|
|
0.4114284813404083,
|
|
0.18884113430976868,
|
|
0.14349770545959473,
|
|
0.5569618940353394,
|
|
0.4358973205089569,
|
|
0.25125616788864136,
|
|
0.29268285632133484,
|
|
0.14893612265586853,
|
|
0.304526686668396
|
|
],
|
|
"time": 18.010686985217035,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.2685396671295166,
|
|
"val_loss": 4.254368305206299,
|
|
"acc": 32.95,
|
|
"f1": [
|
|
0.595959484577179,
|
|
0.3866170048713684,
|
|
0.2660943269729614,
|
|
0.21238930523395538,
|
|
0.18320603668689728,
|
|
0.2976189851760864,
|
|
0.33333322405815125,
|
|
0.3499998450279236,
|
|
0.393063485622406,
|
|
0.44651150703430176,
|
|
0.14285707473754883,
|
|
0.1494252234697342,
|
|
0.29464277625083923,
|
|
0.1499999314546585,
|
|
0.20444436371326447,
|
|
0.2314814031124115,
|
|
0.3139533996582031,
|
|
0.4608694612979889,
|
|
0.2683981955051422,
|
|
0.2101166695356369,
|
|
0.6136362552642822,
|
|
0.4215245544910431,
|
|
0.3084111213684082,
|
|
0.42471033334732056,
|
|
0.635837972164154,
|
|
0.22784802317619324,
|
|
0.2980768382549286,
|
|
0.15686269104480743,
|
|
0.4790417551994324,
|
|
0.2830187678337097,
|
|
0.3419688045978546,
|
|
0.28444433212280273,
|
|
0.26190465688705444,
|
|
0.2883720099925995,
|
|
0.2528735101222992,
|
|
0.21333326399326324,
|
|
0.3113771378993988,
|
|
0.20224714279174805,
|
|
0.24277448654174805,
|
|
0.4508668780326843,
|
|
0.29885047674179077,
|
|
0.6408838629722595,
|
|
0.27083322405815125,
|
|
0.32183900475502014,
|
|
0.17801040410995483,
|
|
0.2340424805879593,
|
|
0.16455689072608948,
|
|
0.390243798494339,
|
|
0.47953203320503235,
|
|
0.4018263518810272,
|
|
0.19689112901687622,
|
|
0.2845849096775055,
|
|
0.4799998700618744,
|
|
0.5545453429222107,
|
|
0.486772358417511,
|
|
0.1010100394487381,
|
|
0.4646463394165039,
|
|
0.27199992537498474,
|
|
0.371900737285614,
|
|
0.31884050369262695,
|
|
0.706976592540741,
|
|
0.4910178482532501,
|
|
0.4595744013786316,
|
|
0.320441871881485,
|
|
0.16733060777187347,
|
|
0.1844659447669983,
|
|
0.18410035967826843,
|
|
0.24203814566135406,
|
|
0.6153844594955444,
|
|
0.5624998807907104,
|
|
0.27329182624816895,
|
|
0.4907974302768707,
|
|
0.12093015760183334,
|
|
0.3981899321079254,
|
|
0.22784802317619324,
|
|
0.5856351852416992,
|
|
0.5122805833816528,
|
|
0.14659680426120758,
|
|
0.15204671025276184,
|
|
0.3043477535247803,
|
|
0.14207643270492554,
|
|
0.3431371748447418,
|
|
0.6339284181594849,
|
|
0.3261801600456238,
|
|
0.14925366640090942,
|
|
0.4485980272293091,
|
|
0.4025973081588745,
|
|
0.2794759273529053,
|
|
0.18604643642902374,
|
|
0.2594141364097595,
|
|
0.23595495522022247,
|
|
0.40796008706092834,
|
|
0.21256029605865479,
|
|
0.15135130286216736,
|
|
0.6101693511009216,
|
|
0.4659089744091034,
|
|
0.27722764015197754,
|
|
0.22891558706760406,
|
|
0.16666659712791443,
|
|
0.35897424817085266
|
|
],
|
|
"time": 18.26578793488443,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.21468521654605865,
|
|
"val_loss": 3.978085994720459,
|
|
"acc": 31.25,
|
|
"f1": [
|
|
0.5822783708572388,
|
|
0.3894736170768738,
|
|
0.16216211020946503,
|
|
0.14634142816066742,
|
|
0.14563101530075073,
|
|
0.22857137024402618,
|
|
0.27380943298339844,
|
|
0.346666544675827,
|
|
0.37499991059303284,
|
|
0.4417177140712738,
|
|
0.18905465304851532,
|
|
0.2173912227153778,
|
|
0.30275216698646545,
|
|
0.21958452463150024,
|
|
0.23589736223220825,
|
|
0.18749994039535522,
|
|
0.376623272895813,
|
|
0.34482747316360474,
|
|
0.17283941805362701,
|
|
0.2681563198566437,
|
|
0.5699480772018433,
|
|
0.43921560049057007,
|
|
0.34999990463256836,
|
|
0.4238409399986267,
|
|
0.5473682880401611,
|
|
0.23463678359985352,
|
|
0.24528296291828156,
|
|
0.2127658873796463,
|
|
0.38993698358535767,
|
|
0.3999999463558197,
|
|
0.3383083641529083,
|
|
0.4052286446094513,
|
|
0.2751321792602539,
|
|
0.32124343514442444,
|
|
0.2749998867511749,
|
|
0.09523803740739822,
|
|
0.31372541189193726,
|
|
0.22321420907974243,
|
|
0.24999991059303284,
|
|
0.4102562963962555,
|
|
0.25668442249298096,
|
|
0.5684208869934082,
|
|
0.23696675896644592,
|
|
0.2433459311723709,
|
|
0.14778319001197815,
|
|
0.16216212511062622,
|
|
0.19209031760692596,
|
|
0.47619035840034485,
|
|
0.4152248203754425,
|
|
0.3431951701641083,
|
|
0.22784805297851562,
|
|
0.27555546164512634,
|
|
0.5497629642486572,
|
|
0.5274723768234253,
|
|
0.3636362850666046,
|
|
0.11206889152526855,
|
|
0.4380951225757599,
|
|
0.2714284658432007,
|
|
0.3082706034183502,
|
|
0.35602086782455444,
|
|
0.7246376276016235,
|
|
0.4855490028858185,
|
|
0.48314592242240906,
|
|
0.2767294645309448,
|
|
0.09230764210224152,
|
|
0.06106865406036377,
|
|
0.20430098474025726,
|
|
0.1775147169828415,
|
|
0.6344084739685059,
|
|
0.5502644181251526,
|
|
0.41666656732559204,
|
|
0.5638765096664429,
|
|
0.14606735110282898,
|
|
0.29126206040382385,
|
|
0.17525766789913177,
|
|
0.5970147848129272,
|
|
0.5771810412406921,
|
|
0.0967741385102272,
|
|
0.14285708963871002,
|
|
0.2692306935787201,
|
|
0.10606056451797485,
|
|
0.25203242897987366,
|
|
0.5454544425010681,
|
|
0.35675665736198425,
|
|
0.18848159909248352,
|
|
0.44571414589881897,
|
|
0.3534882664680481,
|
|
0.3468207120895386,
|
|
0.17142850160598755,
|
|
0.26008957624435425,
|
|
0.17391297221183777,
|
|
0.32081902027130127,
|
|
0.17964066565036774,
|
|
0.14426225423812866,
|
|
0.5287355184555054,
|
|
0.42657333612442017,
|
|
0.1891891211271286,
|
|
0.27428561449050903,
|
|
0.06629828363656998,
|
|
0.26086950302124023
|
|
],
|
|
"time": 18.164104780182242,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.2430373877286911,
|
|
"val_loss": 3.7869768142700195,
|
|
"acc": 33.27,
|
|
"f1": [
|
|
0.5447153449058533,
|
|
0.38181808590888977,
|
|
0.18633535504341125,
|
|
0.21319790184497833,
|
|
0.1951218843460083,
|
|
0.280898779630661,
|
|
0.2944784462451935,
|
|
0.3502824008464813,
|
|
0.3846152722835541,
|
|
0.46376800537109375,
|
|
0.16239310801029205,
|
|
0.23157887160778046,
|
|
0.28999990224838257,
|
|
0.20547938346862793,
|
|
0.24454142153263092,
|
|
0.2647058069705963,
|
|
0.38502663373947144,
|
|
0.4666665494441986,
|
|
0.2616821527481079,
|
|
0.28571420907974243,
|
|
0.5789472460746765,
|
|
0.4978164732456207,
|
|
0.3208555281162262,
|
|
0.4837207794189453,
|
|
0.5510202646255493,
|
|
0.20746882259845734,
|
|
0.28571417927742004,
|
|
0.2403845638036728,
|
|
0.5405403971672058,
|
|
0.31249991059303284,
|
|
0.2745096981525421,
|
|
0.35294109582901,
|
|
0.2421524077653885,
|
|
0.30877184867858887,
|
|
0.29940110445022583,
|
|
0.1639343500137329,
|
|
0.28571417927742004,
|
|
0.2488037496805191,
|
|
0.2048192024230957,
|
|
0.45637571811676025,
|
|
0.3617020547389984,
|
|
0.5922329425811768,
|
|
0.2485205978155136,
|
|
0.300429105758667,
|
|
0.19540224969387054,
|
|
0.18018010258674622,
|
|
0.21118006110191345,
|
|
0.38974347710609436,
|
|
0.46153831481933594,
|
|
0.3882351815700531,
|
|
0.17073163390159607,
|
|
0.2845187783241272,
|
|
0.5185183882713318,
|
|
0.4824119210243225,
|
|
0.38190943002700806,
|
|
0.10169485211372375,
|
|
0.4615383744239807,
|
|
0.27272719144821167,
|
|
0.4311376214027405,
|
|
0.26900574564933777,
|
|
0.7379677891731262,
|
|
0.48275846242904663,
|
|
0.4927534759044647,
|
|
0.29694315791130066,
|
|
0.13422814011573792,
|
|
0.13924044370651245,
|
|
0.21645015478134155,
|
|
0.255813866853714,
|
|
0.6124400496482849,
|
|
0.5333331823348999,
|
|
0.3999998867511749,
|
|
0.5599998831748962,
|
|
0.09032251685857773,
|
|
0.326315701007843,
|
|
0.2314814031124115,
|
|
0.624390184879303,
|
|
0.6315788626670837,
|
|
0.13513508439064026,
|
|
0.140350803732872,
|
|
0.2796609401702881,
|
|
0.12345674633979797,
|
|
0.24161066114902496,
|
|
0.6526314616203308,
|
|
0.34599146246910095,
|
|
0.20359273254871368,
|
|
0.38674020767211914,
|
|
0.39735087752342224,
|
|
0.38834938406944275,
|
|
0.23788540065288544,
|
|
0.3043477535247803,
|
|
0.21800939738750458,
|
|
0.42201822996139526,
|
|
0.21951214969158173,
|
|
0.18333326280117035,
|
|
0.5748501420021057,
|
|
0.4432430863380432,
|
|
0.2512076497077942,
|
|
0.3285022974014282,
|
|
0.11282043904066086,
|
|
0.336633563041687
|
|
],
|
|
"time": 17.913654239848256,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.20929495990276337,
|
|
"val_loss": 3.9101595878601074,
|
|
"acc": 32.8,
|
|
"f1": [
|
|
0.5876287817955017,
|
|
0.4053155481815338,
|
|
0.2644627094268799,
|
|
0.19178076088428497,
|
|
0.19047614932060242,
|
|
0.208791121840477,
|
|
0.31372538208961487,
|
|
0.3599999248981476,
|
|
0.31249991059303284,
|
|
0.4245808720588684,
|
|
0.14705877006053925,
|
|
0.24324317276477814,
|
|
0.2871793806552887,
|
|
0.3043477535247803,
|
|
0.22471901774406433,
|
|
0.21259836852550507,
|
|
0.3478259742259979,
|
|
0.5073169469833374,
|
|
0.2021275758743286,
|
|
0.3147207200527191,
|
|
0.6060604453086853,
|
|
0.38888877630233765,
|
|
0.3318776488304138,
|
|
0.42857131361961365,
|
|
0.5566036701202393,
|
|
0.23571421205997467,
|
|
0.24999991059303284,
|
|
0.28571420907974243,
|
|
0.45871543884277344,
|
|
0.28571417927742004,
|
|
0.3290042281150818,
|
|
0.29213473200798035,
|
|
0.23913034796714783,
|
|
0.31092432141304016,
|
|
0.29464277625083923,
|
|
0.15652167797088623,
|
|
0.2533332407474518,
|
|
0.1754385232925415,
|
|
0.21965309977531433,
|
|
0.41249990463256836,
|
|
0.3076922297477722,
|
|
0.6145250201225281,
|
|
0.2347417026758194,
|
|
0.2138364166021347,
|
|
0.17021268606185913,
|
|
0.19101116061210632,
|
|
0.2233501821756363,
|
|
0.4159998893737793,
|
|
0.5180721879005432,
|
|
0.3636362850666046,
|
|
0.16666661202907562,
|
|
0.28571417927742004,
|
|
0.5380709171295166,
|
|
0.5096152424812317,
|
|
0.38461530208587646,
|
|
0.11111104488372803,
|
|
0.40659332275390625,
|
|
0.28806576132774353,
|
|
0.3648647665977478,
|
|
0.2482757866382599,
|
|
0.6697673201560974,
|
|
0.41610726714134216,
|
|
0.43199992179870605,
|
|
0.2674417495727539,
|
|
0.15469607710838318,
|
|
0.18487389385700226,
|
|
0.23728805780410767,
|
|
0.26881712675094604,
|
|
0.5629627704620361,
|
|
0.5142855644226074,
|
|
0.29139062762260437,
|
|
0.5514017343521118,
|
|
0.15624994039535522,
|
|
0.29166656732559204,
|
|
0.19475649297237396,
|
|
0.5752211213111877,
|
|
0.4873417615890503,
|
|
0.13471496105194092,
|
|
0.16867463290691376,
|
|
0.2901553809642792,
|
|
0.07741929590702057,
|
|
0.30120471119880676,
|
|
0.6371680498123169,
|
|
0.3905324339866638,
|
|
0.20388342440128326,
|
|
0.45263150334358215,
|
|
0.39805811643600464,
|
|
0.3793102204799652,
|
|
0.21590900421142578,
|
|
0.3276835083961487,
|
|
0.2661289572715759,
|
|
0.426778107881546,
|
|
0.228571355342865,
|
|
0.15819202363491058,
|
|
0.5155554413795471,
|
|
0.43349742889404297,
|
|
0.2443438321352005,
|
|
0.24083760380744934,
|
|
0.10588229447603226,
|
|
0.3508771061897278
|
|
],
|
|
"time": 18.146401518024504,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 0.234847754240036,
|
|
"val_loss": 4.019692420959473,
|
|
"acc": 32.34,
|
|
"f1": [
|
|
0.6037734746932983,
|
|
0.42780739068984985,
|
|
0.19230762124061584,
|
|
0.11834313720464706,
|
|
0.2048192024230957,
|
|
0.22935770452022552,
|
|
0.2598424553871155,
|
|
0.3736262619495392,
|
|
0.3636362850666046,
|
|
0.5076140761375427,
|
|
0.16666659712791443,
|
|
0.2264150232076645,
|
|
0.280373752117157,
|
|
0.22535204887390137,
|
|
0.19101116061210632,
|
|
0.19913412630558014,
|
|
0.36206886172294617,
|
|
0.45054933428764343,
|
|
0.2629106938838959,
|
|
0.24390235543251038,
|
|
0.6041665077209473,
|
|
0.4688993990421295,
|
|
0.31428563594818115,
|
|
0.36601296067237854,
|
|
0.5286343097686768,
|
|
0.2211054563522339,
|
|
0.2869197428226471,
|
|
0.2090591937303543,
|
|
0.5588234066963196,
|
|
0.3097344636917114,
|
|
0.2547769844532013,
|
|
0.1866666078567505,
|
|
0.2870369255542755,
|
|
0.2934781610965729,
|
|
0.2612611949443817,
|
|
0.12307685613632202,
|
|
0.3021581470966339,
|
|
0.16161610186100006,
|
|
0.15813946723937988,
|
|
0.45714277029037476,
|
|
0.3495144844055176,
|
|
0.5624998807907104,
|
|
0.239999920129776,
|
|
0.34024888277053833,
|
|
0.18410035967826843,
|
|
0.15238089859485626,
|
|
0.14765094220638275,
|
|
0.3795619308948517,
|
|
0.5202310085296631,
|
|
0.3443707227706909,
|
|
0.1360543668270111,
|
|
0.2598424553871155,
|
|
0.5075756311416626,
|
|
0.46913570165634155,
|
|
0.3678159713745117,
|
|
0.07947013527154922,
|
|
0.5119045972824097,
|
|
0.26666656136512756,
|
|
0.37681150436401367,
|
|
0.3441859781742096,
|
|
0.6214284300804138,
|
|
0.5026176571846008,
|
|
0.42982450127601624,
|
|
0.24691346287727356,
|
|
0.07194238901138306,
|
|
0.12565438449382782,
|
|
0.2262442708015442,
|
|
0.24539868533611298,
|
|
0.6276593804359436,
|
|
0.5576921701431274,
|
|
0.3495144844055176,
|
|
0.5207546353340149,
|
|
0.15028895437717438,
|
|
0.33802807331085205,
|
|
0.239999920129776,
|
|
0.6146340370178223,
|
|
0.5744680166244507,
|
|
0.14364632964134216,
|
|
0.18823520839214325,
|
|
0.2548261880874634,
|
|
0.11822652816772461,
|
|
0.2288556545972824,
|
|
0.5619833469390869,
|
|
0.30851057171821594,
|
|
0.16666659712791443,
|
|
0.43523305654525757,
|
|
0.3820223808288574,
|
|
0.3599999248981476,
|
|
0.20731700956821442,
|
|
0.255638986825943,
|
|
0.17266181111335754,
|
|
0.391608327627182,
|
|
0.22594137489795685,
|
|
0.22707417607307434,
|
|
0.5621620416641235,
|
|
0.4142010807991028,
|
|
0.2165604531764984,
|
|
0.30051806569099426,
|
|
0.11173177510499954,
|
|
0.2981817424297333
|
|
],
|
|
"time": 18.294655034318566,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 0.18752698600292206,
|
|
"val_loss": 3.771320104598999,
|
|
"acc": 30.87,
|
|
"f1": [
|
|
0.5925924181938171,
|
|
0.3923443853855133,
|
|
0.17391295731067657,
|
|
0.18784524500370026,
|
|
0.23204411566257477,
|
|
0.26666656136512756,
|
|
0.28260859847068787,
|
|
0.3478259742259979,
|
|
0.28767114877700806,
|
|
0.4315788447856903,
|
|
0.1844659447669983,
|
|
0.228260800242424,
|
|
0.2404370754957199,
|
|
0.21768701076507568,
|
|
0.21599994599819183,
|
|
0.17054256796836853,
|
|
0.3414633274078369,
|
|
0.37499991059303284,
|
|
0.30526304244995117,
|
|
0.30621999502182007,
|
|
0.4930231273174286,
|
|
0.41379302740097046,
|
|
0.238805890083313,
|
|
0.3272726535797119,
|
|
0.594594419002533,
|
|
0.22222216427326202,
|
|
0.21857915818691254,
|
|
0.21647055447101593,
|
|
0.4950493574142456,
|
|
0.3248729705810547,
|
|
0.36820071935653687,
|
|
0.21897803246974945,
|
|
0.212454155087471,
|
|
0.29139062762260437,
|
|
0.2541435658931732,
|
|
0.10975604504346848,
|
|
0.27777770161628723,
|
|
0.1395348161458969,
|
|
0.22935770452022552,
|
|
0.39778995513916016,
|
|
0.272401362657547,
|
|
0.5320196151733398,
|
|
0.23076915740966797,
|
|
0.2127659022808075,
|
|
0.1758241057395935,
|
|
0.13496926426887512,
|
|
0.19318175315856934,
|
|
0.4043320417404175,
|
|
0.4593299925327301,
|
|
0.39999985694885254,
|
|
0.18378373980522156,
|
|
0.27722764015197754,
|
|
0.3882351815700531,
|
|
0.4827585518360138,
|
|
0.43781083822250366,
|
|
0.09574461728334427,
|
|
0.3529410660266876,
|
|
0.19178076088428497,
|
|
0.3508771061897278,
|
|
0.31088075041770935,
|
|
0.6451611518859863,
|
|
0.45398759841918945,
|
|
0.42271286249160767,
|
|
0.3157894015312195,
|
|
0.14723920822143555,
|
|
0.13836471736431122,
|
|
0.20408158004283905,
|
|
0.1916166990995407,
|
|
0.6404492855072021,
|
|
0.5384615063667297,
|
|
0.33333322405815125,
|
|
0.4380951225757599,
|
|
0.08372087776660919,
|
|
0.3217664659023285,
|
|
0.1940297782421112,
|
|
0.547770619392395,
|
|
0.5714284777641296,
|
|
0.16216209530830383,
|
|
0.09137050062417984,
|
|
0.20238088071346283,
|
|
0.1509433388710022,
|
|
0.26373621821403503,
|
|
0.5714284181594849,
|
|
0.3362067937850952,
|
|
0.1989527940750122,
|
|
0.33802807331085205,
|
|
0.40476179122924805,
|
|
0.35820886492729187,
|
|
0.19393931329250336,
|
|
0.29508188366889954,
|
|
0.24615377187728882,
|
|
0.3454544246196747,
|
|
0.21989519894123077,
|
|
0.1391303837299347,
|
|
0.5628740787506104,
|
|
0.395759642124176,
|
|
0.28947362303733826,
|
|
0.28025469183921814,
|
|
0.15028895437717438,
|
|
0.3157894015312195
|
|
],
|
|
"time": 18.302538321353495,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.205865278840065,
|
|
"val_loss": 4.017261028289795,
|
|
"acc": 33.58,
|
|
"f1": [
|
|
0.5894736051559448,
|
|
0.4044942855834961,
|
|
0.21621613204479218,
|
|
0.22598862648010254,
|
|
0.21897803246974945,
|
|
0.23809516429901123,
|
|
0.3999998867511749,
|
|
0.324607253074646,
|
|
0.34343424439430237,
|
|
0.49729716777801514,
|
|
0.16964279115200043,
|
|
0.2100839763879776,
|
|
0.329268217086792,
|
|
0.20895515382289886,
|
|
0.2532750070095062,
|
|
0.17449656128883362,
|
|
0.3316061198711395,
|
|
0.525139570236206,
|
|
0.2745096981525421,
|
|
0.27385884523391724,
|
|
0.5614033937454224,
|
|
0.45918354392051697,
|
|
0.3157894015312195,
|
|
0.5573769211769104,
|
|
0.6043955087661743,
|
|
0.20512813329696655,
|
|
0.293436199426651,
|
|
0.210526242852211,
|
|
0.5538460612297058,
|
|
0.32558128237724304,
|
|
0.42735034227371216,
|
|
0.29007622599601746,
|
|
0.2872926890850067,
|
|
0.32352936267852783,
|
|
0.21794864535331726,
|
|
0.05555550381541252,
|
|
0.299465149641037,
|
|
0.2660549581050873,
|
|
0.2288556545972824,
|
|
0.48888877034187317,
|
|
0.3100774586200714,
|
|
0.5463413596153259,
|
|
0.238805890083313,
|
|
0.2944784462451935,
|
|
0.12745091319084167,
|
|
0.18518511950969696,
|
|
0.18110232055187225,
|
|
0.4918031394481659,
|
|
0.5154638290405273,
|
|
0.4313724637031555,
|
|
0.1546391248703003,
|
|
0.23696675896644592,
|
|
0.5645932555198669,
|
|
0.5230767726898193,
|
|
0.3831774890422821,
|
|
0.07526876032352448,
|
|
0.4418603479862213,
|
|
0.27218925952911377,
|
|
0.362499862909317,
|
|
0.35532984137535095,
|
|
0.7499997615814209,
|
|
0.40174663066864014,
|
|
0.4205606281757355,
|
|
0.27631568908691406,
|
|
0.17391297221183777,
|
|
0.13698624074459076,
|
|
0.1758241057395935,
|
|
0.2959182858467102,
|
|
0.6635943651199341,
|
|
0.5825241804122925,
|
|
0.28571420907974243,
|
|
0.619289219379425,
|
|
0.12631572782993317,
|
|
0.37305691838264465,
|
|
0.1835748255252838,
|
|
0.5291478633880615,
|
|
0.5505616068840027,
|
|
0.13017743825912476,
|
|
0.0967741310596466,
|
|
0.24999991059303284,
|
|
0.18749992549419403,
|
|
0.2603549063205719,
|
|
0.6086955666542053,
|
|
0.3421051502227783,
|
|
0.2116401493549347,
|
|
0.43298953771591187,
|
|
0.4699452221393585,
|
|
0.32799988985061646,
|
|
0.2739725410938263,
|
|
0.3489931523799896,
|
|
0.25274714827537537,
|
|
0.4201679825782776,
|
|
0.22707417607307434,
|
|
0.15384608507156372,
|
|
0.5583755373954773,
|
|
0.4903845191001892,
|
|
0.3070538640022278,
|
|
0.33599987626075745,
|
|
0.16170208156108856,
|
|
0.3374998867511749
|
|
],
|
|
"time": 17.946510242298245,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.1982625126838684,
|
|
"val_loss": 3.7741479873657227,
|
|
"acc": 33.04,
|
|
"f1": [
|
|
0.5677964687347412,
|
|
0.41314542293548584,
|
|
0.2719297707080841,
|
|
0.11834313720464706,
|
|
0.17431186139583588,
|
|
0.2682925760746002,
|
|
0.34042540192604065,
|
|
0.40540534257888794,
|
|
0.39252325892448425,
|
|
0.40677958726882935,
|
|
0.16279064118862152,
|
|
0.22471901774406433,
|
|
0.3454544246196747,
|
|
0.193548321723938,
|
|
0.2399999350309372,
|
|
0.22127652168273926,
|
|
0.3267325758934021,
|
|
0.5384613871574402,
|
|
0.2695651352405548,
|
|
0.24096378684043884,
|
|
0.6145250201225281,
|
|
0.4623654782772064,
|
|
0.31730762124061584,
|
|
0.5652172565460205,
|
|
0.53090900182724,
|
|
0.23015865683555603,
|
|
0.24137921631336212,
|
|
0.180851012468338,
|
|
0.5306121110916138,
|
|
0.3102039694786072,
|
|
0.31944435834884644,
|
|
0.3100774586200714,
|
|
0.262857049703598,
|
|
0.17460310459136963,
|
|
0.21513938903808594,
|
|
0.12972965836524963,
|
|
0.30857133865356445,
|
|
0.18784524500370026,
|
|
0.20350870490074158,
|
|
0.4239630401134491,
|
|
0.3225805461406708,
|
|
0.5327510237693787,
|
|
0.2588233947753906,
|
|
0.32432422041893005,
|
|
0.17117109894752502,
|
|
0.19685034453868866,
|
|
0.2208588421344757,
|
|
0.39999985694885254,
|
|
0.47524741291999817,
|
|
0.45226117968559265,
|
|
0.1379309892654419,
|
|
0.2886596620082855,
|
|
0.48076915740966797,
|
|
0.5060239434242249,
|
|
0.38626599311828613,
|
|
0.11834313720464706,
|
|
0.43333321809768677,
|
|
0.2491348832845688,
|
|
0.33532923460006714,
|
|
0.29166656732559204,
|
|
0.6995072364807129,
|
|
0.48275846242904663,
|
|
0.4084506034851074,
|
|
0.2758619785308838,
|
|
0.10169486701488495,
|
|
0.1748633086681366,
|
|
0.1798941045999527,
|
|
0.2898550033569336,
|
|
0.6700506210327148,
|
|
0.5083332657814026,
|
|
0.35467973351478577,
|
|
0.5201792120933533,
|
|
0.10526309907436371,
|
|
0.36633655428886414,
|
|
0.2115383893251419,
|
|
0.6091952323913574,
|
|
0.6448596715927124,
|
|
0.13385821878910065,
|
|
0.16216209530830383,
|
|
0.309278279542923,
|
|
0.10232551395893097,
|
|
0.2790696620941162,
|
|
0.6497460603713989,
|
|
0.33333322405815125,
|
|
0.17964066565036774,
|
|
0.4606740176677704,
|
|
0.418803334236145,
|
|
0.3809523284435272,
|
|
0.19565211236476898,
|
|
0.3195875287055969,
|
|
0.2833332419395447,
|
|
0.46808499097824097,
|
|
0.2233501821756363,
|
|
0.16216209530830383,
|
|
0.5327101349830627,
|
|
0.4050631821155548,
|
|
0.28859052062034607,
|
|
0.2780747711658478,
|
|
0.1405404806137085,
|
|
0.3727271258831024
|
|
],
|
|
"time": 18.01876523066312,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 0.2412412315607071,
|
|
"val_loss": 3.870530843734741,
|
|
"acc": 33.39,
|
|
"f1": [
|
|
0.6206895709037781,
|
|
0.3794870972633362,
|
|
0.21568621695041656,
|
|
0.19999992847442627,
|
|
0.13740453124046326,
|
|
0.2624998986721039,
|
|
0.3071160316467285,
|
|
0.3763439953327179,
|
|
0.3482586145401001,
|
|
0.4736841320991516,
|
|
0.21428564190864563,
|
|
0.20338977873325348,
|
|
0.2999999225139618,
|
|
0.255143940448761,
|
|
0.23008842766284943,
|
|
0.15602830052375793,
|
|
0.30573245882987976,
|
|
0.4814813435077667,
|
|
0.2569831311702728,
|
|
0.28855711221694946,
|
|
0.6597937345504761,
|
|
0.44444429874420166,
|
|
0.27631568908691406,
|
|
0.5517240166664124,
|
|
0.6082472205162048,
|
|
0.1747572273015976,
|
|
0.3523315489292145,
|
|
0.21256029605865479,
|
|
0.43555545806884766,
|
|
0.33684200048446655,
|
|
0.36046499013900757,
|
|
0.3350784480571747,
|
|
0.31284910440444946,
|
|
0.3162054419517517,
|
|
0.29629620909690857,
|
|
0.15686267614364624,
|
|
0.29213473200798035,
|
|
0.2526314854621887,
|
|
0.20430098474025726,
|
|
0.4692735970020294,
|
|
0.31205663084983826,
|
|
0.5699998736381531,
|
|
0.21305835247039795,
|
|
0.24175815284252167,
|
|
0.17801040410995483,
|
|
0.17142851650714874,
|
|
0.21714277565479279,
|
|
0.492890864610672,
|
|
0.44239622354507446,
|
|
0.4239630401134491,
|
|
0.1524663120508194,
|
|
0.32258057594299316,
|
|
0.534031331539154,
|
|
0.5608464479446411,
|
|
0.36144572496414185,
|
|
0.12578611075878143,
|
|
0.4770641028881073,
|
|
0.3157894015312195,
|
|
0.3736262619495392,
|
|
0.3152172863483429,
|
|
0.6560845375061035,
|
|
0.47619038820266724,
|
|
0.40206170082092285,
|
|
0.2686566412448883,
|
|
0.14953264594078064,
|
|
0.18181811273097992,
|
|
0.20125780999660492,
|
|
0.3131312429904938,
|
|
0.6324785351753235,
|
|
0.5570775270462036,
|
|
0.28742504119873047,
|
|
0.5340908169746399,
|
|
0.10582003742456436,
|
|
0.31746023893356323,
|
|
0.24615377187728882,
|
|
0.5714284777641296,
|
|
0.5428570508956909,
|
|
0.179775208234787,
|
|
0.18532812595367432,
|
|
0.31428563594818115,
|
|
0.13100433349609375,
|
|
0.2737641930580139,
|
|
0.5624998807907104,
|
|
0.3517586886882782,
|
|
0.1762113720178604,
|
|
0.42290738224983215,
|
|
0.3384614884853363,
|
|
0.35102033615112305,
|
|
0.20408155024051666,
|
|
0.3018867075443268,
|
|
0.20895513892173767,
|
|
0.45918354392051697,
|
|
0.2672064006328583,
|
|
0.18181811273097992,
|
|
0.5869563817977905,
|
|
0.4670049846172333,
|
|
0.2883720099925995,
|
|
0.2700421214103699,
|
|
0.11249993741512299,
|
|
0.3456788659095764
|
|
],
|
|
"time": 18.359516157768667,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.19757533073425293,
|
|
"val_loss": 3.9690003395080566,
|
|
"acc": 33.26,
|
|
"f1": [
|
|
0.5470851063728333,
|
|
0.39495787024497986,
|
|
0.2148759663105011,
|
|
0.2613064646720886,
|
|
0.20535708963871002,
|
|
0.28248581290245056,
|
|
0.31249991059303284,
|
|
0.32599109411239624,
|
|
0.4046241343021393,
|
|
0.45454534888267517,
|
|
0.1656804084777832,
|
|
0.19607838988304138,
|
|
0.320441871881485,
|
|
0.16901402175426483,
|
|
0.2167486995458603,
|
|
0.15819202363491058,
|
|
0.3387977182865143,
|
|
0.543352484703064,
|
|
0.2898550033569336,
|
|
0.25423723459243774,
|
|
0.5781989693641663,
|
|
0.47794100642204285,
|
|
0.35502949357032776,
|
|
0.4756755530834198,
|
|
0.5108224153518677,
|
|
0.24218744039535522,
|
|
0.31034475564956665,
|
|
0.20437949895858765,
|
|
0.4808742105960846,
|
|
0.31730762124061584,
|
|
0.3700786530971527,
|
|
0.3295453190803528,
|
|
0.25490185618400574,
|
|
0.31944435834884644,
|
|
0.2692306935787201,
|
|
0.19178074598312378,
|
|
0.3276835083961487,
|
|
0.217391237616539,
|
|
0.13414627313613892,
|
|
0.4133332371711731,
|
|
0.38914018869400024,
|
|
0.6408838629722595,
|
|
0.23595495522022247,
|
|
0.31284910440444946,
|
|
0.09890103340148926,
|
|
0.1789472997188568,
|
|
0.12162157148122787,
|
|
0.445652037858963,
|
|
0.5139663219451904,
|
|
0.3636362850666046,
|
|
0.1799999475479126,
|
|
0.27083322405815125,
|
|
0.529999852180481,
|
|
0.5243444442749023,
|
|
0.393063485622406,
|
|
0.09865464270114899,
|
|
0.49729716777801514,
|
|
0.2995593845844269,
|
|
0.4046241343021393,
|
|
0.3711339235305786,
|
|
0.7106597423553467,
|
|
0.49999988079071045,
|
|
0.4111110270023346,
|
|
0.3315507173538208,
|
|
0.16853927075862885,
|
|
0.14723920822143555,
|
|
0.24113468825817108,
|
|
0.23809516429901123,
|
|
0.6596857309341431,
|
|
0.538461446762085,
|
|
0.32352936267852783,
|
|
0.53465336561203,
|
|
0.06504059582948685,
|
|
0.24210518598556519,
|
|
0.21111102402210236,
|
|
0.5697672963142395,
|
|
0.6236557960510254,
|
|
0.19178074598312378,
|
|
0.04109584540128708,
|
|
0.32635971903800964,
|
|
0.0928269475698471,
|
|
0.3287670314311981,
|
|
0.5784311890602112,
|
|
0.35023030638694763,
|
|
0.1729728877544403,
|
|
0.4023667275905609,
|
|
0.3654821515083313,
|
|
0.382978618144989,
|
|
0.16455689072608948,
|
|
0.3522011637687683,
|
|
0.251082181930542,
|
|
0.3615383505821228,
|
|
0.26484012603759766,
|
|
0.20388342440128326,
|
|
0.5699998736381531,
|
|
0.4180789887905121,
|
|
0.2514968812465668,
|
|
0.3060108423233032,
|
|
0.18957340717315674,
|
|
0.3299999237060547
|
|
],
|
|
"time": 18.008785565383732,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.17495602369308472,
|
|
"val_loss": 3.4774014949798584,
|
|
"acc": 33.21,
|
|
"f1": [
|
|
0.622641384601593,
|
|
0.44198882579803467,
|
|
0.27488142251968384,
|
|
0.2322096824645996,
|
|
0.1843971163034439,
|
|
0.23655906319618225,
|
|
0.28402355313301086,
|
|
0.37499991059303284,
|
|
0.35502949357032776,
|
|
0.5052630305290222,
|
|
0.16149060428142548,
|
|
0.22660093009471893,
|
|
0.30057793855667114,
|
|
0.16774186491966248,
|
|
0.20408155024051666,
|
|
0.20224712789058685,
|
|
0.3522011637687683,
|
|
0.49765241146087646,
|
|
0.2790696620941162,
|
|
0.2378377616405487,
|
|
0.583690881729126,
|
|
0.5185183882713318,
|
|
0.31818172335624695,
|
|
0.4631577730178833,
|
|
0.6054052114486694,
|
|
0.2399999350309372,
|
|
0.2914571762084961,
|
|
0.2256409376859665,
|
|
0.502564013004303,
|
|
0.3908045291900635,
|
|
0.32222211360931396,
|
|
0.35294109582901,
|
|
0.26666659116744995,
|
|
0.28571420907974243,
|
|
0.3168315887451172,
|
|
0.05714280158281326,
|
|
0.3070864975452423,
|
|
0.19999992847442627,
|
|
0.20338977873325348,
|
|
0.42528724670410156,
|
|
0.38674020767211914,
|
|
0.6235292553901672,
|
|
0.22535204887390137,
|
|
0.3493449091911316,
|
|
0.13402055203914642,
|
|
0.19999995827674866,
|
|
0.17834389209747314,
|
|
0.4766837954521179,
|
|
0.4717947542667389,
|
|
0.39999985694885254,
|
|
0.1442307084798813,
|
|
0.28048771619796753,
|
|
0.4777776598930359,
|
|
0.4919784665107727,
|
|
0.41592907905578613,
|
|
0.11111105233430862,
|
|
0.4744184911251068,
|
|
0.3134327530860901,
|
|
0.4112148582935333,
|
|
0.3636362552642822,
|
|
0.6842104196548462,
|
|
0.4745761454105377,
|
|
0.45197728276252747,
|
|
0.31034475564956665,
|
|
0.16271181404590607,
|
|
0.13924044370651245,
|
|
0.14901955425739288,
|
|
0.25339359045028687,
|
|
0.6256982088088989,
|
|
0.5614033937454224,
|
|
0.31818169355392456,
|
|
0.5294116735458374,
|
|
0.1040891632437706,
|
|
0.3478260338306427,
|
|
0.1390373706817627,
|
|
0.5454544425010681,
|
|
0.5505616068840027,
|
|
0.16593880951404572,
|
|
0.16428565979003906,
|
|
0.20689649879932404,
|
|
0.12260530889034271,
|
|
0.3398057222366333,
|
|
0.6865670084953308,
|
|
0.3076922297477722,
|
|
0.19999992847442627,
|
|
0.4674328565597534,
|
|
0.42857128381729126,
|
|
0.3431371748447418,
|
|
0.18497103452682495,
|
|
0.36180898547172546,
|
|
0.2878786623477936,
|
|
0.44036686420440674,
|
|
0.21590900421142578,
|
|
0.1938774734735489,
|
|
0.5596328973770142,
|
|
0.4070795178413391,
|
|
0.22988496720790863,
|
|
0.2588233947753906,
|
|
0.14977967739105225,
|
|
0.30909082293510437
|
|
],
|
|
"time": 18.09228226542473,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.16617590188980103,
|
|
"val_loss": 3.953970432281494,
|
|
"acc": 33.59,
|
|
"f1": [
|
|
0.619246780872345,
|
|
0.47393354773521423,
|
|
0.24413138628005981,
|
|
0.17708326876163483,
|
|
0.19631893932819366,
|
|
0.31730762124061584,
|
|
0.2816900610923767,
|
|
0.35294109582901,
|
|
0.34042543172836304,
|
|
0.4362138509750366,
|
|
0.15384607017040253,
|
|
0.2622949779033661,
|
|
0.2923975884914398,
|
|
0.24154582619667053,
|
|
0.2117646485567093,
|
|
0.18118460476398468,
|
|
0.345177561044693,
|
|
0.5044246912002563,
|
|
0.2957197427749634,
|
|
0.22857138514518738,
|
|
0.6195651292800903,
|
|
0.47393354773521423,
|
|
0.27999991178512573,
|
|
0.3786981403827667,
|
|
0.6190475225448608,
|
|
0.2138364166021347,
|
|
0.2735561430454254,
|
|
0.16964279115200043,
|
|
0.48484838008880615,
|
|
0.32941165566444397,
|
|
0.37185919284820557,
|
|
0.31355923414230347,
|
|
0.25906726717948914,
|
|
0.2553190290927887,
|
|
0.21333324909210205,
|
|
0.2021275758743286,
|
|
0.3445377051830292,
|
|
0.2376236915588379,
|
|
0.18106988072395325,
|
|
0.4607841968536377,
|
|
0.3253011107444763,
|
|
0.629441499710083,
|
|
0.23589736223220825,
|
|
0.2097901701927185,
|
|
0.14893612265586853,
|
|
0.20095685124397278,
|
|
0.20809243619441986,
|
|
0.4720495045185089,
|
|
0.4854367673397064,
|
|
0.3629031479358673,
|
|
0.212454155087471,
|
|
0.26315781474113464,
|
|
0.5056177973747253,
|
|
0.5990337133407593,
|
|
0.4454975128173828,
|
|
0.07368415594100952,
|
|
0.4933919608592987,
|
|
0.34666651487350464,
|
|
0.36144572496414185,
|
|
0.2614377737045288,
|
|
0.6590906977653503,
|
|
0.5084744691848755,
|
|
0.4942527115345001,
|
|
0.3414633274078369,
|
|
0.17391297221183777,
|
|
0.18939387798309326,
|
|
0.18934904038906097,
|
|
0.24719089269638062,
|
|
0.6195651292800903,
|
|
0.5688071846961975,
|
|
0.3841806650161743,
|
|
0.507771909236908,
|
|
0.07843131572008133,
|
|
0.3675212860107422,
|
|
0.19801974296569824,
|
|
0.6105261445045471,
|
|
0.5974025130271912,
|
|
0.15969575941562653,
|
|
0.19875767827033997,
|
|
0.3060108423233032,
|
|
0.11620791256427765,
|
|
0.2820512056350708,
|
|
0.6448085904121399,
|
|
0.28220847249031067,
|
|
0.1868131160736084,
|
|
0.4873095452785492,
|
|
0.372413694858551,
|
|
0.3942306339740753,
|
|
0.17073164880275726,
|
|
0.29813653230667114,
|
|
0.23834188282489777,
|
|
0.46632111072540283,
|
|
0.20909084379673004,
|
|
0.21649475395679474,
|
|
0.6169153451919556,
|
|
0.4433496594429016,
|
|
0.3152708411216736,
|
|
0.2746780216693878,
|
|
0.17801040410995483,
|
|
0.3431951701641083
|
|
],
|
|
"time": 17.985828757286072,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 0.19289349019527435,
|
|
"val_loss": 3.900736093521118,
|
|
"acc": 33.69,
|
|
"f1": [
|
|
0.639269232749939,
|
|
0.4192138612270355,
|
|
0.2758619785308838,
|
|
0.12413787841796875,
|
|
0.18867920339107513,
|
|
0.30909082293510437,
|
|
0.32558128237724304,
|
|
0.38190943002700806,
|
|
0.30522075295448303,
|
|
0.4502616822719574,
|
|
0.18579228222370148,
|
|
0.2769230008125305,
|
|
0.3084576427936554,
|
|
0.20224712789058685,
|
|
0.22471901774406433,
|
|
0.16753920912742615,
|
|
0.34042540192604065,
|
|
0.5473682880401611,
|
|
0.309278279542923,
|
|
0.26041656732559204,
|
|
0.6169153451919556,
|
|
0.4594593644142151,
|
|
0.283950537443161,
|
|
0.43786972761154175,
|
|
0.5963301062583923,
|
|
0.25570768117904663,
|
|
0.3232322335243225,
|
|
0.18779337406158447,
|
|
0.4973543584346771,
|
|
0.3398691415786743,
|
|
0.31362465023994446,
|
|
0.30864188075065613,
|
|
0.3351954519748688,
|
|
0.3636362850666046,
|
|
0.22727267444133759,
|
|
0.08108101785182953,
|
|
0.3068180978298187,
|
|
0.256410151720047,
|
|
0.16883112490177155,
|
|
0.39473670721054077,
|
|
0.36956506967544556,
|
|
0.48301875591278076,
|
|
0.253807008266449,
|
|
0.2736841142177582,
|
|
0.17821775376796722,
|
|
0.2095237374305725,
|
|
0.24390237033367157,
|
|
0.46601933240890503,
|
|
0.47161564230918884,
|
|
0.38914018869400024,
|
|
0.1990049034357071,
|
|
0.2929935157299042,
|
|
0.4973543584346771,
|
|
0.5146197080612183,
|
|
0.3953487277030945,
|
|
0.059999942779541016,
|
|
0.4949493706226349,
|
|
0.38541653752326965,
|
|
0.34482747316360474,
|
|
0.29743579030036926,
|
|
0.6567163467407227,
|
|
0.48076915740966797,
|
|
0.4756755530834198,
|
|
0.2987011969089508,
|
|
0.19101116061210632,
|
|
0.24210518598556519,
|
|
0.1748633086681366,
|
|
0.20731700956821442,
|
|
0.6595743298530579,
|
|
0.4545453190803528,
|
|
0.4265401363372803,
|
|
0.5809127688407898,
|
|
0.1612902730703354,
|
|
0.3220972716808319,
|
|
0.24509796500205994,
|
|
0.5319147706031799,
|
|
0.5714284181594849,
|
|
0.15584410727024078,
|
|
0.18884113430976868,
|
|
0.2716048061847687,
|
|
0.1307188868522644,
|
|
0.2871793806552887,
|
|
0.5992216467857361,
|
|
0.3587442934513092,
|
|
0.19905206561088562,
|
|
0.4519229531288147,
|
|
0.40217384696006775,
|
|
0.31205666065216064,
|
|
0.17808210849761963,
|
|
0.3066665530204773,
|
|
0.2485205978155136,
|
|
0.4205606281757355,
|
|
0.20689646899700165,
|
|
0.17171710729599,
|
|
0.5743588209152222,
|
|
0.37004393339157104,
|
|
0.3084111213684082,
|
|
0.27083322405815125,
|
|
0.1325300633907318,
|
|
0.3037974238395691
|
|
],
|
|
"time": 17.976076260209084,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.17919154465198517,
|
|
"val_loss": 3.7990009784698486,
|
|
"acc": 33.36,
|
|
"f1": [
|
|
0.633333146572113,
|
|
0.44559577107429504,
|
|
0.19875767827033997,
|
|
0.17877088487148285,
|
|
0.13664589822292328,
|
|
0.18705029785633087,
|
|
0.3448275029659271,
|
|
0.3510637581348419,
|
|
0.3559320867061615,
|
|
0.44239622354507446,
|
|
0.14371250569820404,
|
|
0.23913034796714783,
|
|
0.2558138370513916,
|
|
0.19580411911010742,
|
|
0.2707422971725464,
|
|
0.17117109894752502,
|
|
0.32748526334762573,
|
|
0.42281869053840637,
|
|
0.28310492634773254,
|
|
0.30697670578956604,
|
|
0.5320196151733398,
|
|
0.5168538093566895,
|
|
0.30769219994544983,
|
|
0.4720495045185089,
|
|
0.5739129781723022,
|
|
0.19736838340759277,
|
|
0.306122362613678,
|
|
0.21004560589790344,
|
|
0.5568180084228516,
|
|
0.33918121457099915,
|
|
0.3940885663032532,
|
|
0.3203882575035095,
|
|
0.23469379544258118,
|
|
0.2870812714099884,
|
|
0.27551010251045227,
|
|
0.15310998260974884,
|
|
0.24999991059303284,
|
|
0.21505369246006012,
|
|
0.24908417463302612,
|
|
0.39301300048828125,
|
|
0.3552630543708801,
|
|
0.5922329425811768,
|
|
0.21186435222625732,
|
|
0.336633563041687,
|
|
0.15936249494552612,
|
|
0.15384609997272491,
|
|
0.1734103411436081,
|
|
0.4725273549556732,
|
|
0.43564343452453613,
|
|
0.4090908169746399,
|
|
0.16406241059303284,
|
|
0.2206895798444748,
|
|
0.5363127589225769,
|
|
0.5294116735458374,
|
|
0.4232363998889923,
|
|
0.09890103340148926,
|
|
0.5086703896522522,
|
|
0.31284910440444946,
|
|
0.279411643743515,
|
|
0.26728102564811707,
|
|
0.662650465965271,
|
|
0.43564343452453613,
|
|
0.4854367673397064,
|
|
0.3013697862625122,
|
|
0.210526242852211,
|
|
0.1855669468641281,
|
|
0.2211054563522339,
|
|
0.23076915740966797,
|
|
0.6632652282714844,
|
|
0.5471696853637695,
|
|
0.3299999237060547,
|
|
0.46835434436798096,
|
|
0.06134963780641556,
|
|
0.37246954441070557,
|
|
0.23376618325710297,
|
|
0.5578945875167847,
|
|
0.49814119935035706,
|
|
0.1526716947555542,
|
|
0.1226993277668953,
|
|
0.300884872674942,
|
|
0.10596020519733429,
|
|
0.35714274644851685,
|
|
0.649214506149292,
|
|
0.3369564116001129,
|
|
0.16249993443489075,
|
|
0.41071420907974243,
|
|
0.3999998867511749,
|
|
0.390243798494339,
|
|
0.23214277625083923,
|
|
0.3584904372692108,
|
|
0.30107519030570984,
|
|
0.48167529702186584,
|
|
0.2843136191368103,
|
|
0.19607838988304138,
|
|
0.5462183356285095,
|
|
0.36241599917411804,
|
|
0.3121950626373291,
|
|
0.3253587782382965,
|
|
0.16883112490177155,
|
|
0.3519999384880066
|
|
],
|
|
"time": 18.32122419308871,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.18374553322792053,
|
|
"val_loss": 3.9437108039855957,
|
|
"acc": 33.94,
|
|
"f1": [
|
|
0.6231154203414917,
|
|
0.39631327986717224,
|
|
0.18269222974777222,
|
|
0.23414628207683563,
|
|
0.2598869204521179,
|
|
0.29268285632133484,
|
|
0.36619704961776733,
|
|
0.3899998664855957,
|
|
0.32989683747291565,
|
|
0.47393354773521423,
|
|
0.21989519894123077,
|
|
0.26666656136512756,
|
|
0.28461533784866333,
|
|
0.2570280432701111,
|
|
0.2117646485567093,
|
|
0.20512813329696655,
|
|
0.3053434193134308,
|
|
0.5133689045906067,
|
|
0.2830187678337097,
|
|
0.2816900908946991,
|
|
0.633165717124939,
|
|
0.4905658960342407,
|
|
0.29166656732559204,
|
|
0.4491977095603943,
|
|
0.5579397678375244,
|
|
0.2105262726545334,
|
|
0.25531908869743347,
|
|
0.21004560589790344,
|
|
0.5937498807907104,
|
|
0.3211008310317993,
|
|
0.3502824008464813,
|
|
0.2705881595611572,
|
|
0.25862061977386475,
|
|
0.28571417927742004,
|
|
0.2389935851097107,
|
|
0.12222215533256531,
|
|
0.31372538208961487,
|
|
0.2617800235748291,
|
|
0.22988496720790863,
|
|
0.39631327986717224,
|
|
0.4044942855834961,
|
|
0.6129031181335449,
|
|
0.2906976044178009,
|
|
0.30769219994544983,
|
|
0.16438350081443787,
|
|
0.1395348161458969,
|
|
0.2753622233867645,
|
|
0.4594593644142151,
|
|
0.4834122061729431,
|
|
0.39325833320617676,
|
|
0.21714277565479279,
|
|
0.29896897077560425,
|
|
0.466666579246521,
|
|
0.5680471658706665,
|
|
0.39560428261756897,
|
|
0.12499994784593582,
|
|
0.4579438269138336,
|
|
0.35897424817085266,
|
|
0.4347825050354004,
|
|
0.2613064646720886,
|
|
0.7117116451263428,
|
|
0.4727271497249603,
|
|
0.48387083411216736,
|
|
0.3232322335243225,
|
|
0.15686269104480743,
|
|
0.12021850794553757,
|
|
0.15873010456562042,
|
|
0.2616821527481079,
|
|
0.6031745076179504,
|
|
0.548076868057251,
|
|
0.45714277029037476,
|
|
0.531745970249176,
|
|
0.07547163963317871,
|
|
0.4347825050354004,
|
|
0.23275858163833618,
|
|
0.5853657126426697,
|
|
0.5964910984039307,
|
|
0.15204671025276184,
|
|
0.19801974296569824,
|
|
0.26262614130973816,
|
|
0.14358967542648315,
|
|
0.2745096981525421,
|
|
0.685082733631134,
|
|
0.3786981403827667,
|
|
0.19753079116344452,
|
|
0.3908044993877411,
|
|
0.3135133981704712,
|
|
0.39130425453186035,
|
|
0.17708326876163483,
|
|
0.3316582143306732,
|
|
0.2572613060474396,
|
|
0.44559577107429504,
|
|
0.21590900421142578,
|
|
0.21800939738750458,
|
|
0.5569618940353394,
|
|
0.46009382605552673,
|
|
0.1854303926229477,
|
|
0.3267325758934021,
|
|
0.15217386186122894,
|
|
0.30303022265434265
|
|
],
|
|
"time": 18.047589992173016,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.2251247614622116,
|
|
"val_loss": 4.120877265930176,
|
|
"acc": 33.06,
|
|
"f1": [
|
|
0.5859870910644531,
|
|
0.3851350247859955,
|
|
0.235690176486969,
|
|
0.22346359491348267,
|
|
0.19999992847442627,
|
|
0.246575266122818,
|
|
0.3468207120895386,
|
|
0.36470577120780945,
|
|
0.329268217086792,
|
|
0.43846145272254944,
|
|
0.12244890630245209,
|
|
0.21296289563179016,
|
|
0.3394494354724884,
|
|
0.16216209530830383,
|
|
0.23008842766284943,
|
|
0.2366863340139389,
|
|
0.3408070504665375,
|
|
0.45714274048805237,
|
|
0.22727267444133759,
|
|
0.32075464725494385,
|
|
0.5764704942703247,
|
|
0.5490195155143738,
|
|
0.28085100650787354,
|
|
0.4651162028312683,
|
|
0.6504853367805481,
|
|
0.21301770210266113,
|
|
0.2937852144241333,
|
|
0.18947362899780273,
|
|
0.49999988079071045,
|
|
0.29189181327819824,
|
|
0.35820886492729187,
|
|
0.2706766128540039,
|
|
0.28019312024116516,
|
|
0.2797201871871948,
|
|
0.18181811273097992,
|
|
0.1393442153930664,
|
|
0.2424241602420807,
|
|
0.2181817591190338,
|
|
0.22702695429325104,
|
|
0.40251561999320984,
|
|
0.345177561044693,
|
|
0.5988022685050964,
|
|
0.20571422576904297,
|
|
0.35675665736198425,
|
|
0.16666659712791443,
|
|
0.13145533204078674,
|
|
0.16666659712791443,
|
|
0.4711109697818756,
|
|
0.4805193543434143,
|
|
0.38914018869400024,
|
|
0.18257255852222443,
|
|
0.314606636762619,
|
|
0.5506072044372559,
|
|
0.4915253520011902,
|
|
0.4148934781551361,
|
|
0.0723981261253357,
|
|
0.4474884569644928,
|
|
0.35483863949775696,
|
|
0.38888877630233765,
|
|
0.3047617971897125,
|
|
0.7431191205978394,
|
|
0.4324323236942291,
|
|
0.48913031816482544,
|
|
0.2580644488334656,
|
|
0.15950913727283478,
|
|
0.13688208162784576,
|
|
0.18285706639289856,
|
|
0.24528293311595917,
|
|
0.6435642242431641,
|
|
0.50862056016922,
|
|
0.41212108731269836,
|
|
0.5279186367988586,
|
|
0.12499994039535522,
|
|
0.3041473925113678,
|
|
0.2433861643075943,
|
|
0.630302906036377,
|
|
0.5607475638389587,
|
|
0.15920390188694,
|
|
0.09523804485797882,
|
|
0.30097079277038574,
|
|
0.15384607017040253,
|
|
0.22807011008262634,
|
|
0.6461536884307861,
|
|
0.30769217014312744,
|
|
0.15294109284877777,
|
|
0.4474884569644928,
|
|
0.35714277625083923,
|
|
0.3248406946659088,
|
|
0.12121205776929855,
|
|
0.27649760246276855,
|
|
0.2723403573036194,
|
|
0.46728962659835815,
|
|
0.2807016372680664,
|
|
0.198198139667511,
|
|
0.5504586100578308,
|
|
0.4385963976383209,
|
|
0.2739725112915039,
|
|
0.2888887822628021,
|
|
0.1162789985537529,
|
|
0.30952370166778564
|
|
],
|
|
"time": 18.271959508769214,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.16556639969348907,
|
|
"val_loss": 3.8034491539001465,
|
|
"acc": 33.54,
|
|
"f1": [
|
|
0.5581393837928772,
|
|
0.4566209018230438,
|
|
0.21965309977531433,
|
|
0.1706160604953766,
|
|
0.20571422576904297,
|
|
0.282828152179718,
|
|
0.3217390477657318,
|
|
0.40677955746650696,
|
|
0.3798881769180298,
|
|
0.4670049846172333,
|
|
0.16666659712791443,
|
|
0.26244333386421204,
|
|
0.3419688045978546,
|
|
0.1965317279100418,
|
|
0.2202642410993576,
|
|
0.13664589822292328,
|
|
0.3098590672016144,
|
|
0.5022420287132263,
|
|
0.29787227511405945,
|
|
0.2553190290927887,
|
|
0.6376810669898987,
|
|
0.4377681314945221,
|
|
0.3389829397201538,
|
|
0.5470851063728333,
|
|
0.5490195155143738,
|
|
0.23076917231082916,
|
|
0.29032251238822937,
|
|
0.24999991059303284,
|
|
0.5420559644699097,
|
|
0.29850736260414124,
|
|
0.34126976132392883,
|
|
0.2571427822113037,
|
|
0.29166656732559204,
|
|
0.3211677670478821,
|
|
0.21596238017082214,
|
|
0.1395348161458969,
|
|
0.27631568908691406,
|
|
0.23589736223220825,
|
|
0.20779214799404144,
|
|
0.4476189613342285,
|
|
0.3387977182865143,
|
|
0.5566036701202393,
|
|
0.24742262065410614,
|
|
0.28260859847068787,
|
|
0.13235288858413696,
|
|
0.1660376787185669,
|
|
0.15204671025276184,
|
|
0.5296802520751953,
|
|
0.5161288976669312,
|
|
0.44537800550460815,
|
|
0.20359273254871368,
|
|
0.30337071418762207,
|
|
0.5110130310058594,
|
|
0.5443785786628723,
|
|
0.35416656732559204,
|
|
0.08510631322860718,
|
|
0.48587560653686523,
|
|
0.29951682686805725,
|
|
0.33699625730514526,
|
|
0.30158719420433044,
|
|
0.6808508634567261,
|
|
0.47368407249450684,
|
|
0.42696622014045715,
|
|
0.2944161295890808,
|
|
0.1642511636018753,
|
|
0.1497325599193573,
|
|
0.18072283267974854,
|
|
0.22535204887390137,
|
|
0.6516852378845215,
|
|
0.5363634824752808,
|
|
0.3076922297477722,
|
|
0.5291478633880615,
|
|
0.11650479584932327,
|
|
0.3265305161476135,
|
|
0.21874994039535522,
|
|
0.6567163467407227,
|
|
0.5487803816795349,
|
|
0.1485147923231125,
|
|
0.23188398778438568,
|
|
0.30939218401908875,
|
|
0.1449274867773056,
|
|
0.2879999279975891,
|
|
0.5727270841598511,
|
|
0.33333325386047363,
|
|
0.17283941805362701,
|
|
0.3693692684173584,
|
|
0.4050632119178772,
|
|
0.36190465092658997,
|
|
0.20264311134815216,
|
|
0.30331745743751526,
|
|
0.24999989569187164,
|
|
0.4585364758968353,
|
|
0.23214277625083923,
|
|
0.2010049670934677,
|
|
0.5868262648582458,
|
|
0.39711183309555054,
|
|
0.19767434895038605,
|
|
0.33928561210632324,
|
|
0.13492058217525482,
|
|
0.3066665530204773
|
|
],
|
|
"time": 18.27456410136074,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.14239341020584106,
|
|
"val_loss": 4.043703079223633,
|
|
"acc": 32.71,
|
|
"f1": [
|
|
0.4774192273616791,
|
|
0.37864065170288086,
|
|
0.22950810194015503,
|
|
0.2214285135269165,
|
|
0.20809243619441986,
|
|
0.2528734505176544,
|
|
0.3363635540008545,
|
|
0.3508770763874054,
|
|
0.2976743280887604,
|
|
0.43171796202659607,
|
|
0.1438848376274109,
|
|
0.20192298293113708,
|
|
0.3555554449558258,
|
|
0.18633535504341125,
|
|
0.21138204634189606,
|
|
0.24680845439434052,
|
|
0.2659573554992676,
|
|
0.5437787175178528,
|
|
0.26086950302124023,
|
|
0.25954189896583557,
|
|
0.5990782380104065,
|
|
0.4195120930671692,
|
|
0.2722512185573578,
|
|
0.45871543884277344,
|
|
0.6378377079963684,
|
|
0.21890540421009064,
|
|
0.23350247740745544,
|
|
0.228260800242424,
|
|
0.5347592234611511,
|
|
0.3024389147758484,
|
|
0.39805811643600464,
|
|
0.3316061198711395,
|
|
0.27218925952911377,
|
|
0.3068180978298187,
|
|
0.18548381328582764,
|
|
0.18834073841571808,
|
|
0.30057793855667114,
|
|
0.31627896428108215,
|
|
0.16170208156108856,
|
|
0.4725273549556732,
|
|
0.33962252736091614,
|
|
0.596858561038971,
|
|
0.27083322405815125,
|
|
0.29714274406433105,
|
|
0.09729723632335663,
|
|
0.13402055203914642,
|
|
0.16666659712791443,
|
|
0.4777776598930359,
|
|
0.4343433380126953,
|
|
0.4410255253314972,
|
|
0.20634914934635162,
|
|
0.25870639085769653,
|
|
0.4792625606060028,
|
|
0.5621620416641235,
|
|
0.40410950779914856,
|
|
0.08275856822729111,
|
|
0.45398759841918945,
|
|
0.3627450466156006,
|
|
0.3542855978012085,
|
|
0.31884050369262695,
|
|
0.6923075318336487,
|
|
0.4808742105960846,
|
|
0.4694834351539612,
|
|
0.26484012603759766,
|
|
0.16753920912742615,
|
|
0.1605350524187088,
|
|
0.22099439799785614,
|
|
0.23853203654289246,
|
|
0.6878305077552795,
|
|
0.5263157486915588,
|
|
0.36678192019462585,
|
|
0.6049381494522095,
|
|
0.09716593474149704,
|
|
0.390243798494339,
|
|
0.23963125050067902,
|
|
0.5369126200675964,
|
|
0.5541123747825623,
|
|
0.1242937222123146,
|
|
0.19047611951828003,
|
|
0.22727267444133759,
|
|
0.14406773447990417,
|
|
0.29743579030036926,
|
|
0.6514284610748291,
|
|
0.32195112109184265,
|
|
0.15748025476932526,
|
|
0.4313724637031555,
|
|
0.36123335361480713,
|
|
0.3617020547389984,
|
|
0.19277101755142212,
|
|
0.2758619785308838,
|
|
0.2780747711658478,
|
|
0.4631577730178833,
|
|
0.2117646485567093,
|
|
0.13580238819122314,
|
|
0.5302324295043945,
|
|
0.39490434527397156,
|
|
0.29166656732559204,
|
|
0.268292635679245,
|
|
0.14371250569820404,
|
|
0.3510637581348419
|
|
],
|
|
"time": 17.860555450432003,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.16802260279655457,
|
|
"val_loss": 3.742382764816284,
|
|
"acc": 35.05,
|
|
"f1": [
|
|
0.633333146572113,
|
|
0.47619032859802246,
|
|
0.19428564608097076,
|
|
0.15789468586444855,
|
|
0.23214277625083923,
|
|
0.2559240758419037,
|
|
0.2673266530036926,
|
|
0.4408600926399231,
|
|
0.3999998867511749,
|
|
0.5374998450279236,
|
|
0.22656244039535522,
|
|
0.212290421128273,
|
|
0.3271027207374573,
|
|
0.239999920129776,
|
|
0.3456788957118988,
|
|
0.2048192024230957,
|
|
0.44705867767333984,
|
|
0.5147678852081299,
|
|
0.28054288029670715,
|
|
0.2995593845844269,
|
|
0.6478871703147888,
|
|
0.5042734146118164,
|
|
0.36458322405815125,
|
|
0.4541061818599701,
|
|
0.633165717124939,
|
|
0.3047617971897125,
|
|
0.3387977182865143,
|
|
0.27083325386047363,
|
|
0.5435895919799805,
|
|
0.3443707227706909,
|
|
0.4169883728027344,
|
|
0.291139155626297,
|
|
0.3313608467578888,
|
|
0.33333322405815125,
|
|
0.22598862648010254,
|
|
0.2048192024230957,
|
|
0.32748526334762573,
|
|
0.17931029200553894,
|
|
0.19801974296569824,
|
|
0.4143425226211548,
|
|
0.3603602349758148,
|
|
0.5714284181594849,
|
|
0.2904563546180725,
|
|
0.2138364166021347,
|
|
0.15068486332893372,
|
|
0.1843317300081253,
|
|
0.19791658222675323,
|
|
0.4311925768852234,
|
|
0.4362138509750366,
|
|
0.4042551815509796,
|
|
0.1450776606798172,
|
|
0.2952028810977936,
|
|
0.4694834351539612,
|
|
0.5046727657318115,
|
|
0.5136610269546509,
|
|
0.09473677724599838,
|
|
0.4615383446216583,
|
|
0.30331745743751526,
|
|
0.47953203320503235,
|
|
0.29189181327819824,
|
|
0.7109003663063049,
|
|
0.5314008593559265,
|
|
0.48076915740966797,
|
|
0.33492809534072876,
|
|
0.16374263167381287,
|
|
0.18181811273097992,
|
|
0.18269222974777222,
|
|
0.2705313265323639,
|
|
0.6600984334945679,
|
|
0.5306121110916138,
|
|
0.4263565242290497,
|
|
0.53465336561203,
|
|
0.05586586520075798,
|
|
0.3414633274078369,
|
|
0.19742482900619507,
|
|
0.5656563639640808,
|
|
0.5685278177261353,
|
|
0.0869564563035965,
|
|
0.1891890913248062,
|
|
0.2870812714099884,
|
|
0.15873010456562042,
|
|
0.2790696918964386,
|
|
0.6321837902069092,
|
|
0.35627520084381104,
|
|
0.17073164880275726,
|
|
0.40972214937210083,
|
|
0.4432988464832306,
|
|
0.39130425453186035,
|
|
0.22580638527870178,
|
|
0.262857049703598,
|
|
0.2389935851097107,
|
|
0.4489794969558716,
|
|
0.291139155626297,
|
|
0.19587622582912445,
|
|
0.595959484577179,
|
|
0.4550263583660126,
|
|
0.24691346287727356,
|
|
0.3636362552642822,
|
|
0.165217325091362,
|
|
0.3169397711753845
|
|
],
|
|
"time": 18.028969567269087,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.16397500038146973,
|
|
"val_loss": 3.7576990127563477,
|
|
"acc": 34.46,
|
|
"f1": [
|
|
0.680412232875824,
|
|
0.4122805893421173,
|
|
0.23041465878486633,
|
|
0.21590900421142578,
|
|
0.23584897816181183,
|
|
0.28187909722328186,
|
|
0.3502824008464813,
|
|
0.4242422580718994,
|
|
0.36507928371429443,
|
|
0.4596773386001587,
|
|
0.17964066565036774,
|
|
0.21782170236110687,
|
|
0.34554967284202576,
|
|
0.19626161456108093,
|
|
0.23076917231082916,
|
|
0.15384608507156372,
|
|
0.3743841052055359,
|
|
0.4868912696838379,
|
|
0.24999991059303284,
|
|
0.24999991059303284,
|
|
0.5936071872711182,
|
|
0.4545453190803528,
|
|
0.24719089269638062,
|
|
0.5235601663589478,
|
|
0.5999999046325684,
|
|
0.228571355342865,
|
|
0.28723397850990295,
|
|
0.1835748255252838,
|
|
0.5454544425010681,
|
|
0.32222211360931396,
|
|
0.43601882457733154,
|
|
0.30303022265434265,
|
|
0.2583731412887573,
|
|
0.30172407627105713,
|
|
0.26540276408195496,
|
|
0.16915416717529297,
|
|
0.3508770763874054,
|
|
0.2727271616458893,
|
|
0.184738889336586,
|
|
0.432748407125473,
|
|
0.3274335563182831,
|
|
0.5937498807907104,
|
|
0.228571355342865,
|
|
0.31932762265205383,
|
|
0.20487797260284424,
|
|
0.18867918848991394,
|
|
0.18749994039535522,
|
|
0.44444432854652405,
|
|
0.4414413571357727,
|
|
0.3116881847381592,
|
|
0.2054053246974945,
|
|
0.30487796664237976,
|
|
0.5310733318328857,
|
|
0.5660375952720642,
|
|
0.44339612126350403,
|
|
0.040816277265548706,
|
|
0.45454537868499756,
|
|
0.3524903655052185,
|
|
0.45263150334358215,
|
|
0.3097344636917114,
|
|
0.7528088688850403,
|
|
0.5148513317108154,
|
|
0.4218749403953552,
|
|
0.32214754819869995,
|
|
0.24719089269638062,
|
|
0.17049174010753632,
|
|
0.2129276990890503,
|
|
0.31249991059303284,
|
|
0.6633164882659912,
|
|
0.4913792312145233,
|
|
0.3517586886882782,
|
|
0.554216742515564,
|
|
0.11842100322246552,
|
|
0.37288129329681396,
|
|
0.20930226147174835,
|
|
0.5545453429222107,
|
|
0.5773194432258606,
|
|
0.13114747405052185,
|
|
0.13245026767253876,
|
|
0.3023254871368408,
|
|
0.14736837148666382,
|
|
0.27999988198280334,
|
|
0.6272726058959961,
|
|
0.3551400303840637,
|
|
0.21118006110191345,
|
|
0.42857131361961365,
|
|
0.46017688512802124,
|
|
0.34343424439430237,
|
|
0.1983470320701599,
|
|
0.29813653230667114,
|
|
0.27096763253211975,
|
|
0.4454544484615326,
|
|
0.2444443702697754,
|
|
0.1619046926498413,
|
|
0.5529952645301819,
|
|
0.44303786754608154,
|
|
0.28855711221694946,
|
|
0.28426387906074524,
|
|
0.17054256796836853,
|
|
0.3425924777984619
|
|
],
|
|
"time": 18.226479494012892,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.12600260972976685,
|
|
"val_loss": 3.6095030307769775,
|
|
"acc": 34.09,
|
|
"f1": [
|
|
0.613756537437439,
|
|
0.45248857140541077,
|
|
0.210526242852211,
|
|
0.22727267444133759,
|
|
0.20487797260284424,
|
|
0.2553190588951111,
|
|
0.31050220131874084,
|
|
0.3923443853855133,
|
|
0.38674020767211914,
|
|
0.43428558111190796,
|
|
0.21495321393013,
|
|
0.29126206040382385,
|
|
0.32978713512420654,
|
|
0.2288556545972824,
|
|
0.18536579608917236,
|
|
0.24864855408668518,
|
|
0.3693692684173584,
|
|
0.47346925735473633,
|
|
0.1818181276321411,
|
|
0.2923975884914398,
|
|
0.6530610918998718,
|
|
0.5120771527290344,
|
|
0.30172407627105713,
|
|
0.4915253520011902,
|
|
0.6028706431388855,
|
|
0.23048320412635803,
|
|
0.3402060866355896,
|
|
0.20114938914775848,
|
|
0.5628139972686768,
|
|
0.30107519030570984,
|
|
0.40552979707717896,
|
|
0.31788066029548645,
|
|
0.3483870029449463,
|
|
0.33802807331085205,
|
|
0.2127659022808075,
|
|
0.19047613441944122,
|
|
0.37804868817329407,
|
|
0.26136353611946106,
|
|
0.2046510875225067,
|
|
0.4574466943740845,
|
|
0.2999999225139618,
|
|
0.5786800384521484,
|
|
0.2348177433013916,
|
|
0.23255808651447296,
|
|
0.19178074598312378,
|
|
0.1916166990995407,
|
|
0.15748025476932526,
|
|
0.5164318084716797,
|
|
0.4939757287502289,
|
|
0.43093910813331604,
|
|
0.19801974296569824,
|
|
0.31627896428108215,
|
|
0.5608464479446411,
|
|
0.5410627126693726,
|
|
0.35955044627189636,
|
|
0.0865383967757225,
|
|
0.4727271497249603,
|
|
0.35185176134109497,
|
|
0.42780739068984985,
|
|
0.26190465688705444,
|
|
0.7336682677268982,
|
|
0.5172412991523743,
|
|
0.4509802758693695,
|
|
0.36065563559532166,
|
|
0.12643671035766602,
|
|
0.18055549263954163,
|
|
0.1869158148765564,
|
|
0.21333324909210205,
|
|
0.6999998688697815,
|
|
0.528846025466919,
|
|
0.37864065170288086,
|
|
0.5510202646255493,
|
|
0.08743163198232651,
|
|
0.3599999248981476,
|
|
0.21505369246006012,
|
|
0.6012268662452698,
|
|
0.549019455909729,
|
|
0.06417106837034225,
|
|
0.22009563446044922,
|
|
0.28571420907974243,
|
|
0.10588229447603226,
|
|
0.2746478021144867,
|
|
0.6325579881668091,
|
|
0.3636362850666046,
|
|
0.16915416717529297,
|
|
0.30498528480529785,
|
|
0.3763439953327179,
|
|
0.4266665577888489,
|
|
0.1810344010591507,
|
|
0.3367346227169037,
|
|
0.28712859749794006,
|
|
0.4177776873111725,
|
|
0.26794248819351196,
|
|
0.1732851266860962,
|
|
0.6368157267570496,
|
|
0.4242422878742218,
|
|
0.19230762124061584,
|
|
0.2758619785308838,
|
|
0.1777777075767517,
|
|
0.33057841658592224
|
|
],
|
|
"time": 18.319506684318185,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.12302226573228836,
|
|
"val_loss": 3.873967170715332,
|
|
"acc": 34.13,
|
|
"f1": [
|
|
0.6628569960594177,
|
|
0.4502616822719574,
|
|
0.20571422576904297,
|
|
0.15189866721630096,
|
|
0.2095237374305725,
|
|
0.26900574564933777,
|
|
0.326315701007843,
|
|
0.3385826051235199,
|
|
0.37320560216903687,
|
|
0.502923846244812,
|
|
0.23076915740966797,
|
|
0.19298237562179565,
|
|
0.31304338574409485,
|
|
0.17721512913703918,
|
|
0.1764705330133438,
|
|
0.27102795243263245,
|
|
0.41176459193229675,
|
|
0.47715723514556885,
|
|
0.34883710741996765,
|
|
0.2944161295890808,
|
|
0.6116504073143005,
|
|
0.49999988079071045,
|
|
0.2948717176914215,
|
|
0.5106381177902222,
|
|
0.5727698802947998,
|
|
0.2234041839838028,
|
|
0.32456132769584656,
|
|
0.217391237616539,
|
|
0.5151513814926147,
|
|
0.33333322405815125,
|
|
0.35398221015930176,
|
|
0.290502667427063,
|
|
0.27924519777297974,
|
|
0.30366483330726624,
|
|
0.2745096981525421,
|
|
0.2212388664484024,
|
|
0.3842363655567169,
|
|
0.2484847903251648,
|
|
0.22594137489795685,
|
|
0.37499988079071045,
|
|
0.36686381697654724,
|
|
0.6480445265769958,
|
|
0.21568621695041656,
|
|
0.31627896428108215,
|
|
0.21874994039535522,
|
|
0.1650484949350357,
|
|
0.19318175315856934,
|
|
0.46376800537109375,
|
|
0.5146197080612183,
|
|
0.39495787024497986,
|
|
0.18257255852222443,
|
|
0.2577318847179413,
|
|
0.5486724376678467,
|
|
0.6036034822463989,
|
|
0.2597401440143585,
|
|
0.16091948747634888,
|
|
0.5193368792533875,
|
|
0.3265305161476135,
|
|
0.40796008706092834,
|
|
0.3783782124519348,
|
|
0.7219511270523071,
|
|
0.42682915925979614,
|
|
0.41052618622779846,
|
|
0.26086947321891785,
|
|
0.20289847254753113,
|
|
0.1548386514186859,
|
|
0.20987647771835327,
|
|
0.26262614130973816,
|
|
0.6806281208992004,
|
|
0.5726140141487122,
|
|
0.22058817744255066,
|
|
0.577777624130249,
|
|
0.11235948652029037,
|
|
0.336633563041687,
|
|
0.19323663413524628,
|
|
0.6120217442512512,
|
|
0.5762709975242615,
|
|
0.05517236515879631,
|
|
0.17241375148296356,
|
|
0.2444443702697754,
|
|
0.07194238901138306,
|
|
0.28310492634773254,
|
|
0.662983238697052,
|
|
0.37735840678215027,
|
|
0.193548321723938,
|
|
0.3636362850666046,
|
|
0.45555540919303894,
|
|
0.3999999165534973,
|
|
0.21186435222625732,
|
|
0.36820071935653687,
|
|
0.30057793855667114,
|
|
0.5054942965507507,
|
|
0.24210521578788757,
|
|
0.19534875452518463,
|
|
0.6270268559455872,
|
|
0.44970402121543884,
|
|
0.24539868533611298,
|
|
0.27777770161628723,
|
|
0.1499999612569809,
|
|
0.27715346217155457
|
|
],
|
|
"time": 18.026559816673398,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 0.17368727922439575,
|
|
"val_loss": 3.9183735847473145,
|
|
"acc": 33.17,
|
|
"f1": [
|
|
0.5748986601829529,
|
|
0.43601882457733154,
|
|
0.1725887656211853,
|
|
0.21399171650409698,
|
|
0.19047611951828003,
|
|
0.2272726446390152,
|
|
0.3277309536933899,
|
|
0.37696322798728943,
|
|
0.35064926743507385,
|
|
0.4537035822868347,
|
|
0.20118334889411926,
|
|
0.213483065366745,
|
|
0.29007622599601746,
|
|
0.2547169029712677,
|
|
0.2208588421344757,
|
|
0.15642453730106354,
|
|
0.3696681261062622,
|
|
0.4733726978302002,
|
|
0.29268285632133484,
|
|
0.25274714827537537,
|
|
0.6122447848320007,
|
|
0.5042734146118164,
|
|
0.3118278682231903,
|
|
0.47963786125183105,
|
|
0.602040708065033,
|
|
0.23636355996131897,
|
|
0.23076915740966797,
|
|
0.19811314344406128,
|
|
0.4696355164051056,
|
|
0.34482747316360474,
|
|
0.39999985694885254,
|
|
0.329670250415802,
|
|
0.24186037480831146,
|
|
0.3517586886882782,
|
|
0.25339359045028687,
|
|
0.12499994039535522,
|
|
0.31304338574409485,
|
|
0.2138364166021347,
|
|
0.16149060428142548,
|
|
0.46153831481933594,
|
|
0.3299999237060547,
|
|
0.616278886795044,
|
|
0.31818172335624695,
|
|
0.253807008266449,
|
|
0.12552297115325928,
|
|
0.1789472997188568,
|
|
0.14371250569820404,
|
|
0.45283007621765137,
|
|
0.44444435834884644,
|
|
0.3657141625881195,
|
|
0.18867918848991394,
|
|
0.31999990344047546,
|
|
0.522612988948822,
|
|
0.5128204226493835,
|
|
0.3979056477546692,
|
|
0.07567562162876129,
|
|
0.4606059193611145,
|
|
0.29508188366889954,
|
|
0.3975153863430023,
|
|
0.35467973351478577,
|
|
0.6810809373855591,
|
|
0.5084744095802307,
|
|
0.44715434312820435,
|
|
0.2685184180736542,
|
|
0.12440184503793716,
|
|
0.16748763620853424,
|
|
0.2234041839838028,
|
|
0.272401362657547,
|
|
0.6473428606987,
|
|
0.5483869910240173,
|
|
0.3716813027858734,
|
|
0.5140844583511353,
|
|
0.13197962939739227,
|
|
0.2576685845851898,
|
|
0.2333332598209381,
|
|
0.5645932555198669,
|
|
0.6071427464485168,
|
|
0.10169485956430435,
|
|
0.11464963108301163,
|
|
0.2614377737045288,
|
|
0.12631572782993317,
|
|
0.2954544425010681,
|
|
0.6090908050537109,
|
|
0.37962955236434937,
|
|
0.1868131160736084,
|
|
0.3982299864292145,
|
|
0.37681150436401367,
|
|
0.3592231869697571,
|
|
0.1379309892654419,
|
|
0.30303019285202026,
|
|
0.2622949779033661,
|
|
0.3934425115585327,
|
|
0.2348177433013916,
|
|
0.1900825798511505,
|
|
0.48854950070381165,
|
|
0.42857131361961365,
|
|
0.28415289521217346,
|
|
0.33497530221939087,
|
|
0.1255604773759842,
|
|
0.32231393456459045
|
|
],
|
|
"time": 18.362814971245825,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.2187158316373825,
|
|
"val_loss": 3.7816436290740967,
|
|
"acc": 32.38,
|
|
"f1": [
|
|
0.6735749840736389,
|
|
0.3953487277030945,
|
|
0.15849050879478455,
|
|
0.17931029200553894,
|
|
0.22580638527870178,
|
|
0.21904754638671875,
|
|
0.29629620909690857,
|
|
0.32051271200180054,
|
|
0.3314915895462036,
|
|
0.5128203630447388,
|
|
0.22009563446044922,
|
|
0.22321420907974243,
|
|
0.2739725112915039,
|
|
0.22413785755634308,
|
|
0.213483065366745,
|
|
0.15384609997272491,
|
|
0.3232322335243225,
|
|
0.4242422878742218,
|
|
0.23170723021030426,
|
|
0.30769219994544983,
|
|
0.5507245063781738,
|
|
0.5444443225860596,
|
|
0.2815532982349396,
|
|
0.47843125462532043,
|
|
0.5566036701202393,
|
|
0.2164178341627121,
|
|
0.3050846457481384,
|
|
0.22053225338459015,
|
|
0.4953269362449646,
|
|
0.3351954519748688,
|
|
0.35897427797317505,
|
|
0.3537413775920868,
|
|
0.23904375731945038,
|
|
0.26206886768341064,
|
|
0.21839071810245514,
|
|
0.18018010258674622,
|
|
0.2962961792945862,
|
|
0.1438848376274109,
|
|
0.15827332437038422,
|
|
0.37999987602233887,
|
|
0.2649841606616974,
|
|
0.5668447613716125,
|
|
0.2895926535129547,
|
|
0.29885047674179077,
|
|
0.1449274718761444,
|
|
0.09790203720331192,
|
|
0.1162789985537529,
|
|
0.49773746728897095,
|
|
0.5376343131065369,
|
|
0.38341957330703735,
|
|
0.18181809782981873,
|
|
0.2323942929506302,
|
|
0.5230767726898193,
|
|
0.5561496019363403,
|
|
0.423912912607193,
|
|
0.052863385528326035,
|
|
0.47715723514556885,
|
|
0.34972667694091797,
|
|
0.46874985098838806,
|
|
0.3369564116001129,
|
|
0.6761903762817383,
|
|
0.4947367310523987,
|
|
0.4148934781551361,
|
|
0.3417084515094757,
|
|
0.15068486332893372,
|
|
0.1869158148765564,
|
|
0.1641024947166443,
|
|
0.16774186491966248,
|
|
0.6183573603630066,
|
|
0.4914284646511078,
|
|
0.35897424817085266,
|
|
0.4878048002719879,
|
|
0.07874009758234024,
|
|
0.3022221326828003,
|
|
0.22346359491348267,
|
|
0.5851062536239624,
|
|
0.6105261445045471,
|
|
0.15476183593273163,
|
|
0.16666659712791443,
|
|
0.2193547636270523,
|
|
0.09333327412605286,
|
|
0.32335323095321655,
|
|
0.5887848734855652,
|
|
0.35359105467796326,
|
|
0.2256409376859665,
|
|
0.4347825050354004,
|
|
0.42162150144577026,
|
|
0.3472221791744232,
|
|
0.16666659712791443,
|
|
0.3066665530204773,
|
|
0.2532750070095062,
|
|
0.3964756429195404,
|
|
0.2275448441505432,
|
|
0.15833325684070587,
|
|
0.6057141423225403,
|
|
0.3478260338306427,
|
|
0.23076915740966797,
|
|
0.25157222151756287,
|
|
0.1481480896472931,
|
|
0.33333325386047363
|
|
],
|
|
"time": 18.041076351888478,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 0.11996716260910034,
|
|
"val_loss": 3.7064368724823,
|
|
"acc": 34.07,
|
|
"f1": [
|
|
0.6927372813224792,
|
|
0.4018690288066864,
|
|
0.21686740219593048,
|
|
0.1449274718761444,
|
|
0.1650484949350357,
|
|
0.25274714827537537,
|
|
0.29714274406433105,
|
|
0.393063485622406,
|
|
0.3636362552642822,
|
|
0.44943806529045105,
|
|
0.21621616184711456,
|
|
0.2435423731803894,
|
|
0.3386242389678955,
|
|
0.228260800242424,
|
|
0.20202013850212097,
|
|
0.2193547636270523,
|
|
0.2718445658683777,
|
|
0.522612988948822,
|
|
0.2887699604034424,
|
|
0.27678564190864563,
|
|
0.6363635063171387,
|
|
0.46215128898620605,
|
|
0.2809363603591919,
|
|
0.5381165146827698,
|
|
0.5982142090797424,
|
|
0.2456139624118805,
|
|
0.34224584698677063,
|
|
0.17857135832309723,
|
|
0.5454544425010681,
|
|
0.3428570628166199,
|
|
0.38028159737586975,
|
|
0.36470577120780945,
|
|
0.32432422041893005,
|
|
0.31050220131874084,
|
|
0.30487796664237976,
|
|
0.17391297221183777,
|
|
0.32584258913993835,
|
|
0.21698106825351715,
|
|
0.2099446803331375,
|
|
0.4098359942436218,
|
|
0.26086950302124023,
|
|
0.5624998807907104,
|
|
0.23076918721199036,
|
|
0.25906726717948914,
|
|
0.1855669468641281,
|
|
0.1970442682504654,
|
|
0.1777777075767517,
|
|
0.43956032395362854,
|
|
0.5377357006072998,
|
|
0.4033612310886383,
|
|
0.19047611951828003,
|
|
0.2904563546180725,
|
|
0.5405403971672058,
|
|
0.5698922872543335,
|
|
0.4021162986755371,
|
|
0.11764699220657349,
|
|
0.42448970675468445,
|
|
0.32748526334762573,
|
|
0.45197728276252747,
|
|
0.30769219994544983,
|
|
0.715083658695221,
|
|
0.43093910813331604,
|
|
0.4670049846172333,
|
|
0.3184078335762024,
|
|
0.20312494039535522,
|
|
0.17085421085357666,
|
|
0.18579228222370148,
|
|
0.26881712675094604,
|
|
0.6060604453086853,
|
|
0.5122805833816528,
|
|
0.27814561128616333,
|
|
0.5664739012718201,
|
|
0.16184966266155243,
|
|
0.32124343514442444,
|
|
0.19047614932060242,
|
|
0.6054052114486694,
|
|
0.5545453429222107,
|
|
0.15384607017040253,
|
|
0.20325198769569397,
|
|
0.2972972095012665,
|
|
0.11173177510499954,
|
|
0.2173912525177002,
|
|
0.6060605049133301,
|
|
0.39130425453186035,
|
|
0.19791658222675323,
|
|
0.43564343452453613,
|
|
0.38043469190597534,
|
|
0.322274774312973,
|
|
0.21524657309055328,
|
|
0.3540668785572052,
|
|
0.22666659951210022,
|
|
0.45360812544822693,
|
|
0.3113206624984741,
|
|
0.1916166990995407,
|
|
0.5327101349830627,
|
|
0.4725273549556732,
|
|
0.23834188282489777,
|
|
0.2795697748661041,
|
|
0.13749992847442627,
|
|
0.31818172335624695
|
|
],
|
|
"time": 18.152611127123237,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.23923593759536743,
|
|
"val_loss": 3.850036144256592,
|
|
"acc": 33.53,
|
|
"f1": [
|
|
0.5572518110275269,
|
|
0.39378228783607483,
|
|
0.22399993240833282,
|
|
0.19047611951828003,
|
|
0.18404902517795563,
|
|
0.2769230008125305,
|
|
0.2959640622138977,
|
|
0.3899998664855957,
|
|
0.4096384644508362,
|
|
0.4191175699234009,
|
|
0.17040351033210754,
|
|
0.2095237374305725,
|
|
0.3351350426673889,
|
|
0.19459453225135803,
|
|
0.21556879580020905,
|
|
0.23863628506660461,
|
|
0.3657141625881195,
|
|
0.5089284181594849,
|
|
0.28571420907974243,
|
|
0.2782607972621918,
|
|
0.5714284181594849,
|
|
0.4319247901439667,
|
|
0.23529402911663055,
|
|
0.48587560653686523,
|
|
0.5875704884529114,
|
|
0.2399999350309372,
|
|
0.23829780519008636,
|
|
0.208791121840477,
|
|
0.502282977104187,
|
|
0.3315507173538208,
|
|
0.3522725999355316,
|
|
0.303703635931015,
|
|
0.29032251238822937,
|
|
0.26717549562454224,
|
|
0.2547769844532013,
|
|
0.17112290859222412,
|
|
0.20987647771835327,
|
|
0.1965317279100418,
|
|
0.11920525878667831,
|
|
0.3939392864704132,
|
|
0.324607253074646,
|
|
0.5870645046234131,
|
|
0.2580644488334656,
|
|
0.2692306637763977,
|
|
0.20792071521282196,
|
|
0.22222216427326202,
|
|
0.193548321723938,
|
|
0.4615383446216583,
|
|
0.548076868057251,
|
|
0.47120407223701477,
|
|
0.16964279115200043,
|
|
0.262857049703598,
|
|
0.50862056016922,
|
|
0.5479451417922974,
|
|
0.3981899321079254,
|
|
0.10062886029481888,
|
|
0.4808742105960846,
|
|
0.3436122238636017,
|
|
0.4277455508708954,
|
|
0.27999988198280334,
|
|
0.6981130838394165,
|
|
0.4824901819229126,
|
|
0.4857141971588135,
|
|
0.2736841142177582,
|
|
0.16964279115200043,
|
|
0.1777777075767517,
|
|
0.18934904038906097,
|
|
0.2310468554496765,
|
|
0.6146340370178223,
|
|
0.5339365601539612,
|
|
0.378109335899353,
|
|
0.5513511896133423,
|
|
0.08955218642950058,
|
|
0.376623272895813,
|
|
0.23076915740966797,
|
|
0.5837318897247314,
|
|
0.5409834980964661,
|
|
0.11891885101795197,
|
|
0.1655171811580658,
|
|
0.29553258419036865,
|
|
0.11764699220657349,
|
|
0.23255808651447296,
|
|
0.637362539768219,
|
|
0.34254133701324463,
|
|
0.19444438815116882,
|
|
0.4382021129131317,
|
|
0.4293783903121948,
|
|
0.3696681261062622,
|
|
0.20689649879932404,
|
|
0.28402355313301086,
|
|
0.2543351650238037,
|
|
0.39148926734924316,
|
|
0.2193547636270523,
|
|
0.14432983100414276,
|
|
0.5198555588722229,
|
|
0.48756206035614014,
|
|
0.21296289563179016,
|
|
0.28676459193229675,
|
|
0.1333332657814026,
|
|
0.31428563594818115
|
|
],
|
|
"time": 18.093379887752235,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.1258706897497177,
|
|
"val_loss": 4.004027843475342,
|
|
"acc": 34.27,
|
|
"f1": [
|
|
0.6086955070495605,
|
|
0.40972214937210083,
|
|
0.1971830278635025,
|
|
0.13259662687778473,
|
|
0.23809516429901123,
|
|
0.3307085633277893,
|
|
0.3557691276073456,
|
|
0.4044942855834961,
|
|
0.38578668236732483,
|
|
0.47963786125183105,
|
|
0.15384607017040253,
|
|
0.26666656136512756,
|
|
0.3069306015968323,
|
|
0.1857142299413681,
|
|
0.22421517968177795,
|
|
0.2258063703775406,
|
|
0.3603602349758148,
|
|
0.5198236703872681,
|
|
0.24107137322425842,
|
|
0.28712859749794006,
|
|
0.603351891040802,
|
|
0.462584912776947,
|
|
0.314606636762619,
|
|
0.4756755530834198,
|
|
0.6040815114974976,
|
|
0.26395928859710693,
|
|
0.2513660192489624,
|
|
0.2085307389497757,
|
|
0.5445024967193604,
|
|
0.28699544072151184,
|
|
0.42162150144577026,
|
|
0.31249991059303284,
|
|
0.28260859847068787,
|
|
0.2901553809642792,
|
|
0.19631893932819366,
|
|
0.193548321723938,
|
|
0.33532923460006714,
|
|
0.28855711221694946,
|
|
0.19685034453868866,
|
|
0.4342104196548462,
|
|
0.2999999225139618,
|
|
0.5939393043518066,
|
|
0.2771083414554596,
|
|
0.27715346217155457,
|
|
0.16981124877929688,
|
|
0.20325198769569397,
|
|
0.15277770161628723,
|
|
0.4469272196292877,
|
|
0.4550897181034088,
|
|
0.4509802758693695,
|
|
0.15740735828876495,
|
|
0.280373752117157,
|
|
0.5437787175178528,
|
|
0.5561496019363403,
|
|
0.38541653752326965,
|
|
0.12643671035766602,
|
|
0.4787232577800751,
|
|
0.3494423031806946,
|
|
0.4262293577194214,
|
|
0.3018867075443268,
|
|
0.6272187829017639,
|
|
0.4705880880355835,
|
|
0.4799998998641968,
|
|
0.2842104732990265,
|
|
0.145695298910141,
|
|
0.1368420422077179,
|
|
0.1898733526468277,
|
|
0.3265305161476135,
|
|
0.666666567325592,
|
|
0.5065500736236572,
|
|
0.3351350426673889,
|
|
0.511415421962738,
|
|
0.13461533188819885,
|
|
0.4232803285121918,
|
|
0.20588228106498718,
|
|
0.5977010130882263,
|
|
0.5698322653770447,
|
|
0.13824880123138428,
|
|
0.145695298910141,
|
|
0.24999991059303284,
|
|
0.14925366640090942,
|
|
0.30526304244995117,
|
|
0.6399998664855957,
|
|
0.2661289572715759,
|
|
0.239520862698555,
|
|
0.5094338655471802,
|
|
0.44559577107429504,
|
|
0.36649200320243835,
|
|
0.2820512056350708,
|
|
0.31764698028564453,
|
|
0.29319363832473755,
|
|
0.4573989808559418,
|
|
0.2648082971572876,
|
|
0.14117640256881714,
|
|
0.5818180441856384,
|
|
0.4918031394481659,
|
|
0.27433618903160095,
|
|
0.25352105498313904,
|
|
0.12121205776929855,
|
|
0.32330816984176636
|
|
],
|
|
"time": 17.675634783692658,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.17795783281326294,
|
|
"val_loss": 3.757692337036133,
|
|
"acc": 32.73,
|
|
"f1": [
|
|
0.6634145379066467,
|
|
0.39106133580207825,
|
|
0.17194563150405884,
|
|
0.21621613204479218,
|
|
0.211055189371109,
|
|
0.22772268950939178,
|
|
0.31088075041770935,
|
|
0.32704389095306396,
|
|
0.335570365190506,
|
|
0.48167529702186584,
|
|
0.19004517793655396,
|
|
0.22818784415721893,
|
|
0.29189181327819824,
|
|
0.24074065685272217,
|
|
0.13888882100582123,
|
|
0.17241372168064117,
|
|
0.36871495842933655,
|
|
0.4792625606060028,
|
|
0.24120594561100006,
|
|
0.24999991059303284,
|
|
0.5837836861610413,
|
|
0.4999999403953552,
|
|
0.26804113388061523,
|
|
0.33939382433891296,
|
|
0.5972849726676941,
|
|
0.2136751413345337,
|
|
0.21126753091812134,
|
|
0.12857137620449066,
|
|
0.49999988079071045,
|
|
0.34177201986312866,
|
|
0.3981480300426483,
|
|
0.31050220131874084,
|
|
0.24291490018367767,
|
|
0.23853203654289246,
|
|
0.23111103475093842,
|
|
0.12941168248653412,
|
|
0.21518979966640472,
|
|
0.2258063703775406,
|
|
0.20304562151432037,
|
|
0.4361701011657715,
|
|
0.2956520915031433,
|
|
0.5756096839904785,
|
|
0.2312137931585312,
|
|
0.27173903584480286,
|
|
0.16666659712791443,
|
|
0.1655171811580658,
|
|
0.2255638688802719,
|
|
0.4753361940383911,
|
|
0.4886362552642822,
|
|
0.3846152722835541,
|
|
0.22105254232883453,
|
|
0.23115570843219757,
|
|
0.5252523422241211,
|
|
0.548076868057251,
|
|
0.34862375259399414,
|
|
0.09478667378425598,
|
|
0.49315062165260315,
|
|
0.35675665736198425,
|
|
0.40740731358528137,
|
|
0.31506839394569397,
|
|
0.5918366312980652,
|
|
0.4537035822868347,
|
|
0.438016414642334,
|
|
0.30208322405815125,
|
|
0.1497325599193573,
|
|
0.14414407312870026,
|
|
0.20689649879932404,
|
|
0.2404370754957199,
|
|
0.616278886795044,
|
|
0.47138041257858276,
|
|
0.3276835083961487,
|
|
0.5617020726203918,
|
|
0.11814339458942413,
|
|
0.3384614586830139,
|
|
0.1694914698600769,
|
|
0.6105261445045471,
|
|
0.5475284457206726,
|
|
0.16363631188869476,
|
|
0.15714280307292938,
|
|
0.28415289521217346,
|
|
0.1181817501783371,
|
|
0.27322396636009216,
|
|
0.6598983407020569,
|
|
0.3783782720565796,
|
|
0.15238089859485626,
|
|
0.38095226883888245,
|
|
0.3688523471355438,
|
|
0.35074618458747864,
|
|
0.2165604531764984,
|
|
0.3118278682231903,
|
|
0.2771083414554596,
|
|
0.4573642313480377,
|
|
0.19999992847442627,
|
|
0.13749992847442627,
|
|
0.42948710918426514,
|
|
0.41732272505760193,
|
|
0.24390234053134918,
|
|
0.2739725410938263,
|
|
0.07361957430839539,
|
|
0.32388654351234436
|
|
],
|
|
"time": 18.105413016863167,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 0.10769081860780716,
|
|
"val_loss": 3.7163023948669434,
|
|
"acc": 34.84,
|
|
"f1": [
|
|
0.669999897480011,
|
|
0.3917524814605713,
|
|
0.2233501821756363,
|
|
0.16915416717529297,
|
|
0.14864858984947205,
|
|
0.34389129281044006,
|
|
0.2713177502155304,
|
|
0.4315788447856903,
|
|
0.3832334280014038,
|
|
0.5317917466163635,
|
|
0.1635219305753708,
|
|
0.25510191917419434,
|
|
0.34615373611450195,
|
|
0.20987647771835327,
|
|
0.19587622582912445,
|
|
0.16560502350330353,
|
|
0.3734438419342041,
|
|
0.48598119616508484,
|
|
0.24120594561100006,
|
|
0.30125513672828674,
|
|
0.6521738171577454,
|
|
0.4415583312511444,
|
|
0.3402060866355896,
|
|
0.5326631665229797,
|
|
0.6086955666542053,
|
|
0.27999991178512573,
|
|
0.36241599917411804,
|
|
0.21576756238937378,
|
|
0.5221238136291504,
|
|
0.3352600038051605,
|
|
0.4018263518810272,
|
|
0.3043477535247803,
|
|
0.2873562276363373,
|
|
0.30939218401908875,
|
|
0.30909082293510437,
|
|
0.13937276601791382,
|
|
0.30999991297721863,
|
|
0.2233501821756363,
|
|
0.20689646899700165,
|
|
0.4745761454105377,
|
|
0.31730762124061584,
|
|
0.5753422975540161,
|
|
0.2485874742269516,
|
|
0.33333325386047363,
|
|
0.16666659712791443,
|
|
0.17948710918426514,
|
|
0.23021577298641205,
|
|
0.5339365601539612,
|
|
0.5263156294822693,
|
|
0.32432422041893005,
|
|
0.15957440435886383,
|
|
0.29906532168388367,
|
|
0.49729716777801514,
|
|
0.524590015411377,
|
|
0.3563217520713806,
|
|
0.08764934539794922,
|
|
0.4431816637516022,
|
|
0.31279608607292175,
|
|
0.39784935116767883,
|
|
0.32195112109184265,
|
|
0.6859502196311951,
|
|
0.5327101349830627,
|
|
0.46861910820007324,
|
|
0.28048771619796753,
|
|
0.18784524500370026,
|
|
0.18181809782981873,
|
|
0.21296289563179016,
|
|
0.31884050369262695,
|
|
0.6995072364807129,
|
|
0.5185184478759766,
|
|
0.39449530839920044,
|
|
0.5961536765098572,
|
|
0.1028570905327797,
|
|
0.33333319425582886,
|
|
0.23809516429901123,
|
|
0.6010361909866333,
|
|
0.5809522867202759,
|
|
0.13930343091487885,
|
|
0.1438848376274109,
|
|
0.30418241024017334,
|
|
0.15999993681907654,
|
|
0.3133639991283417,
|
|
0.666666567325592,
|
|
0.33333319425582886,
|
|
0.18947362899780273,
|
|
0.4472048580646515,
|
|
0.4095236659049988,
|
|
0.34599146246910095,
|
|
0.1717790812253952,
|
|
0.3389829397201538,
|
|
0.28099164366722107,
|
|
0.46636757254600525,
|
|
0.2099999338388443,
|
|
0.19318175315856934,
|
|
0.6565654873847961,
|
|
0.44210511445999146,
|
|
0.2941175699234009,
|
|
0.29126206040382385,
|
|
0.09333327412605286,
|
|
0.30555546283721924
|
|
],
|
|
"time": 17.889556903392076,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.07509549707174301,
|
|
"val_loss": 3.5780532360076904,
|
|
"acc": 34.74,
|
|
"f1": [
|
|
0.6470587849617004,
|
|
0.46696019172668457,
|
|
0.21768701076507568,
|
|
0.1716737449169159,
|
|
0.19780214130878448,
|
|
0.2536584436893463,
|
|
0.33913031220436096,
|
|
0.3831774890422821,
|
|
0.39090898633003235,
|
|
0.517646849155426,
|
|
0.19689112901687622,
|
|
0.193548321723938,
|
|
0.32584258913993835,
|
|
0.2959182858467102,
|
|
0.23232315480709076,
|
|
0.1747572273015976,
|
|
0.33918121457099915,
|
|
0.4710143804550171,
|
|
0.29473677277565,
|
|
0.2944784462451935,
|
|
0.5828570127487183,
|
|
0.5123152136802673,
|
|
0.35185176134109497,
|
|
0.5242717266082764,
|
|
0.5800864696502686,
|
|
0.22485199570655823,
|
|
0.2999999225139618,
|
|
0.19491519033908844,
|
|
0.5641024112701416,
|
|
0.32704389095306396,
|
|
0.4913792312145233,
|
|
0.33502528071403503,
|
|
0.2564101815223694,
|
|
0.2844826877117157,
|
|
0.23696675896644592,
|
|
0.19428564608097076,
|
|
0.34972667694091797,
|
|
0.22222216427326202,
|
|
0.18604643642902374,
|
|
0.4549761712551117,
|
|
0.34254133701324463,
|
|
0.5913977026939392,
|
|
0.2433861643075943,
|
|
0.31632643938064575,
|
|
0.1452513188123703,
|
|
0.18090447783470154,
|
|
0.17964066565036774,
|
|
0.4777776598930359,
|
|
0.5327101349830627,
|
|
0.3743841052055359,
|
|
0.1849314570426941,
|
|
0.29107969999313354,
|
|
0.43093910813331604,
|
|
0.5701355934143066,
|
|
0.4279834032058716,
|
|
0.12698405981063843,
|
|
0.49090901017189026,
|
|
0.32365134358406067,
|
|
0.3311257064342499,
|
|
0.22950810194015503,
|
|
0.7106597423553467,
|
|
0.4733726978302002,
|
|
0.4734298884868622,
|
|
0.3111110329627991,
|
|
0.15609751641750336,
|
|
0.22222214937210083,
|
|
0.18181811273097992,
|
|
0.31428563594818115,
|
|
0.6594592928886414,
|
|
0.5771142840385437,
|
|
0.36046499013900757,
|
|
0.6009388566017151,
|
|
0.11999993026256561,
|
|
0.29885047674179077,
|
|
0.1731601059436798,
|
|
0.5925924777984619,
|
|
0.6097559928894043,
|
|
0.09722216427326202,
|
|
0.22009563446044922,
|
|
0.29437223076820374,
|
|
0.10256402939558029,
|
|
0.3271027207374573,
|
|
0.6380951404571533,
|
|
0.3469386696815491,
|
|
0.19999994337558746,
|
|
0.43835610151290894,
|
|
0.4276728630065918,
|
|
0.4301074147224426,
|
|
0.22317588329315186,
|
|
0.3277309536933899,
|
|
0.2914571762084961,
|
|
0.47916653752326965,
|
|
0.24580998718738556,
|
|
0.17346931993961334,
|
|
0.6236557960510254,
|
|
0.4338623583316803,
|
|
0.2673266530036926,
|
|
0.26615965366363525,
|
|
0.188888818025589,
|
|
0.4631577730178833
|
|
],
|
|
"time": 18.467365958727896,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.07239416986703873,
|
|
"val_loss": 3.638885021209717,
|
|
"acc": 34.37,
|
|
"f1": [
|
|
0.6327682137489319,
|
|
0.43216070532798767,
|
|
0.18677033483982086,
|
|
0.20118334889411926,
|
|
0.1619046926498413,
|
|
0.30097079277038574,
|
|
0.3208555281162262,
|
|
0.4302324652671814,
|
|
0.3237409293651581,
|
|
0.4999998211860657,
|
|
0.18181811273097992,
|
|
0.24615377187728882,
|
|
0.32335323095321655,
|
|
0.22680403292179108,
|
|
0.22222214937210083,
|
|
0.18390797078609467,
|
|
0.39195966720581055,
|
|
0.4659089744091034,
|
|
0.24844713509082794,
|
|
0.3389829397201538,
|
|
0.6185566186904907,
|
|
0.5060240030288696,
|
|
0.34999990463256836,
|
|
0.4947367310523987,
|
|
0.5630251169204712,
|
|
0.22321420907974243,
|
|
0.2638297379016876,
|
|
0.22549012303352356,
|
|
0.568720281124115,
|
|
0.3043477535247803,
|
|
0.3428570628166199,
|
|
0.3367346227169037,
|
|
0.31645557284355164,
|
|
0.31372541189193726,
|
|
0.20547938346862793,
|
|
0.062111746519804,
|
|
0.34108519554138184,
|
|
0.2597402036190033,
|
|
0.21645015478134155,
|
|
0.46808499097824097,
|
|
0.3369564116001129,
|
|
0.625640869140625,
|
|
0.22857137024402618,
|
|
0.3493449091911316,
|
|
0.12182734906673431,
|
|
0.20087330043315887,
|
|
0.19631893932819366,
|
|
0.4697985351085663,
|
|
0.4814813435077667,
|
|
0.40975597500801086,
|
|
0.16793888807296753,
|
|
0.31645557284355164,
|
|
0.5781989693641663,
|
|
0.5361700654029846,
|
|
0.4018690288066864,
|
|
0.09424077719449997,
|
|
0.505154550075531,
|
|
0.3232322335243225,
|
|
0.41884803771972656,
|
|
0.28695645928382874,
|
|
0.7282050251960754,
|
|
0.5027320981025696,
|
|
0.47474732995033264,
|
|
0.29702961444854736,
|
|
0.14893612265586853,
|
|
0.18181811273097992,
|
|
0.17346931993961334,
|
|
0.28571420907974243,
|
|
0.6979165077209473,
|
|
0.5283017754554749,
|
|
0.39603951573371887,
|
|
0.5464479923248291,
|
|
0.10204074531793594,
|
|
0.2886596620082855,
|
|
0.19791658222675323,
|
|
0.6227543354034424,
|
|
0.6086955666542053,
|
|
0.16666659712791443,
|
|
0.22127652168273926,
|
|
0.27705615758895874,
|
|
0.13636359572410583,
|
|
0.2838708758354187,
|
|
0.6767675280570984,
|
|
0.3563217520713806,
|
|
0.2025315910577774,
|
|
0.395759642124176,
|
|
0.4050631821155548,
|
|
0.4022345542907715,
|
|
0.20512813329696655,
|
|
0.31543615460395813,
|
|
0.26666656136512756,
|
|
0.47524741291999817,
|
|
0.25274714827537537,
|
|
0.21513938903808594,
|
|
0.6027396321296692,
|
|
0.43925222754478455,
|
|
0.2716048061847687,
|
|
0.28440356254577637,
|
|
0.11224482953548431,
|
|
0.3508770763874054
|
|
],
|
|
"time": 18.07372209429741,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 0.08674274384975433,
|
|
"val_loss": 3.676164388656616,
|
|
"acc": 35.31,
|
|
"f1": [
|
|
0.634730339050293,
|
|
0.49484527111053467,
|
|
0.21538454294204712,
|
|
0.21890540421009064,
|
|
0.24669595062732697,
|
|
0.290502667427063,
|
|
0.33992087841033936,
|
|
0.4115225076675415,
|
|
0.372548907995224,
|
|
0.4864863455295563,
|
|
0.21428564190864563,
|
|
0.2694299519062042,
|
|
0.3367346227169037,
|
|
0.28181809186935425,
|
|
0.2312137931585312,
|
|
0.19323663413524628,
|
|
0.393063485622406,
|
|
0.5588234066963196,
|
|
0.26086944341659546,
|
|
0.32558128237724304,
|
|
0.6041665077209473,
|
|
0.553571343421936,
|
|
0.32183900475502014,
|
|
0.4818180501461029,
|
|
0.5963301062583923,
|
|
0.30303022265434265,
|
|
0.30275216698646545,
|
|
0.24691349267959595,
|
|
0.5599998235702515,
|
|
0.3855420649051666,
|
|
0.39999985694885254,
|
|
0.30952370166778564,
|
|
0.28971952199935913,
|
|
0.3117869794368744,
|
|
0.22929932177066803,
|
|
0.1390373706817627,
|
|
0.2888887822628021,
|
|
0.27777767181396484,
|
|
0.2741115987300873,
|
|
0.45226117968559265,
|
|
0.3386242389678955,
|
|
0.5502182841300964,
|
|
0.23350247740745544,
|
|
0.3195265531539917,
|
|
0.14285708963871002,
|
|
0.19689112901687622,
|
|
0.23232315480709076,
|
|
0.4615383744239807,
|
|
0.4919784665107727,
|
|
0.3478260338306427,
|
|
0.20388342440128326,
|
|
0.2790696620941162,
|
|
0.5027320981025696,
|
|
0.5837836861610413,
|
|
0.4307691156864166,
|
|
0.13245026767253876,
|
|
0.5294116735458374,
|
|
0.34736835956573486,
|
|
0.40624988079071045,
|
|
0.3070864975452423,
|
|
0.70588219165802,
|
|
0.5399999022483826,
|
|
0.4596272110939026,
|
|
0.3096773326396942,
|
|
0.1698841005563736,
|
|
0.19433192908763885,
|
|
0.22222214937210083,
|
|
0.22619038820266724,
|
|
0.6892654895782471,
|
|
0.5395347476005554,
|
|
0.44036686420440674,
|
|
0.5621620416641235,
|
|
0.10483863949775696,
|
|
0.3317534327507019,
|
|
0.2066115140914917,
|
|
0.5690376162528992,
|
|
0.6063346862792969,
|
|
0.13017743825912476,
|
|
0.18518511950969696,
|
|
0.2931033670902252,
|
|
0.16030527651309967,
|
|
0.32888880372047424,
|
|
0.710382342338562,
|
|
0.3803679943084717,
|
|
0.1916166990995407,
|
|
0.43555545806884766,
|
|
0.36082467436790466,
|
|
0.4516127407550812,
|
|
0.21551716327667236,
|
|
0.25892847776412964,
|
|
0.28999990224838257,
|
|
0.43749988079071045,
|
|
0.1899440735578537,
|
|
0.20111726224422455,
|
|
0.6451612114906311,
|
|
0.4115754961967468,
|
|
0.2976743280887604,
|
|
0.27777770161628723,
|
|
0.09999993443489075,
|
|
0.3653844892978668
|
|
],
|
|
"time": 18.44051278103143,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 0.035876959562301636,
|
|
"val_loss": 3.6071386337280273,
|
|
"acc": 35.88,
|
|
"f1": [
|
|
0.6161615252494812,
|
|
0.492890864610672,
|
|
0.22222213447093964,
|
|
0.23655906319618225,
|
|
0.22702695429325104,
|
|
0.28947362303733826,
|
|
0.36842095851898193,
|
|
0.3878786563873291,
|
|
0.41935470700263977,
|
|
0.5212765336036682,
|
|
0.20242910087108612,
|
|
0.22988496720790863,
|
|
0.3409090042114258,
|
|
0.26666656136512756,
|
|
0.2673795819282532,
|
|
0.19867542386054993,
|
|
0.4271843731403351,
|
|
0.5463916063308716,
|
|
0.3113771378993988,
|
|
0.23809516429901123,
|
|
0.6508874893188477,
|
|
0.5150213837623596,
|
|
0.32804223895072937,
|
|
0.5294116139411926,
|
|
0.604255199432373,
|
|
0.24242417514324188,
|
|
0.2124999314546585,
|
|
0.24120594561100006,
|
|
0.5192306637763977,
|
|
0.3495144844055176,
|
|
0.39069753885269165,
|
|
0.32291656732559204,
|
|
0.31999990344047546,
|
|
0.29585790634155273,
|
|
0.236453115940094,
|
|
0.13380277156829834,
|
|
0.35102033615112305,
|
|
0.2722512185573578,
|
|
0.24074065685272217,
|
|
0.5026176571846008,
|
|
0.3636362552642822,
|
|
0.6183573603630066,
|
|
0.2541435658931732,
|
|
0.29585790634155273,
|
|
0.16888882219791412,
|
|
0.19555547833442688,
|
|
0.19889496266841888,
|
|
0.4837207794189453,
|
|
0.525139570236206,
|
|
0.40217384696006775,
|
|
0.2037036269903183,
|
|
0.29951682686805725,
|
|
0.520408034324646,
|
|
0.5775861144065857,
|
|
0.4550263583660126,
|
|
0.09248548746109009,
|
|
0.3999999165534973,
|
|
0.3609755337238312,
|
|
0.4410255253314972,
|
|
0.3386242389678955,
|
|
0.7322402596473694,
|
|
0.4733726978302002,
|
|
0.488262802362442,
|
|
0.24999991059303284,
|
|
0.20388342440128326,
|
|
0.1675977110862732,
|
|
0.1846153289079666,
|
|
0.29694315791130066,
|
|
0.6666665077209473,
|
|
0.5135133862495422,
|
|
0.4338623583316803,
|
|
0.6173911690711975,
|
|
0.11173177510499954,
|
|
0.3853210210800171,
|
|
0.20408155024051666,
|
|
0.5636362433433533,
|
|
0.6173911690711975,
|
|
0.1546391248703003,
|
|
0.212290421128273,
|
|
0.309859037399292,
|
|
0.14285708963871002,
|
|
0.33918121457099915,
|
|
0.6700506210327148,
|
|
0.3510637581348419,
|
|
0.24154582619667053,
|
|
0.48205116391181946,
|
|
0.44444429874420166,
|
|
0.42051267623901367,
|
|
0.2105262726545334,
|
|
0.35416656732559204,
|
|
0.2812499403953552,
|
|
0.4255318343639374,
|
|
0.18867920339107513,
|
|
0.1866665780544281,
|
|
0.5714285373687744,
|
|
0.4530385434627533,
|
|
0.2731706500053406,
|
|
0.2999999225139618,
|
|
0.14468081295490265,
|
|
0.3563217520713806
|
|
],
|
|
"time": 18.123232333920896,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 0.04738686978816986,
|
|
"val_loss": 3.480205774307251,
|
|
"acc": 36.5,
|
|
"f1": [
|
|
0.6229507327079773,
|
|
0.45901623368263245,
|
|
0.25274714827537537,
|
|
0.19178076088428497,
|
|
0.2824857831001282,
|
|
0.3096233606338501,
|
|
0.3352600038051605,
|
|
0.4550263583660126,
|
|
0.3959389626979828,
|
|
0.4347825050354004,
|
|
0.18390797078609467,
|
|
0.2705881595611572,
|
|
0.3411763310432434,
|
|
0.2617800235748291,
|
|
0.2694299519062042,
|
|
0.21596238017082214,
|
|
0.36065563559532166,
|
|
0.5463916063308716,
|
|
0.3617020547389984,
|
|
0.2944161295890808,
|
|
0.619999885559082,
|
|
0.5339365601539612,
|
|
0.36111101508140564,
|
|
0.5368419289588928,
|
|
0.6565654873847961,
|
|
0.1914893090724945,
|
|
0.30303022265434265,
|
|
0.2583731412887573,
|
|
0.49999988079071045,
|
|
0.3657141625881195,
|
|
0.3940885663032532,
|
|
0.3504272401332855,
|
|
0.3024389147758484,
|
|
0.3228698670864105,
|
|
0.236453115940094,
|
|
0.12499994039535522,
|
|
0.3923443853855133,
|
|
0.2702701687812805,
|
|
0.23232315480709076,
|
|
0.45810040831565857,
|
|
0.40935659408569336,
|
|
0.6229507327079773,
|
|
0.2054053246974945,
|
|
0.3495144844055176,
|
|
0.21839071810245514,
|
|
0.1899440735578537,
|
|
0.2580644190311432,
|
|
0.43999987840652466,
|
|
0.5118482112884521,
|
|
0.3267972767353058,
|
|
0.22222214937210083,
|
|
0.29245272278785706,
|
|
0.5471696853637695,
|
|
0.5034482479095459,
|
|
0.41711217164993286,
|
|
0.11764700710773468,
|
|
0.5357141494750977,
|
|
0.34234222769737244,
|
|
0.4873095452785492,
|
|
0.3295453190803528,
|
|
0.7487177848815918,
|
|
0.5418717861175537,
|
|
0.45128190517425537,
|
|
0.35714277625083923,
|
|
0.2066115140914917,
|
|
0.16080394387245178,
|
|
0.1810344010591507,
|
|
0.2378377616405487,
|
|
0.7177032232284546,
|
|
0.5056602954864502,
|
|
0.39999985694885254,
|
|
0.6376810669898987,
|
|
0.11822652816772461,
|
|
0.3837208151817322,
|
|
0.2525251507759094,
|
|
0.6022725701332092,
|
|
0.579710066318512,
|
|
0.12048186361789703,
|
|
0.23963125050067902,
|
|
0.323809415102005,
|
|
0.12669678032398224,
|
|
0.3319147825241089,
|
|
0.6422017216682434,
|
|
0.3478259742259979,
|
|
0.22784802317619324,
|
|
0.4837207794189453,
|
|
0.40191373229026794,
|
|
0.38222211599349976,
|
|
0.23728805780410767,
|
|
0.3231440484523773,
|
|
0.28712859749794006,
|
|
0.49999988079071045,
|
|
0.2959640622138977,
|
|
0.1438848376274109,
|
|
0.5991901755332947,
|
|
0.4684683382511139,
|
|
0.29245272278785706,
|
|
0.30597007274627686,
|
|
0.13402055203914642,
|
|
0.34977567195892334
|
|
],
|
|
"time": 17.961099095642567,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 0.0475187711417675,
|
|
"val_loss": 3.6573171615600586,
|
|
"acc": 35.54,
|
|
"f1": [
|
|
0.6599999070167542,
|
|
0.41007187962532043,
|
|
0.213483065366745,
|
|
0.27329182624816895,
|
|
0.2780747711658478,
|
|
0.2833332419395447,
|
|
0.35483860969543457,
|
|
0.4179103374481201,
|
|
0.43575406074523926,
|
|
0.45263150334358215,
|
|
0.2065216600894928,
|
|
0.23280414938926697,
|
|
0.31746023893356323,
|
|
0.22929932177066803,
|
|
0.17616572976112366,
|
|
0.23744283616542816,
|
|
0.3522725999355316,
|
|
0.4871794283390045,
|
|
0.2528734505176544,
|
|
0.28846150636672974,
|
|
0.6526314616203308,
|
|
0.5560536980628967,
|
|
0.382978618144989,
|
|
0.45263150334358215,
|
|
0.5806450843811035,
|
|
0.21834053099155426,
|
|
0.2774565517902374,
|
|
0.2127658873796463,
|
|
0.5388599634170532,
|
|
0.33333322405815125,
|
|
0.4684683382511139,
|
|
0.30208322405815125,
|
|
0.27615058422088623,
|
|
0.299465149641037,
|
|
0.3016759157180786,
|
|
0.11702121049165726,
|
|
0.3894736170768738,
|
|
0.2566037178039551,
|
|
0.24669595062732697,
|
|
0.45887434482574463,
|
|
0.33939382433891296,
|
|
0.580357015132904,
|
|
0.22797919809818268,
|
|
0.36018943786621094,
|
|
0.1485147923231125,
|
|
0.19004517793655396,
|
|
0.18749994039535522,
|
|
0.4670657217502594,
|
|
0.5465114712715149,
|
|
0.44210511445999146,
|
|
0.15238089859485626,
|
|
0.3276835083961487,
|
|
0.5320196151733398,
|
|
0.5961536765098572,
|
|
0.4230768382549286,
|
|
0.10928954929113388,
|
|
0.48587560653686523,
|
|
0.3179915249347687,
|
|
0.38271594047546387,
|
|
0.3516482412815094,
|
|
0.7700533270835876,
|
|
0.5263156890869141,
|
|
0.43999987840652466,
|
|
0.28220847249031067,
|
|
0.15686269104480743,
|
|
0.19178074598312378,
|
|
0.1704544872045517,
|
|
0.26666656136512756,
|
|
0.7177032232284546,
|
|
0.5412842631340027,
|
|
0.33802807331085205,
|
|
0.5308640599250793,
|
|
0.08743163198232651,
|
|
0.3557691276073456,
|
|
0.23529402911663055,
|
|
0.5614033937454224,
|
|
0.6197181344032288,
|
|
0.12765949964523315,
|
|
0.2094240039587021,
|
|
0.30555546283721924,
|
|
0.12499994039535522,
|
|
0.2718445658683777,
|
|
0.6435642242431641,
|
|
0.41884803771972656,
|
|
0.25906726717948914,
|
|
0.4687499403953552,
|
|
0.3952568471431732,
|
|
0.39999985694885254,
|
|
0.228260800242424,
|
|
0.3286384046077728,
|
|
0.26455017924308777,
|
|
0.4509802758693695,
|
|
0.1836734265089035,
|
|
0.20320846140384674,
|
|
0.6521738171577454,
|
|
0.47846877574920654,
|
|
0.29464277625083923,
|
|
0.28310492634773254,
|
|
0.12716756761074066,
|
|
0.3677128851413727
|
|
],
|
|
"time": 17.930691035464406,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 0.04590655490756035,
|
|
"val_loss": 3.380239486694336,
|
|
"acc": 34.99,
|
|
"f1": [
|
|
0.6766167879104614,
|
|
0.40170925855636597,
|
|
0.19047614932060242,
|
|
0.23376615345478058,
|
|
0.2181817591190338,
|
|
0.34108519554138184,
|
|
0.36180898547172546,
|
|
0.37499991059303284,
|
|
0.41758227348327637,
|
|
0.4242422878742218,
|
|
0.15028895437717438,
|
|
0.26136353611946106,
|
|
0.3351954519748688,
|
|
0.2084941565990448,
|
|
0.19780214130878448,
|
|
0.21698106825351715,
|
|
0.3831774890422821,
|
|
0.4855490028858185,
|
|
0.2722512185573578,
|
|
0.33684200048446655,
|
|
0.6010361909866333,
|
|
0.534031331539154,
|
|
0.35675665736198425,
|
|
0.48039206862449646,
|
|
0.6018517017364502,
|
|
0.1682242453098297,
|
|
0.2829267382621765,
|
|
0.23140490055084229,
|
|
0.5560536980628967,
|
|
0.3419688045978546,
|
|
0.41474640369415283,
|
|
0.3144652843475342,
|
|
0.314606636762619,
|
|
0.30120471119880676,
|
|
0.2731706500053406,
|
|
0.15999993681907654,
|
|
0.3999998867511749,
|
|
0.20175431668758392,
|
|
0.275229275226593,
|
|
0.42352932691574097,
|
|
0.30456843972206116,
|
|
0.562211811542511,
|
|
0.2976189851760864,
|
|
0.36559128761291504,
|
|
0.12851400673389435,
|
|
0.1809954047203064,
|
|
0.19108274579048157,
|
|
0.4782607853412628,
|
|
0.5384613871574402,
|
|
0.4154588282108307,
|
|
0.16346149146556854,
|
|
0.2962961792945862,
|
|
0.4930231273174286,
|
|
0.6018517017364502,
|
|
0.4222221076488495,
|
|
0.08484841883182526,
|
|
0.4550263583660126,
|
|
0.367346853017807,
|
|
0.3956833779811859,
|
|
0.32369929552078247,
|
|
0.7230044603347778,
|
|
0.4659089744091034,
|
|
0.4730289578437805,
|
|
0.31249991059303284,
|
|
0.13017743825912476,
|
|
0.20408155024051666,
|
|
0.19767434895038605,
|
|
0.2634729743003845,
|
|
0.6826921701431274,
|
|
0.48091593384742737,
|
|
0.32558128237724304,
|
|
0.5411763787269592,
|
|
0.1279069036245346,
|
|
0.31249991059303284,
|
|
0.2037036269903183,
|
|
0.5825241804122925,
|
|
0.5595237016677856,
|
|
0.10526309162378311,
|
|
0.17021268606185913,
|
|
0.29213473200798035,
|
|
0.14207643270492554,
|
|
0.3232322335243225,
|
|
0.6288208365440369,
|
|
0.43362823128700256,
|
|
0.188888818025589,
|
|
0.4090907871723175,
|
|
0.43298953771591187,
|
|
0.4120170772075653,
|
|
0.21463409066200256,
|
|
0.3247862458229065,
|
|
0.2528734505176544,
|
|
0.45414838194847107,
|
|
0.21874994039535522,
|
|
0.1951218843460083,
|
|
0.5643152594566345,
|
|
0.46861910820007324,
|
|
0.2117646485567093,
|
|
0.3502824008464813,
|
|
0.17391300201416016,
|
|
0.3014492094516754
|
|
],
|
|
"time": 18.121839486062527,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.03794066235423088,
|
|
"val_loss": 3.6871485710144043,
|
|
"acc": 35.88,
|
|
"f1": [
|
|
0.6739128828048706,
|
|
0.47321414947509766,
|
|
0.26086947321891785,
|
|
0.19999992847442627,
|
|
0.2046510875225067,
|
|
0.30337071418762207,
|
|
0.37999987602233887,
|
|
0.39631327986717224,
|
|
0.4083768427371979,
|
|
0.4731181561946869,
|
|
0.16666659712791443,
|
|
0.2561575770378113,
|
|
0.3414632976055145,
|
|
0.2872926890850067,
|
|
0.2347417026758194,
|
|
0.2424241602420807,
|
|
0.4238409399986267,
|
|
0.47107425332069397,
|
|
0.29473677277565,
|
|
0.3152172863483429,
|
|
0.6122447848320007,
|
|
0.5276594758033752,
|
|
0.34254133701324463,
|
|
0.5145629644393921,
|
|
0.6268655061721802,
|
|
0.20657269656658173,
|
|
0.2891565263271332,
|
|
0.23346298933029175,
|
|
0.5561496019363403,
|
|
0.3383083641529083,
|
|
0.42708319425582886,
|
|
0.37864065170288086,
|
|
0.26262614130973816,
|
|
0.3179486393928528,
|
|
0.3248729705810547,
|
|
0.09523804485797882,
|
|
0.3711339235305786,
|
|
0.30630621314048767,
|
|
0.2629106938838959,
|
|
0.4919784665107727,
|
|
0.393063485622406,
|
|
0.5809522867202759,
|
|
0.2736841142177582,
|
|
0.3482586145401001,
|
|
0.1891890913248062,
|
|
0.16326524317264557,
|
|
0.2181817591190338,
|
|
0.45555540919303894,
|
|
0.535353422164917,
|
|
0.3934425115585327,
|
|
0.15920390188694,
|
|
0.30051806569099426,
|
|
0.5630251169204712,
|
|
0.5814977288246155,
|
|
0.4545453190803528,
|
|
0.13131305575370789,
|
|
0.4656083285808563,
|
|
0.32579174637794495,
|
|
0.4186045527458191,
|
|
0.24539868533611298,
|
|
0.7184464335441589,
|
|
0.4717947542667389,
|
|
0.4189721941947937,
|
|
0.2653060257434845,
|
|
0.19004517793655396,
|
|
0.1970442682504654,
|
|
0.1734103411436081,
|
|
0.282828152179718,
|
|
0.6129031181335449,
|
|
0.49146750569343567,
|
|
0.2824857831001282,
|
|
0.6161615252494812,
|
|
0.15116271376609802,
|
|
0.3999998867511749,
|
|
0.22549012303352356,
|
|
0.5486724376678467,
|
|
0.6161615252494812,
|
|
0.14007778465747833,
|
|
0.193548321723938,
|
|
0.2870812714099884,
|
|
0.140350803732872,
|
|
0.3144652843475342,
|
|
0.6046510338783264,
|
|
0.3601531684398651,
|
|
0.23923437297344208,
|
|
0.4694834351539612,
|
|
0.49999988079071045,
|
|
0.3999999165534973,
|
|
0.16666659712791443,
|
|
0.3152708411216736,
|
|
0.326315701007843,
|
|
0.4646463394165039,
|
|
0.26315784454345703,
|
|
0.16091948747634888,
|
|
0.6666665077209473,
|
|
0.4705881178379059,
|
|
0.23696675896644592,
|
|
0.28272244334220886,
|
|
0.0983605906367302,
|
|
0.3943660855293274
|
|
],
|
|
"time": 18.277966922149062,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 0.049825262278318405,
|
|
"val_loss": 3.5556728839874268,
|
|
"acc": 35.77,
|
|
"f1": [
|
|
0.6413041353225708,
|
|
0.41284388303756714,
|
|
0.236453115940094,
|
|
0.2513660192489624,
|
|
0.21186435222625732,
|
|
0.294573575258255,
|
|
0.35135123133659363,
|
|
0.4041449725627899,
|
|
0.45197728276252747,
|
|
0.4279474914073944,
|
|
0.19101116061210632,
|
|
0.27083322405815125,
|
|
0.3211008310317993,
|
|
0.28971952199935913,
|
|
0.21834053099155426,
|
|
0.20895515382289886,
|
|
0.38888877630233765,
|
|
0.491227924823761,
|
|
0.33532923460006714,
|
|
0.2972972095012665,
|
|
0.5849055051803589,
|
|
0.5213268995285034,
|
|
0.32075464725494385,
|
|
0.5217390656471252,
|
|
0.6249998807907104,
|
|
0.22099439799785614,
|
|
0.262857049703598,
|
|
0.2659573554992676,
|
|
0.5410627126693726,
|
|
0.31325289607048035,
|
|
0.44444435834884644,
|
|
0.3084111213684082,
|
|
0.31764698028564453,
|
|
0.2611939311027527,
|
|
0.2872926890850067,
|
|
0.2096773386001587,
|
|
0.35675665736198425,
|
|
0.28019312024116516,
|
|
0.2547169029712677,
|
|
0.49019595980644226,
|
|
0.35064926743507385,
|
|
0.5989846587181091,
|
|
0.25396814942359924,
|
|
0.34042543172836304,
|
|
0.17283941805362701,
|
|
0.14213192462921143,
|
|
0.19480513036251068,
|
|
0.4852069914340973,
|
|
0.5294116139411926,
|
|
0.3908045291900635,
|
|
0.20869559049606323,
|
|
0.3101603388786316,
|
|
0.5670101642608643,
|
|
0.5444443225860596,
|
|
0.46332037448883057,
|
|
0.11458326876163483,
|
|
0.550898015499115,
|
|
0.3265305459499359,
|
|
0.46017688512802124,
|
|
0.39603951573371887,
|
|
0.6731706857681274,
|
|
0.4499998986721039,
|
|
0.4670049846172333,
|
|
0.280373752117157,
|
|
0.1835748255252838,
|
|
0.18579228222370148,
|
|
0.1789472997188568,
|
|
0.3314915895462036,
|
|
0.6349205374717712,
|
|
0.4980236291885376,
|
|
0.3555554449558258,
|
|
0.6011558771133423,
|
|
0.08805025368928909,
|
|
0.38144323229789734,
|
|
0.21621613204479218,
|
|
0.600858211517334,
|
|
0.5789473056793213,
|
|
0.15853650867938995,
|
|
0.18181809782981873,
|
|
0.29319363832473755,
|
|
0.12549012899398804,
|
|
0.27083322405815125,
|
|
0.6310158967971802,
|
|
0.4042551815509796,
|
|
0.22797919809818268,
|
|
0.4311925768852234,
|
|
0.40552979707717896,
|
|
0.38709667325019836,
|
|
0.2061854749917984,
|
|
0.37696322798728943,
|
|
0.3386242389678955,
|
|
0.467661589384079,
|
|
0.22680403292179108,
|
|
0.18633535504341125,
|
|
0.5528453588485718,
|
|
0.5053762197494507,
|
|
0.33480167388916016,
|
|
0.32941165566444397,
|
|
0.11055269837379456,
|
|
0.3579765260219574
|
|
],
|
|
"time": 18.0487920679152,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 0.043071482330560684,
|
|
"val_loss": 3.3603925704956055,
|
|
"acc": 37.07,
|
|
"f1": [
|
|
0.6538460850715637,
|
|
0.418032705783844,
|
|
0.2786068916320801,
|
|
0.17610056698322296,
|
|
0.2522521913051605,
|
|
0.29906532168388367,
|
|
0.3942306339740753,
|
|
0.3999998867511749,
|
|
0.4019606411457062,
|
|
0.4999998211860657,
|
|
0.14906825125217438,
|
|
0.2727271616458893,
|
|
0.3535352647304535,
|
|
0.2572613060474396,
|
|
0.24472565948963165,
|
|
0.2673795819282532,
|
|
0.37433144450187683,
|
|
0.5099998712539673,
|
|
0.39583319425582886,
|
|
0.2834007143974304,
|
|
0.6262625455856323,
|
|
0.5596328973770142,
|
|
0.38775497674942017,
|
|
0.49785396456718445,
|
|
0.6380951404571533,
|
|
0.2376236915588379,
|
|
0.36529669165611267,
|
|
0.26666656136512756,
|
|
0.5560973882675171,
|
|
0.3493974804878235,
|
|
0.4387753903865814,
|
|
0.324607253074646,
|
|
0.3076922297477722,
|
|
0.34599146246910095,
|
|
0.2333332598209381,
|
|
0.21719448268413544,
|
|
0.3553718030452728,
|
|
0.23387089371681213,
|
|
0.30120471119880676,
|
|
0.4949493706226349,
|
|
0.3414633274078369,
|
|
0.6387433409690857,
|
|
0.2914571762084961,
|
|
0.32539674639701843,
|
|
0.21989519894123077,
|
|
0.1683167666196823,
|
|
0.21794864535331726,
|
|
0.46835434436798096,
|
|
0.5208331942558289,
|
|
0.41474640369415283,
|
|
0.21343867480754852,
|
|
0.33606547117233276,
|
|
0.5800864696502686,
|
|
0.6502462029457092,
|
|
0.43946176767349243,
|
|
0.09729723632335663,
|
|
0.5414363145828247,
|
|
0.3478259742259979,
|
|
0.47115376591682434,
|
|
0.327868789434433,
|
|
0.7282050251960754,
|
|
0.5520831942558289,
|
|
0.48913031816482544,
|
|
0.27329182624816895,
|
|
0.14444437623023987,
|
|
0.188888818025589,
|
|
0.20192298293113708,
|
|
0.29629620909690857,
|
|
0.6562498807907104,
|
|
0.5350876450538635,
|
|
0.39215680956840515,
|
|
0.5681816935539246,
|
|
0.15525108575820923,
|
|
0.331707239151001,
|
|
0.2526314854621887,
|
|
0.6009851098060608,
|
|
0.6467660069465637,
|
|
0.06060601398348808,
|
|
0.23076915740966797,
|
|
0.2944161295890808,
|
|
0.12631572782993317,
|
|
0.32258057594299316,
|
|
0.6478871703147888,
|
|
0.38775497674942017,
|
|
0.18079088628292084,
|
|
0.4406778812408447,
|
|
0.43243229389190674,
|
|
0.40692633390426636,
|
|
0.2954544425010681,
|
|
0.3068180978298187,
|
|
0.34972667694091797,
|
|
0.4705880880355835,
|
|
0.22485199570655823,
|
|
0.13496926426887512,
|
|
0.6341462135314941,
|
|
0.48387083411216736,
|
|
0.2636362612247467,
|
|
0.30597007274627686,
|
|
0.15053758025169373,
|
|
0.32748526334762573
|
|
],
|
|
"time": 18.26380256842822,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 0.03876563534140587,
|
|
"val_loss": 3.567446231842041,
|
|
"acc": 37.08,
|
|
"f1": [
|
|
0.6103284358978271,
|
|
0.4573989808559418,
|
|
0.2065216600894928,
|
|
0.27649760246276855,
|
|
0.19672125577926636,
|
|
0.29629620909690857,
|
|
0.36458322405815125,
|
|
0.46231144666671753,
|
|
0.43349742889404297,
|
|
0.47715723514556885,
|
|
0.23021577298641205,
|
|
0.2906976044178009,
|
|
0.35820886492729187,
|
|
0.239999920129776,
|
|
0.193548321723938,
|
|
0.26041656732559204,
|
|
0.4018690288066864,
|
|
0.46391740441322327,
|
|
0.34554967284202576,
|
|
0.26046502590179443,
|
|
0.6321242451667786,
|
|
0.5614033937454224,
|
|
0.3999999463558197,
|
|
0.5608464479446411,
|
|
0.619999885559082,
|
|
0.25233638286590576,
|
|
0.290502667427063,
|
|
0.253807008266449,
|
|
0.5485712885856628,
|
|
0.32369929552078247,
|
|
0.45871543884277344,
|
|
0.3677128851413727,
|
|
0.3084576427936554,
|
|
0.37999987602233887,
|
|
0.2340424805879593,
|
|
0.20320846140384674,
|
|
0.3957218527793884,
|
|
0.24060142040252686,
|
|
0.24299058318138123,
|
|
0.5263156890869141,
|
|
0.39130425453186035,
|
|
0.5940592885017395,
|
|
0.26794248819351196,
|
|
0.3386242389678955,
|
|
0.13829779624938965,
|
|
0.2072538137435913,
|
|
0.18749994039535522,
|
|
0.5414363145828247,
|
|
0.46445485949516296,
|
|
0.45643141865730286,
|
|
0.21862342953681946,
|
|
0.34374991059303284,
|
|
0.5384615063667297,
|
|
0.6601940989494324,
|
|
0.40485823154449463,
|
|
0.11363628506660461,
|
|
0.563535749912262,
|
|
0.32804223895072937,
|
|
0.3832334280014038,
|
|
0.3975902497768402,
|
|
0.6926827430725098,
|
|
0.595959484577179,
|
|
0.4903845191001892,
|
|
0.28181809186935425,
|
|
0.143540620803833,
|
|
0.1764705330133438,
|
|
0.21323524415493011,
|
|
0.2444443702697754,
|
|
0.6699027419090271,
|
|
0.5405403971672058,
|
|
0.38190943002700806,
|
|
0.5894736051559448,
|
|
0.10958896577358246,
|
|
0.390243798494339,
|
|
0.24545449018478394,
|
|
0.6183573603630066,
|
|
0.5583332777023315,
|
|
0.1673639565706253,
|
|
0.19101116061210632,
|
|
0.28846150636672974,
|
|
0.17346931993961334,
|
|
0.33502528071403503,
|
|
0.6600984334945679,
|
|
0.3478259742259979,
|
|
0.2576685845851898,
|
|
0.4561402499675751,
|
|
0.4897957742214203,
|
|
0.3939392864704132,
|
|
0.25688064098358154,
|
|
0.33755266666412354,
|
|
0.29473677277565,
|
|
0.44444432854652405,
|
|
0.2333332598209381,
|
|
0.21951214969158173,
|
|
0.6041665077209473,
|
|
0.4834122061729431,
|
|
0.35978829860687256,
|
|
0.3240739703178406,
|
|
0.10714279115200043,
|
|
0.3874344527721405
|
|
],
|
|
"time": 17.800641565583646,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 0.012899773195385933,
|
|
"val_loss": 3.3757739067077637,
|
|
"acc": 36.74,
|
|
"f1": [
|
|
0.6956520080566406,
|
|
0.4545453190803528,
|
|
0.210526242852211,
|
|
0.20224712789058685,
|
|
0.20560741424560547,
|
|
0.28019312024116516,
|
|
0.4024389386177063,
|
|
0.4670049846172333,
|
|
0.3478260040283203,
|
|
0.49999988079071045,
|
|
0.24418595433235168,
|
|
0.2603549063205719,
|
|
0.3999998867511749,
|
|
0.20238088071346283,
|
|
0.251308798789978,
|
|
0.2603549063205719,
|
|
0.4269661605358124,
|
|
0.4734298884868622,
|
|
0.3315507173538208,
|
|
0.29951682686805725,
|
|
0.6326529383659363,
|
|
0.5502182841300964,
|
|
0.3383083641529083,
|
|
0.48559659719467163,
|
|
0.6288658380508423,
|
|
0.19607838988304138,
|
|
0.35051536560058594,
|
|
0.26785707473754883,
|
|
0.5513511896133423,
|
|
0.32432422041893005,
|
|
0.4615383446216583,
|
|
0.3711339235305786,
|
|
0.34234222769737244,
|
|
0.3131312429904938,
|
|
0.2731276750564575,
|
|
0.1641024947166443,
|
|
0.33502528071403503,
|
|
0.2739725410938263,
|
|
0.23134320974349976,
|
|
0.5287355184555054,
|
|
0.3369564116001129,
|
|
0.6321242451667786,
|
|
0.29665064811706543,
|
|
0.3703702688217163,
|
|
0.16326524317264557,
|
|
0.2105262577533722,
|
|
0.17073164880275726,
|
|
0.5076140761375427,
|
|
0.4942527115345001,
|
|
0.4031006693840027,
|
|
0.23589736223220825,
|
|
0.31638407707214355,
|
|
0.4835163354873657,
|
|
0.6170212030410767,
|
|
0.4541061818599701,
|
|
0.11282043904066086,
|
|
0.5757573843002319,
|
|
0.29585790634155273,
|
|
0.41052618622779846,
|
|
0.37130793929100037,
|
|
0.7142855525016785,
|
|
0.556212842464447,
|
|
0.4766837954521179,
|
|
0.30046939849853516,
|
|
0.13157890737056732,
|
|
0.18811874091625214,
|
|
0.2488478720188141,
|
|
0.314606636762619,
|
|
0.6666665077209473,
|
|
0.5357142090797424,
|
|
0.4158414602279663,
|
|
0.4142855703830719,
|
|
0.1450776606798172,
|
|
0.3686273694038391,
|
|
0.21395343542099,
|
|
0.6574072241783142,
|
|
0.6538460850715637,
|
|
0.20588228106498718,
|
|
0.14965979754924774,
|
|
0.31390124559402466,
|
|
0.13157887756824493,
|
|
0.2870369255542755,
|
|
0.6574072241783142,
|
|
0.38376373052597046,
|
|
0.19277101755142212,
|
|
0.5235601663589478,
|
|
0.4598929286003113,
|
|
0.4031006693840027,
|
|
0.22009563446044922,
|
|
0.31932762265205383,
|
|
0.30541861057281494,
|
|
0.4851484000682831,
|
|
0.20858889818191528,
|
|
0.1916166990995407,
|
|
0.5818180441856384,
|
|
0.4873095452785492,
|
|
0.31372541189193726,
|
|
0.2999999225139618,
|
|
0.10476183891296387,
|
|
0.36269423365592957
|
|
],
|
|
"time": 18.111564932391047,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 0.00863981805741787,
|
|
"val_loss": 3.2157397270202637,
|
|
"acc": 37.26,
|
|
"f1": [
|
|
0.6435642242431641,
|
|
0.44239622354507446,
|
|
0.24489787220954895,
|
|
0.19318175315856934,
|
|
0.21621613204479218,
|
|
0.29803910851478577,
|
|
0.3603602349758148,
|
|
0.43999987840652466,
|
|
0.419999897480011,
|
|
0.48958322405815125,
|
|
0.2622949779033661,
|
|
0.22485199570655823,
|
|
0.3626372814178467,
|
|
0.2575106620788574,
|
|
0.26881712675094604,
|
|
0.28571417927742004,
|
|
0.413043349981308,
|
|
0.5136610269546509,
|
|
0.2812499403953552,
|
|
0.30046939849853516,
|
|
0.6170212030410767,
|
|
0.5327101349830627,
|
|
0.4191615581512451,
|
|
0.5833331942558289,
|
|
0.6432158946990967,
|
|
0.23469379544258118,
|
|
0.3315507173538208,
|
|
0.2755904495716095,
|
|
0.5999998450279236,
|
|
0.37373724579811096,
|
|
0.46632111072540283,
|
|
0.3675675094127655,
|
|
0.34482747316360474,
|
|
0.2736841142177582,
|
|
0.28571420907974243,
|
|
0.21800939738750458,
|
|
0.37320560216903687,
|
|
0.27102795243263245,
|
|
0.23529402911663055,
|
|
0.5333331823348999,
|
|
0.3186812400817871,
|
|
0.6249998807907104,
|
|
0.26415085792541504,
|
|
0.3369564116001129,
|
|
0.180851012468338,
|
|
0.20833326876163483,
|
|
0.2117646485567093,
|
|
0.5026736855506897,
|
|
0.5743588209152222,
|
|
0.40579700469970703,
|
|
0.17840369045734406,
|
|
0.33333322405815125,
|
|
0.5701355934143066,
|
|
0.5781989693641663,
|
|
0.4873095452785492,
|
|
0.13636359572410583,
|
|
0.520408034324646,
|
|
0.33918121457099915,
|
|
0.4324323236942291,
|
|
0.3999998867511749,
|
|
0.6909089088439941,
|
|
0.5505616068840027,
|
|
0.42696622014045715,
|
|
0.314606636762619,
|
|
0.2021275758743286,
|
|
0.2485205978155136,
|
|
0.2256409376859665,
|
|
0.32941165566444397,
|
|
0.6698111891746521,
|
|
0.526829183101654,
|
|
0.39705875515937805,
|
|
0.522612988948822,
|
|
0.13095231354236603,
|
|
0.33606547117233276,
|
|
0.20657269656658173,
|
|
0.6326529383659363,
|
|
0.6178008913993835,
|
|
0.1497325599193573,
|
|
0.18487389385700226,
|
|
0.28846150636672974,
|
|
0.13725484907627106,
|
|
0.30097079277038574,
|
|
0.6176469922065735,
|
|
0.3384614586830139,
|
|
0.22222214937210083,
|
|
0.49999988079071045,
|
|
0.4411763548851013,
|
|
0.42708319425582886,
|
|
0.21256029605865479,
|
|
0.3454544246196747,
|
|
0.2980768382549286,
|
|
0.47008538246154785,
|
|
0.19277101755142212,
|
|
0.251308798789978,
|
|
0.6326529383659363,
|
|
0.45226117968559265,
|
|
0.29189181327819824,
|
|
0.3299999237060547,
|
|
0.1584157794713974,
|
|
0.35416656732559204
|
|
],
|
|
"time": 18.423818782903254,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 0.005389523226767778,
|
|
"val_loss": 3.2861416339874268,
|
|
"acc": 36.76,
|
|
"f1": [
|
|
0.6499998569488525,
|
|
0.43678149580955505,
|
|
0.22988496720790863,
|
|
0.19999992847442627,
|
|
0.21538454294204712,
|
|
0.329670250415802,
|
|
0.3111110329627991,
|
|
0.4516127407550812,
|
|
0.3983401656150818,
|
|
0.494381844997406,
|
|
0.2404370754957199,
|
|
0.2774565517902374,
|
|
0.36815908551216125,
|
|
0.217391237616539,
|
|
0.22950810194015503,
|
|
0.24615377187728882,
|
|
0.4262293577194214,
|
|
0.5066665410995483,
|
|
0.36190465092658997,
|
|
0.31372541189193726,
|
|
0.6524062752723694,
|
|
0.5022025108337402,
|
|
0.38862547278404236,
|
|
0.5339365601539612,
|
|
0.5899998545646667,
|
|
0.21390368044376373,
|
|
0.34224584698677063,
|
|
0.23963125050067902,
|
|
0.6113988757133484,
|
|
0.3522725999355316,
|
|
0.46031734347343445,
|
|
0.326315701007843,
|
|
0.35748788714408875,
|
|
0.3383083641529083,
|
|
0.2643677294254303,
|
|
0.1604277491569519,
|
|
0.3350784480571747,
|
|
0.26548662781715393,
|
|
0.20814472436904907,
|
|
0.5092591643333435,
|
|
0.3699420988559723,
|
|
0.6069650650024414,
|
|
0.2834007143974304,
|
|
0.3398057222366333,
|
|
0.17204295098781586,
|
|
0.18719203770160675,
|
|
0.25730982422828674,
|
|
0.5148513317108154,
|
|
0.5714284777641296,
|
|
0.41984719038009644,
|
|
0.1764705330133438,
|
|
0.3267325758934021,
|
|
0.526829183101654,
|
|
0.5698322653770447,
|
|
0.42290738224983215,
|
|
0.11282043904066086,
|
|
0.5527637004852295,
|
|
0.327868789434433,
|
|
0.4142010807991028,
|
|
0.36559128761291504,
|
|
0.6999998688697815,
|
|
0.5683058500289917,
|
|
0.47368407249450684,
|
|
0.36464083194732666,
|
|
0.1596243679523468,
|
|
0.19540224969387054,
|
|
0.23175960779190063,
|
|
0.27118635177612305,
|
|
0.6702701449394226,
|
|
0.5658535361289978,
|
|
0.39153432846069336,
|
|
0.46478861570358276,
|
|
0.1395348161458969,
|
|
0.3157893717288971,
|
|
0.21097040176391602,
|
|
0.6565654873847961,
|
|
0.6595743298530579,
|
|
0.1365852952003479,
|
|
0.22549012303352356,
|
|
0.30357134342193604,
|
|
0.11594196408987045,
|
|
0.2786068916320801,
|
|
0.6305417418479919,
|
|
0.32584258913993835,
|
|
0.23728805780410767,
|
|
0.5108224153518677,
|
|
0.48803818225860596,
|
|
0.4081631302833557,
|
|
0.25570768117904663,
|
|
0.33333325386047363,
|
|
0.278026819229126,
|
|
0.4537814259529114,
|
|
0.23595495522022247,
|
|
0.1990049034357071,
|
|
0.629441499710083,
|
|
0.4835163354873657,
|
|
0.23595495522022247,
|
|
0.2883720099925995,
|
|
0.10909084975719452,
|
|
0.3482586145401001
|
|
],
|
|
"time": 18.068075851537287,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 0.004688403569161892,
|
|
"val_loss": 3.208695411682129,
|
|
"acc": 37.91,
|
|
"f1": [
|
|
0.6424869298934937,
|
|
0.48799988627433777,
|
|
0.228260800242424,
|
|
0.20833326876163483,
|
|
0.2536584436893463,
|
|
0.3248729705810547,
|
|
0.3557691276073456,
|
|
0.43564343452453613,
|
|
0.4499998688697815,
|
|
0.4950493574142456,
|
|
0.18079088628292084,
|
|
0.2692306637763977,
|
|
0.35359105467796326,
|
|
0.20304562151432037,
|
|
0.2403845638036728,
|
|
0.2797926664352417,
|
|
0.38043469190597534,
|
|
0.4684683382511139,
|
|
0.33333322405815125,
|
|
0.33333325386047363,
|
|
0.649214506149292,
|
|
0.5423727631568909,
|
|
0.38251355290412903,
|
|
0.5232066512107849,
|
|
0.6599999070167542,
|
|
0.24175815284252167,
|
|
0.3855420649051666,
|
|
0.2488037496805191,
|
|
0.5821594595909119,
|
|
0.34972667694091797,
|
|
0.502282977104187,
|
|
0.3699999153614044,
|
|
0.3317534327507019,
|
|
0.3272726535797119,
|
|
0.2751321792602539,
|
|
0.1773398518562317,
|
|
0.36956506967544556,
|
|
0.264317125082016,
|
|
0.22672058641910553,
|
|
0.5632182359695435,
|
|
0.3756905198097229,
|
|
0.6169153451919556,
|
|
0.2561575770378113,
|
|
0.3186812400817871,
|
|
0.1773398518562317,
|
|
0.17877088487148285,
|
|
0.21518979966640472,
|
|
0.5714284777641296,
|
|
0.5588234066963196,
|
|
0.4132230579853058,
|
|
0.19642849266529083,
|
|
0.3248729705810547,
|
|
0.5714284777641296,
|
|
0.6108372807502747,
|
|
0.46017688512802124,
|
|
0.11214946955442429,
|
|
0.5306121110916138,
|
|
0.37499991059303284,
|
|
0.47826072573661804,
|
|
0.38862547278404236,
|
|
0.7129628658294678,
|
|
0.505154550075531,
|
|
0.4586465358734131,
|
|
0.3389829397201538,
|
|
0.1862744390964508,
|
|
0.21428564190864563,
|
|
0.21463409066200256,
|
|
0.36559128761291504,
|
|
0.6666665077209473,
|
|
0.5662099123001099,
|
|
0.35643553733825684,
|
|
0.5238093733787537,
|
|
0.1325300633907318,
|
|
0.34224584698677063,
|
|
0.21649475395679474,
|
|
0.6666665077209473,
|
|
0.592920184135437,
|
|
0.19417467713356018,
|
|
0.24489787220954895,
|
|
0.3253587782382965,
|
|
0.13471496105194092,
|
|
0.3208555281162262,
|
|
0.6203702688217163,
|
|
0.34042540192604065,
|
|
0.2543351650238037,
|
|
0.46428558230400085,
|
|
0.4311925768852234,
|
|
0.4401912987232208,
|
|
0.26900574564933777,
|
|
0.31730762124061584,
|
|
0.2629106938838959,
|
|
0.5023254752159119,
|
|
0.2513660192489624,
|
|
0.16766461730003357,
|
|
0.6415093541145325,
|
|
0.4646463394165039,
|
|
0.2887699604034424,
|
|
0.3018867075443268,
|
|
0.14364632964134216,
|
|
0.4148934781551361
|
|
],
|
|
"time": 18.03704619500786,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 0.0057389382272958755,
|
|
"val_loss": 3.1099178791046143,
|
|
"acc": 38.3,
|
|
"f1": [
|
|
0.6464645266532898,
|
|
0.4488188326358795,
|
|
0.2244897186756134,
|
|
0.24489787220954895,
|
|
0.23204411566257477,
|
|
0.3157893717288971,
|
|
0.368663489818573,
|
|
0.5185183882713318,
|
|
0.43349742889404297,
|
|
0.5185183882713318,
|
|
0.20238088071346283,
|
|
0.26666659116744995,
|
|
0.3894736170768738,
|
|
0.2371133416891098,
|
|
0.1989527940750122,
|
|
0.2886596620082855,
|
|
0.39999985694885254,
|
|
0.5170730352401733,
|
|
0.2944161295890808,
|
|
0.35071080923080444,
|
|
0.6594592928886414,
|
|
0.5405403971672058,
|
|
0.38674020767211914,
|
|
0.5631066560745239,
|
|
0.6633662581443787,
|
|
0.22857137024402618,
|
|
0.3295453190803528,
|
|
0.2457626312971115,
|
|
0.6305417418479919,
|
|
0.37158459424972534,
|
|
0.5067872405052185,
|
|
0.3692306876182556,
|
|
0.3083699643611908,
|
|
0.29292917251586914,
|
|
0.2810809910297394,
|
|
0.2243901938199997,
|
|
0.37185919284820557,
|
|
0.3286384046077728,
|
|
0.23728807270526886,
|
|
0.5764704942703247,
|
|
0.39548009634017944,
|
|
0.6176469922065735,
|
|
0.26666656136512756,
|
|
0.37373724579811096,
|
|
0.17821775376796722,
|
|
0.19672125577926636,
|
|
0.19883033633232117,
|
|
0.5320196151733398,
|
|
0.5786800384521484,
|
|
0.40579700469970703,
|
|
0.2264150083065033,
|
|
0.3478260338306427,
|
|
0.5588234066963196,
|
|
0.5814977288246155,
|
|
0.4573989808559418,
|
|
0.10999993234872818,
|
|
0.5380709171295166,
|
|
0.345177561044693,
|
|
0.45054933428764343,
|
|
0.3775508999824524,
|
|
0.6880732178688049,
|
|
0.5490195155143738,
|
|
0.43049317598342896,
|
|
0.309278279542923,
|
|
0.21004560589790344,
|
|
0.1773398518562317,
|
|
0.22797919809818268,
|
|
0.3510637581348419,
|
|
0.6601940989494324,
|
|
0.5486724376678467,
|
|
0.3419688045978546,
|
|
0.5937498807907104,
|
|
0.1290321946144104,
|
|
0.3800903856754303,
|
|
0.22797919809818268,
|
|
0.669999897480011,
|
|
0.666666567325592,
|
|
0.18348616361618042,
|
|
0.22891558706760406,
|
|
0.30150744318962097,
|
|
0.1333332657814026,
|
|
0.29951682686805725,
|
|
0.639593780040741,
|
|
0.3534882664680481,
|
|
0.24137921631336212,
|
|
0.4788731336593628,
|
|
0.4487804174423218,
|
|
0.4734298884868622,
|
|
0.26315781474113464,
|
|
0.36018943786621094,
|
|
0.31884050369262695,
|
|
0.511415421962738,
|
|
0.25906726717948914,
|
|
0.1899440735578537,
|
|
0.6350710391998291,
|
|
0.46999987959861755,
|
|
0.2769230008125305,
|
|
0.29702961444854736,
|
|
0.14432983100414276,
|
|
0.39325833320617676
|
|
],
|
|
"time": 17.632099309936166,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 0.003402356058359146,
|
|
"val_loss": 3.112874746322632,
|
|
"acc": 38.51,
|
|
"f1": [
|
|
0.6451612114906311,
|
|
0.46376800537109375,
|
|
0.23529404401779175,
|
|
0.23170723021030426,
|
|
0.2436547577381134,
|
|
0.3196346163749695,
|
|
0.38914018869400024,
|
|
0.4666665494441986,
|
|
0.4140968322753906,
|
|
0.4999998211860657,
|
|
0.20118334889411926,
|
|
0.2976189851760864,
|
|
0.38578668236732483,
|
|
0.251308798789978,
|
|
0.2403845638036728,
|
|
0.2810809910297394,
|
|
0.42528724670410156,
|
|
0.4905658960342407,
|
|
0.324607253074646,
|
|
0.32195112109184265,
|
|
0.633165717124939,
|
|
0.5648146867752075,
|
|
0.3979056477546692,
|
|
0.5217390656471252,
|
|
0.6635512709617615,
|
|
0.23232315480709076,
|
|
0.38918909430503845,
|
|
0.2690582275390625,
|
|
0.5940592885017395,
|
|
0.34254133701324463,
|
|
0.4903845191001892,
|
|
0.3794870972633362,
|
|
0.33684200048446655,
|
|
0.3253587782382965,
|
|
0.29473677277565,
|
|
0.20304562151432037,
|
|
0.34999990463256836,
|
|
0.2895926535129547,
|
|
0.21238930523395538,
|
|
0.5148513317108154,
|
|
0.4262293577194214,
|
|
0.6095237135887146,
|
|
0.22807011008262634,
|
|
0.3823528587818146,
|
|
0.1584157794713974,
|
|
0.1938774734735489,
|
|
0.19875767827033997,
|
|
0.5177663564682007,
|
|
0.5846152901649475,
|
|
0.372548907995224,
|
|
0.23175960779190063,
|
|
0.35467973351478577,
|
|
0.53465336561203,
|
|
0.6082947254180908,
|
|
0.4573989808559418,
|
|
0.1028570905327797,
|
|
0.5320196151733398,
|
|
0.3414633274078369,
|
|
0.46808499097824097,
|
|
0.40609124302864075,
|
|
0.6999998688697815,
|
|
0.5445543527603149,
|
|
0.45833322405815125,
|
|
0.31764698028564453,
|
|
0.18811874091625214,
|
|
0.1799999475479126,
|
|
0.24154582619667053,
|
|
0.3369564116001129,
|
|
0.6701029539108276,
|
|
0.5688071846961975,
|
|
0.39622631669044495,
|
|
0.5654449462890625,
|
|
0.14379078149795532,
|
|
0.3804876506328583,
|
|
0.2699999213218689,
|
|
0.6766167879104614,
|
|
0.653465211391449,
|
|
0.1365852952003479,
|
|
0.21890540421009064,
|
|
0.321428507566452,
|
|
0.13186806440353394,
|
|
0.32989683747291565,
|
|
0.616071343421936,
|
|
0.4075828194618225,
|
|
0.24418595433235168,
|
|
0.4827585518360138,
|
|
0.48167529702186584,
|
|
0.45360812544822693,
|
|
0.24999991059303284,
|
|
0.36123335361480713,
|
|
0.32432422041893005,
|
|
0.5045870542526245,
|
|
0.2673795819282532,
|
|
0.18390797078609467,
|
|
0.6320753693580627,
|
|
0.49484527111053467,
|
|
0.26881712675094604,
|
|
0.3091786503791809,
|
|
0.12631572782993317,
|
|
0.4222221076488495
|
|
],
|
|
"time": 18.10959405452013,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 0.00631837360560894,
|
|
"val_loss": 3.0257368087768555,
|
|
"acc": 38.44,
|
|
"f1": [
|
|
0.6341462135314941,
|
|
0.45535701513290405,
|
|
0.2598869204521179,
|
|
0.2234041839838028,
|
|
0.23463678359985352,
|
|
0.32579174637794495,
|
|
0.3523808717727661,
|
|
0.4623654782772064,
|
|
0.4292682111263275,
|
|
0.47761180996894836,
|
|
0.18784524500370026,
|
|
0.2807016372680664,
|
|
0.3999999165534973,
|
|
0.2256409376859665,
|
|
0.2512076497077942,
|
|
0.28571417927742004,
|
|
0.3999999165534973,
|
|
0.4999999403953552,
|
|
0.3157893717288971,
|
|
0.3394494354724884,
|
|
0.6524062752723694,
|
|
0.5286343097686768,
|
|
0.423912912607193,
|
|
0.5177663564682007,
|
|
0.6567163467407227,
|
|
0.236453115940094,
|
|
0.3352600038051605,
|
|
0.2723003923892975,
|
|
0.5915491580963135,
|
|
0.3350784480571747,
|
|
0.4306567907333374,
|
|
0.38578668236732483,
|
|
0.3348836302757263,
|
|
0.3474177420139313,
|
|
0.2783504128456116,
|
|
0.21698106825351715,
|
|
0.3736262619495392,
|
|
0.30357134342193604,
|
|
0.21100911498069763,
|
|
0.5164833664894104,
|
|
0.39583319425582886,
|
|
0.624390184879303,
|
|
0.26804113388061523,
|
|
0.3809523284435272,
|
|
0.18579228222370148,
|
|
0.18279562890529633,
|
|
0.24175815284252167,
|
|
0.5531913042068481,
|
|
0.5742572546005249,
|
|
0.4195120930671692,
|
|
0.2368420511484146,
|
|
0.35532984137535095,
|
|
0.5876776576042175,
|
|
0.6197181344032288,
|
|
0.45414838194847107,
|
|
0.1081080436706543,
|
|
0.5319147706031799,
|
|
0.3578946590423584,
|
|
0.46632111072540283,
|
|
0.38043469190597534,
|
|
0.7227722406387329,
|
|
0.5599998831748962,
|
|
0.47321414947509766,
|
|
0.3195875287055969,
|
|
0.19469019770622253,
|
|
0.17021268606185913,
|
|
0.24870456755161285,
|
|
0.37623751163482666,
|
|
0.6865670084953308,
|
|
0.5432097911834717,
|
|
0.37864065170288086,
|
|
0.5325441956520081,
|
|
0.15686267614364624,
|
|
0.35714274644851685,
|
|
0.2872926890850067,
|
|
0.6407765746116638,
|
|
0.6538460850715637,
|
|
0.1407034695148468,
|
|
0.19631893932819366,
|
|
0.3148147463798523,
|
|
0.13131305575370789,
|
|
0.306122362613678,
|
|
0.6197181344032288,
|
|
0.372548907995224,
|
|
0.2333332598209381,
|
|
0.4814813435077667,
|
|
0.45833322405815125,
|
|
0.44339612126350403,
|
|
0.2843136191368103,
|
|
0.3431371748447418,
|
|
0.30541861057281494,
|
|
0.4736841320991516,
|
|
0.2653060257434845,
|
|
0.19393931329250336,
|
|
0.6249998807907104,
|
|
0.4717947542667389,
|
|
0.2967032194137573,
|
|
0.31884050369262695,
|
|
0.1405404806137085,
|
|
0.41346144676208496
|
|
],
|
|
"time": 18.04947532247752,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 0.006129665765911341,
|
|
"val_loss": 3.139173746109009,
|
|
"acc": 38.78,
|
|
"f1": [
|
|
0.6735749840736389,
|
|
0.4782607853412628,
|
|
0.25510191917419434,
|
|
0.24691346287727356,
|
|
0.26041656732559204,
|
|
0.341666579246521,
|
|
0.3707316219806671,
|
|
0.5074625611305237,
|
|
0.44670039415359497,
|
|
0.5197739005088806,
|
|
0.19565211236476898,
|
|
0.2987011969089508,
|
|
0.42857128381729126,
|
|
0.22330091893672943,
|
|
0.23036640882492065,
|
|
0.2722512185573578,
|
|
0.4262293577194214,
|
|
0.5238093733787537,
|
|
0.35483860969543457,
|
|
0.3157894015312195,
|
|
0.6564101576805115,
|
|
0.5446427464485168,
|
|
0.41269823908805847,
|
|
0.5555554032325745,
|
|
0.6439023613929749,
|
|
0.2488037496805191,
|
|
0.34972667694091797,
|
|
0.26399993896484375,
|
|
0.6099998950958252,
|
|
0.35978829860687256,
|
|
0.4596773386001587,
|
|
0.37433144450187683,
|
|
0.3148147463798523,
|
|
0.30270257592201233,
|
|
0.2762430012226105,
|
|
0.2477063536643982,
|
|
0.3711339235305786,
|
|
0.30331745743751526,
|
|
0.2434781938791275,
|
|
0.5310733318328857,
|
|
0.37305691838264465,
|
|
0.6231154203414917,
|
|
0.2741115987300873,
|
|
0.3487178385257721,
|
|
0.21568621695041656,
|
|
0.1818181276321411,
|
|
0.20359273254871368,
|
|
0.5380709171295166,
|
|
0.596858561038971,
|
|
0.4242423474788666,
|
|
0.22966498136520386,
|
|
0.36111101508140564,
|
|
0.5631066560745239,
|
|
0.6103284358978271,
|
|
0.45414838194847107,
|
|
0.10416660457849503,
|
|
0.529999852180481,
|
|
0.3555554449558258,
|
|
0.4502616822719574,
|
|
0.38144323229789734,
|
|
0.7297295928001404,
|
|
0.5492226481437683,
|
|
0.4736841320991516,
|
|
0.3369564116001129,
|
|
0.1809523105621338,
|
|
0.17204295098781586,
|
|
0.20765019953250885,
|
|
0.29245272278785706,
|
|
0.6907215118408203,
|
|
0.5454544425010681,
|
|
0.3999998867511749,
|
|
0.5560973882675171,
|
|
0.1509433388710022,
|
|
0.3522725999355316,
|
|
0.24390237033367157,
|
|
0.688171923160553,
|
|
0.6979165077209473,
|
|
0.17346931993961334,
|
|
0.21428564190864563,
|
|
0.28712859749794006,
|
|
0.12972965836524963,
|
|
0.30621999502182007,
|
|
0.642857015132904,
|
|
0.3517586886882782,
|
|
0.23529404401779175,
|
|
0.48484838008880615,
|
|
0.46938762068748474,
|
|
0.4854367673397064,
|
|
0.238805890083313,
|
|
0.36206886172294617,
|
|
0.3047617971897125,
|
|
0.46551719307899475,
|
|
0.27218925952911377,
|
|
0.2116401493549347,
|
|
0.6399998664855957,
|
|
0.48430484533309937,
|
|
0.28415289521217346,
|
|
0.32352936267852783,
|
|
0.1290322095155716,
|
|
0.41935470700263977
|
|
],
|
|
"time": 18.262845043092966,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 0.00398661382496357,
|
|
"val_loss": 2.9538633823394775,
|
|
"acc": 38.81,
|
|
"f1": [
|
|
0.6559138894081116,
|
|
0.5023254752159119,
|
|
0.2444443702697754,
|
|
0.262857049703598,
|
|
0.2211054563522339,
|
|
0.34234222769737244,
|
|
0.3899998664855957,
|
|
0.4717947542667389,
|
|
0.4200912117958069,
|
|
0.5028570294380188,
|
|
0.21714277565479279,
|
|
0.3037973642349243,
|
|
0.40206170082092285,
|
|
0.2115383893251419,
|
|
0.2780747711658478,
|
|
0.28415289521217346,
|
|
0.4022987186908722,
|
|
0.5402842164039612,
|
|
0.36082467436790466,
|
|
0.3265305161476135,
|
|
0.6497460603713989,
|
|
0.5423727631568909,
|
|
0.43298953771591187,
|
|
0.548076868057251,
|
|
0.6504853367805481,
|
|
0.24390237033367157,
|
|
0.34224584698677063,
|
|
0.28571420907974243,
|
|
0.6178008913993835,
|
|
0.34224584698677063,
|
|
0.45581385493278503,
|
|
0.3798881769180298,
|
|
0.3431371748447418,
|
|
0.31088075041770935,
|
|
0.29166659712791443,
|
|
0.21256029605865479,
|
|
0.40659332275390625,
|
|
0.2882882058620453,
|
|
0.23255807161331177,
|
|
0.5380709171295166,
|
|
0.3763439953327179,
|
|
0.6310677528381348,
|
|
0.25116273760795593,
|
|
0.3251230716705322,
|
|
0.20487797260284424,
|
|
0.21890540421009064,
|
|
0.2025315761566162,
|
|
0.520408034324646,
|
|
0.5812807083129883,
|
|
0.4504503309726715,
|
|
0.23963125050067902,
|
|
0.3364485204219818,
|
|
0.5603863000869751,
|
|
0.6095237135887146,
|
|
0.4837207794189453,
|
|
0.08376957476139069,
|
|
0.5333331823348999,
|
|
0.3555554449558258,
|
|
0.4491977095603943,
|
|
0.3827749788761139,
|
|
0.7348835468292236,
|
|
0.5230767726898193,
|
|
0.4811319410800934,
|
|
0.3152172863483429,
|
|
0.19417467713356018,
|
|
0.180851012468338,
|
|
0.22222214937210083,
|
|
0.34224584698677063,
|
|
0.6979165077209473,
|
|
0.5551019906997681,
|
|
0.4137929677963257,
|
|
0.5656563639640808,
|
|
0.16455689072608948,
|
|
0.32558128237724304,
|
|
0.2436547577381134,
|
|
0.6735749840736389,
|
|
0.6984125375747681,
|
|
0.1722487509250641,
|
|
0.21999992430210114,
|
|
0.30541861057281494,
|
|
0.12359543144702911,
|
|
0.31775689125061035,
|
|
0.6339284181594849,
|
|
0.37681150436401367,
|
|
0.23863628506660461,
|
|
0.48333320021629333,
|
|
0.4585364758968353,
|
|
0.4630540609359741,
|
|
0.2264150083065033,
|
|
0.3414632976055145,
|
|
0.3084576427936554,
|
|
0.4867255389690399,
|
|
0.28723397850990295,
|
|
0.228260800242424,
|
|
0.6435642242431641,
|
|
0.46363624930381775,
|
|
0.25555548071861267,
|
|
0.33497530221939087,
|
|
0.13402055203914642,
|
|
0.40217384696006775
|
|
],
|
|
"time": 18.05148713570088,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 0.003522382117807865,
|
|
"val_loss": 3.0911004543304443,
|
|
"acc": 39.22,
|
|
"f1": [
|
|
0.6594592928886414,
|
|
0.5277776718139648,
|
|
0.24999991059303284,
|
|
0.21118006110191345,
|
|
0.2736841142177582,
|
|
0.3318384885787964,
|
|
0.3923443853855133,
|
|
0.4899998903274536,
|
|
0.41346144676208496,
|
|
0.49729716777801514,
|
|
0.21965309977531433,
|
|
0.2692306637763977,
|
|
0.4123710095882416,
|
|
0.24870456755161285,
|
|
0.2525251507759094,
|
|
0.28571420907974243,
|
|
0.4111110270023346,
|
|
0.528846025466919,
|
|
0.3419688045978546,
|
|
0.31428563594818115,
|
|
0.6564101576805115,
|
|
0.5398228764533997,
|
|
0.4148934781551361,
|
|
0.5596328973770142,
|
|
0.6507176160812378,
|
|
0.2424241602420807,
|
|
0.37777766585350037,
|
|
0.2723003923892975,
|
|
0.6262625455856323,
|
|
0.34554967284202576,
|
|
0.4504503309726715,
|
|
0.3692306876182556,
|
|
0.35416656732559204,
|
|
0.30097079277038574,
|
|
0.2967032194137573,
|
|
0.25490185618400574,
|
|
0.41711217164993286,
|
|
0.2935778796672821,
|
|
0.23188398778438568,
|
|
0.5157893896102905,
|
|
0.4198893904685974,
|
|
0.6403939127922058,
|
|
0.26046502590179443,
|
|
0.3487178385257721,
|
|
0.1683167666196823,
|
|
0.21857915818691254,
|
|
0.2124999314546585,
|
|
0.5247523188591003,
|
|
0.5714284777641296,
|
|
0.4271843731403351,
|
|
0.24107137322425842,
|
|
0.33816415071487427,
|
|
0.5539904832839966,
|
|
0.6291078925132751,
|
|
0.4799998998641968,
|
|
0.10695181041955948,
|
|
0.5283017754554749,
|
|
0.3626372814178467,
|
|
0.4550263583660126,
|
|
0.3557691276073456,
|
|
0.7441859841346741,
|
|
0.5472635626792908,
|
|
0.48598119616508484,
|
|
0.3157894015312195,
|
|
0.19230762124061584,
|
|
0.180851012468338,
|
|
0.23076917231082916,
|
|
0.319248765707016,
|
|
0.7156862020492554,
|
|
0.602620005607605,
|
|
0.39805811643600464,
|
|
0.5925924777984619,
|
|
0.15757569670677185,
|
|
0.37558677792549133,
|
|
0.25510191917419434,
|
|
0.6808508634567261,
|
|
0.6699506640434265,
|
|
0.19095470011234283,
|
|
0.19791658222675323,
|
|
0.31730762124061584,
|
|
0.12371128052473068,
|
|
0.30999991297721863,
|
|
0.6396394968032837,
|
|
0.37999987602233887,
|
|
0.2173912227153778,
|
|
0.48739489912986755,
|
|
0.48484835028648376,
|
|
0.4923075735569,
|
|
0.2580644190311432,
|
|
0.3448275029659271,
|
|
0.3251230716705322,
|
|
0.46610158681869507,
|
|
0.2736841142177582,
|
|
0.24120594561100006,
|
|
0.6570047736167908,
|
|
0.47474732995033264,
|
|
0.2722512185573578,
|
|
0.31390124559402466,
|
|
0.15217386186122894,
|
|
0.4059404730796814
|
|
],
|
|
"time": 17.78832295536995,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 0.0035233928356319666,
|
|
"val_loss": 2.9331328868865967,
|
|
"acc": 39.1,
|
|
"f1": [
|
|
0.6528496146202087,
|
|
0.5112106204032898,
|
|
0.24870456755161285,
|
|
0.22950810194015503,
|
|
0.24999991059303284,
|
|
0.33480167388916016,
|
|
0.3738316595554352,
|
|
0.4873095452785492,
|
|
0.4410255253314972,
|
|
0.4947367310523987,
|
|
0.21714277565479279,
|
|
0.2948717176914215,
|
|
0.41884803771972656,
|
|
0.23589736223220825,
|
|
0.23350247740745544,
|
|
0.29319363832473755,
|
|
0.41758227348327637,
|
|
0.5321099162101746,
|
|
0.32352936267852783,
|
|
0.323809415102005,
|
|
0.6596857309341431,
|
|
0.5398228764533997,
|
|
0.41711217164993286,
|
|
0.5511109828948975,
|
|
0.6635943651199341,
|
|
0.24999991059303284,
|
|
0.3276835083961487,
|
|
0.26415085792541504,
|
|
0.619289219379425,
|
|
0.3529410660266876,
|
|
0.47963786125183105,
|
|
0.40206170082092285,
|
|
0.3495144844055176,
|
|
0.32352936267852783,
|
|
0.30051806569099426,
|
|
0.23188398778438568,
|
|
0.4086019992828369,
|
|
0.2949307858943939,
|
|
0.21463409066200256,
|
|
0.524590015411377,
|
|
0.4382021129131317,
|
|
0.6432158946990967,
|
|
0.2686566412448883,
|
|
0.3523315489292145,
|
|
0.17616572976112366,
|
|
0.21874994039535522,
|
|
0.21965309977531433,
|
|
0.53465336561203,
|
|
0.5999999046325684,
|
|
0.44670039415359497,
|
|
0.21596238017082214,
|
|
0.3316582143306732,
|
|
0.5660375952720642,
|
|
0.6036034822463989,
|
|
0.4595744013786316,
|
|
0.11827950179576874,
|
|
0.5257730484008789,
|
|
0.35820886492729187,
|
|
0.4382021129131317,
|
|
0.38190943002700806,
|
|
0.7323941588401794,
|
|
0.529999852180481,
|
|
0.47963786125183105,
|
|
0.3111110329627991,
|
|
0.1990049034357071,
|
|
0.17525766789913177,
|
|
0.24083760380744934,
|
|
0.32195112109184265,
|
|
0.6899998784065247,
|
|
0.5689654350280762,
|
|
0.3923443853855133,
|
|
0.5789472460746765,
|
|
0.16184966266155243,
|
|
0.3363635540008545,
|
|
0.2436547577381134,
|
|
0.6597937345504761,
|
|
0.6457397937774658,
|
|
0.17142851650714874,
|
|
0.20224712789058685,
|
|
0.31067952513694763,
|
|
0.12499994039535522,
|
|
0.32160791754722595,
|
|
0.6425337791442871,
|
|
0.3775508999824524,
|
|
0.2181817591190338,
|
|
0.5023254752159119,
|
|
0.5026176571846008,
|
|
0.47761180996894836,
|
|
0.2731706500053406,
|
|
0.35135123133659363,
|
|
0.3131312429904938,
|
|
0.4845814108848572,
|
|
0.2653060257434845,
|
|
0.20895515382289886,
|
|
0.6415093541145325,
|
|
0.4537035822868347,
|
|
0.31088075041770935,
|
|
0.32352936267852783,
|
|
0.16580304503440857,
|
|
0.40404030680656433
|
|
],
|
|
"time": 17.931654326617718,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 0.003627586178481579,
|
|
"val_loss": 2.867344617843628,
|
|
"acc": 39.34,
|
|
"f1": [
|
|
0.6599999070167542,
|
|
0.5042734146118164,
|
|
0.24870456755161285,
|
|
0.22093015909194946,
|
|
0.2564101815223694,
|
|
0.3448275029659271,
|
|
0.37499985098838806,
|
|
0.4873095452785492,
|
|
0.43216070532798767,
|
|
0.4795917272567749,
|
|
0.21839071810245514,
|
|
0.2820512056350708,
|
|
0.39378228783607483,
|
|
0.2780747711658478,
|
|
0.23834188282489777,
|
|
0.28571417927742004,
|
|
0.43850257992744446,
|
|
0.5333331823348999,
|
|
0.32195112109184265,
|
|
0.323809415102005,
|
|
0.6666665077209473,
|
|
0.5575219988822937,
|
|
0.41711217164993286,
|
|
0.5296802520751953,
|
|
0.6572768688201904,
|
|
0.2376236915588379,
|
|
0.34883710741996765,
|
|
0.24999991059303284,
|
|
0.613065242767334,
|
|
0.36559128761291504,
|
|
0.4495411515235901,
|
|
0.3999999165534973,
|
|
0.3482586145401001,
|
|
0.32195112109184265,
|
|
0.31249991059303284,
|
|
0.2536584436893463,
|
|
0.4108106791973114,
|
|
0.3084111213684082,
|
|
0.22330091893672943,
|
|
0.5317917466163635,
|
|
0.4248703718185425,
|
|
0.6432158946990967,
|
|
0.26804113388061523,
|
|
0.34920626878738403,
|
|
0.1855669468641281,
|
|
0.2072538137435913,
|
|
0.213483065366745,
|
|
0.526829183101654,
|
|
0.5999999046325684,
|
|
0.4401912987232208,
|
|
0.2521738111972809,
|
|
0.3286384046077728,
|
|
0.5619046092033386,
|
|
0.6036034822463989,
|
|
0.4727271497249603,
|
|
0.13483139872550964,
|
|
0.5578945875167847,
|
|
0.36871495842933655,
|
|
0.47368407249450684,
|
|
0.3940885663032532,
|
|
0.7155961990356445,
|
|
0.5373133420944214,
|
|
0.4827585518360138,
|
|
0.3208555281162262,
|
|
0.1909089982509613,
|
|
0.1725887656211853,
|
|
0.2513660192489624,
|
|
0.3251230716705322,
|
|
0.6956520080566406,
|
|
0.5702126026153564,
|
|
0.3939392864704132,
|
|
0.5816324949264526,
|
|
0.17721512913703918,
|
|
0.35454532504081726,
|
|
0.2446807622909546,
|
|
0.6451612114906311,
|
|
0.6388887763023376,
|
|
0.18269222974777222,
|
|
0.21590900421142578,
|
|
0.323809415102005,
|
|
0.13829779624938965,
|
|
0.3084576427936554,
|
|
0.6425337791442871,
|
|
0.38095229864120483,
|
|
0.22988496720790863,
|
|
0.49350637197494507,
|
|
0.49214646220207214,
|
|
0.4854367673397064,
|
|
0.29126206040382385,
|
|
0.34389129281044006,
|
|
0.3018867075443268,
|
|
0.46861910820007324,
|
|
0.2722512185573578,
|
|
0.2099999338388443,
|
|
0.6473428606987,
|
|
0.48167529702186584,
|
|
0.3076922297477722,
|
|
0.3286384046077728,
|
|
0.14130428433418274,
|
|
0.39378228783607483
|
|
],
|
|
"time": 18.3226177720353,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.003995050676167011,
|
|
"val_loss": 2.811675786972046,
|
|
"acc": 39.42,
|
|
"f1": [
|
|
0.6562498807907104,
|
|
0.5333332419395447,
|
|
0.24598921835422516,
|
|
0.22093015909194946,
|
|
0.25870639085769653,
|
|
0.3534882664680481,
|
|
0.39805811643600464,
|
|
0.4827585518360138,
|
|
0.4607328474521637,
|
|
0.5027320981025696,
|
|
0.22471901774406433,
|
|
0.3026314675807953,
|
|
0.4145076870918274,
|
|
0.26041656732559204,
|
|
0.24489787220954895,
|
|
0.27777770161628723,
|
|
0.43181803822517395,
|
|
0.5321099162101746,
|
|
0.3269230127334595,
|
|
0.323809415102005,
|
|
0.6530610918998718,
|
|
0.5414846539497375,
|
|
0.41711217164993286,
|
|
0.5607475638389587,
|
|
0.6411482095718384,
|
|
0.23115570843219757,
|
|
0.3575417995452881,
|
|
0.26728102564811707,
|
|
0.6169153451919556,
|
|
0.35675665736198425,
|
|
0.4705880880355835,
|
|
0.39583319425582886,
|
|
0.3535352647304535,
|
|
0.31067952513694763,
|
|
0.30526304244995117,
|
|
0.2559240758419037,
|
|
0.4021162986755371,
|
|
0.30275216698646545,
|
|
0.24999991059303284,
|
|
0.524590015411377,
|
|
0.44808733463287354,
|
|
0.6599999070167542,
|
|
0.2673266530036926,
|
|
0.35602086782455444,
|
|
0.18536579608917236,
|
|
0.211055189371109,
|
|
0.20454540848731995,
|
|
0.5402842164039612,
|
|
0.5786800384521484,
|
|
0.434782475233078,
|
|
0.23015865683555603,
|
|
0.3414633274078369,
|
|
0.5660375952720642,
|
|
0.6095237135887146,
|
|
0.4799998998641968,
|
|
0.11224482953548431,
|
|
0.539215624332428,
|
|
0.3578946590423584,
|
|
0.45833322405815125,
|
|
0.37563440203666687,
|
|
0.7348835468292236,
|
|
0.5279186367988586,
|
|
0.47963786125183105,
|
|
0.329670250415802,
|
|
0.18181811273097992,
|
|
0.19587622582912445,
|
|
0.24875615537166595,
|
|
0.3384614586830139,
|
|
0.6923075318336487,
|
|
0.592920184135437,
|
|
0.39603951573371887,
|
|
0.5789472460746765,
|
|
0.16049376130104065,
|
|
0.3594468832015991,
|
|
0.26262614130973816,
|
|
0.6774192452430725,
|
|
0.6635943651199341,
|
|
0.1844659447669983,
|
|
0.21621613204479218,
|
|
0.31627896428108215,
|
|
0.1229049563407898,
|
|
0.3184078335762024,
|
|
0.6399998664855957,
|
|
0.3838382363319397,
|
|
0.21590900421142578,
|
|
0.49999988079071045,
|
|
0.4812833070755005,
|
|
0.47474732995033264,
|
|
0.26086950302124023,
|
|
0.33928561210632324,
|
|
0.309859037399292,
|
|
0.4827585518360138,
|
|
0.24120594561100006,
|
|
0.22950810194015503,
|
|
0.6403939127922058,
|
|
0.4766837954521179,
|
|
0.30366483330726624,
|
|
0.3253587782382965,
|
|
0.14444437623023987,
|
|
0.40624988079071045
|
|
],
|
|
"time": 18.210873991250992,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 0.004554185550659895,
|
|
"val_loss": 3.129896879196167,
|
|
"acc": 39.47,
|
|
"f1": [
|
|
0.6497460603713989,
|
|
0.5221238136291504,
|
|
0.253807008266449,
|
|
0.22727267444133759,
|
|
0.24999991059303284,
|
|
0.3394494354724884,
|
|
0.37681150436401367,
|
|
0.4950493574142456,
|
|
0.43269219994544983,
|
|
0.49999988079071045,
|
|
0.2366863340139389,
|
|
0.2838708758354187,
|
|
0.4248703718185425,
|
|
0.26455017924308777,
|
|
0.2513660192489624,
|
|
0.28260859847068787,
|
|
0.42931926250457764,
|
|
0.5370368957519531,
|
|
0.33333322405815125,
|
|
0.3474177420139313,
|
|
0.6530610918998718,
|
|
0.5414846539497375,
|
|
0.41052618622779846,
|
|
0.5529952645301819,
|
|
0.6603772640228271,
|
|
0.2256409376859665,
|
|
0.3468207120895386,
|
|
0.2629106938838959,
|
|
0.633165717124939,
|
|
0.3756905198097229,
|
|
0.47963786125183105,
|
|
0.3899998664855957,
|
|
0.3723403513431549,
|
|
0.3147207200527191,
|
|
0.28723397850990295,
|
|
0.25116273760795593,
|
|
0.39583319425582886,
|
|
0.2909089922904968,
|
|
0.239999920129776,
|
|
0.5454544425010681,
|
|
0.4347825050354004,
|
|
0.653658390045166,
|
|
0.2547169029712677,
|
|
0.36269423365592957,
|
|
0.17560969293117523,
|
|
0.22680403292179108,
|
|
0.19883033633232117,
|
|
0.5284972786903381,
|
|
0.5699998736381531,
|
|
0.46153831481933594,
|
|
0.23236507177352905,
|
|
0.34862375259399414,
|
|
0.5592415928840637,
|
|
0.590908944606781,
|
|
0.4615383744239807,
|
|
0.10638291388750076,
|
|
0.5177663564682007,
|
|
0.3756905198097229,
|
|
0.45833322405815125,
|
|
0.3838382363319397,
|
|
0.7407405376434326,
|
|
0.5312498211860657,
|
|
0.4930231273174286,
|
|
0.3101603388786316,
|
|
0.18264833092689514,
|
|
0.19047614932060242,
|
|
0.239999920129776,
|
|
0.32978713512420654,
|
|
0.6995072364807129,
|
|
0.5800864696502686,
|
|
0.4019606411457062,
|
|
0.5803107619285583,
|
|
0.16049376130104065,
|
|
0.362790584564209,
|
|
0.253807008266449,
|
|
0.6701569557189941,
|
|
0.6481480002403259,
|
|
0.1792452037334442,
|
|
0.21505369246006012,
|
|
0.31775689125061035,
|
|
0.11891885101795197,
|
|
0.31999990344047546,
|
|
0.6543776988983154,
|
|
0.3842363655567169,
|
|
0.2275448441505432,
|
|
0.4867255389690399,
|
|
0.4795917272567749,
|
|
0.4827585518360138,
|
|
0.2713567018508911,
|
|
0.34821417927742004,
|
|
0.3184078335762024,
|
|
0.4954127371311188,
|
|
0.2580644488334656,
|
|
0.21505369246006012,
|
|
0.6411482095718384,
|
|
0.4766837954521179,
|
|
0.3386242389678955,
|
|
0.3240739703178406,
|
|
0.15053758025169373,
|
|
0.4081631302833557
|
|
],
|
|
"time": 18.199820281006396,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 0.003862129058688879,
|
|
"val_loss": 2.7661232948303223,
|
|
"acc": 39.48,
|
|
"f1": [
|
|
0.649484395980835,
|
|
0.5205478072166443,
|
|
0.24864855408668518,
|
|
0.21556879580020905,
|
|
0.2564101815223694,
|
|
0.3441859781742096,
|
|
0.38497641682624817,
|
|
0.48039206862449646,
|
|
0.4401912987232208,
|
|
0.5026736855506897,
|
|
0.228571355342865,
|
|
0.3037973642349243,
|
|
0.4324323236942291,
|
|
0.26666656136512756,
|
|
0.24489787220954895,
|
|
0.28723397850990295,
|
|
0.445652037858963,
|
|
0.548076868057251,
|
|
0.3398057222366333,
|
|
0.33789944648742676,
|
|
0.6497460603713989,
|
|
0.5636362433433533,
|
|
0.4120602011680603,
|
|
0.5570775270462036,
|
|
0.6666665077209473,
|
|
0.2256409376859665,
|
|
0.34482747316360474,
|
|
0.2718445658683777,
|
|
0.6066349744796753,
|
|
0.3666665554046631,
|
|
0.46082934737205505,
|
|
0.41758227348327637,
|
|
0.3487178385257721,
|
|
0.31746023893356323,
|
|
0.28723397850990295,
|
|
0.26244333386421204,
|
|
0.39130425453186035,
|
|
0.3049326539039612,
|
|
0.23696675896644592,
|
|
0.5168538093566895,
|
|
0.43979042768478394,
|
|
0.6502462029457092,
|
|
0.27488142251968384,
|
|
0.3675675094127655,
|
|
0.17391300201416016,
|
|
0.20588228106498718,
|
|
0.20689648389816284,
|
|
0.5533979535102844,
|
|
0.5686272978782654,
|
|
0.4630540609359741,
|
|
0.23430955410003662,
|
|
0.3431371748447418,
|
|
0.5592415928840637,
|
|
0.5925924181938171,
|
|
0.4608694612979889,
|
|
0.11764698475599289,
|
|
0.5326631665229797,
|
|
0.3723403513431549,
|
|
0.4516127407550812,
|
|
0.3842363655567169,
|
|
0.7239817380905151,
|
|
0.5306121110916138,
|
|
0.4837207794189453,
|
|
0.31284910440444946,
|
|
0.19801974296569824,
|
|
0.19565211236476898,
|
|
0.251308798789978,
|
|
0.3195875287055969,
|
|
0.7093595266342163,
|
|
0.5826086401939392,
|
|
0.39805811643600464,
|
|
0.5948716402053833,
|
|
0.16216209530830383,
|
|
0.36111101508140564,
|
|
0.24870456755161285,
|
|
0.6497460603713989,
|
|
0.6538460850715637,
|
|
0.19417467713356018,
|
|
0.23255808651447296,
|
|
0.31050220131874084,
|
|
0.11891885101795197,
|
|
0.30999991297721863,
|
|
0.6367712020874023,
|
|
0.39603951573371887,
|
|
0.22988496720790863,
|
|
0.48510628938674927,
|
|
0.4873095452785492,
|
|
0.467661589384079,
|
|
0.2870812714099884,
|
|
0.33027511835098267,
|
|
0.3131312429904938,
|
|
0.46956515312194824,
|
|
0.2564101815223694,
|
|
0.2234041839838028,
|
|
0.6350710391998291,
|
|
0.4873095452785492,
|
|
0.30999991297721863,
|
|
0.3024389147758484,
|
|
0.14814810454845428,
|
|
0.4020099639892578
|
|
],
|
|
"time": 18.07670397683978,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 0.00668228417634964,
|
|
"val_loss": 2.745114803314209,
|
|
"acc": 39.77,
|
|
"f1": [
|
|
0.6528496146202087,
|
|
0.5267855525016785,
|
|
0.2473117560148239,
|
|
0.22499993443489075,
|
|
0.26315781474113464,
|
|
0.34862375259399414,
|
|
0.39810416102409363,
|
|
0.4705880880355835,
|
|
0.43902426958084106,
|
|
0.5081079602241516,
|
|
0.23391805589199066,
|
|
0.30769217014312744,
|
|
0.4162435233592987,
|
|
0.25945934653282166,
|
|
0.2436547577381134,
|
|
0.2765956223011017,
|
|
0.46511611342430115,
|
|
0.5345621109008789,
|
|
0.3383083641529083,
|
|
0.3474177420139313,
|
|
0.6530610918998718,
|
|
0.5636362433433533,
|
|
0.42162150144577026,
|
|
0.5701355934143066,
|
|
0.6604650020599365,
|
|
0.2436547577381134,
|
|
0.3542855978012085,
|
|
0.25688064098358154,
|
|
0.6146340370178223,
|
|
0.37894728779792786,
|
|
0.4657532870769501,
|
|
0.4086019992828369,
|
|
0.36633655428886414,
|
|
0.29743579030036926,
|
|
0.28571420907974243,
|
|
0.25233638286590576,
|
|
0.4088396728038788,
|
|
0.30046939849853516,
|
|
0.24630534648895264,
|
|
0.5384613871574402,
|
|
0.4301074147224426,
|
|
0.6504853367805481,
|
|
0.2685184180736542,
|
|
0.3636362552642822,
|
|
0.1799999475479126,
|
|
0.2121211439371109,
|
|
0.20338977873325348,
|
|
0.5507245063781738,
|
|
0.5743588209152222,
|
|
0.4599998891353607,
|
|
0.23770485818386078,
|
|
0.3365383446216583,
|
|
0.568720281124115,
|
|
0.6082947254180908,
|
|
0.46491214632987976,
|
|
0.1164020448923111,
|
|
0.5257730484008789,
|
|
0.36649200320243835,
|
|
0.4516127407550812,
|
|
0.3714284896850586,
|
|
0.7373270392417908,
|
|
0.535353422164917,
|
|
0.49090901017189026,
|
|
0.32402223348617554,
|
|
0.1809523105621338,
|
|
0.1989527940750122,
|
|
0.24870456755161285,
|
|
0.32835814356803894,
|
|
0.7081338167190552,
|
|
0.585152804851532,
|
|
0.41176459193229675,
|
|
0.6051281094551086,
|
|
0.16249993443489075,
|
|
0.36448585987091064,
|
|
0.24999991059303284,
|
|
0.6497460603713989,
|
|
0.6666665077209473,
|
|
0.17757000029087067,
|
|
0.22099439799785614,
|
|
0.33333322405815125,
|
|
0.13471496105194092,
|
|
0.3147207200527191,
|
|
0.6283184885978699,
|
|
0.39195966720581055,
|
|
0.23170723021030426,
|
|
0.49999988079071045,
|
|
0.4923075735569,
|
|
0.4729062616825104,
|
|
0.26666656136512756,
|
|
0.35135123133659363,
|
|
0.3232322335243225,
|
|
0.48430484533309937,
|
|
0.2526314854621887,
|
|
0.2258063703775406,
|
|
0.6407765746116638,
|
|
0.49999988079071045,
|
|
0.3131312429904938,
|
|
0.33962252736091614,
|
|
0.15217386186122894,
|
|
0.4041449725627899
|
|
],
|
|
"time": 17.877257677726448,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.004563996568322182,
|
|
"val_loss": 3.0441536903381348,
|
|
"acc": 39.82,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5155554413795471,
|
|
0.2436547577381134,
|
|
0.21301770210266113,
|
|
0.27083322405815125,
|
|
0.34977567195892334,
|
|
0.387096643447876,
|
|
0.47524741291999817,
|
|
0.4476189613342285,
|
|
0.4973543584346771,
|
|
0.24096375703811646,
|
|
0.3057323694229126,
|
|
0.4123710095882416,
|
|
0.2580644488334656,
|
|
0.2526314854621887,
|
|
0.27551010251045227,
|
|
0.45197728276252747,
|
|
0.5454544425010681,
|
|
0.345177561044693,
|
|
0.3398057222366333,
|
|
0.6597937345504761,
|
|
0.5511109828948975,
|
|
0.4232803285121918,
|
|
0.5660375952720642,
|
|
0.6635512709617615,
|
|
0.2436547577381134,
|
|
0.3502824008464813,
|
|
0.27649760246276855,
|
|
0.6206895112991333,
|
|
0.35978829860687256,
|
|
0.47004595398902893,
|
|
0.42162150144577026,
|
|
0.35820886492729187,
|
|
0.306122362613678,
|
|
0.30208322405815125,
|
|
0.2403845638036728,
|
|
0.3934425115585327,
|
|
0.29864245653152466,
|
|
0.24528293311595917,
|
|
0.5274723768234253,
|
|
0.43333321809768677,
|
|
0.6435642242431641,
|
|
0.275229275226593,
|
|
0.3617020547389984,
|
|
0.17307688295841217,
|
|
0.20202013850212097,
|
|
0.22727267444133759,
|
|
0.5463916063308716,
|
|
0.5816324949264526,
|
|
0.4577113389968872,
|
|
0.24603168666362762,
|
|
0.3398057222366333,
|
|
0.5714284777641296,
|
|
0.6055043935775757,
|
|
0.4608694612979889,
|
|
0.11881181597709656,
|
|
0.535353422164917,
|
|
0.37185919284820557,
|
|
0.47826072573661804,
|
|
0.40394076704978943,
|
|
0.7323941588401794,
|
|
0.5380709171295166,
|
|
0.4907405972480774,
|
|
0.329670250415802,
|
|
0.1747572273015976,
|
|
0.211055189371109,
|
|
0.2564101815223694,
|
|
0.3367346227169037,
|
|
0.7156862020492554,
|
|
0.585152804851532,
|
|
0.4120602011680603,
|
|
0.5948716402053833,
|
|
0.1528661698102951,
|
|
0.3587442934513092,
|
|
0.2577318847179413,
|
|
0.6564101576805115,
|
|
0.6572768688201904,
|
|
0.18348616361618042,
|
|
0.22346359491348267,
|
|
0.3398057222366333,
|
|
0.12871280312538147,
|
|
0.3316061198711395,
|
|
0.6311109066009521,
|
|
0.39378228783607483,
|
|
0.22929932177066803,
|
|
0.5201792120933533,
|
|
0.4873095452785492,
|
|
0.47761180996894836,
|
|
0.2775118350982666,
|
|
0.3524228036403656,
|
|
0.3131312429904938,
|
|
0.49549540877342224,
|
|
0.26373615860939026,
|
|
0.21989519894123077,
|
|
0.6439023613929749,
|
|
0.4799998700618744,
|
|
0.3131312429904938,
|
|
0.3428570628166199,
|
|
0.15384609997272491,
|
|
0.4102562665939331
|
|
],
|
|
"time": 18.12455562222749,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 0.00701542291790247,
|
|
"val_loss": 2.8768303394317627,
|
|
"acc": 39.7,
|
|
"f1": [
|
|
0.6564101576805115,
|
|
0.5277776718139648,
|
|
0.236453115940094,
|
|
0.24999988079071045,
|
|
0.2525251507759094,
|
|
0.3363635540008545,
|
|
0.39252325892448425,
|
|
0.46999987959861755,
|
|
0.44776105880737305,
|
|
0.5081079602241516,
|
|
0.23809516429901123,
|
|
0.2944784462451935,
|
|
0.40609124302864075,
|
|
0.27173903584480286,
|
|
0.238805890083313,
|
|
0.28260859847068787,
|
|
0.45454537868499756,
|
|
0.5277776718139648,
|
|
0.3287670314311981,
|
|
0.3577980697154999,
|
|
0.6497460603713989,
|
|
0.5511109828948975,
|
|
0.41884803771972656,
|
|
0.5688071846961975,
|
|
0.6698111891746521,
|
|
0.23115570843219757,
|
|
0.34482747316360474,
|
|
0.2559240758419037,
|
|
0.6069650650024414,
|
|
0.37158459424972534,
|
|
0.4566209018230438,
|
|
0.4083768427371979,
|
|
0.37185919284820557,
|
|
0.31884050369262695,
|
|
0.29629620909690857,
|
|
0.23423415422439575,
|
|
0.40659332275390625,
|
|
0.300884872674942,
|
|
0.23529402911663055,
|
|
0.5193368792533875,
|
|
0.4347825050354004,
|
|
0.6504853367805481,
|
|
0.25961530208587646,
|
|
0.3586955666542053,
|
|
0.17346931993961334,
|
|
0.21857915818691254,
|
|
0.19318175315856934,
|
|
0.5472635626792908,
|
|
0.5567008852958679,
|
|
0.4630540609359741,
|
|
0.23478256165981293,
|
|
0.34615373611450195,
|
|
0.5714284181594849,
|
|
0.6132074594497681,
|
|
0.4753361940383911,
|
|
0.10989003628492355,
|
|
0.535353422164917,
|
|
0.3699999153614044,
|
|
0.4550263583660126,
|
|
0.3804876506328583,
|
|
0.7387385964393616,
|
|
0.5482232570648193,
|
|
0.488262802362442,
|
|
0.32124343514442444,
|
|
0.19444438815116882,
|
|
0.17204295098781586,
|
|
0.24615377187728882,
|
|
0.3419688045978546,
|
|
0.7219511270523071,
|
|
0.592920184135437,
|
|
0.419999897480011,
|
|
0.6122447848320007,
|
|
0.1528661698102951,
|
|
0.34821417927742004,
|
|
0.26086944341659546,
|
|
0.639593780040741,
|
|
0.6635512709617615,
|
|
0.1971830278635025,
|
|
0.22727267444133759,
|
|
0.33816415071487427,
|
|
0.15873010456562042,
|
|
0.32291656732559204,
|
|
0.6306304931640625,
|
|
0.38190943002700806,
|
|
0.2366863340139389,
|
|
0.5066665410995483,
|
|
0.5052630305290222,
|
|
0.45544540882110596,
|
|
0.2745097279548645,
|
|
0.34666651487350464,
|
|
0.3148147463798523,
|
|
0.47619038820266724,
|
|
0.2577318847179413,
|
|
0.21839071810245514,
|
|
0.6372547745704651,
|
|
0.4827585518360138,
|
|
0.306122362613678,
|
|
0.32558128237724304,
|
|
0.15300540626049042,
|
|
0.40609124302864075
|
|
],
|
|
"time": 18.172379158437252,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 0.00420727813616395,
|
|
"val_loss": 2.627122640609741,
|
|
"acc": 39.81,
|
|
"f1": [
|
|
0.6564101576805115,
|
|
0.5181816816329956,
|
|
0.2404370754957199,
|
|
0.25301194190979004,
|
|
0.2574256360530853,
|
|
0.34101372957229614,
|
|
0.39805811643600464,
|
|
0.4899998903274536,
|
|
0.452830046415329,
|
|
0.49999988079071045,
|
|
0.239520862698555,
|
|
0.2962961792945862,
|
|
0.4221104085445404,
|
|
0.2783504128456116,
|
|
0.24999991059303284,
|
|
0.2574256360530853,
|
|
0.4588233530521393,
|
|
0.5377357006072998,
|
|
0.3399999141693115,
|
|
0.33962252736091614,
|
|
0.6530610918998718,
|
|
0.5486724376678467,
|
|
0.43523305654525757,
|
|
0.5514017343521118,
|
|
0.6602869629859924,
|
|
0.22999992966651917,
|
|
0.36871495842933655,
|
|
0.2705313265323639,
|
|
0.62135910987854,
|
|
0.3763439953327179,
|
|
0.47222211956977844,
|
|
0.413043349981308,
|
|
0.3487178385257721,
|
|
0.30051806569099426,
|
|
0.2871793806552887,
|
|
0.24680845439434052,
|
|
0.4021162986755371,
|
|
0.2933332622051239,
|
|
0.23923437297344208,
|
|
0.5414363145828247,
|
|
0.44943806529045105,
|
|
0.6502462029457092,
|
|
0.26666659116744995,
|
|
0.38974347710609436,
|
|
0.17346931993961334,
|
|
0.18947362899780273,
|
|
0.20731700956821442,
|
|
0.5507245063781738,
|
|
0.572916567325592,
|
|
0.45714277029037476,
|
|
0.22594137489795685,
|
|
0.3428570628166199,
|
|
0.5645932555198669,
|
|
0.6103284358978271,
|
|
0.46696019172668457,
|
|
0.1164020448923111,
|
|
0.5388599634170532,
|
|
0.3775508999824524,
|
|
0.45901623368263245,
|
|
0.39810416102409363,
|
|
0.7192980647087097,
|
|
0.5454543828964233,
|
|
0.4976957440376282,
|
|
0.3295453190803528,
|
|
0.1773398518562317,
|
|
0.19459453225135803,
|
|
0.2436547577381134,
|
|
0.3384614586830139,
|
|
0.7087377309799194,
|
|
0.5892856121063232,
|
|
0.4257424473762512,
|
|
0.6073297262191772,
|
|
0.16455689072608948,
|
|
0.3800903856754303,
|
|
0.2574256360530853,
|
|
0.6596857309341431,
|
|
0.6761903762817383,
|
|
0.17560969293117523,
|
|
0.22222214937210083,
|
|
0.3301886022090912,
|
|
0.13186806440353394,
|
|
0.31155768036842346,
|
|
0.6200872659683228,
|
|
0.38974347710609436,
|
|
0.23529404401779175,
|
|
0.5130433440208435,
|
|
0.4897957742214203,
|
|
0.4729062616825104,
|
|
0.27722764015197754,
|
|
0.3577980697154999,
|
|
0.3148147463798523,
|
|
0.48214277625083923,
|
|
0.2564101815223694,
|
|
0.21857915818691254,
|
|
0.6376810669898987,
|
|
0.4705881178379059,
|
|
0.29951682686805725,
|
|
0.3365383446216583,
|
|
0.15469607710838318,
|
|
0.4081631302833557
|
|
],
|
|
"time": 18.122956939041615,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 0.004395294468849897,
|
|
"val_loss": 2.8718292713165283,
|
|
"acc": 39.88,
|
|
"f1": [
|
|
0.6497460603713989,
|
|
0.5181816816329956,
|
|
0.2574256360530853,
|
|
0.24390234053134918,
|
|
0.2659573554992676,
|
|
0.3318776488304138,
|
|
0.39252325892448425,
|
|
0.4827585518360138,
|
|
0.4541061818599701,
|
|
0.5026736855506897,
|
|
0.239520862698555,
|
|
0.30120471119880676,
|
|
0.4120602011680603,
|
|
0.2681563198566437,
|
|
0.2436547577381134,
|
|
0.26804113388061523,
|
|
0.4606740176677704,
|
|
0.5327101349830627,
|
|
0.35714274644851685,
|
|
0.3365383446216583,
|
|
0.6562498807907104,
|
|
0.5478259921073914,
|
|
0.41052618622779846,
|
|
0.5585584044456482,
|
|
0.6635512709617615,
|
|
0.24083760380744934,
|
|
0.3657141625881195,
|
|
0.25490185618400574,
|
|
0.633165717124939,
|
|
0.3783782720565796,
|
|
0.47619035840034485,
|
|
0.41935470700263977,
|
|
0.35714274644851685,
|
|
0.306122362613678,
|
|
0.3024389147758484,
|
|
0.23809516429901123,
|
|
0.4111110270023346,
|
|
0.2972972095012665,
|
|
0.2436547577381134,
|
|
0.525139570236206,
|
|
0.43850257992744446,
|
|
0.6499998569488525,
|
|
0.27649760246276855,
|
|
0.39583319425582886,
|
|
0.17435890436172485,
|
|
0.211055189371109,
|
|
0.213483065366745,
|
|
0.5482232570648193,
|
|
0.5784311890602112,
|
|
0.4630540609359741,
|
|
0.2412450611591339,
|
|
0.3417084515094757,
|
|
0.5619046092033386,
|
|
0.6082947254180908,
|
|
0.4675323963165283,
|
|
0.11224482953548431,
|
|
0.5380709171295166,
|
|
0.38541653752326965,
|
|
0.4598929286003113,
|
|
0.39805811643600464,
|
|
0.7383176684379578,
|
|
0.5510202646255493,
|
|
0.502282977104187,
|
|
0.327868789434433,
|
|
0.18999992311000824,
|
|
0.18652844429016113,
|
|
0.24615377187728882,
|
|
0.3487178385257721,
|
|
0.7081338167190552,
|
|
0.5689654350280762,
|
|
0.41176459193229675,
|
|
0.6145831942558289,
|
|
0.15999992191791534,
|
|
0.36792439222335815,
|
|
0.26373615860939026,
|
|
0.6499998569488525,
|
|
0.6604650020599365,
|
|
0.18018010258674622,
|
|
0.22346359491348267,
|
|
0.33962252736091614,
|
|
0.12565438449382782,
|
|
0.3203882575035095,
|
|
0.639269232749939,
|
|
0.37623751163482666,
|
|
0.22222214937210083,
|
|
0.5090908408164978,
|
|
0.49999988079071045,
|
|
0.47115376591682434,
|
|
0.2843601107597351,
|
|
0.3454544246196747,
|
|
0.2944161295890808,
|
|
0.47963786125183105,
|
|
0.26041656732559204,
|
|
0.21111102402210236,
|
|
0.6280191540718079,
|
|
0.5074625611305237,
|
|
0.31155768036842346,
|
|
0.3365383446216583,
|
|
0.14736837148666382,
|
|
0.4081631302833557
|
|
],
|
|
"time": 18.112263564951718,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 0.004292955156415701,
|
|
"val_loss": 2.9811768531799316,
|
|
"acc": 39.97,
|
|
"f1": [
|
|
0.6565654873847961,
|
|
0.5155554413795471,
|
|
0.2371133416891098,
|
|
0.262857049703598,
|
|
0.26600977778434753,
|
|
0.34862375259399414,
|
|
0.3846152722835541,
|
|
0.47715723514556885,
|
|
0.4694834351539612,
|
|
0.5084744095802307,
|
|
0.22222214937210083,
|
|
0.30588221549987793,
|
|
0.4307691156864166,
|
|
0.29166659712791443,
|
|
0.2475246638059616,
|
|
0.25870639085769653,
|
|
0.46242761611938477,
|
|
0.5428570508956909,
|
|
0.3402060866355896,
|
|
0.35398221015930176,
|
|
0.6461536884307861,
|
|
0.5478259921073914,
|
|
0.4083768427371979,
|
|
0.5363634824752808,
|
|
0.6666665077209473,
|
|
0.24120594561100006,
|
|
0.3522725999355316,
|
|
0.2723003923892975,
|
|
0.633165717124939,
|
|
0.3763439953327179,
|
|
0.47393354773521423,
|
|
0.4210525155067444,
|
|
0.36649200320243835,
|
|
0.3141360282897949,
|
|
0.29292917251586914,
|
|
0.24528293311595917,
|
|
0.38709667325019836,
|
|
0.2959640622138977,
|
|
0.24120594561100006,
|
|
0.5444443225860596,
|
|
0.44444432854652405,
|
|
0.6473428606987,
|
|
0.2524271011352539,
|
|
0.39999985694885254,
|
|
0.17112290859222412,
|
|
0.2021275758743286,
|
|
0.18934904038906097,
|
|
0.5472635626792908,
|
|
0.5656563639640808,
|
|
0.47619035840034485,
|
|
0.23529404401779175,
|
|
0.3474177420139313,
|
|
0.5791853666305542,
|
|
0.6220094561576843,
|
|
0.4799998998641968,
|
|
0.10695181041955948,
|
|
0.5360823273658752,
|
|
0.37305691838264465,
|
|
0.45918354392051697,
|
|
0.38578668236732483,
|
|
0.7192980647087097,
|
|
0.5279186367988586,
|
|
0.4814813435077667,
|
|
0.3315507173538208,
|
|
0.18957340717315674,
|
|
0.19999992847442627,
|
|
0.2424241602420807,
|
|
0.33502528071403503,
|
|
0.7227722406387329,
|
|
0.5919281840324402,
|
|
0.43349742889404297,
|
|
0.6113988757133484,
|
|
0.15686267614364624,
|
|
0.36111101508140564,
|
|
0.2622949779033661,
|
|
0.6376810669898987,
|
|
0.6763284206390381,
|
|
0.18264833092689514,
|
|
0.22598862648010254,
|
|
0.32258057594299316,
|
|
0.1333332657814026,
|
|
0.32195112109184265,
|
|
0.6363635063171387,
|
|
0.38190943002700806,
|
|
0.22727267444133759,
|
|
0.5150213837623596,
|
|
0.49484527111053467,
|
|
0.4827585518360138,
|
|
0.29268285632133484,
|
|
0.368663489818573,
|
|
0.3168315887451172,
|
|
0.48430484533309937,
|
|
0.2526314854621887,
|
|
0.20111726224422455,
|
|
0.6346153020858765,
|
|
0.49999988079071045,
|
|
0.30392149090766907,
|
|
0.3399999141693115,
|
|
0.1734103411436081,
|
|
0.3939392864704132
|
|
],
|
|
"time": 18.317808717489243,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 0.008534863591194153,
|
|
"val_loss": 2.9188013076782227,
|
|
"acc": 40.01,
|
|
"f1": [
|
|
0.6599999070167542,
|
|
0.511415421962738,
|
|
0.2424241602420807,
|
|
0.2312137931585312,
|
|
0.26395928859710693,
|
|
0.34579432010650635,
|
|
0.3999998867511749,
|
|
0.4705880880355835,
|
|
0.47846877574920654,
|
|
0.5079363584518433,
|
|
0.23529404401779175,
|
|
0.29940110445022583,
|
|
0.4041449725627899,
|
|
0.2762430012226105,
|
|
0.2424241602420807,
|
|
0.28426387906074524,
|
|
0.44444432854652405,
|
|
0.5370368957519531,
|
|
0.3495144844055176,
|
|
0.35023030638694763,
|
|
0.6461536884307861,
|
|
0.5454544425010681,
|
|
0.39784935116767883,
|
|
0.5495494604110718,
|
|
0.6605502963066101,
|
|
0.25125616788864136,
|
|
0.3625729978084564,
|
|
0.2559240758419037,
|
|
0.6169153451919556,
|
|
0.37777766585350037,
|
|
0.492890864610672,
|
|
0.42162150144577026,
|
|
0.35714274644851685,
|
|
0.3195875287055969,
|
|
0.30526304244995117,
|
|
0.24669595062732697,
|
|
0.41269823908805847,
|
|
0.292035311460495,
|
|
0.24875615537166595,
|
|
0.5280897617340088,
|
|
0.4324323236942291,
|
|
0.6530610918998718,
|
|
0.2718445658683777,
|
|
0.40624988079071045,
|
|
0.18090447783470154,
|
|
0.2010049670934677,
|
|
0.21857915818691254,
|
|
0.5527637004852295,
|
|
0.5595853924751282,
|
|
0.4857141971588135,
|
|
0.23715409636497498,
|
|
0.3414633274078369,
|
|
0.5741626024246216,
|
|
0.6017698049545288,
|
|
0.47008538246154785,
|
|
0.11111104488372803,
|
|
0.5463413596153259,
|
|
0.3820223808288574,
|
|
0.4574466943740845,
|
|
0.4020099639892578,
|
|
0.7314813137054443,
|
|
0.5463916063308716,
|
|
0.5116277933120728,
|
|
0.3314915895462036,
|
|
0.18834073841571808,
|
|
0.2094240039587021,
|
|
0.23036640882492065,
|
|
0.3419688045978546,
|
|
0.7081338167190552,
|
|
0.585152804851532,
|
|
0.41176459193229675,
|
|
0.6010361909866333,
|
|
0.1548386514186859,
|
|
0.36619704961776733,
|
|
0.2622949779033661,
|
|
0.6497460603713989,
|
|
0.6729856729507446,
|
|
0.1809523105621338,
|
|
0.2275448441505432,
|
|
0.3272726535797119,
|
|
0.14364632964134216,
|
|
0.32820504903793335,
|
|
0.6306304931640625,
|
|
0.378109335899353,
|
|
0.22727267444133759,
|
|
0.5181816816329956,
|
|
0.4795917272567749,
|
|
0.4615383446216583,
|
|
0.27551010251045227,
|
|
0.35344812273979187,
|
|
0.29743579030036926,
|
|
0.49090901017189026,
|
|
0.2741115987300873,
|
|
0.20224712789058685,
|
|
0.6274508833885193,
|
|
0.49756085872650146,
|
|
0.3168315887451172,
|
|
0.33802807331085205,
|
|
0.18181811273097992,
|
|
0.4158414602279663
|
|
],
|
|
"time": 18.05502780340612,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 0.0061992863193154335,
|
|
"val_loss": 2.8050131797790527,
|
|
"acc": 39.99,
|
|
"f1": [
|
|
0.6599999070167542,
|
|
0.5238093733787537,
|
|
0.23469379544258118,
|
|
0.2528734505176544,
|
|
0.27488142251968384,
|
|
0.33777767419815063,
|
|
0.37623751163482666,
|
|
0.48039206862449646,
|
|
0.4705880880355835,
|
|
0.4999998211860657,
|
|
0.23255808651447296,
|
|
0.30674833059310913,
|
|
0.4137929677963257,
|
|
0.262857049703598,
|
|
0.24864855408668518,
|
|
0.2722512185573578,
|
|
0.45976996421813965,
|
|
0.5302324295043945,
|
|
0.32195112109184265,
|
|
0.34905651211738586,
|
|
0.6596857309341431,
|
|
0.5517240166664124,
|
|
0.4226802885532379,
|
|
0.5497629642486572,
|
|
0.6603772640228271,
|
|
0.239999920129776,
|
|
0.3736262619495392,
|
|
0.2775118350982666,
|
|
0.6069650650024414,
|
|
0.37433144450187683,
|
|
0.4694834351539612,
|
|
0.41666656732559204,
|
|
0.34999990463256836,
|
|
0.31155768036842346,
|
|
0.3068782389163971,
|
|
0.25339359045028687,
|
|
0.39106133580207825,
|
|
0.2962961792945862,
|
|
0.24390237033367157,
|
|
0.5280897617340088,
|
|
0.43575406074523926,
|
|
0.6562498807907104,
|
|
0.2718445658683777,
|
|
0.38974347710609436,
|
|
0.18269222974777222,
|
|
0.19191910326480865,
|
|
0.24083760380744934,
|
|
0.5482232570648193,
|
|
0.5743588209152222,
|
|
0.4688993990421295,
|
|
0.23140490055084229,
|
|
0.3428570628166199,
|
|
0.5727270841598511,
|
|
0.6161136031150818,
|
|
0.4744184911251068,
|
|
0.11956514418125153,
|
|
0.522612988948822,
|
|
0.38541653752326965,
|
|
0.46632111072540283,
|
|
0.390243798494339,
|
|
0.7192980647087097,
|
|
0.5510202646255493,
|
|
0.5185183882713318,
|
|
0.3157893717288971,
|
|
0.1951218843460083,
|
|
0.2176164984703064,
|
|
0.2340424805879593,
|
|
0.3487178385257721,
|
|
0.707547128200531,
|
|
0.5919281840324402,
|
|
0.42156851291656494,
|
|
0.6091369390487671,
|
|
0.15384607017040253,
|
|
0.3594468832015991,
|
|
0.27322396636009216,
|
|
0.6530610918998718,
|
|
0.6698563694953918,
|
|
0.16981124877929688,
|
|
0.2312137931585312,
|
|
0.32075464725494385,
|
|
0.14606735110282898,
|
|
0.32835814356803894,
|
|
0.6363635063171387,
|
|
0.37999987602233887,
|
|
0.23728805780410767,
|
|
0.49999988079071045,
|
|
0.4923075735569,
|
|
0.4780486822128296,
|
|
0.27722764015197754,
|
|
0.3555554449558258,
|
|
0.31279608607292175,
|
|
0.4799998998641968,
|
|
0.2673795819282532,
|
|
0.2065216600894928,
|
|
0.6231154203414917,
|
|
0.5177663564682007,
|
|
0.30392149090766907,
|
|
0.33333325386047363,
|
|
0.17112290859222412,
|
|
0.4236452281475067
|
|
],
|
|
"time": 18.10025874711573,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.004804329480975866,
|
|
"val_loss": 2.781527042388916,
|
|
"acc": 39.97,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5258214473724365,
|
|
0.238805890083313,
|
|
0.24050623178482056,
|
|
0.2727271616458893,
|
|
0.3394494354724884,
|
|
0.37499985098838806,
|
|
0.4924621880054474,
|
|
0.4734298884868622,
|
|
0.5026736855506897,
|
|
0.22988496720790863,
|
|
0.30303019285202026,
|
|
0.4102562665939331,
|
|
0.2872926890850067,
|
|
0.22772268950939178,
|
|
0.2954544425010681,
|
|
0.46511611342430115,
|
|
0.5321099162101746,
|
|
0.35978829860687256,
|
|
0.35294109582901,
|
|
0.6428569555282593,
|
|
0.5627704858779907,
|
|
0.4361701011657715,
|
|
0.5700933337211609,
|
|
0.6728971004486084,
|
|
0.23232315480709076,
|
|
0.3463686406612396,
|
|
0.2775118350982666,
|
|
0.6048778891563416,
|
|
0.35483860969543457,
|
|
0.4629628360271454,
|
|
0.42051267623901367,
|
|
0.35897424817085266,
|
|
0.30366483330726624,
|
|
0.30107519030570984,
|
|
0.24999991059303284,
|
|
0.41666656732559204,
|
|
0.2893615961074829,
|
|
0.24489787220954895,
|
|
0.5617976188659668,
|
|
0.43575406074523926,
|
|
0.6464645266532898,
|
|
0.25233638286590576,
|
|
0.3957218527793884,
|
|
0.19587622582912445,
|
|
0.2072538137435913,
|
|
0.213483065366745,
|
|
0.542713463306427,
|
|
0.5714284181594849,
|
|
0.4607841968536377,
|
|
0.24096378684043884,
|
|
0.3365383446216583,
|
|
0.5688071846961975,
|
|
0.6190475225448608,
|
|
0.4615383744239807,
|
|
0.1015227735042572,
|
|
0.5333331823348999,
|
|
0.38888877630233765,
|
|
0.4530385434627533,
|
|
0.3999998867511749,
|
|
0.7397258281707764,
|
|
0.5445024967193604,
|
|
0.502282977104187,
|
|
0.327868789434433,
|
|
0.18269222974777222,
|
|
0.2065216600894928,
|
|
0.2314814031124115,
|
|
0.3315507173538208,
|
|
0.7199999094009399,
|
|
0.5840706825256348,
|
|
0.43781083822250366,
|
|
0.6122447848320007,
|
|
0.15384607017040253,
|
|
0.37320560216903687,
|
|
0.2713567018508911,
|
|
0.6701569557189941,
|
|
0.6761903762817383,
|
|
0.18779337406158447,
|
|
0.21857915818691254,
|
|
0.33333322405815125,
|
|
0.13259662687778473,
|
|
0.3398057222366333,
|
|
0.6334840059280396,
|
|
0.37499991059303284,
|
|
0.22988496720790863,
|
|
0.5063290596008301,
|
|
0.486772358417511,
|
|
0.4878047704696655,
|
|
0.27722764015197754,
|
|
0.34309613704681396,
|
|
0.3084576427936554,
|
|
0.4727271497249603,
|
|
0.25906726717948914,
|
|
0.2054053246974945,
|
|
0.6161136031150818,
|
|
0.4950493574142456,
|
|
0.2870812714099884,
|
|
0.3113206624984741,
|
|
0.18378373980522156,
|
|
0.4432988464832306
|
|
],
|
|
"time": 18.041314382106066,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.00456563476473093,
|
|
"val_loss": 2.865983486175537,
|
|
"acc": 40.04,
|
|
"f1": [
|
|
0.6599999070167542,
|
|
0.5327101349830627,
|
|
0.2233501821756363,
|
|
0.2705881595611572,
|
|
0.2577318847179413,
|
|
0.3318384885787964,
|
|
0.37914684414863586,
|
|
0.46938762068748474,
|
|
0.47169798612594604,
|
|
0.4999998211860657,
|
|
0.22988496720790863,
|
|
0.30674833059310913,
|
|
0.4248703718185425,
|
|
0.28571417927742004,
|
|
0.23958325386047363,
|
|
0.2751321792602539,
|
|
0.46511611342430115,
|
|
0.5446008443832397,
|
|
0.36180898547172546,
|
|
0.3568074107170105,
|
|
0.6428569555282593,
|
|
0.5779815316200256,
|
|
0.43523305654525757,
|
|
0.5504586100578308,
|
|
0.666666567325592,
|
|
0.2525251507759094,
|
|
0.35955044627189636,
|
|
0.2692306935787201,
|
|
0.6146340370178223,
|
|
0.38043469190597534,
|
|
0.4766353964805603,
|
|
0.4153004288673401,
|
|
0.35897424817085266,
|
|
0.30456843972206116,
|
|
0.30208322405815125,
|
|
0.23423415422439575,
|
|
0.40206170082092285,
|
|
0.28947362303733826,
|
|
0.2524271011352539,
|
|
0.5274723768234253,
|
|
0.4361701011657715,
|
|
0.6206895112991333,
|
|
0.2629106938838959,
|
|
0.37433144450187683,
|
|
0.17085421085357666,
|
|
0.19672125577926636,
|
|
0.21468918025493622,
|
|
0.5517240166664124,
|
|
0.572916567325592,
|
|
0.4666665494441986,
|
|
0.21951211988925934,
|
|
0.35071080923080444,
|
|
0.5898616909980774,
|
|
0.6027396321296692,
|
|
0.4741378724575043,
|
|
0.10752681642770767,
|
|
0.5454543828964233,
|
|
0.3874344527721405,
|
|
0.445652037858963,
|
|
0.3861384987831116,
|
|
0.722466766834259,
|
|
0.5399999022483826,
|
|
0.5092591643333435,
|
|
0.314606636762619,
|
|
0.18518511950969696,
|
|
0.21989519894123077,
|
|
0.23913034796714783,
|
|
0.326315701007843,
|
|
0.7149757146835327,
|
|
0.5955554842948914,
|
|
0.4299998879432678,
|
|
0.602040708065033,
|
|
0.1548386514186859,
|
|
0.362790584564209,
|
|
0.2561575770378113,
|
|
0.6530610918998718,
|
|
0.6889951229095459,
|
|
0.18264833092689514,
|
|
0.22619038820266724,
|
|
0.3211008310317993,
|
|
0.15217386186122894,
|
|
0.3367346227169037,
|
|
0.639269232749939,
|
|
0.3775508999824524,
|
|
0.23255808651447296,
|
|
0.5225224494934082,
|
|
0.4873095452785492,
|
|
0.48803818225860596,
|
|
0.28999990224838257,
|
|
0.3594468832015991,
|
|
0.31775689125061035,
|
|
0.4786323606967926,
|
|
0.2659573554992676,
|
|
0.2021275758743286,
|
|
0.62135910987854,
|
|
0.5102038979530334,
|
|
0.2843136191368103,
|
|
0.3269230127334595,
|
|
0.17679551243782043,
|
|
0.4183672070503235
|
|
],
|
|
"time": 17.970393513329327,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 0.005121034570038319,
|
|
"val_loss": 2.7987098693847656,
|
|
"acc": 40.05,
|
|
"f1": [
|
|
0.6596857309341431,
|
|
0.5170730352401733,
|
|
0.25125616788864136,
|
|
0.2560974657535553,
|
|
0.26315781474113464,
|
|
0.3363635540008545,
|
|
0.38356152176856995,
|
|
0.46534639596939087,
|
|
0.46728962659835815,
|
|
0.4999998211860657,
|
|
0.23809516429901123,
|
|
0.33128824830055237,
|
|
0.41414129734039307,
|
|
0.2696628272533417,
|
|
0.24120594561100006,
|
|
0.2812499403953552,
|
|
0.47190994024276733,
|
|
0.5377357006072998,
|
|
0.37563440203666687,
|
|
0.3551400303840637,
|
|
0.6701569557189941,
|
|
0.5791853666305542,
|
|
0.4221104085445404,
|
|
0.5648146867752075,
|
|
0.6513760089874268,
|
|
0.24598921835422516,
|
|
0.38709667325019836,
|
|
0.2574256360530853,
|
|
0.633165717124939,
|
|
0.38251355290412903,
|
|
0.46956515312194824,
|
|
0.42857128381729126,
|
|
0.37864065170288086,
|
|
0.3232322335243225,
|
|
0.30526304244995117,
|
|
0.24413138628005981,
|
|
0.40659332275390625,
|
|
0.2999999225139618,
|
|
0.2621358335018158,
|
|
0.5263156890869141,
|
|
0.43930622935295105,
|
|
0.6305417418479919,
|
|
0.25510191917419434,
|
|
0.40641695261001587,
|
|
0.16326524317264557,
|
|
0.20320846140384674,
|
|
0.22471901774406433,
|
|
0.5284972786903381,
|
|
0.5742572546005249,
|
|
0.4792625606060028,
|
|
0.21960778534412384,
|
|
0.3431371748447418,
|
|
0.568720281124115,
|
|
0.6203702688217163,
|
|
0.49107134342193604,
|
|
0.10837431997060776,
|
|
0.5399999022483826,
|
|
0.3654821515083313,
|
|
0.4615383446216583,
|
|
0.41314542293548584,
|
|
0.741783857345581,
|
|
0.5454543828964233,
|
|
0.4999999403953552,
|
|
0.32432422041893005,
|
|
0.18867918848991394,
|
|
0.21390368044376373,
|
|
0.239999920129776,
|
|
0.3350784480571747,
|
|
0.7227722406387329,
|
|
0.587719202041626,
|
|
0.4306218922138214,
|
|
0.5957446098327637,
|
|
0.1509433388710022,
|
|
0.3603602349758148,
|
|
0.2824857831001282,
|
|
0.6530610918998718,
|
|
0.6603772640228271,
|
|
0.1706160604953766,
|
|
0.22346359491348267,
|
|
0.3228698670864105,
|
|
0.14583328366279602,
|
|
0.3251230716705322,
|
|
0.6222221255302429,
|
|
0.37894728779792786,
|
|
0.21839071810245514,
|
|
0.5254236459732056,
|
|
0.49484527111053467,
|
|
0.4705880880355835,
|
|
0.2843136191368103,
|
|
0.3478259742259979,
|
|
0.29268285632133484,
|
|
0.4608694612979889,
|
|
0.2659573554992676,
|
|
0.1989527940750122,
|
|
0.6169153451919556,
|
|
0.48756206035614014,
|
|
0.30208322405815125,
|
|
0.3251230716705322,
|
|
0.1748633086681366,
|
|
0.40394076704978943
|
|
],
|
|
"time": 18.220941303297877,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.006881591863930225,
|
|
"val_loss": 2.8375821113586426,
|
|
"acc": 40.15,
|
|
"f1": [
|
|
0.6633164882659912,
|
|
0.4999999403953552,
|
|
0.24509796500205994,
|
|
0.2560974657535553,
|
|
0.26041656732559204,
|
|
0.33333322405815125,
|
|
0.38095229864120483,
|
|
0.4705880880355835,
|
|
0.4646463394165039,
|
|
0.507771909236908,
|
|
0.22988496720790863,
|
|
0.30588221549987793,
|
|
0.4059404730796814,
|
|
0.26666656136512756,
|
|
0.22680403292179108,
|
|
0.2795697748661041,
|
|
0.4745761454105377,
|
|
0.5370368957519531,
|
|
0.37558677792549133,
|
|
0.36111101508140564,
|
|
0.6461536884307861,
|
|
0.580357015132904,
|
|
0.4162435233592987,
|
|
0.5714284181594849,
|
|
0.666666567325592,
|
|
0.24630534648895264,
|
|
0.3522725999355316,
|
|
0.26600977778434753,
|
|
0.6069650650024414,
|
|
0.3783782720565796,
|
|
0.4857141971588135,
|
|
0.4232803285121918,
|
|
0.3636362850666046,
|
|
0.31746023893356323,
|
|
0.3118278682231903,
|
|
0.23788540065288544,
|
|
0.38461530208587646,
|
|
0.30331745743751526,
|
|
0.23834188282489777,
|
|
0.5297296643257141,
|
|
0.44808733463287354,
|
|
0.6473428606987,
|
|
0.2512076497077942,
|
|
0.4041449725627899,
|
|
0.18811874091625214,
|
|
0.2176164984703064,
|
|
0.22346359491348267,
|
|
0.5380709171295166,
|
|
0.5820105075836182,
|
|
0.4705880880355835,
|
|
0.2268906980752945,
|
|
0.34449753165245056,
|
|
0.5855854153633118,
|
|
0.6220094561576843,
|
|
0.47963786125183105,
|
|
0.10638291388750076,
|
|
0.542713463306427,
|
|
0.3917524814605713,
|
|
0.4550263583660126,
|
|
0.37563440203666687,
|
|
0.7387385964393616,
|
|
0.5472635626792908,
|
|
0.5045870542526245,
|
|
0.3152172863483429,
|
|
0.18749992549419403,
|
|
0.23232315480709076,
|
|
0.2256409376859665,
|
|
0.35483860969543457,
|
|
0.7024388909339905,
|
|
0.5955554842948914,
|
|
0.4230768084526062,
|
|
0.602040708065033,
|
|
0.1558440923690796,
|
|
0.3636362552642822,
|
|
0.2653060257434845,
|
|
0.6464645266532898,
|
|
0.657534122467041,
|
|
0.18181811273097992,
|
|
0.22727267444133759,
|
|
0.3398057222366333,
|
|
0.15642453730106354,
|
|
0.33333322405815125,
|
|
0.639269232749939,
|
|
0.3842363655567169,
|
|
0.23595495522022247,
|
|
0.5108224153518677,
|
|
0.4923075735569,
|
|
0.48309168219566345,
|
|
0.27722764015197754,
|
|
0.34666651487350464,
|
|
0.30621999502182007,
|
|
0.4953269362449646,
|
|
0.2702701687812805,
|
|
0.20765019953250885,
|
|
0.6153844594955444,
|
|
0.4999999403953552,
|
|
0.3069306015968323,
|
|
0.33333322405815125,
|
|
0.1657457947731018,
|
|
0.42051267623901367
|
|
],
|
|
"time": 18.160636741667986,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.004458773881196976,
|
|
"val_loss": 2.7503340244293213,
|
|
"acc": 40.04,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5118482112884521,
|
|
0.2211054563522339,
|
|
0.2543351650238037,
|
|
0.28019312024116516,
|
|
0.3428570628166199,
|
|
0.3703702688217163,
|
|
0.46601933240890503,
|
|
0.47524741291999817,
|
|
0.5053762197494507,
|
|
0.21556879580020905,
|
|
0.32142847776412964,
|
|
0.41414129734039307,
|
|
0.27322396636009216,
|
|
0.22009563446044922,
|
|
0.2871793806552887,
|
|
0.45405393838882446,
|
|
0.548076868057251,
|
|
0.36815908551216125,
|
|
0.34389129281044006,
|
|
0.6526314616203308,
|
|
0.5806450843811035,
|
|
0.4210525155067444,
|
|
0.5860464572906494,
|
|
0.6698111891746521,
|
|
0.24742262065410614,
|
|
0.35483860969543457,
|
|
0.271493136882782,
|
|
0.619289219379425,
|
|
0.36649200320243835,
|
|
0.4694834351539612,
|
|
0.42857128381729126,
|
|
0.37185919284820557,
|
|
0.3179486393928528,
|
|
0.29743579030036926,
|
|
0.251082181930542,
|
|
0.3957218527793884,
|
|
0.292035311460495,
|
|
0.24154582619667053,
|
|
0.535519003868103,
|
|
0.43093910813331604,
|
|
0.6435642242431641,
|
|
0.27102795243263245,
|
|
0.4021162986755371,
|
|
0.16753920912742615,
|
|
0.2021275758743286,
|
|
0.20809243619441986,
|
|
0.5544553399085999,
|
|
0.5771142840385437,
|
|
0.49523797631263733,
|
|
0.23140490055084229,
|
|
0.3365383446216583,
|
|
0.5700933337211609,
|
|
0.6153844594955444,
|
|
0.4782607853412628,
|
|
0.10416660457849503,
|
|
0.5454543828964233,
|
|
0.38144323229789734,
|
|
0.445652037858963,
|
|
0.40609124302864075,
|
|
0.7354258298873901,
|
|
0.534031331539154,
|
|
0.511415421962738,
|
|
0.3186812400817871,
|
|
0.1862744390964508,
|
|
0.20430098474025726,
|
|
0.238805890083313,
|
|
0.3386242389678955,
|
|
0.7064675688743591,
|
|
0.592920184135437,
|
|
0.436893105506897,
|
|
0.6041665077209473,
|
|
0.1509433388710022,
|
|
0.36619704961776733,
|
|
0.2658958435058594,
|
|
0.6464645266532898,
|
|
0.6763284206390381,
|
|
0.1706160604953766,
|
|
0.23391805589199066,
|
|
0.33333322405815125,
|
|
0.1368420422077179,
|
|
0.3316582143306732,
|
|
0.6283184885978699,
|
|
0.38341957330703735,
|
|
0.23463678359985352,
|
|
0.5209301114082336,
|
|
0.48958322405815125,
|
|
0.47393354773521423,
|
|
0.2727271616458893,
|
|
0.3478259742259979,
|
|
0.30275216698646545,
|
|
0.4884791076183319,
|
|
0.2797926664352417,
|
|
0.2065216600894928,
|
|
0.6261681318283081,
|
|
0.5120771527290344,
|
|
0.2999999225139618,
|
|
0.29896897077560425,
|
|
0.17877088487148285,
|
|
0.419999897480011
|
|
],
|
|
"time": 17.80155118368566,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.004121182952076197,
|
|
"val_loss": 2.849763870239258,
|
|
"acc": 40.15,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5098037719726562,
|
|
0.23469379544258118,
|
|
0.2345678210258484,
|
|
0.2741115987300873,
|
|
0.33027511835098267,
|
|
0.37209296226501465,
|
|
0.43999987840652466,
|
|
0.44642844796180725,
|
|
0.5026176571846008,
|
|
0.22598862648010254,
|
|
0.32558128237724304,
|
|
0.42639580368995667,
|
|
0.2681563198566437,
|
|
0.21698106825351715,
|
|
0.28415289521217346,
|
|
0.4745761454105377,
|
|
0.5488370656967163,
|
|
0.37433144450187683,
|
|
0.3603602349758148,
|
|
0.6461536884307861,
|
|
0.5833331942558289,
|
|
0.4226802885532379,
|
|
0.5514017343521118,
|
|
0.6635069251060486,
|
|
0.24390237033367157,
|
|
0.38461530208587646,
|
|
0.2524271011352539,
|
|
0.6099998950958252,
|
|
0.36269423365592957,
|
|
0.4629628360271454,
|
|
0.4301074147224426,
|
|
0.35748788714408875,
|
|
0.30769219994544983,
|
|
0.29126206040382385,
|
|
0.23744283616542816,
|
|
0.41884803771972656,
|
|
0.28947362303733826,
|
|
0.25961530208587646,
|
|
0.5405403971672058,
|
|
0.4431816637516022,
|
|
0.6305417418479919,
|
|
0.25688064098358154,
|
|
0.39999985694885254,
|
|
0.17435890436172485,
|
|
0.22222213447093964,
|
|
0.22346359491348267,
|
|
0.5555554032325745,
|
|
0.5784311890602112,
|
|
0.4927534759044647,
|
|
0.23076918721199036,
|
|
0.33333322405815125,
|
|
0.5767440795898438,
|
|
0.6220094561576843,
|
|
0.48034927248954773,
|
|
0.10309270769357681,
|
|
0.5320196151733398,
|
|
0.37894728779792786,
|
|
0.4640882611274719,
|
|
0.42639580368995667,
|
|
0.7465436458587646,
|
|
0.5492226481437683,
|
|
0.5185183882713318,
|
|
0.34883710741996765,
|
|
0.19289332628250122,
|
|
0.22105254232883453,
|
|
0.24999991059303284,
|
|
0.33333322405815125,
|
|
0.7171715497970581,
|
|
0.5919281840324402,
|
|
0.436893105506897,
|
|
0.6122447848320007,
|
|
0.15686267614364624,
|
|
0.37320560216903687,
|
|
0.2780747711658478,
|
|
0.6530610918998718,
|
|
0.696078360080719,
|
|
0.16666659712791443,
|
|
0.21857915818691254,
|
|
0.33179715275764465,
|
|
0.1361255943775177,
|
|
0.33333322405815125,
|
|
0.6484017372131348,
|
|
0.37499991059303284,
|
|
0.213483065366745,
|
|
0.5286343097686768,
|
|
0.49214646220207214,
|
|
0.48756206035614014,
|
|
0.2938387989997864,
|
|
0.34977567195892334,
|
|
0.3195875287055969,
|
|
0.4753361940383911,
|
|
0.26881712675094604,
|
|
0.19209031760692596,
|
|
0.6138612627983093,
|
|
0.5050503611564636,
|
|
0.3024389147758484,
|
|
0.35185176134109497,
|
|
0.1758241057395935,
|
|
0.42639580368995667
|
|
],
|
|
"time": 18.322508113458753,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.004880011547356844,
|
|
"val_loss": 2.8274569511413574,
|
|
"acc": 40.25,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5145629644393921,
|
|
0.2340424805879593,
|
|
0.25157222151756287,
|
|
0.25906726717948914,
|
|
0.33333322405815125,
|
|
0.3653844892978668,
|
|
0.4795917272567749,
|
|
0.4799998700618744,
|
|
0.5079363584518433,
|
|
0.2117646485567093,
|
|
0.31645557284355164,
|
|
0.4257424473762512,
|
|
0.24719089269638062,
|
|
0.25125616788864136,
|
|
0.2765956223011017,
|
|
0.4530385434627533,
|
|
0.5520360469818115,
|
|
0.364531934261322,
|
|
0.35071080923080444,
|
|
0.6560845375061035,
|
|
0.5614033937454224,
|
|
0.4226802885532379,
|
|
0.5514017343521118,
|
|
0.6729856729507446,
|
|
0.24083760380744934,
|
|
0.3736262619495392,
|
|
0.2815532982349396,
|
|
0.6078430414199829,
|
|
0.37433144450187683,
|
|
0.4651161730289459,
|
|
0.42162150144577026,
|
|
0.36190465092658997,
|
|
0.30097079277038574,
|
|
0.3016759157180786,
|
|
0.2477063536643982,
|
|
0.41052618622779846,
|
|
0.29694315791130066,
|
|
0.26600977778434753,
|
|
0.5368419289588928,
|
|
0.4262293577194214,
|
|
0.6467660069465637,
|
|
0.2739725410938263,
|
|
0.3999999165534973,
|
|
0.1546391248703003,
|
|
0.21989519894123077,
|
|
0.22346359491348267,
|
|
0.5599998831748962,
|
|
0.5786800384521484,
|
|
0.492890864610672,
|
|
0.21951211988925934,
|
|
0.32835814356803894,
|
|
0.5753422975540161,
|
|
0.6197181344032288,
|
|
0.48888880014419556,
|
|
0.10695181041955948,
|
|
0.5339804887771606,
|
|
0.38709667325019836,
|
|
0.47474732995033264,
|
|
0.3959389626979828,
|
|
0.7256636023521423,
|
|
0.5388599634170532,
|
|
0.5248867273330688,
|
|
0.3314915895462036,
|
|
0.1862744390964508,
|
|
0.2099446803331375,
|
|
0.253807008266449,
|
|
0.34042540192604065,
|
|
0.707547128200531,
|
|
0.6079294085502625,
|
|
0.4365480840206146,
|
|
0.6082472205162048,
|
|
0.1499999314546585,
|
|
0.3739129900932312,
|
|
0.2525251507759094,
|
|
0.6435642242431641,
|
|
0.6635512709617615,
|
|
0.2046510875225067,
|
|
0.21978014707565308,
|
|
0.33802807331085205,
|
|
0.140350803732872,
|
|
0.32258057594299316,
|
|
0.6339284181594849,
|
|
0.3775508999824524,
|
|
0.22222214937210083,
|
|
0.49579817056655884,
|
|
0.4923075735569,
|
|
0.47846877574920654,
|
|
0.282828152179718,
|
|
0.34905651211738586,
|
|
0.3131312429904938,
|
|
0.4845814108848572,
|
|
0.27173903584480286,
|
|
0.2061854749917984,
|
|
0.6176469922065735,
|
|
0.507771909236908,
|
|
0.31067952513694763,
|
|
0.3495144844055176,
|
|
0.1729728877544403,
|
|
0.4179103374481201
|
|
],
|
|
"time": 18.273719009943306,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.004448589403182268,
|
|
"val_loss": 2.917239189147949,
|
|
"acc": 40.19,
|
|
"f1": [
|
|
0.6632652282714844,
|
|
0.5263156890869141,
|
|
0.2404370754957199,
|
|
0.2588233947753906,
|
|
0.2829267382621765,
|
|
0.3551400303840637,
|
|
0.3609755337238312,
|
|
0.46999987959861755,
|
|
0.47236168384552,
|
|
0.5161289572715759,
|
|
0.206060528755188,
|
|
0.3225805461406708,
|
|
0.38356152176856995,
|
|
0.27173903584480286,
|
|
0.2256409376859665,
|
|
0.28272244334220886,
|
|
0.44067782163619995,
|
|
0.5388126373291016,
|
|
0.35532984137535095,
|
|
0.3508771061897278,
|
|
0.6631577014923096,
|
|
0.5688887238502502,
|
|
0.41884803771972656,
|
|
0.5454544425010681,
|
|
0.6604650020599365,
|
|
0.24999991059303284,
|
|
0.3626372814178467,
|
|
0.2735848128795624,
|
|
0.6185566186904907,
|
|
0.3783782720565796,
|
|
0.48076915740966797,
|
|
0.4347825050354004,
|
|
0.36180898547172546,
|
|
0.3131312429904938,
|
|
0.2914571762084961,
|
|
0.25892847776412964,
|
|
0.40659332275390625,
|
|
0.2832617461681366,
|
|
0.24390237033367157,
|
|
0.5384613871574402,
|
|
0.4198893904685974,
|
|
0.6497460603713989,
|
|
0.2629106938838959,
|
|
0.41414129734039307,
|
|
0.16753920912742615,
|
|
0.22105254232883453,
|
|
0.22471901774406433,
|
|
0.5572138428688049,
|
|
0.5816324949264526,
|
|
0.4907405972480774,
|
|
0.21789877116680145,
|
|
0.3364485204219818,
|
|
0.5714284181594849,
|
|
0.6018517017364502,
|
|
0.4799998998641968,
|
|
0.10752681642770767,
|
|
0.5418717861175537,
|
|
0.382978618144989,
|
|
0.47916653752326965,
|
|
0.38775497674942017,
|
|
0.7454543113708496,
|
|
0.5388599634170532,
|
|
0.5067872405052185,
|
|
0.3314915895462036,
|
|
0.19417467713356018,
|
|
0.2021275758743286,
|
|
0.2430938482284546,
|
|
0.34042540192604065,
|
|
0.7203789353370667,
|
|
0.5964910984039307,
|
|
0.4205606281757355,
|
|
0.619289219379425,
|
|
0.15789468586444855,
|
|
0.3594468832015991,
|
|
0.27472516894340515,
|
|
0.649484395980835,
|
|
0.6635943651199341,
|
|
0.18018010258674622,
|
|
0.21965309977531433,
|
|
0.3240739703178406,
|
|
0.14814810454845428,
|
|
0.33502528071403503,
|
|
0.6293102502822876,
|
|
0.3699999153614044,
|
|
0.23529404401779175,
|
|
0.5172412395477295,
|
|
0.4973543584346771,
|
|
0.48756206035614014,
|
|
0.28712859749794006,
|
|
0.3587442934513092,
|
|
0.30392149090766907,
|
|
0.46288198232650757,
|
|
0.2622949779033661,
|
|
0.19565211236476898,
|
|
0.6153844594955444,
|
|
0.5326631665229797,
|
|
0.32352936267852783,
|
|
0.3157894015312195,
|
|
0.18079088628292084,
|
|
0.42051267623901367
|
|
],
|
|
"time": 18.323162907734513,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.004604217130690813,
|
|
"val_loss": 2.8221023082733154,
|
|
"acc": 40.21,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5188678503036499,
|
|
0.23414628207683563,
|
|
0.23376615345478058,
|
|
0.2731706500053406,
|
|
0.31535258889198303,
|
|
0.36893191933631897,
|
|
0.4599998891353607,
|
|
0.47846877574920654,
|
|
0.5106381177902222,
|
|
0.20359273254871368,
|
|
0.3151514232158661,
|
|
0.40206170082092285,
|
|
0.25945934653282166,
|
|
0.22222216427326202,
|
|
0.2842104732990265,
|
|
0.4916200041770935,
|
|
0.5495494604110718,
|
|
0.3711339235305786,
|
|
0.35294109582901,
|
|
0.639593780040741,
|
|
0.5767440795898438,
|
|
0.4042551815509796,
|
|
0.5714284777641296,
|
|
0.6513760089874268,
|
|
0.24615377187728882,
|
|
0.39548009634017944,
|
|
0.2685184180736542,
|
|
0.5940592885017395,
|
|
0.36269423365592957,
|
|
0.47393354773521423,
|
|
0.4222221076488495,
|
|
0.3540668785572052,
|
|
0.32258057594299316,
|
|
0.29787227511405945,
|
|
0.2477063536643982,
|
|
0.40609124302864075,
|
|
0.2895926535129547,
|
|
0.2577318847179413,
|
|
0.5208331942558289,
|
|
0.43181803822517395,
|
|
0.6299998760223389,
|
|
0.2559240758419037,
|
|
0.41269823908805847,
|
|
0.17112290859222412,
|
|
0.20512813329696655,
|
|
0.23958325386047363,
|
|
0.5499998927116394,
|
|
0.5714284181594849,
|
|
0.49523797631263733,
|
|
0.22222214937210083,
|
|
0.336633563041687,
|
|
0.5818180441856384,
|
|
0.6210044622421265,
|
|
0.4824560582637787,
|
|
0.10416660457849503,
|
|
0.5510202646255493,
|
|
0.3775508999824524,
|
|
0.45833322405815125,
|
|
0.40609124302864075,
|
|
0.7321426868438721,
|
|
0.542713463306427,
|
|
0.5233643651008606,
|
|
0.3431951701641083,
|
|
0.19047613441944122,
|
|
0.23115570843219757,
|
|
0.2541435658931732,
|
|
0.34920626878738403,
|
|
0.7219511270523071,
|
|
0.5913042426109314,
|
|
0.44230756163597107,
|
|
0.6041665077209473,
|
|
0.1509433388710022,
|
|
0.3594468832015991,
|
|
0.26519328355789185,
|
|
0.6528496146202087,
|
|
0.6829267144203186,
|
|
0.17431186139583588,
|
|
0.2345678210258484,
|
|
0.34123215079307556,
|
|
0.1395348161458969,
|
|
0.3398057222366333,
|
|
0.6363635063171387,
|
|
0.3692306876182556,
|
|
0.21468918025493622,
|
|
0.5092591643333435,
|
|
0.4799998700618744,
|
|
0.48076915740966797,
|
|
0.2941175699234009,
|
|
0.3555554449558258,
|
|
0.3047617971897125,
|
|
0.46491214632987976,
|
|
0.2795697748661041,
|
|
0.1899440735578537,
|
|
0.6330273747444153,
|
|
0.529999852180481,
|
|
0.30150744318962097,
|
|
0.33333322405815125,
|
|
0.1758241057395935,
|
|
0.42857128381729126
|
|
],
|
|
"time": 18.06512634176761,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.004408691544085741,
|
|
"val_loss": 2.9156243801116943,
|
|
"acc": 40.26,
|
|
"f1": [
|
|
0.6735749840736389,
|
|
0.5308055877685547,
|
|
0.24120594561100006,
|
|
0.23225797712802887,
|
|
0.2692306935787201,
|
|
0.32432422041893005,
|
|
0.3743841052055359,
|
|
0.4799998700618744,
|
|
0.47761180996894836,
|
|
0.4947367310523987,
|
|
0.212290421128273,
|
|
0.31325289607048035,
|
|
0.3999998867511749,
|
|
0.26519328355789185,
|
|
0.21800939738750458,
|
|
0.282828152179718,
|
|
0.4640882611274719,
|
|
0.5479451417922974,
|
|
0.38834938406944275,
|
|
0.35135123133659363,
|
|
0.6528496146202087,
|
|
0.5753422975540161,
|
|
0.41052618622779846,
|
|
0.5495494604110718,
|
|
0.6698111891746521,
|
|
0.26041656732559204,
|
|
0.38461530208587646,
|
|
0.2660549581050873,
|
|
0.6122447848320007,
|
|
0.3723403513431549,
|
|
0.47393354773521423,
|
|
0.4232803285121918,
|
|
0.35748788714408875,
|
|
0.32291656732559204,
|
|
0.2944161295890808,
|
|
0.246575266122818,
|
|
0.40641695261001587,
|
|
0.28695645928382874,
|
|
0.24509796500205994,
|
|
0.5347592234611511,
|
|
0.41340771317481995,
|
|
0.6336632370948792,
|
|
0.26600977778434753,
|
|
0.4257424473762512,
|
|
0.16753920912742615,
|
|
0.18497103452682495,
|
|
0.23529404401779175,
|
|
0.5416665077209473,
|
|
0.5671641230583191,
|
|
0.49999988079071045,
|
|
0.21951211988925934,
|
|
0.3584904372692108,
|
|
0.5818180441856384,
|
|
0.6210044622421265,
|
|
0.4770641028881073,
|
|
0.11111104488372803,
|
|
0.5454543828964233,
|
|
0.3692306876182556,
|
|
0.4717947542667389,
|
|
0.4242422580718994,
|
|
0.7354258298873901,
|
|
0.5416665077209473,
|
|
0.5090908408164978,
|
|
0.329670250415802,
|
|
0.19323663413524628,
|
|
0.2061854749917984,
|
|
0.24175815284252167,
|
|
0.35675665736198425,
|
|
0.7115383744239807,
|
|
0.5903083086013794,
|
|
0.43601882457733154,
|
|
0.619289219379425,
|
|
0.15384607017040253,
|
|
0.3714284896850586,
|
|
0.25668442249298096,
|
|
0.6562498807907104,
|
|
0.6729856729507446,
|
|
0.17194563150405884,
|
|
0.22598862648010254,
|
|
0.3301886022090912,
|
|
0.14606735110282898,
|
|
0.33333322405815125,
|
|
0.642857015132904,
|
|
0.4019606411457062,
|
|
0.228571355342865,
|
|
0.5205478072166443,
|
|
0.486772358417511,
|
|
0.4780486822128296,
|
|
0.2795697748661041,
|
|
0.3594468832015991,
|
|
0.30357134342193604,
|
|
0.4675323963165283,
|
|
0.2810809910297394,
|
|
0.2105262726545334,
|
|
0.6086955666542053,
|
|
0.5273630023002625,
|
|
0.32160791754722595,
|
|
0.31155768036842346,
|
|
0.1612902730703354,
|
|
0.4365480840206146
|
|
],
|
|
"time": 18.319087125360966,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.004484465345740318,
|
|
"val_loss": 2.80464506149292,
|
|
"acc": 40.29,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5209301114082336,
|
|
0.22222216427326202,
|
|
0.2560974657535553,
|
|
0.2914571762084961,
|
|
0.31999990344047546,
|
|
0.36619704961776733,
|
|
0.4780486822128296,
|
|
0.47169798612594604,
|
|
0.5053762197494507,
|
|
0.2117646485567093,
|
|
0.32467523217201233,
|
|
0.4145076870918274,
|
|
0.23863628506660461,
|
|
0.22966498136520386,
|
|
0.27551010251045227,
|
|
0.47513800859451294,
|
|
0.5398228764533997,
|
|
0.38775497674942017,
|
|
0.35398221015930176,
|
|
0.6562498807907104,
|
|
0.5565216541290283,
|
|
0.4042551815509796,
|
|
0.579439103603363,
|
|
0.6698111891746521,
|
|
0.251308798789978,
|
|
0.36464083194732666,
|
|
0.2705313265323639,
|
|
0.5853657722473145,
|
|
0.37433144450187683,
|
|
0.47169798612594604,
|
|
0.4491977095603943,
|
|
0.35820886492729187,
|
|
0.31746023893356323,
|
|
0.30270257592201233,
|
|
0.2443438321352005,
|
|
0.38502663373947144,
|
|
0.2895926535129547,
|
|
0.253807008266449,
|
|
0.5405403971672058,
|
|
0.44198882579803467,
|
|
0.6368157267570496,
|
|
0.2616821527481079,
|
|
0.42639580368995667,
|
|
0.17435890436172485,
|
|
0.18713442981243134,
|
|
0.24210518598556519,
|
|
0.5544553399085999,
|
|
0.5784311890602112,
|
|
0.5023254752159119,
|
|
0.21513938903808594,
|
|
0.32835814356803894,
|
|
0.5779815316200256,
|
|
0.6267279982566833,
|
|
0.4845814108848572,
|
|
0.11055269837379456,
|
|
0.5482232570648193,
|
|
0.3917524814605713,
|
|
0.4623654782772064,
|
|
0.3999998867511749,
|
|
0.742081344127655,
|
|
0.5408161878585815,
|
|
0.5181816816329956,
|
|
0.3387977182865143,
|
|
0.19138747453689575,
|
|
0.2234041839838028,
|
|
0.23529404401779175,
|
|
0.34920626878738403,
|
|
0.7121950387954712,
|
|
0.5955554842948914,
|
|
0.43925222754478455,
|
|
0.6041665077209473,
|
|
0.1558440923690796,
|
|
0.36619704961776733,
|
|
0.25945934653282166,
|
|
0.6598983407020569,
|
|
0.6826921701431274,
|
|
0.1773398518562317,
|
|
0.21111102402210236,
|
|
0.3398057222366333,
|
|
0.1379309743642807,
|
|
0.3267325758934021,
|
|
0.6343611478805542,
|
|
0.37999987602233887,
|
|
0.212290421128273,
|
|
0.5233643651008606,
|
|
0.48958322405815125,
|
|
0.4780486822128296,
|
|
0.3024389147758484,
|
|
0.3727271258831024,
|
|
0.3047617971897125,
|
|
0.47161564230918884,
|
|
0.2780747711658478,
|
|
0.19251330196857452,
|
|
0.6169153451919556,
|
|
0.5257730484008789,
|
|
0.31067952513694763,
|
|
0.33333325386047363,
|
|
0.15300540626049042,
|
|
0.4299998879432678
|
|
],
|
|
"time": 18.104152747429907,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.004359377548098564,
|
|
"val_loss": 2.9838099479675293,
|
|
"acc": 39.99,
|
|
"f1": [
|
|
0.669999897480011,
|
|
0.5238093733787537,
|
|
0.23232315480709076,
|
|
0.23684203624725342,
|
|
0.2741115987300873,
|
|
0.33333322405815125,
|
|
0.37962955236434937,
|
|
0.44976064562797546,
|
|
0.47619035840034485,
|
|
0.5212765336036682,
|
|
0.19540224969387054,
|
|
0.30769217014312744,
|
|
0.4102562665939331,
|
|
0.2366863340139389,
|
|
0.21649475395679474,
|
|
0.2871793806552887,
|
|
0.4338623583316803,
|
|
0.5607475638389587,
|
|
0.37320560216903687,
|
|
0.34666651487350464,
|
|
0.6528496146202087,
|
|
0.5860464572906494,
|
|
0.40217384696006775,
|
|
0.568720281124115,
|
|
0.6666665077209473,
|
|
0.24742262065410614,
|
|
0.3583814203739166,
|
|
0.2745097279548645,
|
|
0.5769229531288147,
|
|
0.35897424817085266,
|
|
0.4694834351539612,
|
|
0.4111110270023346,
|
|
0.367346853017807,
|
|
0.33333322405815125,
|
|
0.30337071418762207,
|
|
0.24324318766593933,
|
|
0.3999999165534973,
|
|
0.2895926535129547,
|
|
0.2488037496805191,
|
|
0.5310733318328857,
|
|
0.4148934781551361,
|
|
0.6305417418479919,
|
|
0.24154582619667053,
|
|
0.4198893904685974,
|
|
0.16748763620853424,
|
|
0.20560741424560547,
|
|
0.22099439799785614,
|
|
0.5538460612297058,
|
|
0.5757573843002319,
|
|
0.4854367673397064,
|
|
0.21960778534412384,
|
|
0.33333322405815125,
|
|
0.579439103603363,
|
|
0.6301368474960327,
|
|
0.47008538246154785,
|
|
0.10526309907436371,
|
|
0.5408161878585815,
|
|
0.3804876506328583,
|
|
0.4631577730178833,
|
|
0.41148313879966736,
|
|
0.7387385964393616,
|
|
0.5284972786903381,
|
|
0.5158370137214661,
|
|
0.33720916509628296,
|
|
0.18957340717315674,
|
|
0.22702695429325104,
|
|
0.24120594561100006,
|
|
0.3389829397201538,
|
|
0.7149757146835327,
|
|
0.6036034822463989,
|
|
0.4380951225757599,
|
|
0.6169153451919556,
|
|
0.16107375919818878,
|
|
0.3577980697154999,
|
|
0.2659573554992676,
|
|
0.6458331942558289,
|
|
0.6857141852378845,
|
|
0.18018010258674622,
|
|
0.21714277565479279,
|
|
0.35467973351478577,
|
|
0.14285707473754883,
|
|
0.32352936267852783,
|
|
0.6363635063171387,
|
|
0.3804876506328583,
|
|
0.20571422576904297,
|
|
0.5045870542526245,
|
|
0.4795917272567749,
|
|
0.4824119210243225,
|
|
0.27551010251045227,
|
|
0.3644443452358246,
|
|
0.30769219994544983,
|
|
0.4621847867965698,
|
|
0.2722512185573578,
|
|
0.20320846140384674,
|
|
0.62135910987854,
|
|
0.5074625611305237,
|
|
0.31999990344047546,
|
|
0.3152708411216736,
|
|
0.15053758025169373,
|
|
0.4278606176376343
|
|
],
|
|
"time": 18.00496963877231,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.006391019560396671,
|
|
"val_loss": 2.8231420516967773,
|
|
"acc": 40.3,
|
|
"f1": [
|
|
0.6810809373855591,
|
|
0.5308055877685547,
|
|
0.22222216427326202,
|
|
0.24999989569187164,
|
|
0.2699999213218689,
|
|
0.31858399510383606,
|
|
0.39069753885269165,
|
|
0.4599998891353607,
|
|
0.47115376591682434,
|
|
0.5161289572715759,
|
|
0.19999992847442627,
|
|
0.3139533996582031,
|
|
0.4041449725627899,
|
|
0.2584269046783447,
|
|
0.2233501821756363,
|
|
0.29032251238822937,
|
|
0.45555540919303894,
|
|
0.5555554032325745,
|
|
0.3880595862865448,
|
|
0.35071080923080444,
|
|
0.6461536884307861,
|
|
0.5652172565460205,
|
|
0.4086019992828369,
|
|
0.5662099123001099,
|
|
0.6635512709617615,
|
|
0.25906726717948914,
|
|
0.3798881769180298,
|
|
0.25233638286590576,
|
|
0.5853657722473145,
|
|
0.36649200320243835,
|
|
0.4814813435077667,
|
|
0.4432430863380432,
|
|
0.37373724579811096,
|
|
0.32352936267852783,
|
|
0.30150744318962097,
|
|
0.2434781938791275,
|
|
0.4232803285121918,
|
|
0.28699544072151184,
|
|
0.25510191917419434,
|
|
0.5280897617340088,
|
|
0.43956032395362854,
|
|
0.6299998760223389,
|
|
0.2488037496805191,
|
|
0.4179103374481201,
|
|
0.16842098534107208,
|
|
0.2173912227153778,
|
|
0.25668442249298096,
|
|
0.5612244009971619,
|
|
0.5888323187828064,
|
|
0.4927534759044647,
|
|
0.21428565680980682,
|
|
0.3364485204219818,
|
|
0.5982142090797424,
|
|
0.6074764728546143,
|
|
0.49090901017189026,
|
|
0.10309270769357681,
|
|
0.535353422164917,
|
|
0.39378228783607483,
|
|
0.4756755530834198,
|
|
0.38578668236732483,
|
|
0.7431191205978394,
|
|
0.5326631665229797,
|
|
0.525345504283905,
|
|
0.329670250415802,
|
|
0.1793721318244934,
|
|
0.2176164984703064,
|
|
0.2436547577381134,
|
|
0.34920626878738403,
|
|
0.7053138613700867,
|
|
0.6090908050537109,
|
|
0.4387753903865814,
|
|
0.6217615604400635,
|
|
0.15894033014774323,
|
|
0.36792439222335815,
|
|
0.26666656136512756,
|
|
0.6497460603713989,
|
|
0.6857141852378845,
|
|
0.17194563150405884,
|
|
0.21839071810245514,
|
|
0.3431371748447418,
|
|
0.14689259231090546,
|
|
0.336633563041687,
|
|
0.6513760089874268,
|
|
0.38974347710609436,
|
|
0.20571422576904297,
|
|
0.5130433440208435,
|
|
0.48453593254089355,
|
|
0.49261072278022766,
|
|
0.2955664098262787,
|
|
0.3619908392429352,
|
|
0.3018867075443268,
|
|
0.47321414947509766,
|
|
0.2653060257434845,
|
|
0.21390368044376373,
|
|
0.6183573603630066,
|
|
0.5102038979530334,
|
|
0.31372541189193726,
|
|
0.32195112109184265,
|
|
0.18478251993656158,
|
|
0.43349742889404297
|
|
],
|
|
"time": 18.414566859602928,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.004513537045568228,
|
|
"val_loss": 2.7421226501464844,
|
|
"acc": 40.41,
|
|
"f1": [
|
|
0.6770831346511841,
|
|
0.5402842164039612,
|
|
0.22222216427326202,
|
|
0.2597401440143585,
|
|
0.28272244334220886,
|
|
0.33027511835098267,
|
|
0.36190465092658997,
|
|
0.44670039415359497,
|
|
0.4694834351539612,
|
|
0.49999988079071045,
|
|
0.19767434895038605,
|
|
0.32298123836517334,
|
|
0.39583319425582886,
|
|
0.25396814942359924,
|
|
0.2211054563522339,
|
|
0.2871793806552887,
|
|
0.46739116311073303,
|
|
0.5570775270462036,
|
|
0.37373724579811096,
|
|
0.3577980697154999,
|
|
0.649484395980835,
|
|
0.5589519143104553,
|
|
0.39378228783607483,
|
|
0.5607475638389587,
|
|
0.6698111891746521,
|
|
0.251308798789978,
|
|
0.3820223808288574,
|
|
0.26600977778434753,
|
|
0.579710066318512,
|
|
0.36649200320243835,
|
|
0.4903845191001892,
|
|
0.43850257992744446,
|
|
0.39153432846069336,
|
|
0.30851057171821594,
|
|
0.29743579030036926,
|
|
0.23364479839801788,
|
|
0.41884803771972656,
|
|
0.2935778796672821,
|
|
0.2574256360530853,
|
|
0.5263156890869141,
|
|
0.43333321809768677,
|
|
0.639593780040741,
|
|
0.2571427524089813,
|
|
0.42051267623901367,
|
|
0.1846153289079666,
|
|
0.211055189371109,
|
|
0.23204411566257477,
|
|
0.5572138428688049,
|
|
0.5631066560745239,
|
|
0.5023695826530457,
|
|
0.23346298933029175,
|
|
0.3285022974014282,
|
|
0.5740739107131958,
|
|
0.6267279982566833,
|
|
0.48648640513420105,
|
|
0.10309270769357681,
|
|
0.5326631665229797,
|
|
0.3861384987831116,
|
|
0.474226713180542,
|
|
0.40609124302864075,
|
|
0.7454543113708496,
|
|
0.5279186367988586,
|
|
0.5327101349830627,
|
|
0.3409090042114258,
|
|
0.19047613441944122,
|
|
0.2244897186756134,
|
|
0.25396814942359924,
|
|
0.3522725999355316,
|
|
0.7087377309799194,
|
|
0.5903083086013794,
|
|
0.4545453190803528,
|
|
0.6224488615989685,
|
|
0.1655171811580658,
|
|
0.3577980697154999,
|
|
0.2696628272533417,
|
|
0.6564101576805115,
|
|
0.6728971004486084,
|
|
0.1725887656211853,
|
|
0.21714277565479279,
|
|
0.3428570628166199,
|
|
0.13978487253189087,
|
|
0.3267325758934021,
|
|
0.6434781551361084,
|
|
0.3939392864704132,
|
|
0.2099446803331375,
|
|
0.5108224153518677,
|
|
0.47474732995033264,
|
|
0.49999988079071045,
|
|
0.29523801803588867,
|
|
0.3551400303840637,
|
|
0.31372541189193726,
|
|
0.47787603735923767,
|
|
0.2769230008125305,
|
|
0.2054053246974945,
|
|
0.6280191540718079,
|
|
0.5125626921653748,
|
|
0.31730762124061584,
|
|
0.3470318615436554,
|
|
0.17708326876163483,
|
|
0.4365480840206146
|
|
],
|
|
"time": 17.989874958992004,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.004561027977615595,
|
|
"val_loss": 2.8496384620666504,
|
|
"acc": 40.34,
|
|
"f1": [
|
|
0.6700506210327148,
|
|
0.526829183101654,
|
|
0.23529404401779175,
|
|
0.2634729743003845,
|
|
0.2786068916320801,
|
|
0.32432422041893005,
|
|
0.38647329807281494,
|
|
0.4509802758693695,
|
|
0.46009382605552673,
|
|
0.524590015411377,
|
|
0.19883033633232117,
|
|
0.3374998867511749,
|
|
0.40796008706092834,
|
|
0.2558138370513916,
|
|
0.23157887160778046,
|
|
0.2887699604034424,
|
|
0.4777776598930359,
|
|
0.5674417018890381,
|
|
0.3880595862865448,
|
|
0.33789944648742676,
|
|
0.6428569555282593,
|
|
0.5688887238502502,
|
|
0.41052618622779846,
|
|
0.5607475638389587,
|
|
0.6545453667640686,
|
|
0.2561575770378113,
|
|
0.39130425453186035,
|
|
0.2629106938838959,
|
|
0.6030149459838867,
|
|
0.3723403513431549,
|
|
0.4837207794189453,
|
|
0.43956032395362854,
|
|
0.37563440203666687,
|
|
0.3118278682231903,
|
|
0.2999999225139618,
|
|
0.24999991059303284,
|
|
0.4301074147224426,
|
|
0.2882882058620453,
|
|
0.24615377187728882,
|
|
0.5297296643257141,
|
|
0.42780739068984985,
|
|
0.6336632370948792,
|
|
0.25233638286590576,
|
|
0.4257424473762512,
|
|
0.17346931993961334,
|
|
0.20338977873325348,
|
|
0.23913034796714783,
|
|
0.5714284181594849,
|
|
0.5757573843002319,
|
|
0.4827585518360138,
|
|
0.20576126873493195,
|
|
0.323809415102005,
|
|
0.579439103603363,
|
|
0.6175113916397095,
|
|
0.4609052240848541,
|
|
0.10362687706947327,
|
|
0.5408161878585815,
|
|
0.3880595862865448,
|
|
0.4631577730178833,
|
|
0.4174756109714508,
|
|
0.742081344127655,
|
|
0.535353422164917,
|
|
0.5066665410995483,
|
|
0.34374991059303284,
|
|
0.20192298293113708,
|
|
0.20105813443660736,
|
|
0.2512076497077942,
|
|
0.3314915895462036,
|
|
0.7121950387954712,
|
|
0.5972849726676941,
|
|
0.43999987840652466,
|
|
0.6231154203414917,
|
|
0.1509433388710022,
|
|
0.3899998664855957,
|
|
0.26315781474113464,
|
|
0.6497460603713989,
|
|
0.7029701471328735,
|
|
0.16740082204341888,
|
|
0.23030294477939606,
|
|
0.3364485204219818,
|
|
0.14364632964134216,
|
|
0.33802807331085205,
|
|
0.6396394968032837,
|
|
0.38578668236732483,
|
|
0.22471901774406433,
|
|
0.5067872405052185,
|
|
0.47715723514556885,
|
|
0.49019595980644226,
|
|
0.2769230008125305,
|
|
0.36619704961776733,
|
|
0.31372541189193726,
|
|
0.4615383744239807,
|
|
0.26666656136512756,
|
|
0.18497103452682495,
|
|
0.622641384601593,
|
|
0.5252523422241211,
|
|
0.30769219994544983,
|
|
0.3251230716705322,
|
|
0.15819202363491058,
|
|
0.4343433380126953
|
|
],
|
|
"time": 18.037243238650262,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.006564178038388491,
|
|
"val_loss": 2.93595552444458,
|
|
"acc": 40.24,
|
|
"f1": [
|
|
0.6769229769706726,
|
|
0.5213268995285034,
|
|
0.24271836876869202,
|
|
0.2558138370513916,
|
|
0.26600977778434753,
|
|
0.32599109411239624,
|
|
0.3804876506328583,
|
|
0.46999987959861755,
|
|
0.4744184911251068,
|
|
0.5026176571846008,
|
|
0.19209031760692596,
|
|
0.3096773326396942,
|
|
0.40394076704978943,
|
|
0.2404370754957199,
|
|
0.2167486995458603,
|
|
0.2842104732990265,
|
|
0.4640882611274719,
|
|
0.5414846539497375,
|
|
0.3842363655567169,
|
|
0.35185176134109497,
|
|
0.6562498807907104,
|
|
0.5638765096664429,
|
|
0.4153004288673401,
|
|
0.5555554032325745,
|
|
0.6859902143478394,
|
|
0.24615377187728882,
|
|
0.3657141625881195,
|
|
0.2673266530036926,
|
|
0.5970147848129272,
|
|
0.3723403513431549,
|
|
0.47169798612594604,
|
|
0.45263150334358215,
|
|
0.3894736170768738,
|
|
0.3141360282897949,
|
|
0.2934781610965729,
|
|
0.23696675896644592,
|
|
0.40206170082092285,
|
|
0.2820512056350708,
|
|
0.2525251507759094,
|
|
0.524590015411377,
|
|
0.43181803822517395,
|
|
0.6268655061721802,
|
|
0.2583731412887573,
|
|
0.413043349981308,
|
|
0.16666659712791443,
|
|
0.20105813443660736,
|
|
0.21989519894123077,
|
|
0.5670101642608643,
|
|
0.5671641230583191,
|
|
0.4951455295085907,
|
|
0.2096773386001587,
|
|
0.3265305161476135,
|
|
0.5779815316200256,
|
|
0.6203702688217163,
|
|
0.49549540877342224,
|
|
0.10526309907436371,
|
|
0.5454543828964233,
|
|
0.37735840678215027,
|
|
0.4799998700618744,
|
|
0.39999985694885254,
|
|
0.7387385964393616,
|
|
0.535353422164917,
|
|
0.5140186548233032,
|
|
0.3369564116001129,
|
|
0.19811314344406128,
|
|
0.22105254232883453,
|
|
0.24864855408668518,
|
|
0.35359105467796326,
|
|
0.7014216780662537,
|
|
0.5892856121063232,
|
|
0.4259258210659027,
|
|
0.6217615604400635,
|
|
0.16455689072608948,
|
|
0.36619704961776733,
|
|
0.2553190290927887,
|
|
0.6597937345504761,
|
|
0.6728971004486084,
|
|
0.18181811273097992,
|
|
0.23391805589199066,
|
|
0.3441859781742096,
|
|
0.15135130286216736,
|
|
0.323809415102005,
|
|
0.660633385181427,
|
|
0.38541653752326965,
|
|
0.22222214937210083,
|
|
0.5045044422149658,
|
|
0.4824119210243225,
|
|
0.4854367673397064,
|
|
0.2999999225139618,
|
|
0.35185176134109497,
|
|
0.3147207200527191,
|
|
0.48908287286758423,
|
|
0.26455017924308777,
|
|
0.19101116061210632,
|
|
0.6183573603630066,
|
|
0.5230767726898193,
|
|
0.322274774312973,
|
|
0.33497530221939087,
|
|
0.1648350954055786,
|
|
0.43216070532798767
|
|
],
|
|
"time": 18.12316134572029,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.004231826402246952,
|
|
"val_loss": 2.691135883331299,
|
|
"acc": 40.22,
|
|
"f1": [
|
|
0.6808508634567261,
|
|
0.5221673846244812,
|
|
0.22680403292179108,
|
|
0.25165554881095886,
|
|
0.25870639085769653,
|
|
0.3318384885787964,
|
|
0.38862547278404236,
|
|
0.46601933240890503,
|
|
0.4851484000682831,
|
|
0.5133689045906067,
|
|
0.21857915818691254,
|
|
0.3144652843475342,
|
|
0.3999999165534973,
|
|
0.24580998718738556,
|
|
0.21800939738750458,
|
|
0.29189181327819824,
|
|
0.4705880880355835,
|
|
0.5545453429222107,
|
|
0.378109335899353,
|
|
0.35454532504081726,
|
|
0.6363635063171387,
|
|
0.5818180441856384,
|
|
0.42162150144577026,
|
|
0.5756096839904785,
|
|
0.6486485004425049,
|
|
0.24120594561100006,
|
|
0.39130425453186035,
|
|
0.2697673439979553,
|
|
0.5970147848129272,
|
|
0.38043469190597534,
|
|
0.4727271497249603,
|
|
0.43181803822517395,
|
|
0.38144323229789734,
|
|
0.3208555281162262,
|
|
0.29787227511405945,
|
|
0.25570768117904663,
|
|
0.4041449725627899,
|
|
0.2895926535129547,
|
|
0.24489787220954895,
|
|
0.5513511896133423,
|
|
0.4347825050354004,
|
|
0.624390184879303,
|
|
0.2571427524089813,
|
|
0.42708319425582886,
|
|
0.14893612265586853,
|
|
0.19780214130878448,
|
|
0.22222214937210083,
|
|
0.5572138428688049,
|
|
0.5670101642608643,
|
|
0.49261072278022766,
|
|
0.21969690918922424,
|
|
0.323809415102005,
|
|
0.5714284181594849,
|
|
0.6190475225448608,
|
|
0.4818180501461029,
|
|
0.10695181041955948,
|
|
0.5373133420944214,
|
|
0.3899998664855957,
|
|
0.46391740441322327,
|
|
0.4077668786048889,
|
|
0.7354258298873901,
|
|
0.5306121110916138,
|
|
0.5137613415718079,
|
|
0.3351954519748688,
|
|
0.1935483068227768,
|
|
0.21978014707565308,
|
|
0.24615377187728882,
|
|
0.35359105467796326,
|
|
0.7156862020492554,
|
|
0.5903083086013794,
|
|
0.43601882457733154,
|
|
0.6069650650024414,
|
|
0.16666659712791443,
|
|
0.362790584564209,
|
|
0.25396814942359924,
|
|
0.6598983407020569,
|
|
0.6666665077209473,
|
|
0.165217325091362,
|
|
0.23255808651447296,
|
|
0.3348836302757263,
|
|
0.14285707473754883,
|
|
0.3417084515094757,
|
|
0.6460175514221191,
|
|
0.38144323229789734,
|
|
0.22099439799785614,
|
|
0.49579817056655884,
|
|
0.474226713180542,
|
|
0.48309168219566345,
|
|
0.30541861057281494,
|
|
0.3619908392429352,
|
|
0.30541861057281494,
|
|
0.46610158681869507,
|
|
0.2526314854621887,
|
|
0.2094240039587021,
|
|
0.6310677528381348,
|
|
0.5177663564682007,
|
|
0.31999990344047546,
|
|
0.30392149090766907,
|
|
0.18079088628292084,
|
|
0.42639580368995667
|
|
],
|
|
"time": 18.046260521747172,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.004512134473770857,
|
|
"val_loss": 2.7274770736694336,
|
|
"acc": 40.35,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.5094338655471802,
|
|
0.2376236915588379,
|
|
0.283950537443161,
|
|
0.26086950302124023,
|
|
0.33179715275764465,
|
|
0.37499985098838806,
|
|
0.4585364758968353,
|
|
0.47393354773521423,
|
|
0.49999988079071045,
|
|
0.20224712789058685,
|
|
0.30674833059310913,
|
|
0.3980098366737366,
|
|
0.25274714827537537,
|
|
0.24390237033367157,
|
|
0.2886596620082855,
|
|
0.46486473083496094,
|
|
0.5520360469818115,
|
|
0.3867923319339752,
|
|
0.34666651487350464,
|
|
0.6428569555282593,
|
|
0.5806450843811035,
|
|
0.4338623583316803,
|
|
0.5607475638389587,
|
|
0.6666665077209473,
|
|
0.239999920129776,
|
|
0.3771427571773529,
|
|
0.27649760246276855,
|
|
0.5999999046325684,
|
|
0.3703702688217163,
|
|
0.4788731336593628,
|
|
0.4491977095603943,
|
|
0.3557691276073456,
|
|
0.32820504903793335,
|
|
0.28571420907974243,
|
|
0.25112098455429077,
|
|
0.4108106791973114,
|
|
0.2782607972621918,
|
|
0.24999991059303284,
|
|
0.5425531268119812,
|
|
0.4198893904685974,
|
|
0.624390184879303,
|
|
0.24528293311595917,
|
|
0.4221104085445404,
|
|
0.16931210458278656,
|
|
0.19780214130878448,
|
|
0.22702695429325104,
|
|
0.5643563270568848,
|
|
0.5816324949264526,
|
|
0.4878047704696655,
|
|
0.21848732233047485,
|
|
0.33962252736091614,
|
|
0.5791853666305542,
|
|
0.6175113916397095,
|
|
0.49107134342193604,
|
|
0.11111104488372803,
|
|
0.5454543828964233,
|
|
0.378109335899353,
|
|
0.4795917272567749,
|
|
0.4081631302833557,
|
|
0.7354258298873901,
|
|
0.5368419289588928,
|
|
0.5067872405052185,
|
|
0.3411763310432434,
|
|
0.210526242852211,
|
|
0.22702695429325104,
|
|
0.24999991059303284,
|
|
0.3575417995452881,
|
|
0.7149757146835327,
|
|
0.6008967757225037,
|
|
0.4271843731403351,
|
|
0.6336632370948792,
|
|
0.16666659712791443,
|
|
0.35748788714408875,
|
|
0.2580644488334656,
|
|
0.6432158946990967,
|
|
0.696078360080719,
|
|
0.18018010258674622,
|
|
0.22485199570655823,
|
|
0.35714274644851685,
|
|
0.15204671025276184,
|
|
0.3425924777984619,
|
|
0.6457397937774658,
|
|
0.39378228783607483,
|
|
0.22598862648010254,
|
|
0.5045044422149658,
|
|
0.4766837954521179,
|
|
0.47761180996894836,
|
|
0.2797926664352417,
|
|
0.3555554449558258,
|
|
0.2959182858467102,
|
|
0.47161564230918884,
|
|
0.2694299519062042,
|
|
0.1989527940750122,
|
|
0.6274508833885193,
|
|
0.5071768760681152,
|
|
0.2999999225139618,
|
|
0.33502528071403503,
|
|
0.15469607710838318,
|
|
0.43781083822250366
|
|
],
|
|
"time": 18.274724701419473,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.004298334941267967,
|
|
"val_loss": 2.7428481578826904,
|
|
"acc": 40.31,
|
|
"f1": [
|
|
0.6874998807907104,
|
|
0.5217390656471252,
|
|
0.239999920129776,
|
|
0.2838708758354187,
|
|
0.2775118350982666,
|
|
0.3364485204219818,
|
|
0.3804876506328583,
|
|
0.47368407249450684,
|
|
0.4951455295085907,
|
|
0.5106381177902222,
|
|
0.19428564608097076,
|
|
0.329268217086792,
|
|
0.4059404730796814,
|
|
0.2312137931585312,
|
|
0.2371133416891098,
|
|
0.27999991178512573,
|
|
0.4777776598930359,
|
|
0.5429863333702087,
|
|
0.35416656732559204,
|
|
0.3474177420139313,
|
|
0.6562498807907104,
|
|
0.5779815316200256,
|
|
0.40641695261001587,
|
|
0.5479451417922974,
|
|
0.6730768084526062,
|
|
0.2436547577381134,
|
|
0.3936169147491455,
|
|
0.2758619785308838,
|
|
0.5911328792572021,
|
|
0.3809523284435272,
|
|
0.4688993990421295,
|
|
0.4226802885532379,
|
|
0.3592231869697571,
|
|
0.3251230716705322,
|
|
0.29268285632133484,
|
|
0.2464454174041748,
|
|
0.4108106791973114,
|
|
0.2794759273529053,
|
|
0.2673266530036926,
|
|
0.5212765336036682,
|
|
0.4269661605358124,
|
|
0.6274508833885193,
|
|
0.2464454174041748,
|
|
0.4179103374481201,
|
|
0.16243648529052734,
|
|
0.19689112901687622,
|
|
0.23280414938926697,
|
|
0.5641024112701416,
|
|
0.5858584046363831,
|
|
0.48623839020729065,
|
|
0.2268906980752945,
|
|
0.3364485204219818,
|
|
0.587155818939209,
|
|
0.6095237135887146,
|
|
0.49327346682548523,
|
|
0.1015227735042572,
|
|
0.5567008852958679,
|
|
0.3874344527721405,
|
|
0.4615383446216583,
|
|
0.40609124302864075,
|
|
0.7557602524757385,
|
|
0.5312498211860657,
|
|
0.5185183882713318,
|
|
0.3409090042114258,
|
|
0.20895515382289886,
|
|
0.22105254232883453,
|
|
0.2446807622909546,
|
|
0.34972667694091797,
|
|
0.721153736114502,
|
|
0.5887445211410522,
|
|
0.42857131361961365,
|
|
0.6069650650024414,
|
|
0.17567561566829681,
|
|
0.34977567195892334,
|
|
0.2622949779033661,
|
|
0.6530610918998718,
|
|
0.6605502963066101,
|
|
0.16513754427433014,
|
|
0.228571355342865,
|
|
0.3428570628166199,
|
|
0.140350803732872,
|
|
0.33802807331085205,
|
|
0.6635943651199341,
|
|
0.38974347710609436,
|
|
0.1965317279100418,
|
|
0.5067872405052185,
|
|
0.46632111072540283,
|
|
0.4927534759044647,
|
|
0.29107969999313354,
|
|
0.35454532504081726,
|
|
0.30046939849853516,
|
|
0.47619038820266724,
|
|
0.26315781474113464,
|
|
0.18947362899780273,
|
|
0.6197181344032288,
|
|
0.5284972786903381,
|
|
0.32160791754722595,
|
|
0.3441859781742096,
|
|
0.16666661202907562,
|
|
0.43749991059303284
|
|
],
|
|
"time": 18.099831894040108,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 151,
|
|
"train_loss": 0.00491839786991477,
|
|
"val_loss": 2.8632826805114746,
|
|
"acc": 40.4,
|
|
"f1": [
|
|
0.6808508634567261,
|
|
0.5314008593559265,
|
|
0.23589736223220825,
|
|
0.26751580834388733,
|
|
0.2735848128795624,
|
|
0.33333325386047363,
|
|
0.38862547278404236,
|
|
0.47169798612594604,
|
|
0.4694834351539612,
|
|
0.5079363584518433,
|
|
0.20224712789058685,
|
|
0.329268217086792,
|
|
0.3999998867511749,
|
|
0.2580644488334656,
|
|
0.22660093009471893,
|
|
0.281406968832016,
|
|
0.4561401903629303,
|
|
0.5471696853637695,
|
|
0.3880595862865448,
|
|
0.3406112492084503,
|
|
0.6461536884307861,
|
|
0.5470084547996521,
|
|
0.425531804561615,
|
|
0.5429863333702087,
|
|
0.6513760089874268,
|
|
0.2424241602420807,
|
|
0.38918909430503845,
|
|
0.2792791724205017,
|
|
0.5989846587181091,
|
|
0.38674020767211914,
|
|
0.47115376591682434,
|
|
0.4382021129131317,
|
|
0.36633655428886414,
|
|
0.3260868787765503,
|
|
0.2901553809642792,
|
|
0.2612611949443817,
|
|
0.4123710095882416,
|
|
0.2677823603153229,
|
|
0.23834188282489777,
|
|
0.5291004180908203,
|
|
0.42528724670410156,
|
|
0.6368157267570496,
|
|
0.2512076497077942,
|
|
0.4248703718185425,
|
|
0.15873010456562042,
|
|
0.21538454294204712,
|
|
0.2258063703775406,
|
|
0.5588234066963196,
|
|
0.5742572546005249,
|
|
0.48309168219566345,
|
|
0.21940921247005463,
|
|
0.3419688045978546,
|
|
0.5818180441856384,
|
|
0.6018517017364502,
|
|
0.4827585518360138,
|
|
0.10869558900594711,
|
|
0.5595853924751282,
|
|
0.3874344527721405,
|
|
0.46874985098838806,
|
|
0.3917524814605713,
|
|
0.7354258298873901,
|
|
0.5425531268119812,
|
|
0.5185183882713318,
|
|
0.3463686406612396,
|
|
0.2211054563522339,
|
|
0.2244897186756134,
|
|
0.24083760380744934,
|
|
0.35675665736198425,
|
|
0.7087377309799194,
|
|
0.5974025130271912,
|
|
0.44230756163597107,
|
|
0.6237622499465942,
|
|
0.16883111000061035,
|
|
0.36619704961776733,
|
|
0.24175815284252167,
|
|
0.649484395980835,
|
|
0.666666567325592,
|
|
0.17431186139583588,
|
|
0.24096375703811646,
|
|
0.3599999248981476,
|
|
0.14364632964134216,
|
|
0.3203882575035095,
|
|
0.6635943651199341,
|
|
0.3939392864704132,
|
|
0.21839071810245514,
|
|
0.50862056016922,
|
|
0.48167529702186584,
|
|
0.49019595980644226,
|
|
0.30150744318962097,
|
|
0.35023030638694763,
|
|
0.309859037399292,
|
|
0.48648640513420105,
|
|
0.2795697748661041,
|
|
0.19459453225135803,
|
|
0.6325579881668091,
|
|
0.5242717266082764,
|
|
0.30150744318962097,
|
|
0.3300969898700714,
|
|
0.1612902730703354,
|
|
0.44221094250679016
|
|
],
|
|
"time": 17.95643037930131,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 152,
|
|
"train_loss": 0.004521440714597702,
|
|
"val_loss": 2.8313558101654053,
|
|
"acc": 40.2,
|
|
"f1": [
|
|
0.6842104196548462,
|
|
0.5145629644393921,
|
|
0.2371133416891098,
|
|
0.2692306637763977,
|
|
0.2673266530036926,
|
|
0.33962252736091614,
|
|
0.3743841052055359,
|
|
0.46534639596939087,
|
|
0.4705880880355835,
|
|
0.4949493706226349,
|
|
0.18285706639289856,
|
|
0.3253011107444763,
|
|
0.39215680956840515,
|
|
0.23076915740966797,
|
|
0.21319790184497833,
|
|
0.281406968832016,
|
|
0.47513800859451294,
|
|
0.5619046092033386,
|
|
0.3627450466156006,
|
|
0.35454532504081726,
|
|
0.639593780040741,
|
|
0.5688887238502502,
|
|
0.42857128381729126,
|
|
0.5520360469818115,
|
|
0.6543776988983154,
|
|
0.25396814942359924,
|
|
0.3999998867511749,
|
|
0.2673266530036926,
|
|
0.5714284777641296,
|
|
0.3763439953327179,
|
|
0.4694834351539612,
|
|
0.423912912607193,
|
|
0.3609755337238312,
|
|
0.3147207200527191,
|
|
0.30150744318962097,
|
|
0.2314814031124115,
|
|
0.41935470700263977,
|
|
0.27705615758895874,
|
|
0.24630534648895264,
|
|
0.5212765336036682,
|
|
0.43956032395362854,
|
|
0.6299998760223389,
|
|
0.2524271011352539,
|
|
0.43298953771591187,
|
|
0.16494840383529663,
|
|
0.20224712789058685,
|
|
0.2333332598209381,
|
|
0.561576247215271,
|
|
0.5816324949264526,
|
|
0.4953269362449646,
|
|
0.21774189174175262,
|
|
0.3348836302757263,
|
|
0.5753422975540161,
|
|
0.6181817054748535,
|
|
0.48888880014419556,
|
|
0.1010100394487381,
|
|
0.5399999022483826,
|
|
0.39378228783607483,
|
|
0.47368407249450684,
|
|
0.41346144676208496,
|
|
0.7488582730293274,
|
|
0.5445024967193604,
|
|
0.5233643651008606,
|
|
0.3352600038051605,
|
|
0.21256029605865479,
|
|
0.23036640882492065,
|
|
0.23529404401779175,
|
|
0.33333322405815125,
|
|
0.7192116975784302,
|
|
0.5974025130271912,
|
|
0.43349742889404297,
|
|
0.6138612627983093,
|
|
0.16560502350330353,
|
|
0.35454532504081726,
|
|
0.2598869204521179,
|
|
0.6530610918998718,
|
|
0.6697673201560974,
|
|
0.18181811273097992,
|
|
0.22891558706760406,
|
|
0.3364485204219818,
|
|
0.1390373706817627,
|
|
0.32075464725494385,
|
|
0.6351930499076843,
|
|
0.37563440203666687,
|
|
0.20238088071346283,
|
|
0.525345504283905,
|
|
0.45685264468193054,
|
|
0.49019595980644226,
|
|
0.28855711221694946,
|
|
0.3703702688217163,
|
|
0.30541861057281494,
|
|
0.48484838008880615,
|
|
0.2810809910297394,
|
|
0.18749994039535522,
|
|
0.6249998807907104,
|
|
0.5120771527290344,
|
|
0.29292917251586914,
|
|
0.322274774312973,
|
|
0.15384609997272491,
|
|
0.4365480840206146
|
|
],
|
|
"time": 18.286654436029494,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 153,
|
|
"train_loss": 0.004355421755462885,
|
|
"val_loss": 2.7957067489624023,
|
|
"acc": 40.4,
|
|
"f1": [
|
|
0.6769229769706726,
|
|
0.5247523188591003,
|
|
0.24509796500205994,
|
|
0.27329182624816895,
|
|
0.2745097279548645,
|
|
0.3271027207374573,
|
|
0.3846152722835541,
|
|
0.4599998891353607,
|
|
0.4729062616825104,
|
|
0.49214646220207214,
|
|
0.19631893932819366,
|
|
0.3195265531539917,
|
|
0.40404030680656433,
|
|
0.23255808651447296,
|
|
0.20388342440128326,
|
|
0.299465149641037,
|
|
0.4692735970020294,
|
|
0.5648146867752075,
|
|
0.38647329807281494,
|
|
0.3568074107170105,
|
|
0.649484395980835,
|
|
0.5779815316200256,
|
|
0.41711217164993286,
|
|
0.5437787175178528,
|
|
0.6635943651199341,
|
|
0.24870456755161285,
|
|
0.3885713219642639,
|
|
0.26794248819351196,
|
|
0.5784311890602112,
|
|
0.3763439953327179,
|
|
0.48598119616508484,
|
|
0.4408600926399231,
|
|
0.3874344527721405,
|
|
0.32978713512420654,
|
|
0.2830187678337097,
|
|
0.24074065685272217,
|
|
0.42708319425582886,
|
|
0.2882882058620453,
|
|
0.26086950302124023,
|
|
0.5185183882713318,
|
|
0.42285704612731934,
|
|
0.6268655061721802,
|
|
0.26244333386421204,
|
|
0.4307691156864166,
|
|
0.16326524317264557,
|
|
0.20224712789058685,
|
|
0.2173912227153778,
|
|
0.5656563639640808,
|
|
0.5899998545646667,
|
|
0.4951455295085907,
|
|
0.21455931663513184,
|
|
0.336633563041687,
|
|
0.5806450843811035,
|
|
0.6272726058959961,
|
|
0.4782607853412628,
|
|
0.10416660457849503,
|
|
0.5472635626792908,
|
|
0.37499985098838806,
|
|
0.48387083411216736,
|
|
0.40999990701675415,
|
|
0.7321426868438721,
|
|
0.5555554032325745,
|
|
0.5161288380622864,
|
|
0.3370785713195801,
|
|
0.20202013850212097,
|
|
0.2256409376859665,
|
|
0.24210518598556519,
|
|
0.36956506967544556,
|
|
0.704761803150177,
|
|
0.5982905030250549,
|
|
0.419999897480011,
|
|
0.6091369390487671,
|
|
0.16883111000061035,
|
|
0.37320560216903687,
|
|
0.2696628272533417,
|
|
0.6458331942558289,
|
|
0.6666665077209473,
|
|
0.17840369045734406,
|
|
0.23809516429901123,
|
|
0.3364485204219818,
|
|
0.1333332657814026,
|
|
0.3317534327507019,
|
|
0.6488887667655945,
|
|
0.3823528587818146,
|
|
0.20809243619441986,
|
|
0.5205478072166443,
|
|
0.4670049846172333,
|
|
0.48803818225860596,
|
|
0.28712859749794006,
|
|
0.35294109582901,
|
|
0.30621999502182007,
|
|
0.4827585518360138,
|
|
0.2765956223011017,
|
|
0.19047614932060242,
|
|
0.6346153020858765,
|
|
0.5380709171295166,
|
|
0.3168315887451172,
|
|
0.3184078335762024,
|
|
0.15135130286216736,
|
|
0.44221094250679016
|
|
],
|
|
"time": 18.270375384017825,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 154,
|
|
"train_loss": 0.004744297359138727,
|
|
"val_loss": 2.8006691932678223,
|
|
"acc": 40.41,
|
|
"f1": [
|
|
0.6878305077552795,
|
|
0.5221673846244812,
|
|
0.23958325386047363,
|
|
0.2820512056350708,
|
|
0.2713567018508911,
|
|
0.3363635540008545,
|
|
0.3738316595554352,
|
|
0.45544540882110596,
|
|
0.4827585518360138,
|
|
0.5189187526702881,
|
|
0.188888818025589,
|
|
0.33333325386047363,
|
|
0.39378228783607483,
|
|
0.2659573554992676,
|
|
0.23529402911663055,
|
|
0.2842104732990265,
|
|
0.4756755530834198,
|
|
0.5504586100578308,
|
|
0.364531934261322,
|
|
0.3557691276073456,
|
|
0.649484395980835,
|
|
0.5652172565460205,
|
|
0.42162150144577026,
|
|
0.563380241394043,
|
|
0.6513760089874268,
|
|
0.24999991059303284,
|
|
0.423912912607193,
|
|
0.2790696918964386,
|
|
0.5837318897247314,
|
|
0.35714274644851685,
|
|
0.4907405972480774,
|
|
0.4408600926399231,
|
|
0.3783782720565796,
|
|
0.30526304244995117,
|
|
0.3076922297477722,
|
|
0.2403845638036728,
|
|
0.4123710095882416,
|
|
0.2882882058620453,
|
|
0.24120594561100006,
|
|
0.535519003868103,
|
|
0.42780739068984985,
|
|
0.6305417418479919,
|
|
0.2723003923892975,
|
|
0.4221104085445404,
|
|
0.1641024947166443,
|
|
0.2116401493549347,
|
|
0.228260800242424,
|
|
0.5699998736381531,
|
|
0.5771142840385437,
|
|
0.48598119616508484,
|
|
0.21576756238937378,
|
|
0.3300969898700714,
|
|
0.5982142090797424,
|
|
0.6132074594497681,
|
|
0.47619038820266724,
|
|
0.10638291388750076,
|
|
0.5326631665229797,
|
|
0.40206170082092285,
|
|
0.4766837954521179,
|
|
0.37999987602233887,
|
|
0.7345131635665894,
|
|
0.534031331539154,
|
|
0.5045870542526245,
|
|
0.3352600038051605,
|
|
0.21359217166900635,
|
|
0.22105254232883453,
|
|
0.2526314854621887,
|
|
0.34254133701324463,
|
|
0.7121950387954712,
|
|
0.6008967757225037,
|
|
0.4265401363372803,
|
|
0.6091369390487671,
|
|
0.17449656128883362,
|
|
0.362790584564209,
|
|
0.26373615860939026,
|
|
0.6461536884307861,
|
|
0.6760562062263489,
|
|
0.18999992311000824,
|
|
0.23391805589199066,
|
|
0.3301886022090912,
|
|
0.14364632964134216,
|
|
0.3211008310317993,
|
|
0.6218487024307251,
|
|
0.38974347710609436,
|
|
0.21965309977531433,
|
|
0.5152837038040161,
|
|
0.4670049846172333,
|
|
0.4878047704696655,
|
|
0.28571417927742004,
|
|
0.3555554449558258,
|
|
0.29850736260414124,
|
|
0.4745761752128601,
|
|
0.27118635177612305,
|
|
0.18378373980522156,
|
|
0.6320753693580627,
|
|
0.518134593963623,
|
|
0.2976743280887604,
|
|
0.3253587782382965,
|
|
0.16931210458278656,
|
|
0.4433496594429016
|
|
],
|
|
"time": 18.336925861425698,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 155,
|
|
"train_loss": 0.00452015595510602,
|
|
"val_loss": 2.9042916297912598,
|
|
"acc": 40.33,
|
|
"f1": [
|
|
0.6806281208992004,
|
|
0.5094338655471802,
|
|
0.2244897186756134,
|
|
0.2749998867511749,
|
|
0.2741115987300873,
|
|
0.33928561210632324,
|
|
0.37735840678215027,
|
|
0.4615383446216583,
|
|
0.46829259395599365,
|
|
0.5106381177902222,
|
|
0.20689648389816284,
|
|
0.3170730471611023,
|
|
0.3917524814605713,
|
|
0.22346359491348267,
|
|
0.21463409066200256,
|
|
0.29473677277565,
|
|
0.4659089744091034,
|
|
0.5529952645301819,
|
|
0.36714968085289,
|
|
0.35616424679756165,
|
|
0.6666665077209473,
|
|
0.5806450843811035,
|
|
0.4262293577194214,
|
|
0.5648146867752075,
|
|
0.6862744092941284,
|
|
0.2526314854621887,
|
|
0.39548009634017944,
|
|
0.2758619785308838,
|
|
0.5853657722473145,
|
|
0.3723403513431549,
|
|
0.4818180501461029,
|
|
0.44559577107429504,
|
|
0.37563440203666687,
|
|
0.32291656732559204,
|
|
0.29166659712791443,
|
|
0.23809516429901123,
|
|
0.4081631302833557,
|
|
0.2794759273529053,
|
|
0.25490185618400574,
|
|
0.5130888819694519,
|
|
0.4347825050354004,
|
|
0.633165717124939,
|
|
0.2647058069705963,
|
|
0.4137929677963257,
|
|
0.15999993681907654,
|
|
0.19289332628250122,
|
|
0.21874994039535522,
|
|
0.5699998736381531,
|
|
0.5771142840385437,
|
|
0.49019595980644226,
|
|
0.22307686507701874,
|
|
0.34905651211738586,
|
|
0.5844747424125671,
|
|
0.6238530874252319,
|
|
0.4933919608592987,
|
|
0.10471197962760925,
|
|
0.5435895919799805,
|
|
0.38578668236732483,
|
|
0.47368407249450684,
|
|
0.38974347710609436,
|
|
0.7488582730293274,
|
|
0.5454544425010681,
|
|
0.5067872405052185,
|
|
0.3463686406612396,
|
|
0.20909084379673004,
|
|
0.22797919809818268,
|
|
0.23913034796714783,
|
|
0.35675665736198425,
|
|
0.7149757146835327,
|
|
0.6008967757225037,
|
|
0.4278606176376343,
|
|
0.619999885559082,
|
|
0.16883111000061035,
|
|
0.36018943786621094,
|
|
0.26086944341659546,
|
|
0.6421051621437073,
|
|
0.6859902143478394,
|
|
0.19191910326480865,
|
|
0.23255808651447296,
|
|
0.3399999141693115,
|
|
0.13756607472896576,
|
|
0.34123215079307556,
|
|
0.6399998664855957,
|
|
0.4019606411457062,
|
|
0.20809243619441986,
|
|
0.5291478633880615,
|
|
0.47715723514556885,
|
|
0.4854367673397064,
|
|
0.2944161295890808,
|
|
0.35185176134109497,
|
|
0.2955664098262787,
|
|
0.48484838008880615,
|
|
0.27083322405815125,
|
|
0.18181811273097992,
|
|
0.6206895112991333,
|
|
0.5258214473724365,
|
|
0.30769219994544983,
|
|
0.33333322405815125,
|
|
0.1612902730703354,
|
|
0.4158414602279663
|
|
],
|
|
"time": 17.96172585617751,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 156,
|
|
"train_loss": 0.005219372920691967,
|
|
"val_loss": 2.9180054664611816,
|
|
"acc": 40.43,
|
|
"f1": [
|
|
0.6802029013633728,
|
|
0.5118482112884521,
|
|
0.24742262065410614,
|
|
0.2727271318435669,
|
|
0.26262614130973816,
|
|
0.3408070504665375,
|
|
0.3743841052055359,
|
|
0.46376800537109375,
|
|
0.4705880880355835,
|
|
0.5079363584518433,
|
|
0.18181811273097992,
|
|
0.3354036211967468,
|
|
0.3939392864704132,
|
|
0.24999991059303284,
|
|
0.23255807161331177,
|
|
0.2871793806552887,
|
|
0.4725273549556732,
|
|
0.5607475638389587,
|
|
0.3823528587818146,
|
|
0.32888880372047424,
|
|
0.6562498807907104,
|
|
0.5765764713287354,
|
|
0.41052618622779846,
|
|
0.5607475638389587,
|
|
0.6543776988983154,
|
|
0.251308798789978,
|
|
0.4042551815509796,
|
|
0.26415085792541504,
|
|
0.5769229531288147,
|
|
0.38674020767211914,
|
|
0.47747737169265747,
|
|
0.42857128381729126,
|
|
0.37499991059303284,
|
|
0.3260868787765503,
|
|
0.2842104732990265,
|
|
0.22748807072639465,
|
|
0.41269823908805847,
|
|
0.28193822503089905,
|
|
0.2561575770378113,
|
|
0.5376343131065369,
|
|
0.423912912607193,
|
|
0.6274508833885193,
|
|
0.25870639085769653,
|
|
0.4248703718185425,
|
|
0.17435890436172485,
|
|
0.2121211439371109,
|
|
0.22222213447093964,
|
|
0.5699998736381531,
|
|
0.5858584046363831,
|
|
0.48039206862449646,
|
|
0.2153845578432083,
|
|
0.32352936267852783,
|
|
0.5953487157821655,
|
|
0.6111109852790833,
|
|
0.4782607853412628,
|
|
0.10582003742456436,
|
|
0.5538460612297058,
|
|
0.3939392864704132,
|
|
0.4717947542667389,
|
|
0.4081631302833557,
|
|
0.7387385964393616,
|
|
0.5416665077209473,
|
|
0.5045870542526245,
|
|
0.3444443643093109,
|
|
0.21198150515556335,
|
|
0.22797919809818268,
|
|
0.2485874742269516,
|
|
0.3502824008464813,
|
|
0.7219511270523071,
|
|
0.5957446098327637,
|
|
0.4411763548851013,
|
|
0.6116504073143005,
|
|
0.17105256021022797,
|
|
0.3653844892978668,
|
|
0.2681563198566437,
|
|
0.6633164882659912,
|
|
0.6697673201560974,
|
|
0.16964279115200043,
|
|
0.2366863340139389,
|
|
0.36180898547172546,
|
|
0.14213192462921143,
|
|
0.33492809534072876,
|
|
0.6576575636863708,
|
|
0.3794870972633362,
|
|
0.2333332598209381,
|
|
0.5137613415718079,
|
|
0.47120407223701477,
|
|
0.49999988079071045,
|
|
0.29850736260414124,
|
|
0.34389129281044006,
|
|
0.2999999225139618,
|
|
0.48908287286758423,
|
|
0.2702701687812805,
|
|
0.2176164984703064,
|
|
0.6341462135314941,
|
|
0.5242717266082764,
|
|
0.3168315887451172,
|
|
0.331707239151001,
|
|
0.15053758025169373,
|
|
0.4248703718185425
|
|
],
|
|
"time": 18.059248329140246,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 157,
|
|
"train_loss": 0.004117990378290415,
|
|
"val_loss": 2.7874255180358887,
|
|
"acc": 40.46,
|
|
"f1": [
|
|
0.6734693050384521,
|
|
0.5118482112884521,
|
|
0.2613064646720886,
|
|
0.2767294645309448,
|
|
0.2735848128795624,
|
|
0.3364485204219818,
|
|
0.3923443853855133,
|
|
0.47524741291999817,
|
|
0.47761180996894836,
|
|
0.5139663219451904,
|
|
0.20238088071346283,
|
|
0.3139533996582031,
|
|
0.39195966720581055,
|
|
0.23204411566257477,
|
|
0.2264150083065033,
|
|
0.29166659712791443,
|
|
0.4712642431259155,
|
|
0.5555554032325745,
|
|
0.37681150436401367,
|
|
0.3584904372692108,
|
|
0.649484395980835,
|
|
0.5423727631568909,
|
|
0.4262293577194214,
|
|
0.5529952645301819,
|
|
0.666666567325592,
|
|
0.2424241602420807,
|
|
0.4021162986755371,
|
|
0.27777767181396484,
|
|
0.579710066318512,
|
|
0.38043469190597534,
|
|
0.4792625606060028,
|
|
0.4361701011657715,
|
|
0.3809523284435272,
|
|
0.2983424663543701,
|
|
0.2901553809642792,
|
|
0.2477063536643982,
|
|
0.4102562665939331,
|
|
0.28318578004837036,
|
|
0.2524271011352539,
|
|
0.5102038979530334,
|
|
0.4245808720588684,
|
|
0.6363635063171387,
|
|
0.2685184180736542,
|
|
0.42780739068984985,
|
|
0.1554403454065323,
|
|
0.2072538137435913,
|
|
0.21505369246006012,
|
|
0.5699998736381531,
|
|
0.5858584046363831,
|
|
0.4907405972480774,
|
|
0.22047238051891327,
|
|
0.323809415102005,
|
|
0.5791853666305542,
|
|
0.6153844594955444,
|
|
0.4912279546260834,
|
|
0.10582003742456436,
|
|
0.5510202646255493,
|
|
0.39999985694885254,
|
|
0.48205116391181946,
|
|
0.3939392864704132,
|
|
0.7354258298873901,
|
|
0.5445024967193604,
|
|
0.5137613415718079,
|
|
0.34883710741996765,
|
|
0.22535204887390137,
|
|
0.23204411566257477,
|
|
0.24175815284252167,
|
|
0.3502824008464813,
|
|
0.7227722406387329,
|
|
0.5919281840324402,
|
|
0.4313724637031555,
|
|
0.613065242767334,
|
|
0.16774186491966248,
|
|
0.3696681261062622,
|
|
0.251428484916687,
|
|
0.6560845375061035,
|
|
0.679245114326477,
|
|
0.18749992549419403,
|
|
0.2424241602420807,
|
|
0.34615373611450195,
|
|
0.13259662687778473,
|
|
0.331707239151001,
|
|
0.660633385181427,
|
|
0.38775497674942017,
|
|
0.22099439799785614,
|
|
0.5296802520751953,
|
|
0.4795917272567749,
|
|
0.4975123405456543,
|
|
0.29665064811706543,
|
|
0.36190465092658997,
|
|
0.3091786503791809,
|
|
0.4912279546260834,
|
|
0.26666656136512756,
|
|
0.19587622582912445,
|
|
0.6315788626670837,
|
|
0.5279186367988586,
|
|
0.31067952513694763,
|
|
0.3299999237060547,
|
|
0.17525766789913177,
|
|
0.41414129734039307
|
|
],
|
|
"time": 18.307310663163662,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 158,
|
|
"train_loss": 0.00452437112107873,
|
|
"val_loss": 2.7915596961975098,
|
|
"acc": 40.27,
|
|
"f1": [
|
|
0.6734693050384521,
|
|
0.5258214473724365,
|
|
0.24175815284252167,
|
|
0.2754489779472351,
|
|
0.27083322405815125,
|
|
0.3364485204219818,
|
|
0.37558677792549133,
|
|
0.4734298884868622,
|
|
0.4705880880355835,
|
|
0.5108694434165955,
|
|
0.19318175315856934,
|
|
0.33333325386047363,
|
|
0.38775497674942017,
|
|
0.24175815284252167,
|
|
0.22966498136520386,
|
|
0.30270257592201233,
|
|
0.45197728276252747,
|
|
0.5520360469818115,
|
|
0.3696681261062622,
|
|
0.3414633274078369,
|
|
0.6428569555282593,
|
|
0.570175290107727,
|
|
0.42780739068984985,
|
|
0.5607475638389587,
|
|
0.6540283560752869,
|
|
0.2436547577381134,
|
|
0.4086019992828369,
|
|
0.2718445658683777,
|
|
0.5899998545646667,
|
|
0.39106133580207825,
|
|
0.4748857021331787,
|
|
0.4347825050354004,
|
|
0.367346853017807,
|
|
0.3101603388786316,
|
|
0.29523801803588867,
|
|
0.246575266122818,
|
|
0.41884803771972656,
|
|
0.28444433212280273,
|
|
0.24742262065410614,
|
|
0.5326085686683655,
|
|
0.41884803771972656,
|
|
0.6274508833885193,
|
|
0.24999991059303284,
|
|
0.42639580368995667,
|
|
0.16842098534107208,
|
|
0.21999992430210114,
|
|
0.22346359491348267,
|
|
0.5599998831748962,
|
|
0.5771142840385437,
|
|
0.49523797631263733,
|
|
0.22222214937210083,
|
|
0.319248765707016,
|
|
0.5714284181594849,
|
|
0.6261681318283081,
|
|
0.4845814108848572,
|
|
0.10204074531793594,
|
|
0.5527637004852295,
|
|
0.4083768427371979,
|
|
0.48205116391181946,
|
|
0.39603951573371887,
|
|
0.7387385964393616,
|
|
0.5513511896133423,
|
|
0.5213268995285034,
|
|
0.3406592309474945,
|
|
0.2075471132993698,
|
|
0.22222216427326202,
|
|
0.2371133416891098,
|
|
0.348314493894577,
|
|
0.7053138613700867,
|
|
0.5982142090797424,
|
|
0.4257424473762512,
|
|
0.6060605049133301,
|
|
0.16216209530830383,
|
|
0.3696681261062622,
|
|
0.26136353611946106,
|
|
0.6502462029457092,
|
|
0.6889951229095459,
|
|
0.17040351033210754,
|
|
0.24390234053134918,
|
|
0.3348836302757263,
|
|
0.14358967542648315,
|
|
0.32352936267852783,
|
|
0.6371680498123169,
|
|
0.3775508999824524,
|
|
0.21468918025493622,
|
|
0.5132741928100586,
|
|
0.474226713180542,
|
|
0.49999988079071045,
|
|
0.2914571762084961,
|
|
0.35135123133659363,
|
|
0.28855711221694946,
|
|
0.4912279546260834,
|
|
0.2694299519062042,
|
|
0.18947362899780273,
|
|
0.6138612627983093,
|
|
0.5252523422241211,
|
|
0.3121950626373291,
|
|
0.3251230716705322,
|
|
0.15555550158023834,
|
|
0.4307691156864166
|
|
],
|
|
"time": 18.254886128939688,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 159,
|
|
"train_loss": 0.006883813999593258,
|
|
"val_loss": 2.846468210220337,
|
|
"acc": 40.21,
|
|
"f1": [
|
|
0.669999897480011,
|
|
0.5071768760681152,
|
|
0.24489787220954895,
|
|
0.27096763253211975,
|
|
0.27083322405815125,
|
|
0.33035704493522644,
|
|
0.3827749788761139,
|
|
0.44776105880737305,
|
|
0.47619035840034485,
|
|
0.5027320981025696,
|
|
0.19101116061210632,
|
|
0.32941165566444397,
|
|
0.3880595862865448,
|
|
0.2444443702697754,
|
|
0.22772268950939178,
|
|
0.28426387906074524,
|
|
0.4659089744091034,
|
|
0.5520360469818115,
|
|
0.36815908551216125,
|
|
0.3551400303840637,
|
|
0.6461536884307861,
|
|
0.5791853666305542,
|
|
0.41052618622779846,
|
|
0.568720281124115,
|
|
0.6666665077209473,
|
|
0.239999920129776,
|
|
0.41340771317481995,
|
|
0.2761903405189514,
|
|
0.5741626024246216,
|
|
0.3723403513431549,
|
|
0.4788731336593628,
|
|
0.4232803285121918,
|
|
0.3654821515083313,
|
|
0.299465149641037,
|
|
0.28999990224838257,
|
|
0.23041465878486633,
|
|
0.4162435233592987,
|
|
0.28699544072151184,
|
|
0.2340424805879593,
|
|
0.5414363145828247,
|
|
0.42857128381729126,
|
|
0.6368157267570496,
|
|
0.2536584436893463,
|
|
0.4232803285121918,
|
|
0.16494840383529663,
|
|
0.19780214130878448,
|
|
0.2234041839838028,
|
|
0.5656563639640808,
|
|
0.5771142840385437,
|
|
0.4905658960342407,
|
|
0.2231075018644333,
|
|
0.31627896428108215,
|
|
0.6044443249702454,
|
|
0.6133331656455994,
|
|
0.48214277625083923,
|
|
0.1015227735042572,
|
|
0.5380709171295166,
|
|
0.39795905351638794,
|
|
0.4766837954521179,
|
|
0.4020099639892578,
|
|
0.7256636023521423,
|
|
0.5208331942558289,
|
|
0.5137613415718079,
|
|
0.3409090042114258,
|
|
0.2262442708015442,
|
|
0.21428564190864563,
|
|
0.24999991059303284,
|
|
0.35483860969543457,
|
|
0.7128711342811584,
|
|
0.5938863754272461,
|
|
0.4230768084526062,
|
|
0.6161615252494812,
|
|
0.17333325743675232,
|
|
0.37320560216903687,
|
|
0.2584269046783447,
|
|
0.6528496146202087,
|
|
0.6824643611907959,
|
|
0.17272719740867615,
|
|
0.24390234053134918,
|
|
0.33333322405815125,
|
|
0.1395348161458969,
|
|
0.3286384046077728,
|
|
0.6324785351753235,
|
|
0.36842095851898193,
|
|
0.20111726224422455,
|
|
0.5286343097686768,
|
|
0.4766837954521179,
|
|
0.48756206035614014,
|
|
0.282828152179718,
|
|
0.35616424679756165,
|
|
0.30392149090766907,
|
|
0.5022420287132263,
|
|
0.2736841142177582,
|
|
0.1989527940750122,
|
|
0.622641384601593,
|
|
0.5257730484008789,
|
|
0.29523801803588867,
|
|
0.3168315887451172,
|
|
0.15217386186122894,
|
|
0.42639580368995667
|
|
],
|
|
"time": 17.73242737352848,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 160,
|
|
"train_loss": 0.004730395972728729,
|
|
"val_loss": 3.0336005687713623,
|
|
"acc": 40.47,
|
|
"f1": [
|
|
0.6700506210327148,
|
|
0.5137613415718079,
|
|
0.24615377187728882,
|
|
0.2585032880306244,
|
|
0.26804113388061523,
|
|
0.3394494354724884,
|
|
0.40384599566459656,
|
|
0.4688993990421295,
|
|
0.4729062616825104,
|
|
0.5053762197494507,
|
|
0.18390797078609467,
|
|
0.32335323095321655,
|
|
0.38541653752326965,
|
|
0.2553190290927887,
|
|
0.22222216427326202,
|
|
0.28571420907974243,
|
|
0.4640882611274719,
|
|
0.5495494604110718,
|
|
0.39215680956840515,
|
|
0.3551400303840637,
|
|
0.6428569555282593,
|
|
0.5676854848861694,
|
|
0.4148934781551361,
|
|
0.5555554032325745,
|
|
0.6666665077209473,
|
|
0.23696675896644592,
|
|
0.39778995513916016,
|
|
0.2718445658683777,
|
|
0.5714284777641296,
|
|
0.3703702688217163,
|
|
0.47846877574920654,
|
|
0.44559577107429504,
|
|
0.36180898547172546,
|
|
0.3118278682231903,
|
|
0.28272244334220886,
|
|
0.25570768117904663,
|
|
0.4081631302833557,
|
|
0.28318578004837036,
|
|
0.24999991059303284,
|
|
0.5543476939201355,
|
|
0.43093910813331604,
|
|
0.6336632370948792,
|
|
0.26341456174850464,
|
|
0.4248703718185425,
|
|
0.16842098534107208,
|
|
0.19672125577926636,
|
|
0.2258063703775406,
|
|
0.5671641230583191,
|
|
0.582914412021637,
|
|
0.4834122061729431,
|
|
0.21722839772701263,
|
|
0.3317534327507019,
|
|
0.6079294085502625,
|
|
0.6118720173835754,
|
|
0.4933919608592987,
|
|
0.10256402939558029,
|
|
0.5463916063308716,
|
|
0.40206170082092285,
|
|
0.47916653752326965,
|
|
0.39195966720581055,
|
|
0.728888750076294,
|
|
0.5360823273658752,
|
|
0.5045044422149658,
|
|
0.35955044627189636,
|
|
0.2095237374305725,
|
|
0.23280414938926697,
|
|
0.24999991059303284,
|
|
0.3502824008464813,
|
|
0.7128711342811584,
|
|
0.5982142090797424,
|
|
0.41314542293548584,
|
|
0.6161615252494812,
|
|
0.17808210849761963,
|
|
0.37499985098838806,
|
|
0.26666656136512756,
|
|
0.6631577014923096,
|
|
0.6826921701431274,
|
|
0.18803411722183228,
|
|
0.24844713509082794,
|
|
0.3428570628166199,
|
|
0.12765949964523315,
|
|
0.34579432010650635,
|
|
0.6371680498123169,
|
|
0.38190943002700806,
|
|
0.22093015909194946,
|
|
0.5291478633880615,
|
|
0.46938762068748474,
|
|
0.4854367673397064,
|
|
0.2886596620082855,
|
|
0.3738316595554352,
|
|
0.3121950626373291,
|
|
0.49999988079071045,
|
|
0.26804113388061523,
|
|
0.19251330196857452,
|
|
0.6350710391998291,
|
|
0.5257730484008789,
|
|
0.2898550033569336,
|
|
0.3316061198711395,
|
|
0.14857135713100433,
|
|
0.4343433380126953
|
|
],
|
|
"time": 17.994972695596516,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 161,
|
|
"train_loss": 0.0070345052517950535,
|
|
"val_loss": 2.937451124191284,
|
|
"acc": 40.38,
|
|
"f1": [
|
|
0.6842104196548462,
|
|
0.5071768760681152,
|
|
0.23834188282489777,
|
|
0.29268282651901245,
|
|
0.2731706500053406,
|
|
0.3274335563182831,
|
|
0.3923443853855133,
|
|
0.46999987959861755,
|
|
0.48309168219566345,
|
|
0.5164833664894104,
|
|
0.2054053246974945,
|
|
0.31638407707214355,
|
|
0.378109335899353,
|
|
0.2430938482284546,
|
|
0.24761897325515747,
|
|
0.29166659712791443,
|
|
0.46153831481933594,
|
|
0.5529952645301819,
|
|
0.364531934261322,
|
|
0.35294109582901,
|
|
0.6461536884307861,
|
|
0.5349792838096619,
|
|
0.4210525155067444,
|
|
0.5727698802947998,
|
|
0.6511626243591309,
|
|
0.24120594561100006,
|
|
0.3934425115585327,
|
|
0.2898550033569336,
|
|
0.579710066318512,
|
|
0.3723403513431549,
|
|
0.4814813435077667,
|
|
0.4432430863380432,
|
|
0.364531934261322,
|
|
0.32820504903793335,
|
|
0.28272244334220886,
|
|
0.22522515058517456,
|
|
0.4120602011680603,
|
|
0.2758619785308838,
|
|
0.25125616788864136,
|
|
0.5240640044212341,
|
|
0.4347825050354004,
|
|
0.6206895112991333,
|
|
0.25352105498313904,
|
|
0.4102562665939331,
|
|
0.14736837148666382,
|
|
0.19889496266841888,
|
|
0.21874994039535522,
|
|
0.5572138428688049,
|
|
0.5799998641014099,
|
|
0.4811319410800934,
|
|
0.20920497179031372,
|
|
0.34579432010650635,
|
|
0.5806450843811035,
|
|
0.6175113916397095,
|
|
0.4912279546260834,
|
|
0.10695181041955948,
|
|
0.5408161878585815,
|
|
0.4086019992828369,
|
|
0.4873095452785492,
|
|
0.4137929677963257,
|
|
0.7321426868438721,
|
|
0.5368419289588928,
|
|
0.5135133862495422,
|
|
0.35714277625083923,
|
|
0.23584897816181183,
|
|
0.24175815284252167,
|
|
0.24864855408668518,
|
|
0.3428570628166199,
|
|
0.7219511270523071,
|
|
0.6052630543708801,
|
|
0.4257424473762512,
|
|
0.613065242767334,
|
|
0.16993455588817596,
|
|
0.3714284896850586,
|
|
0.2541435658931732,
|
|
0.6497460603713989,
|
|
0.6857141852378845,
|
|
0.1862744390964508,
|
|
0.23529404401779175,
|
|
0.34449753165245056,
|
|
0.1333332657814026,
|
|
0.3253587782382965,
|
|
0.6375544667243958,
|
|
0.3874344527721405,
|
|
0.21468918025493622,
|
|
0.5205478072166443,
|
|
0.4766837954521179,
|
|
0.49746179580688477,
|
|
0.2959182858467102,
|
|
0.3568074107170105,
|
|
0.2944161295890808,
|
|
0.4912279546260834,
|
|
0.2722512185573578,
|
|
0.18478251993656158,
|
|
0.6237622499465942,
|
|
0.5294116735458374,
|
|
0.2999999225139618,
|
|
0.32835814356803894,
|
|
0.16080394387245178,
|
|
0.44221094250679016
|
|
],
|
|
"time": 18.088294012472034,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 162,
|
|
"train_loss": 0.004476652015000582,
|
|
"val_loss": 2.9814136028289795,
|
|
"acc": 40.46,
|
|
"f1": [
|
|
0.683937668800354,
|
|
0.5217390656471252,
|
|
0.24615377187728882,
|
|
0.28025469183921814,
|
|
0.2699999213218689,
|
|
0.3318776488304138,
|
|
0.38053086400032043,
|
|
0.45714277029037476,
|
|
0.4780486822128296,
|
|
0.5079363584518433,
|
|
0.19767434895038605,
|
|
0.3195265531539917,
|
|
0.39583319425582886,
|
|
0.24175815284252167,
|
|
0.22222216427326202,
|
|
0.29473677277565,
|
|
0.4615383446216583,
|
|
0.5504586100578308,
|
|
0.3846152722835541,
|
|
0.34905651211738586,
|
|
0.6363635063171387,
|
|
0.5754715800285339,
|
|
0.4108106791973114,
|
|
0.568720281124115,
|
|
0.6543776988983154,
|
|
0.2436547577381134,
|
|
0.4044942855834961,
|
|
0.28971952199935913,
|
|
0.5870645046234131,
|
|
0.3783782720565796,
|
|
0.4814813435077667,
|
|
0.43093910813331604,
|
|
0.3627450466156006,
|
|
0.31914883852005005,
|
|
0.30526304244995117,
|
|
0.2488478720188141,
|
|
0.4145076870918274,
|
|
0.27705615758895874,
|
|
0.2258063703775406,
|
|
0.5434780716896057,
|
|
0.4245808720588684,
|
|
0.6299998760223389,
|
|
0.2621358335018158,
|
|
0.42639580368995667,
|
|
0.15957440435886383,
|
|
0.20105813443660736,
|
|
0.22459883987903595,
|
|
0.5656563639640808,
|
|
0.5846152901649475,
|
|
0.48803818225860596,
|
|
0.22727267444133759,
|
|
0.32835814356803894,
|
|
0.6017698049545288,
|
|
0.6203702688217163,
|
|
0.4782607853412628,
|
|
0.10416660457849503,
|
|
0.5555554032325745,
|
|
0.39795905351638794,
|
|
0.4795917272567749,
|
|
0.38775497674942017,
|
|
0.7354258298873901,
|
|
0.5454543828964233,
|
|
0.5112106204032898,
|
|
0.3444443643093109,
|
|
0.2085307389497757,
|
|
0.22772268950939178,
|
|
0.2543351650238037,
|
|
0.3463686406612396,
|
|
0.7317072153091431,
|
|
0.5972849726676941,
|
|
0.42512065172195435,
|
|
0.6099998950958252,
|
|
0.17567561566829681,
|
|
0.3696681261062622,
|
|
0.2543351650238037,
|
|
0.6530610918998718,
|
|
0.6956520080566406,
|
|
0.18604646623134613,
|
|
0.23529404401779175,
|
|
0.3428570628166199,
|
|
0.13483139872550964,
|
|
0.34123215079307556,
|
|
0.6399998664855957,
|
|
0.3980098366737366,
|
|
0.21111102402210236,
|
|
0.5155554413795471,
|
|
0.46874985098838806,
|
|
0.4878047704696655,
|
|
0.2941175699234009,
|
|
0.35454532504081726,
|
|
0.3018867075443268,
|
|
0.4933919608592987,
|
|
0.27083322405815125,
|
|
0.19999991357326508,
|
|
0.62135910987854,
|
|
0.542713463306427,
|
|
0.30097079277038574,
|
|
0.32820504903793335,
|
|
0.15300540626049042,
|
|
0.43349742889404297
|
|
],
|
|
"time": 18.383216943591833,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 163,
|
|
"train_loss": 0.004456113092601299,
|
|
"val_loss": 2.932379722595215,
|
|
"acc": 40.38,
|
|
"f1": [
|
|
0.6701029539108276,
|
|
0.5170730352401733,
|
|
0.26041656732559204,
|
|
0.291139155626297,
|
|
0.2758619785308838,
|
|
0.33480167388916016,
|
|
0.38647329807281494,
|
|
0.4705880880355835,
|
|
0.4495411515235901,
|
|
0.5106381177902222,
|
|
0.18390797078609467,
|
|
0.3139533996582031,
|
|
0.38775497674942017,
|
|
0.23809516429901123,
|
|
0.2181817591190338,
|
|
0.29032251238822937,
|
|
0.4861876964569092,
|
|
0.5495494604110718,
|
|
0.3827749788761139,
|
|
0.34905651211738586,
|
|
0.6428569555282593,
|
|
0.5898616909980774,
|
|
0.4088396728038788,
|
|
0.5596328973770142,
|
|
0.6572768688201904,
|
|
0.251308798789978,
|
|
0.38150280714035034,
|
|
0.2816900908946991,
|
|
0.5728154182434082,
|
|
0.38043469190597534,
|
|
0.4878047704696655,
|
|
0.42857128381729126,
|
|
0.3609755337238312,
|
|
0.32258057594299316,
|
|
0.29743579030036926,
|
|
0.23188398778438568,
|
|
0.4148934781551361,
|
|
0.28310492634773254,
|
|
0.24999991059303284,
|
|
0.5268816351890564,
|
|
0.43333321809768677,
|
|
0.62135910987854,
|
|
0.26415085792541504,
|
|
0.42857128381729126,
|
|
0.15135130286216736,
|
|
0.20105813443660736,
|
|
0.23076915740966797,
|
|
0.5656563639640808,
|
|
0.6113988757133484,
|
|
0.4854367673397064,
|
|
0.2322096824645996,
|
|
0.32075464725494385,
|
|
0.5892856121063232,
|
|
0.623255729675293,
|
|
0.4869564175605774,
|
|
0.10050245374441147,
|
|
0.5555554032325745,
|
|
0.3917524814605713,
|
|
0.48387083411216736,
|
|
0.3940885663032532,
|
|
0.7354258298873901,
|
|
0.542713463306427,
|
|
0.49999988079071045,
|
|
0.34482747316360474,
|
|
0.20202013850212097,
|
|
0.23529404401779175,
|
|
0.2444443702697754,
|
|
0.36559128761291504,
|
|
0.7115383744239807,
|
|
0.5903083086013794,
|
|
0.4230768084526062,
|
|
0.6091369390487671,
|
|
0.17449656128883362,
|
|
0.3696681261062622,
|
|
0.25555548071861267,
|
|
0.6632652282714844,
|
|
0.6826921701431274,
|
|
0.17307688295841217,
|
|
0.24539868533611298,
|
|
0.33802807331085205,
|
|
0.12698405981063843,
|
|
0.33789944648742676,
|
|
0.6343611478805542,
|
|
0.390243798494339,
|
|
0.2333332598209381,
|
|
0.5244443416595459,
|
|
0.46632111072540283,
|
|
0.4857141971588135,
|
|
0.29126206040382385,
|
|
0.362790584564209,
|
|
0.31155768036842346,
|
|
0.48484838008880615,
|
|
0.26666656136512756,
|
|
0.2021275758743286,
|
|
0.6190475225448608,
|
|
0.5230767726898193,
|
|
0.30392149090766907,
|
|
0.33962252736091614,
|
|
0.14583328366279602,
|
|
0.4123710095882416
|
|
],
|
|
"time": 18.23547713086009,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 164,
|
|
"train_loss": 0.004131222143769264,
|
|
"val_loss": 2.893700122833252,
|
|
"acc": 40.5,
|
|
"f1": [
|
|
0.6701569557189941,
|
|
0.5067872405052185,
|
|
0.2436547577381134,
|
|
0.28025469183921814,
|
|
0.26666656136512756,
|
|
0.3217390477657318,
|
|
0.4019606411457062,
|
|
0.4734298884868622,
|
|
0.4593299925327301,
|
|
0.4947367310523987,
|
|
0.19318175315856934,
|
|
0.30769217014312744,
|
|
0.4042551815509796,
|
|
0.239999920129776,
|
|
0.23350247740745544,
|
|
0.26666656136512756,
|
|
0.4777776598930359,
|
|
0.558139443397522,
|
|
0.3823528587818146,
|
|
0.3275861144065857,
|
|
0.639593780040741,
|
|
0.580357015132904,
|
|
0.41935470700263977,
|
|
0.5727698802947998,
|
|
0.6636362671852112,
|
|
0.24489787220954895,
|
|
0.3793102502822876,
|
|
0.2886596620082855,
|
|
0.5929647088050842,
|
|
0.3723403513431549,
|
|
0.4905658960342407,
|
|
0.44444429874420166,
|
|
0.364531934261322,
|
|
0.3208555281162262,
|
|
0.28571417927742004,
|
|
0.23188398778438568,
|
|
0.42051267623901367,
|
|
0.27433618903160095,
|
|
0.25125616788864136,
|
|
0.5130888819694519,
|
|
0.4222221076488495,
|
|
0.6372547745704651,
|
|
0.24999991059303284,
|
|
0.4242422580718994,
|
|
0.1648350954055786,
|
|
0.2116401493549347,
|
|
0.2258063703775406,
|
|
0.5544553399085999,
|
|
0.5756096839904785,
|
|
0.4834122061729431,
|
|
0.225680872797966,
|
|
0.3363635540008545,
|
|
0.5945944786071777,
|
|
0.6188339591026306,
|
|
0.4867255389690399,
|
|
0.10471197962760925,
|
|
0.5510202646255493,
|
|
0.37320560216903687,
|
|
0.4795917272567749,
|
|
0.4081631302833557,
|
|
0.7387385964393616,
|
|
0.5257730484008789,
|
|
0.5135133862495422,
|
|
0.3295453190803528,
|
|
0.22115376591682434,
|
|
0.2258063703775406,
|
|
0.2617800235748291,
|
|
0.3406592309474945,
|
|
0.7219511270523071,
|
|
0.5948274731636047,
|
|
0.4174756109714508,
|
|
0.6009851098060608,
|
|
0.17105256021022797,
|
|
0.37623751163482666,
|
|
0.2696628272533417,
|
|
0.6532661318778992,
|
|
0.6859902143478394,
|
|
0.1935483068227768,
|
|
0.23030294477939606,
|
|
0.33802807331085205,
|
|
0.14117640256881714,
|
|
0.3402060866355896,
|
|
0.6517856121063232,
|
|
0.3980098366737366,
|
|
0.22891558706760406,
|
|
0.5175436735153198,
|
|
0.4766837954521179,
|
|
0.48076915740966797,
|
|
0.28426387906074524,
|
|
0.3778800964355469,
|
|
0.3179486393928528,
|
|
0.4912279546260834,
|
|
0.2673266530036926,
|
|
0.19318175315856934,
|
|
0.6376810669898987,
|
|
0.529999852180481,
|
|
0.309278279542923,
|
|
0.32835814356803894,
|
|
0.15135130286216736,
|
|
0.4236452281475067
|
|
],
|
|
"time": 18.108621252700686,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 165,
|
|
"train_loss": 0.004339633975178003,
|
|
"val_loss": 3.0664610862731934,
|
|
"acc": 40.32,
|
|
"f1": [
|
|
0.6910993456840515,
|
|
0.5070421695709229,
|
|
0.23589736223220825,
|
|
0.289308100938797,
|
|
0.27999991178512573,
|
|
0.3318384885787964,
|
|
0.39449530839920044,
|
|
0.4577113389968872,
|
|
0.4734298884868622,
|
|
0.5053762197494507,
|
|
0.22471901774406433,
|
|
0.3272726535797119,
|
|
0.37999987602233887,
|
|
0.23463678359985352,
|
|
0.23041465878486633,
|
|
0.2886596620082855,
|
|
0.44848471879959106,
|
|
0.5529952645301819,
|
|
0.36633655428886414,
|
|
0.3470318615436554,
|
|
0.633165717124939,
|
|
0.5589519143104553,
|
|
0.41884803771972656,
|
|
0.5714284777641296,
|
|
0.6451612114906311,
|
|
0.2436547577381134,
|
|
0.4148934781551361,
|
|
0.2883720099925995,
|
|
0.602040708065033,
|
|
0.36842095851898193,
|
|
0.48803818225860596,
|
|
0.4293783903121948,
|
|
0.37373724579811096,
|
|
0.326315701007843,
|
|
0.29787227511405945,
|
|
0.23744283616542816,
|
|
0.39999985694885254,
|
|
0.2746780216693878,
|
|
0.24083760380744934,
|
|
0.5185183882713318,
|
|
0.43093910813331604,
|
|
0.6206895112991333,
|
|
0.2571427524089813,
|
|
0.4174756109714508,
|
|
0.17346931993961334,
|
|
0.19999992847442627,
|
|
0.2234041839838028,
|
|
0.5643563270568848,
|
|
0.5870645046234131,
|
|
0.4824119210243225,
|
|
0.21599994599819183,
|
|
0.33497530221939087,
|
|
0.5779815316200256,
|
|
0.6139533519744873,
|
|
0.4886876940727234,
|
|
0.10471197962760925,
|
|
0.5472635626792908,
|
|
0.3917524814605713,
|
|
0.4824119210243225,
|
|
0.4059404730796814,
|
|
0.7256636023521423,
|
|
0.5445024967193604,
|
|
0.5140186548233032,
|
|
0.3431951701641083,
|
|
0.23188398778438568,
|
|
0.23913034796714783,
|
|
0.26666656136512756,
|
|
0.3389829397201538,
|
|
0.7156862020492554,
|
|
0.5903083086013794,
|
|
0.4257424473762512,
|
|
0.6039602756500244,
|
|
0.17218534648418427,
|
|
0.368663489818573,
|
|
0.24999991059303284,
|
|
0.6530610918998718,
|
|
0.6857141852378845,
|
|
0.1844659447669983,
|
|
0.23529404401779175,
|
|
0.33816415071487427,
|
|
0.13114747405052185,
|
|
0.3495144844055176,
|
|
0.6371680498123169,
|
|
0.39195966720581055,
|
|
0.20571422576904297,
|
|
0.5110130310058594,
|
|
0.4717947542667389,
|
|
0.49019595980644226,
|
|
0.28855711221694946,
|
|
0.3508771061897278,
|
|
0.29743579030036926,
|
|
0.47257372736930847,
|
|
0.2673795819282532,
|
|
0.2121211439371109,
|
|
0.6435642242431641,
|
|
0.5208331942558289,
|
|
0.3147207200527191,
|
|
0.3152708411216736,
|
|
0.1546391248703003,
|
|
0.44670039415359497
|
|
],
|
|
"time": 18.069194389507174,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 166,
|
|
"train_loss": 0.004498264752328396,
|
|
"val_loss": 2.991024971008301,
|
|
"acc": 40.47,
|
|
"f1": [
|
|
0.6806281208992004,
|
|
0.5196077227592468,
|
|
0.2599999010562897,
|
|
0.291139155626297,
|
|
0.27722764015197754,
|
|
0.31858399510383606,
|
|
0.39622631669044495,
|
|
0.4666665494441986,
|
|
0.4897957742214203,
|
|
0.4999998211860657,
|
|
0.188888818025589,
|
|
0.32335323095321655,
|
|
0.3861384987831116,
|
|
0.2430938482284546,
|
|
0.21698106825351715,
|
|
0.2886596620082855,
|
|
0.4615383446216583,
|
|
0.568720281124115,
|
|
0.3842363655567169,
|
|
0.3523808717727661,
|
|
0.639593780040741,
|
|
0.5779815316200256,
|
|
0.41935470700263977,
|
|
0.5714284777641296,
|
|
0.6542055010795593,
|
|
0.2436547577381134,
|
|
0.3957218527793884,
|
|
0.29665064811706543,
|
|
0.5853657722473145,
|
|
0.38043469190597534,
|
|
0.4834122061729431,
|
|
0.42857128381729126,
|
|
0.364531934261322,
|
|
0.32978713512420654,
|
|
0.28712859749794006,
|
|
0.23744283616542816,
|
|
0.41711217164993286,
|
|
0.2870369255542755,
|
|
0.239999920129776,
|
|
0.5414363145828247,
|
|
0.43181803822517395,
|
|
0.6237622499465942,
|
|
0.26600977778434753,
|
|
0.419999897480011,
|
|
0.16494840383529663,
|
|
0.20765019953250885,
|
|
0.2234041839838028,
|
|
0.5656563639640808,
|
|
0.5858584046363831,
|
|
0.4878047704696655,
|
|
0.21862342953681946,
|
|
0.33333322405815125,
|
|
0.5972849726676941,
|
|
0.6291078925132751,
|
|
0.48430484533309937,
|
|
0.10204074531793594,
|
|
0.5527637004852295,
|
|
0.39999985694885254,
|
|
0.48167529702186584,
|
|
0.39195966720581055,
|
|
0.7443944215774536,
|
|
0.5376343131065369,
|
|
0.5067872405052185,
|
|
0.3431951701641083,
|
|
0.23469379544258118,
|
|
0.21568621695041656,
|
|
0.25945934653282166,
|
|
0.3626372814178467,
|
|
0.7177032232284546,
|
|
0.6098653674125671,
|
|
0.4195120930671692,
|
|
0.6019416451454163,
|
|
0.16883111000061035,
|
|
0.3804876506328583,
|
|
0.2569831311702728,
|
|
0.6528496146202087,
|
|
0.6728971004486084,
|
|
0.17674411833286285,
|
|
0.2366863340139389,
|
|
0.33816415071487427,
|
|
0.14207643270492554,
|
|
0.32579174637794495,
|
|
0.6431716680526733,
|
|
0.38834938406944275,
|
|
0.212290421128273,
|
|
0.5185183882713318,
|
|
0.4717947542667389,
|
|
0.48803818225860596,
|
|
0.29268285632133484,
|
|
0.346320241689682,
|
|
0.306122362613678,
|
|
0.47257372736930847,
|
|
0.26315781474113464,
|
|
0.2094240039587021,
|
|
0.6448596715927124,
|
|
0.53465336561203,
|
|
0.3121950626373291,
|
|
0.33333322405815125,
|
|
0.13483139872550964,
|
|
0.4226802885532379
|
|
],
|
|
"time": 17.975995850749314,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 167,
|
|
"train_loss": 0.006762410048395395,
|
|
"val_loss": 2.817516803741455,
|
|
"acc": 40.38,
|
|
"f1": [
|
|
0.6808508634567261,
|
|
0.5326631665229797,
|
|
0.2692306935787201,
|
|
0.2692306637763977,
|
|
0.2713567018508911,
|
|
0.3228698670864105,
|
|
0.38888880610466003,
|
|
0.45544540882110596,
|
|
0.4474884569644928,
|
|
0.510416567325592,
|
|
0.20111726224422455,
|
|
0.3113771378993988,
|
|
0.3842363655567169,
|
|
0.24580998718738556,
|
|
0.2099999338388443,
|
|
0.28571420907974243,
|
|
0.4588233530521393,
|
|
0.5398228764533997,
|
|
0.3743841052055359,
|
|
0.33802807331085205,
|
|
0.6562498807907104,
|
|
0.5636362433433533,
|
|
0.41758227348327637,
|
|
0.5825241804122925,
|
|
0.6730768084526062,
|
|
0.2553190290927887,
|
|
0.39130425453186035,
|
|
0.29268285632133484,
|
|
0.5756096839904785,
|
|
0.38251355290412903,
|
|
0.4684683382511139,
|
|
0.42857128381729126,
|
|
0.37563440203666687,
|
|
0.326315701007843,
|
|
0.30526304244995117,
|
|
0.23809516429901123,
|
|
0.42780739068984985,
|
|
0.278026819229126,
|
|
0.2371133416891098,
|
|
0.5454544425010681,
|
|
0.44444432854652405,
|
|
0.6305417418479919,
|
|
0.26728102564811707,
|
|
0.4120602011680603,
|
|
0.15957440435886383,
|
|
0.20105813443660736,
|
|
0.22105254232883453,
|
|
0.5643563270568848,
|
|
0.5929647088050842,
|
|
0.4878047704696655,
|
|
0.21224483847618103,
|
|
0.3271027207374573,
|
|
0.5791853666305542,
|
|
0.6188339591026306,
|
|
0.4869564175605774,
|
|
0.10582003742456436,
|
|
0.5538460612297058,
|
|
0.4041449725627899,
|
|
0.4656083285808563,
|
|
0.38974347710609436,
|
|
0.742081344127655,
|
|
0.5454543828964233,
|
|
0.5192306637763977,
|
|
0.3389829397201538,
|
|
0.23853203654289246,
|
|
0.23529404401779175,
|
|
0.2541435658931732,
|
|
0.3555554449558258,
|
|
0.7081338167190552,
|
|
0.6118720173835754,
|
|
0.4413144290447235,
|
|
0.6091369390487671,
|
|
0.16666659712791443,
|
|
0.35616424679756165,
|
|
0.25274714827537537,
|
|
0.6428569555282593,
|
|
0.6794257164001465,
|
|
0.18957340717315674,
|
|
0.23863628506660461,
|
|
0.33802807331085205,
|
|
0.12698405981063843,
|
|
0.34101372957229614,
|
|
0.657534122467041,
|
|
0.3959389626979828,
|
|
0.23463678359985352,
|
|
0.5132741928100586,
|
|
0.47619032859802246,
|
|
0.4854367673397064,
|
|
0.30621999502182007,
|
|
0.34042543172836304,
|
|
0.306122362613678,
|
|
0.4827585518360138,
|
|
0.26804113388061523,
|
|
0.19999991357326508,
|
|
0.6372547745704651,
|
|
0.520408034324646,
|
|
0.2955664098262787,
|
|
0.3431371748447418,
|
|
0.1497325599193573,
|
|
0.4120602011680603
|
|
],
|
|
"time": 18.296134941279888,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 168,
|
|
"train_loss": 0.004235425498336554,
|
|
"val_loss": 2.7997288703918457,
|
|
"acc": 40.27,
|
|
"f1": [
|
|
0.6736840605735779,
|
|
0.5170730352401733,
|
|
0.2446807622909546,
|
|
0.291139155626297,
|
|
0.27999991178512573,
|
|
0.3228698670864105,
|
|
0.3880595862865448,
|
|
0.47115376591682434,
|
|
0.4622640609741211,
|
|
0.5052630305290222,
|
|
0.179775208234787,
|
|
0.3113771378993988,
|
|
0.3899998664855957,
|
|
0.24137921631336212,
|
|
0.24074065685272217,
|
|
0.282828152179718,
|
|
0.4607328474521637,
|
|
0.5555554032325745,
|
|
0.37623751163482666,
|
|
0.3363635540008545,
|
|
0.639593780040741,
|
|
0.5675674080848694,
|
|
0.4145076870918274,
|
|
0.5674417018890381,
|
|
0.6635069251060486,
|
|
0.2424241602420807,
|
|
0.4088396728038788,
|
|
0.27999991178512573,
|
|
0.5781989693641663,
|
|
0.38043469190597534,
|
|
0.4837207794189453,
|
|
0.4198893904685974,
|
|
0.3654821515083313,
|
|
0.324607253074646,
|
|
0.29319363832473755,
|
|
0.22748807072639465,
|
|
0.40206170082092285,
|
|
0.2794759273529053,
|
|
0.24742262065410614,
|
|
0.535519003868103,
|
|
0.4245808720588684,
|
|
0.6363635063171387,
|
|
0.26046502590179443,
|
|
0.4021162986755371,
|
|
0.14736837148666382,
|
|
0.20338977873325348,
|
|
0.22459883987903595,
|
|
0.5628139972686768,
|
|
0.582914412021637,
|
|
0.4857141971588135,
|
|
0.21374039351940155,
|
|
0.32820504903793335,
|
|
0.5919281840324402,
|
|
0.623255729675293,
|
|
0.49999988079071045,
|
|
0.1010100394487381,
|
|
0.5583755373954773,
|
|
0.4021162986755371,
|
|
0.4873095452785492,
|
|
0.40999990701675415,
|
|
0.742081344127655,
|
|
0.5520831942558289,
|
|
0.5137613415718079,
|
|
0.348314493894577,
|
|
0.22325573861598969,
|
|
0.2233501821756363,
|
|
0.24598921835422516,
|
|
0.327868789434433,
|
|
0.7238093614578247,
|
|
0.6017698049545288,
|
|
0.4195120930671692,
|
|
0.613065242767334,
|
|
0.17449656128883362,
|
|
0.36792439222335815,
|
|
0.26136353611946106,
|
|
0.6458331942558289,
|
|
0.6824643611907959,
|
|
0.17674411833286285,
|
|
0.23391805589199066,
|
|
0.33179715275764465,
|
|
0.12631572782993317,
|
|
0.3271027207374573,
|
|
0.642857015132904,
|
|
0.39195966720581055,
|
|
0.20571422576904297,
|
|
0.5135133862495422,
|
|
0.46632111072540283,
|
|
0.5048542022705078,
|
|
0.2941175699234009,
|
|
0.3653844892978668,
|
|
0.30051806569099426,
|
|
0.48068660497665405,
|
|
0.26395928859710693,
|
|
0.1846153289079666,
|
|
0.6346153020858765,
|
|
0.5399999022483826,
|
|
0.29702961444854736,
|
|
0.32352936267852783,
|
|
0.14364632964134216,
|
|
0.4299998879432678
|
|
],
|
|
"time": 18.34683943167329,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 169,
|
|
"train_loss": 0.004459988791495562,
|
|
"val_loss": 2.785654306411743,
|
|
"acc": 40.39,
|
|
"f1": [
|
|
0.688171923160553,
|
|
0.5142855644226074,
|
|
0.24489787220954895,
|
|
0.27329182624816895,
|
|
0.2783504128456116,
|
|
0.3286384046077728,
|
|
0.38139525055885315,
|
|
0.4630540609359741,
|
|
0.4705880880355835,
|
|
0.4923075735569,
|
|
0.179775208234787,
|
|
0.31764698028564453,
|
|
0.38144323229789734,
|
|
0.24719089269638062,
|
|
0.23255807161331177,
|
|
0.2786068916320801,
|
|
0.4699452221393585,
|
|
0.5422221422195435,
|
|
0.37320560216903687,
|
|
0.35121941566467285,
|
|
0.6596857309341431,
|
|
0.5636362433433533,
|
|
0.43093910813331604,
|
|
0.5700481534004211,
|
|
0.6698563694953918,
|
|
0.25945934653282166,
|
|
0.38674020767211914,
|
|
0.2775118350982666,
|
|
0.5756096839904785,
|
|
0.38043469190597534,
|
|
0.4814813435077667,
|
|
0.4315788447856903,
|
|
0.38341957330703735,
|
|
0.3168315887451172,
|
|
0.28712859749794006,
|
|
0.23696675896644592,
|
|
0.4145076870918274,
|
|
0.2844826877117157,
|
|
0.236453115940094,
|
|
0.5384613871574402,
|
|
0.45197728276252747,
|
|
0.6206895112991333,
|
|
0.25961530208587646,
|
|
0.4221104085445404,
|
|
0.15135130286216736,
|
|
0.20105813443660736,
|
|
0.228260800242424,
|
|
0.5685278177261353,
|
|
0.5799998641014099,
|
|
0.4905658960342407,
|
|
0.22672058641910553,
|
|
0.3465345501899719,
|
|
0.5982142090797424,
|
|
0.6118720173835754,
|
|
0.4824560582637787,
|
|
0.10256402939558029,
|
|
0.5583755373954773,
|
|
0.3939392864704132,
|
|
0.47715723514556885,
|
|
0.3980098366737366,
|
|
0.742081344127655,
|
|
0.5513511896133423,
|
|
0.5045870542526245,
|
|
0.3369564116001129,
|
|
0.22330091893672943,
|
|
0.2211054563522339,
|
|
0.26373615860939026,
|
|
0.348314493894577,
|
|
0.7238093614578247,
|
|
0.5938863754272461,
|
|
0.4230768084526062,
|
|
0.6009851098060608,
|
|
0.17449656128883362,
|
|
0.36448585987091064,
|
|
0.2569831311702728,
|
|
0.6526314616203308,
|
|
0.6728971004486084,
|
|
0.1764705330133438,
|
|
0.24390234053134918,
|
|
0.35294109582901,
|
|
0.13259662687778473,
|
|
0.32075464725494385,
|
|
0.6343611478805542,
|
|
0.39805811643600464,
|
|
0.2275448441505432,
|
|
0.5225224494934082,
|
|
0.46391740441322327,
|
|
0.48309168219566345,
|
|
0.3091786503791809,
|
|
0.3524228036403656,
|
|
0.31088075041770935,
|
|
0.48068660497665405,
|
|
0.2702701687812805,
|
|
0.20408155024051666,
|
|
0.6310677528381348,
|
|
0.5247523188591003,
|
|
0.30097079277038574,
|
|
0.31428563594818115,
|
|
0.13829779624938965,
|
|
0.4365480840206146
|
|
],
|
|
"time": 17.863639236427844,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 170,
|
|
"train_loss": 0.004796720575541258,
|
|
"val_loss": 2.834467649459839,
|
|
"acc": 40.31,
|
|
"f1": [
|
|
0.6701569557189941,
|
|
0.5221673846244812,
|
|
0.2577318847179413,
|
|
0.2838708758354187,
|
|
0.2745097279548645,
|
|
0.321428507566452,
|
|
0.38095229864120483,
|
|
0.4585364758968353,
|
|
0.4873095452785492,
|
|
0.5106381177902222,
|
|
0.19889496266841888,
|
|
0.3157894015312195,
|
|
0.39378228783607483,
|
|
0.2470587193965912,
|
|
0.22748807072639465,
|
|
0.26881712675094604,
|
|
0.4712642431259155,
|
|
0.5479451417922974,
|
|
0.372548907995224,
|
|
0.3362830877304077,
|
|
0.6461536884307861,
|
|
0.5753422975540161,
|
|
0.41269823908805847,
|
|
0.563380241394043,
|
|
0.657534122467041,
|
|
0.251308798789978,
|
|
0.37288129329681396,
|
|
0.28426387906074524,
|
|
0.5714284777641296,
|
|
0.3763439953327179,
|
|
0.49261072278022766,
|
|
0.4324323236942291,
|
|
0.3636362850666046,
|
|
0.32978713512420654,
|
|
0.2901553809642792,
|
|
0.2272726446390152,
|
|
0.4226802885532379,
|
|
0.2700421214103699,
|
|
0.2436547577381134,
|
|
0.535519003868103,
|
|
0.4198893904685974,
|
|
0.6310677528381348,
|
|
0.26086950302124023,
|
|
0.42051267623901367,
|
|
0.16842098534107208,
|
|
0.21621613204479218,
|
|
0.22680403292179108,
|
|
0.5549736618995667,
|
|
0.5771142840385437,
|
|
0.4834122061729431,
|
|
0.20553353428840637,
|
|
0.3364485204219818,
|
|
0.6044443249702454,
|
|
0.6210044622421265,
|
|
0.48484838008880615,
|
|
0.10309270769357681,
|
|
0.5549736618995667,
|
|
0.37499985098838806,
|
|
0.48453593254089355,
|
|
0.4020099639892578,
|
|
0.728888750076294,
|
|
0.5319147706031799,
|
|
0.5045044422149658,
|
|
0.3389829397201538,
|
|
0.22535204887390137,
|
|
0.21999992430210114,
|
|
0.24999991059303284,
|
|
0.3406592309474945,
|
|
0.7162789106369019,
|
|
0.592920184135437,
|
|
0.41176459193229675,
|
|
0.6099998950958252,
|
|
0.16666659712791443,
|
|
0.37864065170288086,
|
|
0.27118635177612305,
|
|
0.6597937345504761,
|
|
0.679245114326477,
|
|
0.19004517793655396,
|
|
0.23391805589199066,
|
|
0.3398057222366333,
|
|
0.140350803732872,
|
|
0.322274774312973,
|
|
0.6375544667243958,
|
|
0.3861384987831116,
|
|
0.213483065366745,
|
|
0.5267855525016785,
|
|
0.4787232577800751,
|
|
0.5049503445625305,
|
|
0.2843136191368103,
|
|
0.3594468832015991,
|
|
0.31249991059303284,
|
|
0.4912279546260834,
|
|
0.2722512185573578,
|
|
0.20408155024051666,
|
|
0.6280191540718079,
|
|
0.5463413596153259,
|
|
0.29702961444854736,
|
|
0.31999990344047546,
|
|
0.13407814502716064,
|
|
0.4242422580718994
|
|
],
|
|
"time": 17.844533009454608,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 171,
|
|
"train_loss": 0.004083933308720589,
|
|
"val_loss": 2.7275450229644775,
|
|
"acc": 40.37,
|
|
"f1": [
|
|
0.6736840605735779,
|
|
0.511415421962738,
|
|
0.2433861643075943,
|
|
0.2550334632396698,
|
|
0.2727271616458893,
|
|
0.3301886022090912,
|
|
0.39603951573371887,
|
|
0.47846877574920654,
|
|
0.48484835028648376,
|
|
0.5189187526702881,
|
|
0.1899440735578537,
|
|
0.31764698028564453,
|
|
0.3980098366737366,
|
|
0.24137921631336212,
|
|
0.23963125050067902,
|
|
0.2797926664352417,
|
|
0.47513800859451294,
|
|
0.5422221422195435,
|
|
0.3592231869697571,
|
|
0.34123215079307556,
|
|
0.639593780040741,
|
|
0.5585584044456482,
|
|
0.425531804561615,
|
|
0.5727698802947998,
|
|
0.6899998784065247,
|
|
0.25396814942359924,
|
|
0.38150280714035034,
|
|
0.280373752117157,
|
|
0.579710066318512,
|
|
0.37433144450187683,
|
|
0.48623839020729065,
|
|
0.43523305654525757,
|
|
0.3711339235305786,
|
|
0.32160791754722595,
|
|
0.29473677277565,
|
|
0.24528293311595917,
|
|
0.4123710095882416,
|
|
0.2677823603153229,
|
|
0.2424241602420807,
|
|
0.5384613871574402,
|
|
0.4269661605358124,
|
|
0.6237622499465942,
|
|
0.2583731412887573,
|
|
0.42708319425582886,
|
|
0.17346931993961334,
|
|
0.2021275758743286,
|
|
0.22797919809818268,
|
|
0.5599998831748962,
|
|
0.5929647088050842,
|
|
0.5023695826530457,
|
|
0.2071712464094162,
|
|
0.34343424439430237,
|
|
0.5982142090797424,
|
|
0.623255729675293,
|
|
0.4827585518360138,
|
|
0.1015227735042572,
|
|
0.572916567325592,
|
|
0.3880595862865448,
|
|
0.487046480178833,
|
|
0.39805811643600464,
|
|
0.7592591643333435,
|
|
0.5483869910240173,
|
|
0.49999988079071045,
|
|
0.3478259742259979,
|
|
0.23963125050067902,
|
|
0.22105254232883453,
|
|
0.25510191917419434,
|
|
0.3542855978012085,
|
|
0.7203789353370667,
|
|
0.6017698049545288,
|
|
0.4158414602279663,
|
|
0.6108372807502747,
|
|
0.17449656128883362,
|
|
0.362790584564209,
|
|
0.2543351650238037,
|
|
0.649484395980835,
|
|
0.657534122467041,
|
|
0.18269222974777222,
|
|
0.22988496720790863,
|
|
0.33962252736091614,
|
|
0.13114747405052185,
|
|
0.33333322405815125,
|
|
0.6605502963066101,
|
|
0.3861384987831116,
|
|
0.21714277565479279,
|
|
0.5152837038040161,
|
|
0.47120407223701477,
|
|
0.4834122061729431,
|
|
0.28712859749794006,
|
|
0.3474177420139313,
|
|
0.29850736260414124,
|
|
0.48908287286758423,
|
|
0.2653060257434845,
|
|
0.1836734265089035,
|
|
0.6176469922065735,
|
|
0.5326631665229797,
|
|
0.2944161295890808,
|
|
0.3299999237060547,
|
|
0.14736837148666382,
|
|
0.42857128381729126
|
|
],
|
|
"time": 18.326878865249455,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 172,
|
|
"train_loss": 0.004706778097897768,
|
|
"val_loss": 2.7183990478515625,
|
|
"acc": 40.32,
|
|
"f1": [
|
|
0.6772485375404358,
|
|
0.5118482112884521,
|
|
0.2659573554992676,
|
|
0.26900574564933777,
|
|
0.2731706500053406,
|
|
0.3317534327507019,
|
|
0.3943660855293274,
|
|
0.4622640609741211,
|
|
0.4729062616825104,
|
|
0.49999988079071045,
|
|
0.19428564608097076,
|
|
0.33128824830055237,
|
|
0.378109335899353,
|
|
0.23463678359985352,
|
|
0.23041465878486633,
|
|
0.26341456174850464,
|
|
0.4418603479862213,
|
|
0.5648146867752075,
|
|
0.3654821515083313,
|
|
0.3421051502227783,
|
|
0.6560845375061035,
|
|
0.5599998831748962,
|
|
0.4148934781551361,
|
|
0.579710066318512,
|
|
0.6604650020599365,
|
|
0.2526314854621887,
|
|
0.36158180236816406,
|
|
0.28712859749794006,
|
|
0.5756096839904785,
|
|
0.3723403513431549,
|
|
0.4953269362449646,
|
|
0.43523305654525757,
|
|
0.38709667325019836,
|
|
0.32989683747291565,
|
|
0.28999990224838257,
|
|
0.23923437297344208,
|
|
0.41711217164993286,
|
|
0.2820512056350708,
|
|
0.238805890083313,
|
|
0.5524860620498657,
|
|
0.4382021129131317,
|
|
0.6363635063171387,
|
|
0.26600977778434753,
|
|
0.41666656732559204,
|
|
0.1641024947166443,
|
|
0.2021275758743286,
|
|
0.21857915818691254,
|
|
0.5699998736381531,
|
|
0.5858584046363831,
|
|
0.492890864610672,
|
|
0.2231075018644333,
|
|
0.31428563594818115,
|
|
0.5982142090797424,
|
|
0.6238530874252319,
|
|
0.4786323606967926,
|
|
0.10416660457849503,
|
|
0.5499998927116394,
|
|
0.39215680956840515,
|
|
0.4923075735569,
|
|
0.3959389626979828,
|
|
0.7488582730293274,
|
|
0.5445024967193604,
|
|
0.511415421962738,
|
|
0.34523800015449524,
|
|
0.23893800377845764,
|
|
0.2404370754957199,
|
|
0.24999991059303284,
|
|
0.35483860969543457,
|
|
0.729999840259552,
|
|
0.5999999046325684,
|
|
0.41176459193229675,
|
|
0.6108372807502747,
|
|
0.1635219305753708,
|
|
0.3743841052055359,
|
|
0.24999991059303284,
|
|
0.6530610918998718,
|
|
0.679245114326477,
|
|
0.18957340717315674,
|
|
0.228571355342865,
|
|
0.3414633274078369,
|
|
0.14130428433418274,
|
|
0.3203882575035095,
|
|
0.6288208365440369,
|
|
0.4059404730796814,
|
|
0.21714277565479279,
|
|
0.5070421695709229,
|
|
0.47120407223701477,
|
|
0.5025123953819275,
|
|
0.28426387906074524,
|
|
0.3478259742259979,
|
|
0.29743579030036926,
|
|
0.4933919608592987,
|
|
0.26262614130973816,
|
|
0.19191910326480865,
|
|
0.624390184879303,
|
|
0.539215624332428,
|
|
0.29268285632133484,
|
|
0.31999990344047546,
|
|
0.15217386186122894,
|
|
0.4081631302833557
|
|
],
|
|
"time": 18.110894026234746,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 173,
|
|
"train_loss": 0.004077392164617777,
|
|
"val_loss": 2.85882306098938,
|
|
"acc": 40.34,
|
|
"f1": [
|
|
0.6808508634567261,
|
|
0.5242717266082764,
|
|
0.24875615537166595,
|
|
0.289308100938797,
|
|
0.2727271616458893,
|
|
0.321428507566452,
|
|
0.3940885663032532,
|
|
0.4519229531288147,
|
|
0.47524741291999817,
|
|
0.5079363584518433,
|
|
0.19209031760692596,
|
|
0.32142847776412964,
|
|
0.39999985694885254,
|
|
0.2378377616405487,
|
|
0.2376236915588379,
|
|
0.28272244334220886,
|
|
0.4685713052749634,
|
|
0.5462554097175598,
|
|
0.34343424439430237,
|
|
0.3428570628166199,
|
|
0.6428569555282593,
|
|
0.5739909410476685,
|
|
0.42162150144577026,
|
|
0.568720281124115,
|
|
0.6572768688201904,
|
|
0.238805890083313,
|
|
0.38674020767211914,
|
|
0.28310492634773254,
|
|
0.579710066318512,
|
|
0.3703702688217163,
|
|
0.488262802362442,
|
|
0.4574466943740845,
|
|
0.39778995513916016,
|
|
0.32352936267852783,
|
|
0.29126206040382385,
|
|
0.23963125050067902,
|
|
0.41884803771972656,
|
|
0.27678564190864563,
|
|
0.23958325386047363,
|
|
0.5185183882713318,
|
|
0.423912912607193,
|
|
0.6268655061721802,
|
|
0.2571427524089813,
|
|
0.4242422580718994,
|
|
0.16494840383529663,
|
|
0.208791121840477,
|
|
0.22702695429325104,
|
|
0.5656563639640808,
|
|
0.5728641748428345,
|
|
0.47619035840034485,
|
|
0.21848732233047485,
|
|
0.3394494354724884,
|
|
0.5829595327377319,
|
|
0.6090908050537109,
|
|
0.49999988079071045,
|
|
0.10050245374441147,
|
|
0.5612244009971619,
|
|
0.39795905351638794,
|
|
0.48167529702186584,
|
|
0.38578668236732483,
|
|
0.7410712838172913,
|
|
0.5567008852958679,
|
|
0.49999988079071045,
|
|
0.3406592309474945,
|
|
0.22935770452022552,
|
|
0.23655906319618225,
|
|
0.23595495522022247,
|
|
0.3555554449558258,
|
|
0.7177032232284546,
|
|
0.5866665840148926,
|
|
0.4313724637031555,
|
|
0.6099998950958252,
|
|
0.17218534648418427,
|
|
0.37499985098838806,
|
|
0.2541435658931732,
|
|
0.6595743298530579,
|
|
0.6923075318336487,
|
|
0.18269222974777222,
|
|
0.22727267444133759,
|
|
0.33802807331085205,
|
|
0.13259662687778473,
|
|
0.3271027207374573,
|
|
0.6431716680526733,
|
|
0.4019606411457062,
|
|
0.21714277565479279,
|
|
0.5110130310058594,
|
|
0.47916653752326965,
|
|
0.48309168219566345,
|
|
0.28855711221694946,
|
|
0.35398221015930176,
|
|
0.30303022265434265,
|
|
0.49777767062187195,
|
|
0.27083322405815125,
|
|
0.1914892941713333,
|
|
0.6407765746116638,
|
|
0.5279186367988586,
|
|
0.2941175699234009,
|
|
0.3168315887451172,
|
|
0.14207643270492554,
|
|
0.4081631302833557
|
|
],
|
|
"time": 18.26025056745857,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 174,
|
|
"train_loss": 0.004761995282024145,
|
|
"val_loss": 2.9151086807250977,
|
|
"acc": 40.41,
|
|
"f1": [
|
|
0.6770831346511841,
|
|
0.5233643651008606,
|
|
0.24615377187728882,
|
|
0.2784809172153473,
|
|
0.2751321792602539,
|
|
0.322274774312973,
|
|
0.3800903856754303,
|
|
0.4545453190803528,
|
|
0.4549761712551117,
|
|
0.49484527111053467,
|
|
0.19209031760692596,
|
|
0.3121386468410492,
|
|
0.38578668236732483,
|
|
0.23863628506660461,
|
|
0.2272726446390152,
|
|
0.2745097279548645,
|
|
0.46242761611938477,
|
|
0.5514017343521118,
|
|
0.36180898547172546,
|
|
0.34101372957229614,
|
|
0.639593780040741,
|
|
0.5726870894432068,
|
|
0.425531804561615,
|
|
0.5741626024246216,
|
|
0.6635069251060486,
|
|
0.2376236915588379,
|
|
0.4043714702129364,
|
|
0.29189181327819824,
|
|
0.5812807083129883,
|
|
0.36842095851898193,
|
|
0.492890864610672,
|
|
0.44559577107429504,
|
|
0.37696322798728943,
|
|
0.314606636762619,
|
|
0.2815532982349396,
|
|
0.23423415422439575,
|
|
0.425531804561615,
|
|
0.27705615758895874,
|
|
0.24390237033367157,
|
|
0.5617976188659668,
|
|
0.43428558111190796,
|
|
0.6237622499465942,
|
|
0.2616821527481079,
|
|
0.40796008706092834,
|
|
0.180851012468338,
|
|
0.21428564190864563,
|
|
0.22680403292179108,
|
|
0.5714284777641296,
|
|
0.5673075914382935,
|
|
0.4953269362449646,
|
|
0.22399993240833282,
|
|
0.33502528071403503,
|
|
0.5844747424125671,
|
|
0.623255729675293,
|
|
0.49107134342193604,
|
|
0.10695181041955948,
|
|
0.5472635626792908,
|
|
0.39215680956840515,
|
|
0.48484835028648376,
|
|
0.3999999165534973,
|
|
0.7454543113708496,
|
|
0.5376343131065369,
|
|
0.5071768760681152,
|
|
0.3314284682273865,
|
|
0.23041465878486633,
|
|
0.22346359491348267,
|
|
0.26086944341659546,
|
|
0.35359105467796326,
|
|
0.7378638982772827,
|
|
0.5999999046325684,
|
|
0.4271843731403351,
|
|
0.6224488615989685,
|
|
0.17808210849761963,
|
|
0.3823528587818146,
|
|
0.25945934653282166,
|
|
0.645502507686615,
|
|
0.6760562062263489,
|
|
0.18779337406158447,
|
|
0.23863628506660461,
|
|
0.3364485204219818,
|
|
0.1333332657814026,
|
|
0.3428570628166199,
|
|
0.6375544667243958,
|
|
0.40191373229026794,
|
|
0.21839071810245514,
|
|
0.5042734146118164,
|
|
0.4615383446216583,
|
|
0.4951455295085907,
|
|
0.2843136191368103,
|
|
0.35714274644851685,
|
|
0.2941175699234009,
|
|
0.49777767062187195,
|
|
0.27322396636009216,
|
|
0.1989527940750122,
|
|
0.6341462135314941,
|
|
0.5230767726898193,
|
|
0.3168315887451172,
|
|
0.3317534327507019,
|
|
0.1229049563407898,
|
|
0.43749991059303284
|
|
],
|
|
"time": 18.29720372054726,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 175,
|
|
"train_loss": 0.004606671631336212,
|
|
"val_loss": 2.873610019683838,
|
|
"acc": 40.39,
|
|
"f1": [
|
|
0.6808508634567261,
|
|
0.5164318084716797,
|
|
0.2433861643075943,
|
|
0.2749998867511749,
|
|
0.28571420907974243,
|
|
0.32888880372047424,
|
|
0.403755784034729,
|
|
0.4487804174423218,
|
|
0.47761180996894836,
|
|
0.48484835028648376,
|
|
0.19318175315856934,
|
|
0.31764698028564453,
|
|
0.38578668236732483,
|
|
0.23728805780410767,
|
|
0.23923437297344208,
|
|
0.2751321792602539,
|
|
0.45197728276252747,
|
|
0.5555554032325745,
|
|
0.36792439222335815,
|
|
0.3454544246196747,
|
|
0.633165717124939,
|
|
0.5714284777641296,
|
|
0.423912912607193,
|
|
0.5769229531288147,
|
|
0.6603772640228271,
|
|
0.236453115940094,
|
|
0.39784935116767883,
|
|
0.29126206040382385,
|
|
0.5714284777641296,
|
|
0.36842095851898193,
|
|
0.4927534759044647,
|
|
0.45054933428764343,
|
|
0.36815908551216125,
|
|
0.32258057594299316,
|
|
0.2812499403953552,
|
|
0.2477063536643982,
|
|
0.40999990701675415,
|
|
0.28440356254577637,
|
|
0.24120594561100006,
|
|
0.5208331942558289,
|
|
0.43093910813331604,
|
|
0.62135910987854,
|
|
0.2647058069705963,
|
|
0.4123710095882416,
|
|
0.1612902730703354,
|
|
0.20987647771835327,
|
|
0.23036640882492065,
|
|
0.5699998736381531,
|
|
0.5728154182434082,
|
|
0.49261072278022766,
|
|
0.2131146788597107,
|
|
0.32558128237724304,
|
|
0.5955554842948914,
|
|
0.6071427464485168,
|
|
0.4955751299858093,
|
|
0.10695181041955948,
|
|
0.5482232570648193,
|
|
0.4102562665939331,
|
|
0.4766837954521179,
|
|
0.3838382363319397,
|
|
0.742081344127655,
|
|
0.5463916063308716,
|
|
0.5092591643333435,
|
|
0.3583814203739166,
|
|
0.22857137024402618,
|
|
0.22222213447093964,
|
|
0.2622949779033661,
|
|
0.3295453190803528,
|
|
0.7177032232284546,
|
|
0.6017698049545288,
|
|
0.4195120930671692,
|
|
0.6069650650024414,
|
|
0.1768706887960434,
|
|
0.37499985098838806,
|
|
0.2705881595611572,
|
|
0.6567163467407227,
|
|
0.6666665077209473,
|
|
0.18502195179462433,
|
|
0.23529404401779175,
|
|
0.33962252736091614,
|
|
0.13714279234409332,
|
|
0.323809415102005,
|
|
0.631578803062439,
|
|
0.40191373229026794,
|
|
0.19209031760692596,
|
|
0.5045044422149658,
|
|
0.45918354392051697,
|
|
0.5074625611305237,
|
|
0.30150744318962097,
|
|
0.3508771061897278,
|
|
0.2944161295890808,
|
|
0.4933919608592987,
|
|
0.26455017924308777,
|
|
0.19999992847442627,
|
|
0.6280191540718079,
|
|
0.5436891913414001,
|
|
0.30150744318962097,
|
|
0.3269230127334595,
|
|
0.12765949964523315,
|
|
0.4158414602279663
|
|
],
|
|
"time": 18.055191673338413,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 176,
|
|
"train_loss": 0.005910923238843679,
|
|
"val_loss": 2.7381656169891357,
|
|
"acc": 40.52,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.5164318084716797,
|
|
0.2475246638059616,
|
|
0.2962961792945862,
|
|
0.27551010251045227,
|
|
0.3274335563182831,
|
|
0.3831774890422821,
|
|
0.4509802758693695,
|
|
0.45714277029037476,
|
|
0.5111110210418701,
|
|
0.1899440735578537,
|
|
0.3139533996582031,
|
|
0.38190943002700806,
|
|
0.2473117560148239,
|
|
0.24271836876869202,
|
|
0.2886596620082855,
|
|
0.4685713052749634,
|
|
0.5741626024246216,
|
|
0.36714968085289,
|
|
0.3495144844055176,
|
|
0.6428569555282593,
|
|
0.5765764713287354,
|
|
0.423912912607193,
|
|
0.5741626024246216,
|
|
0.6698563694953918,
|
|
0.236453115940094,
|
|
0.39130425453186035,
|
|
0.29166659712791443,
|
|
0.5899998545646667,
|
|
0.3809523284435272,
|
|
0.4884791076183319,
|
|
0.43333321809768677,
|
|
0.3636362552642822,
|
|
0.3406592309474945,
|
|
0.2731706500053406,
|
|
0.23963125050067902,
|
|
0.4019606411457062,
|
|
0.28571420907974243,
|
|
0.24489787220954895,
|
|
0.5319147706031799,
|
|
0.42857128381729126,
|
|
0.6183573603630066,
|
|
0.26794248819351196,
|
|
0.4081631302833557,
|
|
0.16161610186100006,
|
|
0.2065216600894928,
|
|
0.23232315480709076,
|
|
0.5656563639640808,
|
|
0.5728154182434082,
|
|
0.48076915740966797,
|
|
0.22580638527870178,
|
|
0.3317534327507019,
|
|
0.6008967757225037,
|
|
0.6175113916397095,
|
|
0.4867255389690399,
|
|
0.10582003742456436,
|
|
0.5544553399085999,
|
|
0.41052618622779846,
|
|
0.48167529702186584,
|
|
0.4145076870918274,
|
|
0.7387385964393616,
|
|
0.5445024967193604,
|
|
0.5045870542526245,
|
|
0.348314493894577,
|
|
0.23584897816181183,
|
|
0.2340424805879593,
|
|
0.25274714827537537,
|
|
0.3468207120895386,
|
|
0.741463303565979,
|
|
0.5887445211410522,
|
|
0.4265401363372803,
|
|
0.5990337133407593,
|
|
0.17333325743675232,
|
|
0.3842363655567169,
|
|
0.25555548071861267,
|
|
0.6632122993469238,
|
|
0.6857141852378845,
|
|
0.19178074598312378,
|
|
0.24277448654174805,
|
|
0.33802807331085205,
|
|
0.13043470680713654,
|
|
0.32075464725494385,
|
|
0.642857015132904,
|
|
0.4059404730796814,
|
|
0.22093015909194946,
|
|
0.5225224494934082,
|
|
0.46632111072540283,
|
|
0.5024153590202332,
|
|
0.30097079277038574,
|
|
0.35616424679756165,
|
|
0.3084576427936554,
|
|
0.4869564175605774,
|
|
0.2694299519062042,
|
|
0.17204295098781586,
|
|
0.6336632370948792,
|
|
0.5373133420944214,
|
|
0.3147207200527191,
|
|
0.33333322405815125,
|
|
0.1497325599193573,
|
|
0.4257424473762512
|
|
],
|
|
"time": 18.06205538380891,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 177,
|
|
"train_loss": 0.0045473831705749035,
|
|
"val_loss": 2.9198009967803955,
|
|
"acc": 40.35,
|
|
"f1": [
|
|
0.6808508634567261,
|
|
0.5188678503036499,
|
|
0.25870639085769653,
|
|
0.2767294645309448,
|
|
0.2843601107597351,
|
|
0.33333325386047363,
|
|
0.3744291365146637,
|
|
0.4411763548851013,
|
|
0.47524741291999817,
|
|
0.5054942965507507,
|
|
0.18604643642902374,
|
|
0.3121386468410492,
|
|
0.38775497674942017,
|
|
0.24719089269638062,
|
|
0.22522515058517456,
|
|
0.2797926664352417,
|
|
0.4640882611274719,
|
|
0.5648146867752075,
|
|
0.3775508999824524,
|
|
0.34389129281044006,
|
|
0.6428569555282593,
|
|
0.5727270841598511,
|
|
0.4198893904685974,
|
|
0.5825241804122925,
|
|
0.6603772640228271,
|
|
0.251308798789978,
|
|
0.39548009634017944,
|
|
0.2941175699234009,
|
|
0.5673075914382935,
|
|
0.3783782720565796,
|
|
0.48803818225860596,
|
|
0.4262293577194214,
|
|
0.36082467436790466,
|
|
0.32978713512420654,
|
|
0.28712859749794006,
|
|
0.23364479839801788,
|
|
0.42051267623901367,
|
|
0.2870369255542755,
|
|
0.24120594561100006,
|
|
0.5376343131065369,
|
|
0.4198893904685974,
|
|
0.6183573603630066,
|
|
0.2735848128795624,
|
|
0.4162435233592987,
|
|
0.17525766789913177,
|
|
0.20430098474025726,
|
|
0.23529404401779175,
|
|
0.5656563639640808,
|
|
0.5799998641014099,
|
|
0.48076915740966797,
|
|
0.21513938903808594,
|
|
0.33492809534072876,
|
|
0.6008967757225037,
|
|
0.622641384601593,
|
|
0.48908287286758423,
|
|
0.10582003742456436,
|
|
0.5555554032325745,
|
|
0.40206170082092285,
|
|
0.47619032859802246,
|
|
0.40609124302864075,
|
|
0.7387385964393616,
|
|
0.5549736618995667,
|
|
0.506912350654602,
|
|
0.33333319425582886,
|
|
0.22115376591682434,
|
|
0.22916659712791443,
|
|
0.26519328355789185,
|
|
0.34254133701324463,
|
|
0.7246376276016235,
|
|
0.5964910984039307,
|
|
0.4271843731403351,
|
|
0.5999999046325684,
|
|
0.17218534648418427,
|
|
0.36448585987091064,
|
|
0.25945934653282166,
|
|
0.6597937345504761,
|
|
0.6857141852378845,
|
|
0.1810344010591507,
|
|
0.23809516429901123,
|
|
0.33816415071487427,
|
|
0.12499994039535522,
|
|
0.319248765707016,
|
|
0.6457397937774658,
|
|
0.40404030680656433,
|
|
0.21111102402210236,
|
|
0.5185183882713318,
|
|
0.4787232577800751,
|
|
0.4903845191001892,
|
|
0.28571420907974243,
|
|
0.36448585987091064,
|
|
0.29896897077560425,
|
|
0.4765956401824951,
|
|
0.2751321792602539,
|
|
0.19565211236476898,
|
|
0.622641384601593,
|
|
0.529999852180481,
|
|
0.30392149090766907,
|
|
0.31730762124061584,
|
|
0.14736837148666382,
|
|
0.43216070532798767
|
|
],
|
|
"time": 17.803872757591307,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 178,
|
|
"train_loss": 0.004233034793287516,
|
|
"val_loss": 2.8091797828674316,
|
|
"acc": 40.44,
|
|
"f1": [
|
|
0.6808508634567261,
|
|
0.526829183101654,
|
|
0.24120594561100006,
|
|
0.2838708758354187,
|
|
0.2713567018508911,
|
|
0.3348415493965149,
|
|
0.39805811643600464,
|
|
0.45544540882110596,
|
|
0.4824119210243225,
|
|
0.5052630305290222,
|
|
0.188888818025589,
|
|
0.31034475564956665,
|
|
0.38775497674942017,
|
|
0.2470587193965912,
|
|
0.2376236915588379,
|
|
0.2812499403953552,
|
|
0.45976996421813965,
|
|
0.5662099123001099,
|
|
0.3804876506328583,
|
|
0.34234222769737244,
|
|
0.639593780040741,
|
|
0.5739909410476685,
|
|
0.4083768427371979,
|
|
0.562211811542511,
|
|
0.6605502963066101,
|
|
0.24999991059303284,
|
|
0.39548009634017944,
|
|
0.2901553809642792,
|
|
0.5825241804122925,
|
|
0.37433144450187683,
|
|
0.488262802362442,
|
|
0.4324323236942291,
|
|
0.35748788714408875,
|
|
0.32291656732559204,
|
|
0.28260859847068787,
|
|
0.23111103475093842,
|
|
0.42051267623901367,
|
|
0.28571420907974243,
|
|
0.24489787220954895,
|
|
0.5326085686683655,
|
|
0.4245808720588684,
|
|
0.62135910987854,
|
|
0.26794248819351196,
|
|
0.42639580368995667,
|
|
0.14736837148666382,
|
|
0.1914892941713333,
|
|
0.23280414938926697,
|
|
0.5685278177261353,
|
|
0.5858584046363831,
|
|
0.4951455295085907,
|
|
0.21705421805381775,
|
|
0.33492809534072876,
|
|
0.6079294085502625,
|
|
0.6210044622421265,
|
|
0.48908287286758423,
|
|
0.10309270769357681,
|
|
0.5567008852958679,
|
|
0.3823528587818146,
|
|
0.4766837954521179,
|
|
0.39999985694885254,
|
|
0.7354258298873901,
|
|
0.5360823273658752,
|
|
0.5140186548233032,
|
|
0.3555554449558258,
|
|
0.24186037480831146,
|
|
0.21505369246006012,
|
|
0.2485874742269516,
|
|
0.34254133701324463,
|
|
0.7263681292533875,
|
|
0.5999999046325684,
|
|
0.436893105506897,
|
|
0.6009851098060608,
|
|
0.17808210849761963,
|
|
0.37681150436401367,
|
|
0.2584269046783447,
|
|
0.6497460603713989,
|
|
0.6605502963066101,
|
|
0.19266046583652496,
|
|
0.2366863340139389,
|
|
0.3383083641529083,
|
|
0.13186806440353394,
|
|
0.323809415102005,
|
|
0.6488887667655945,
|
|
0.41148313879966736,
|
|
0.21468918025493622,
|
|
0.5137613415718079,
|
|
0.4717947542667389,
|
|
0.4951455295085907,
|
|
0.28999990224838257,
|
|
0.35714274644851685,
|
|
0.28571417927742004,
|
|
0.48908287286758423,
|
|
0.26881712675094604,
|
|
0.1938774734735489,
|
|
0.6355138421058655,
|
|
0.5279186367988586,
|
|
0.2999999225139618,
|
|
0.3232322335243225,
|
|
0.14814810454845428,
|
|
0.4174756109714508
|
|
],
|
|
"time": 18.12706228531897,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 179,
|
|
"train_loss": 0.004737438168376684,
|
|
"val_loss": 3.0875635147094727,
|
|
"acc": 40.47,
|
|
"f1": [
|
|
0.6842104196548462,
|
|
0.5142855644226074,
|
|
0.253807008266449,
|
|
0.2790696620941162,
|
|
0.26341456174850464,
|
|
0.3348836302757263,
|
|
0.38914018869400024,
|
|
0.47393354773521423,
|
|
0.45714277029037476,
|
|
0.4973543584346771,
|
|
0.18285706639289856,
|
|
0.3195265531539917,
|
|
0.39583319425582886,
|
|
0.24137921631336212,
|
|
0.23214277625083923,
|
|
0.2842104732990265,
|
|
0.4745761454105377,
|
|
0.5529952645301819,
|
|
0.3707316219806671,
|
|
0.3441859781742096,
|
|
0.6666665077209473,
|
|
0.5470084547996521,
|
|
0.43715834617614746,
|
|
0.5821594595909119,
|
|
0.6763284206390381,
|
|
0.2553190290927887,
|
|
0.39153432846069336,
|
|
0.2909089922904968,
|
|
0.5728154182434082,
|
|
0.3703702688217163,
|
|
0.48623839020729065,
|
|
0.4262293577194214,
|
|
0.38341957330703735,
|
|
0.31155768036842346,
|
|
0.3068782389163971,
|
|
0.23696675896644592,
|
|
0.4111110270023346,
|
|
0.28444433212280273,
|
|
0.23300965130329132,
|
|
0.5185183882713318,
|
|
0.43575406074523926,
|
|
0.6274508833885193,
|
|
0.26086950302124023,
|
|
0.4137929677963257,
|
|
0.16243648529052734,
|
|
0.20430098474025726,
|
|
0.2424241602420807,
|
|
0.5728641748428345,
|
|
0.5858584046363831,
|
|
0.4734298884868622,
|
|
0.22656244039535522,
|
|
0.31818172335624695,
|
|
0.5892856121063232,
|
|
0.6210044622421265,
|
|
0.49777767062187195,
|
|
0.10928954929113388,
|
|
0.5499998927116394,
|
|
0.41269823908805847,
|
|
0.4812833070755005,
|
|
0.39603951573371887,
|
|
0.7330315113067627,
|
|
0.5561496019363403,
|
|
0.49999988079071045,
|
|
0.3516482412815094,
|
|
0.22222216427326202,
|
|
0.24175815284252167,
|
|
0.2430938482284546,
|
|
0.3522725999355316,
|
|
0.7177032232284546,
|
|
0.6008967757225037,
|
|
0.4265401363372803,
|
|
0.6153844594955444,
|
|
0.17449656128883362,
|
|
0.362790584564209,
|
|
0.26373615860939026,
|
|
0.6562498807907104,
|
|
0.696078360080719,
|
|
0.1970442682504654,
|
|
0.2366863340139389,
|
|
0.3271027207374573,
|
|
0.12765949964523315,
|
|
0.32258057594299316,
|
|
0.6288208365440369,
|
|
0.3980098366737366,
|
|
0.21965309977531433,
|
|
0.5248867273330688,
|
|
0.47368407249450684,
|
|
0.49999988079071045,
|
|
0.2914571762084961,
|
|
0.3406112492084503,
|
|
0.30851057171821594,
|
|
0.5022420287132263,
|
|
0.27083322405815125,
|
|
0.19459453225135803,
|
|
0.6336632370948792,
|
|
0.5252523422241211,
|
|
0.29702961444854736,
|
|
0.3592231869697571,
|
|
0.14736837148666382,
|
|
0.42639580368995667
|
|
],
|
|
"time": 18.163167190738022,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 180,
|
|
"train_loss": 0.006546378135681152,
|
|
"val_loss": 2.80418062210083,
|
|
"acc": 40.36,
|
|
"f1": [
|
|
0.6810809373855591,
|
|
0.5145629644393921,
|
|
0.25906726717948914,
|
|
0.28571417927742004,
|
|
0.2713567018508911,
|
|
0.322274774312973,
|
|
0.39449530839920044,
|
|
0.46601933240890503,
|
|
0.47524741291999817,
|
|
0.5133689045906067,
|
|
0.18823520839214325,
|
|
0.31764698028564453,
|
|
0.39195966720581055,
|
|
0.23312875628471375,
|
|
0.22608689963817596,
|
|
0.2699999213218689,
|
|
0.4469272196292877,
|
|
0.558139443397522,
|
|
0.3831774890422821,
|
|
0.3454544246196747,
|
|
0.649484395980835,
|
|
0.5589519143104553,
|
|
0.4042551815509796,
|
|
0.5876776576042175,
|
|
0.666666567325592,
|
|
0.24870456755161285,
|
|
0.3783782720565796,
|
|
0.2941175699234009,
|
|
0.5882351994514465,
|
|
0.37433144450187683,
|
|
0.4976075291633606,
|
|
0.42857128381729126,
|
|
0.3699999153614044,
|
|
0.326315701007843,
|
|
0.29787227511405945,
|
|
0.24630534648895264,
|
|
0.40641695261001587,
|
|
0.28571420907974243,
|
|
0.24615377187728882,
|
|
0.5177663564682007,
|
|
0.423912912607193,
|
|
0.6153844594955444,
|
|
0.2629106938838959,
|
|
0.40796008706092834,
|
|
0.1612902730703354,
|
|
0.20833326876163483,
|
|
0.23834188282489777,
|
|
0.5671641230583191,
|
|
0.5742572546005249,
|
|
0.48039206862449646,
|
|
0.22047238051891327,
|
|
0.33333322405815125,
|
|
0.5892856121063232,
|
|
0.6146787405014038,
|
|
0.4912279546260834,
|
|
0.10256402939558029,
|
|
0.5555554032325745,
|
|
0.3827749788761139,
|
|
0.47120407223701477,
|
|
0.3823528587818146,
|
|
0.7522933483123779,
|
|
0.5388599634170532,
|
|
0.4912279546260834,
|
|
0.3542855978012085,
|
|
0.2264150083065033,
|
|
0.228260800242424,
|
|
0.25945934653282166,
|
|
0.3444443643093109,
|
|
0.725490152835846,
|
|
0.6126124858856201,
|
|
0.3939392864704132,
|
|
0.6091369390487671,
|
|
0.17218534648418427,
|
|
0.36619704961776733,
|
|
0.25555548071861267,
|
|
0.6530610918998718,
|
|
0.6990289688110352,
|
|
0.19534875452518463,
|
|
0.23728805780410767,
|
|
0.3317534327507019,
|
|
0.12499994039535522,
|
|
0.33333322405815125,
|
|
0.6347824931144714,
|
|
0.40975597500801086,
|
|
0.23030294477939606,
|
|
0.5181816816329956,
|
|
0.47916653752326965,
|
|
0.4899998903274536,
|
|
0.29702961444854736,
|
|
0.3568074107170105,
|
|
0.29896897077560425,
|
|
0.5137613415718079,
|
|
0.2524271011352539,
|
|
0.19251330196857452,
|
|
0.6274508833885193,
|
|
0.5247523188591003,
|
|
0.306122362613678,
|
|
0.32804223895072937,
|
|
0.1497325599193573,
|
|
0.4170615077018738
|
|
],
|
|
"time": 17.96334434300661,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 181,
|
|
"train_loss": 0.004474711138755083,
|
|
"val_loss": 2.9980618953704834,
|
|
"acc": 40.3,
|
|
"f1": [
|
|
0.6808508634567261,
|
|
0.502282977104187,
|
|
0.25396814942359924,
|
|
0.2820512056350708,
|
|
0.2731706500053406,
|
|
0.3364485204219818,
|
|
0.37499985098838806,
|
|
0.45714277029037476,
|
|
0.4729062616825104,
|
|
0.4974091649055481,
|
|
0.18713442981243134,
|
|
0.32183900475502014,
|
|
0.38974347710609436,
|
|
0.23913034796714783,
|
|
0.236453115940094,
|
|
0.2786068916320801,
|
|
0.4659089744091034,
|
|
0.5405403971672058,
|
|
0.3383083641529083,
|
|
0.3348836302757263,
|
|
0.639593780040741,
|
|
0.5806450843811035,
|
|
0.41711217164993286,
|
|
0.5769229531288147,
|
|
0.6666665077209473,
|
|
0.2436547577381134,
|
|
0.3977271616458893,
|
|
0.27472516894340515,
|
|
0.579710066318512,
|
|
0.38043469190597534,
|
|
0.4905658960342407,
|
|
0.44444435834884644,
|
|
0.3654821515083313,
|
|
0.30621999502182007,
|
|
0.29629620909690857,
|
|
0.23584897816181183,
|
|
0.4123710095882416,
|
|
0.2638297379016876,
|
|
0.24120594561100006,
|
|
0.5347592234611511,
|
|
0.43333321809768677,
|
|
0.6341462135314941,
|
|
0.26794248819351196,
|
|
0.41414129734039307,
|
|
0.1648350954055786,
|
|
0.18652844429016113,
|
|
0.22459883987903595,
|
|
0.5799998641014099,
|
|
0.5728641748428345,
|
|
0.488262802362442,
|
|
0.21576756238937378,
|
|
0.33333322405815125,
|
|
0.6044443249702454,
|
|
0.6197181344032288,
|
|
0.4933919608592987,
|
|
0.1010100394487381,
|
|
0.542713463306427,
|
|
0.39795905351638794,
|
|
0.48484835028648376,
|
|
0.40796008706092834,
|
|
0.7256636023521423,
|
|
0.5425531268119812,
|
|
0.506912350654602,
|
|
0.3516482412815094,
|
|
0.22935770452022552,
|
|
0.2333332598209381,
|
|
0.25555548071861267,
|
|
0.3370785713195801,
|
|
0.7272725701332092,
|
|
0.5866665840148926,
|
|
0.4019606411457062,
|
|
0.613065242767334,
|
|
0.17333325743675232,
|
|
0.3696681261062622,
|
|
0.2584269046783447,
|
|
0.6428569555282593,
|
|
0.6760562062263489,
|
|
0.18749992549419403,
|
|
0.23863628506660461,
|
|
0.3428570628166199,
|
|
0.14285707473754883,
|
|
0.3248729705810547,
|
|
0.6343611478805542,
|
|
0.3959389626979828,
|
|
0.21714277565479279,
|
|
0.5155554413795471,
|
|
0.46874985098838806,
|
|
0.48756206035614014,
|
|
0.2829267382621765,
|
|
0.35714274644851685,
|
|
0.29743579030036926,
|
|
0.4869564175605774,
|
|
0.26804113388061523,
|
|
0.19047614932060242,
|
|
0.6388887763023376,
|
|
0.5230767726898193,
|
|
0.2938387989997864,
|
|
0.3398057222366333,
|
|
0.15053758025169373,
|
|
0.4195120930671692
|
|
],
|
|
"time": 18.134189491160214,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 182,
|
|
"train_loss": 0.006068587303161621,
|
|
"val_loss": 2.8838114738464355,
|
|
"acc": 40.4,
|
|
"f1": [
|
|
0.684491753578186,
|
|
0.528846025466919,
|
|
0.24999991059303284,
|
|
0.27814561128616333,
|
|
0.2653060257434845,
|
|
0.3301886022090912,
|
|
0.390243798494339,
|
|
0.4411763548851013,
|
|
0.4688993990421295,
|
|
0.5053762197494507,
|
|
0.19459453225135803,
|
|
0.31901830434799194,
|
|
0.3775508999824524,
|
|
0.251428484916687,
|
|
0.23188398778438568,
|
|
0.2736841142177582,
|
|
0.48587560653686523,
|
|
0.5422221422195435,
|
|
0.37681150436401367,
|
|
0.33789944648742676,
|
|
0.6461536884307861,
|
|
0.5636362433433533,
|
|
0.4245808720588684,
|
|
0.558139443397522,
|
|
0.6666665077209473,
|
|
0.2580644488334656,
|
|
0.3837208151817322,
|
|
0.2901553809642792,
|
|
0.5673075914382935,
|
|
0.3763439953327179,
|
|
0.4976957440376282,
|
|
0.44210511445999146,
|
|
0.37777766585350037,
|
|
0.324607253074646,
|
|
0.28571420907974243,
|
|
0.24154582619667053,
|
|
0.41414129734039307,
|
|
0.2723403573036194,
|
|
0.22857137024402618,
|
|
0.5444443225860596,
|
|
0.4222221076488495,
|
|
0.6146340370178223,
|
|
0.2647058069705963,
|
|
0.41414129734039307,
|
|
0.16666659712791443,
|
|
0.20430098474025726,
|
|
0.2256409376859665,
|
|
0.5612244009971619,
|
|
0.5918366312980652,
|
|
0.49999988079071045,
|
|
0.23293164372444153,
|
|
0.3301886022090912,
|
|
0.5955554842948914,
|
|
0.6244342923164368,
|
|
0.4745761752128601,
|
|
0.10362687706947327,
|
|
0.5445543527603149,
|
|
0.37735840678215027,
|
|
0.48167529702186584,
|
|
0.40999990701675415,
|
|
0.742081344127655,
|
|
0.5445543527603149,
|
|
0.502282977104187,
|
|
0.34972667694091797,
|
|
0.22966498136520386,
|
|
0.22680403292179108,
|
|
0.27173903584480286,
|
|
0.3369564116001129,
|
|
0.7333331108093262,
|
|
0.5872339010238647,
|
|
0.4339621663093567,
|
|
0.6039602756500244,
|
|
0.17567561566829681,
|
|
0.3696681261062622,
|
|
0.25555548071861267,
|
|
0.6666665077209473,
|
|
0.6515835523605347,
|
|
0.19730934500694275,
|
|
0.23809516429901123,
|
|
0.3428570628166199,
|
|
0.13483139872550964,
|
|
0.31067952513694763,
|
|
0.6434781551361084,
|
|
0.3939392864704132,
|
|
0.21590900421142578,
|
|
0.5272725820541382,
|
|
0.46874985098838806,
|
|
0.49999988079071045,
|
|
0.2914571762084961,
|
|
0.3644443452358246,
|
|
0.31155768036842346,
|
|
0.4933919608592987,
|
|
0.2722512185573578,
|
|
0.18652844429016113,
|
|
0.6341462135314941,
|
|
0.5128204226493835,
|
|
0.2999999225139618,
|
|
0.3267325758934021,
|
|
0.1390373706817627,
|
|
0.4162435233592987
|
|
],
|
|
"time": 18.052826646715403,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 183,
|
|
"train_loss": 0.004223901312798262,
|
|
"val_loss": 2.9402096271514893,
|
|
"acc": 40.46,
|
|
"f1": [
|
|
0.688171923160553,
|
|
0.5142855644226074,
|
|
0.26041656732559204,
|
|
0.26845628023147583,
|
|
0.2741115987300873,
|
|
0.32558128237724304,
|
|
0.3867923319339752,
|
|
0.4593299925327301,
|
|
0.4734298884868622,
|
|
0.5052630305290222,
|
|
0.179775208234787,
|
|
0.3272726535797119,
|
|
0.378109335899353,
|
|
0.24137921631336212,
|
|
0.23923437297344208,
|
|
0.27083322405815125,
|
|
0.4640882611274719,
|
|
0.5454544425010681,
|
|
0.3636362552642822,
|
|
0.3362067937850952,
|
|
0.6461536884307861,
|
|
0.5767440795898438,
|
|
0.4222221076488495,
|
|
0.5660375952720642,
|
|
0.6513760089874268,
|
|
0.24742262065410614,
|
|
0.3786981403827667,
|
|
0.2944161295890808,
|
|
0.579710066318512,
|
|
0.3703702688217163,
|
|
0.4954127371311188,
|
|
0.43749991059303284,
|
|
0.36269423365592957,
|
|
0.32160791754722595,
|
|
0.2941175699234009,
|
|
0.236453115940094,
|
|
0.4210525155067444,
|
|
0.2758619785308838,
|
|
0.23469379544258118,
|
|
0.5319147706031799,
|
|
0.4262293577194214,
|
|
0.6237622499465942,
|
|
0.2673266530036926,
|
|
0.4315788447856903,
|
|
0.17525766789913177,
|
|
0.20833326876163483,
|
|
0.22099439799785614,
|
|
0.5656563639640808,
|
|
0.5894736051559448,
|
|
0.48803818225860596,
|
|
0.23015865683555603,
|
|
0.33789944648742676,
|
|
0.5945944786071777,
|
|
0.6126124858856201,
|
|
0.4786323606967926,
|
|
0.10471197962760925,
|
|
0.5499998927116394,
|
|
0.3939392864704132,
|
|
0.4873095452785492,
|
|
0.39795905351638794,
|
|
0.7454543113708496,
|
|
0.5388599634170532,
|
|
0.502282977104187,
|
|
0.3555554449558258,
|
|
0.2167486995458603,
|
|
0.21890540421009064,
|
|
0.2569831311702728,
|
|
0.34920626878738403,
|
|
0.7298576831817627,
|
|
0.6017698049545288,
|
|
0.4380951225757599,
|
|
0.6086955666542053,
|
|
0.17567561566829681,
|
|
0.36619704961776733,
|
|
0.2584269046783447,
|
|
0.6597937345504761,
|
|
0.6728971004486084,
|
|
0.18348616361618042,
|
|
0.2312137931585312,
|
|
0.35294109582901,
|
|
0.13186806440353394,
|
|
0.32075464725494385,
|
|
0.6457397937774658,
|
|
0.4019606411457062,
|
|
0.21839071810245514,
|
|
0.5267855525016785,
|
|
0.47120407223701477,
|
|
0.48205116391181946,
|
|
0.2938387989997864,
|
|
0.3603602349758148,
|
|
0.30208322405815125,
|
|
0.4765956401824951,
|
|
0.2722512185573578,
|
|
0.18579228222370148,
|
|
0.6407765746116638,
|
|
0.5373133420944214,
|
|
0.30392149090766907,
|
|
0.3384614586830139,
|
|
0.14444437623023987,
|
|
0.42156851291656494
|
|
],
|
|
"time": 17.957260496914387,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 184,
|
|
"train_loss": 0.004897771403193474,
|
|
"val_loss": 2.847581624984741,
|
|
"acc": 40.52,
|
|
"f1": [
|
|
0.6806281208992004,
|
|
0.5167463421821594,
|
|
0.238805890083313,
|
|
0.29813653230667114,
|
|
0.2797926664352417,
|
|
0.3301886022090912,
|
|
0.38834938406944275,
|
|
0.44651150703430176,
|
|
0.46445485949516296,
|
|
0.5164833664894104,
|
|
0.19318175315856934,
|
|
0.32369929552078247,
|
|
0.3874344527721405,
|
|
0.2558138370513916,
|
|
0.23834188282489777,
|
|
0.29319363832473755,
|
|
0.43979042768478394,
|
|
0.5700933337211609,
|
|
0.36815908551216125,
|
|
0.3441859781742096,
|
|
0.6428569555282593,
|
|
0.5663716197013855,
|
|
0.41711217164993286,
|
|
0.5714284777641296,
|
|
0.6511626243591309,
|
|
0.24615377187728882,
|
|
0.4086019992828369,
|
|
0.2745097279548645,
|
|
0.5769229531288147,
|
|
0.3703702688217163,
|
|
0.48803818225860596,
|
|
0.45360812544822693,
|
|
0.3723403513431549,
|
|
0.3351350426673889,
|
|
0.2815532982349396,
|
|
0.22421517968177795,
|
|
0.4148934781551361,
|
|
0.292035311460495,
|
|
0.24630534648895264,
|
|
0.5384613871574402,
|
|
0.41573023796081543,
|
|
0.6341462135314941,
|
|
0.2629106938838959,
|
|
0.40384599566459656,
|
|
0.17435890436172485,
|
|
0.2054053246974945,
|
|
0.23036640882492065,
|
|
0.5628139972686768,
|
|
0.5870645046234131,
|
|
0.4854367673397064,
|
|
0.22222214937210083,
|
|
0.336633563041687,
|
|
0.6036034822463989,
|
|
0.6139533519744873,
|
|
0.48484838008880615,
|
|
0.10204074531793594,
|
|
0.5510202646255493,
|
|
0.4148934781551361,
|
|
0.47916653752326965,
|
|
0.41269823908805847,
|
|
0.728888750076294,
|
|
0.5425531268119812,
|
|
0.5092591643333435,
|
|
0.3555554449558258,
|
|
0.23008842766284943,
|
|
0.23529404401779175,
|
|
0.24870456755161285,
|
|
0.3411763310432434,
|
|
0.7184464335441589,
|
|
0.6113536357879639,
|
|
0.4271843731403351,
|
|
0.6069650650024414,
|
|
0.1768706887960434,
|
|
0.3696681261062622,
|
|
0.2758619785308838,
|
|
0.6461536884307861,
|
|
0.679245114326477,
|
|
0.1706160604953766,
|
|
0.23863628506660461,
|
|
0.35121941566467285,
|
|
0.13186806440353394,
|
|
0.3348415493965149,
|
|
0.6513760089874268,
|
|
0.3940885663032532,
|
|
0.21714277565479279,
|
|
0.5283017754554749,
|
|
0.47916653752326965,
|
|
0.5024153590202332,
|
|
0.28846150636672974,
|
|
0.3555554449558258,
|
|
0.3076922297477722,
|
|
0.4933919608592987,
|
|
0.2765956223011017,
|
|
0.20304562151432037,
|
|
0.6346153020858765,
|
|
0.5151513814926147,
|
|
0.2999999225139618,
|
|
0.32835814356803894,
|
|
0.14736837148666382,
|
|
0.4411763548851013
|
|
],
|
|
"time": 18.411776838824153,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 185,
|
|
"train_loss": 0.004296011291444302,
|
|
"val_loss": 2.893728256225586,
|
|
"acc": 40.31,
|
|
"f1": [
|
|
0.6907215118408203,
|
|
0.5358850359916687,
|
|
0.2525251507759094,
|
|
0.25165554881095886,
|
|
0.28571420907974243,
|
|
0.3211008310317993,
|
|
0.3842363655567169,
|
|
0.46601933240890503,
|
|
0.4622640609741211,
|
|
0.5108694434165955,
|
|
0.18181811273097992,
|
|
0.3157894015312195,
|
|
0.3861384987831116,
|
|
0.23913034796714783,
|
|
0.2536584436893463,
|
|
0.2758619785308838,
|
|
0.4640882611274719,
|
|
0.5479451417922974,
|
|
0.3535352647304535,
|
|
0.33333322405815125,
|
|
0.6528496146202087,
|
|
0.5701355934143066,
|
|
0.41052618622779846,
|
|
0.568720281124115,
|
|
0.6763284206390381,
|
|
0.24120594561100006,
|
|
0.39325833320617676,
|
|
0.29665064811706543,
|
|
0.5853657722473145,
|
|
0.37894728779792786,
|
|
0.4884791076183319,
|
|
0.423912912607193,
|
|
0.37563440203666687,
|
|
0.31632643938064575,
|
|
0.28855711221694946,
|
|
0.22748807072639465,
|
|
0.41269823908805847,
|
|
0.2782607972621918,
|
|
0.239999920129776,
|
|
0.5384613871574402,
|
|
0.425531804561615,
|
|
0.6206895112991333,
|
|
0.25961530208587646,
|
|
0.4102562665939331,
|
|
0.15300540626049042,
|
|
0.19889496266841888,
|
|
0.22916659712791443,
|
|
0.561576247215271,
|
|
0.5728154182434082,
|
|
0.4953269362449646,
|
|
0.21455931663513184,
|
|
0.3428570628166199,
|
|
0.5936071872711182,
|
|
0.6203702688217163,
|
|
0.4912279546260834,
|
|
0.1015227735042572,
|
|
0.5472635626792908,
|
|
0.40624988079071045,
|
|
0.47474732995033264,
|
|
0.41414129734039307,
|
|
0.742081344127655,
|
|
0.535353422164917,
|
|
0.5314008593559265,
|
|
0.31764698028564453,
|
|
0.23963125050067902,
|
|
0.2244897186756134,
|
|
0.24120594561100006,
|
|
0.3468207120895386,
|
|
0.7246376276016235,
|
|
0.5991188287734985,
|
|
0.4292682111263275,
|
|
0.6069650650024414,
|
|
0.16774186491966248,
|
|
0.36619704961776733,
|
|
0.262857049703598,
|
|
0.6428569555282593,
|
|
0.679245114326477,
|
|
0.17511513829231262,
|
|
0.2366863340139389,
|
|
0.3364485204219818,
|
|
0.1361255943775177,
|
|
0.31999990344047546,
|
|
0.6460175514221191,
|
|
0.39378228783607483,
|
|
0.21556879580020905,
|
|
0.5175436735153198,
|
|
0.47120407223701477,
|
|
0.4878047704696655,
|
|
0.29268285632133484,
|
|
0.3523808717727661,
|
|
0.2941175699234009,
|
|
0.4955751299858093,
|
|
0.2780747711658478,
|
|
0.1798941045999527,
|
|
0.6442306041717529,
|
|
0.529999852180481,
|
|
0.30150744318962097,
|
|
0.32160791754722595,
|
|
0.16216209530830383,
|
|
0.4120602011680603
|
|
],
|
|
"time": 17.824925385415554,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 186,
|
|
"train_loss": 0.004430822562426329,
|
|
"val_loss": 2.8923492431640625,
|
|
"acc": 40.35,
|
|
"f1": [
|
|
0.6702126860618591,
|
|
0.5217390656471252,
|
|
0.2561575770378113,
|
|
0.289308100938797,
|
|
0.26540276408195496,
|
|
0.3272726535797119,
|
|
0.3904760777950287,
|
|
0.4519229531288147,
|
|
0.4729062616825104,
|
|
0.4974091649055481,
|
|
0.19459453225135803,
|
|
0.31764698028564453,
|
|
0.37681150436401367,
|
|
0.2456139326095581,
|
|
0.22222216427326202,
|
|
0.28272244334220886,
|
|
0.4705880880355835,
|
|
0.558139443397522,
|
|
0.37999987602233887,
|
|
0.34579432010650635,
|
|
0.6461536884307861,
|
|
0.5726870894432068,
|
|
0.42162150144577026,
|
|
0.5781989693641663,
|
|
0.6543776988983154,
|
|
0.24120594561100006,
|
|
0.38150280714035034,
|
|
0.2786068916320801,
|
|
0.5970147848129272,
|
|
0.37499991059303284,
|
|
0.48598119616508484,
|
|
0.446808397769928,
|
|
0.36269423365592957,
|
|
0.32989683747291565,
|
|
0.2886596620082855,
|
|
0.2314814031124115,
|
|
0.41884803771972656,
|
|
0.28318578004837036,
|
|
0.2376236915588379,
|
|
0.5284972786903381,
|
|
0.4153004288673401,
|
|
0.6176469922065735,
|
|
0.25233638286590576,
|
|
0.4248703718185425,
|
|
0.1576354056596756,
|
|
0.2054053246974945,
|
|
0.23157887160778046,
|
|
0.5699998736381531,
|
|
0.5899998545646667,
|
|
0.4851484000682831,
|
|
0.23015865683555603,
|
|
0.3265305161476135,
|
|
0.5945944786071777,
|
|
0.6146787405014038,
|
|
0.48484838008880615,
|
|
0.10050245374441147,
|
|
0.5599998831748962,
|
|
0.37735840678215027,
|
|
0.47120407223701477,
|
|
0.3940885663032532,
|
|
0.7627905607223511,
|
|
0.5347592234611511,
|
|
0.5092591643333435,
|
|
0.3575417995452881,
|
|
0.23364479839801788,
|
|
0.23529404401779175,
|
|
0.2446807622909546,
|
|
0.3409090042114258,
|
|
0.7164177894592285,
|
|
0.5999999046325684,
|
|
0.42512065172195435,
|
|
0.6095237135887146,
|
|
0.17333325743675232,
|
|
0.37320560216903687,
|
|
0.25945934653282166,
|
|
0.6451612114906311,
|
|
0.6666665077209473,
|
|
0.1809954047203064,
|
|
0.2470587193965912,
|
|
0.3465345501899719,
|
|
0.1395348161458969,
|
|
0.323809415102005,
|
|
0.6399998664855957,
|
|
0.3980098366737366,
|
|
0.212290421128273,
|
|
0.5175436735153198,
|
|
0.46391740441322327,
|
|
0.4903845191001892,
|
|
0.28571420907974243,
|
|
0.36190465092658997,
|
|
0.3068782389163971,
|
|
0.48908287286758423,
|
|
0.2694299519062042,
|
|
0.19251330196857452,
|
|
0.6415093541145325,
|
|
0.529999852180481,
|
|
0.30303022265434265,
|
|
0.32820504903793335,
|
|
0.15217386186122894,
|
|
0.4221104085445404
|
|
],
|
|
"time": 18.333990211598575,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 187,
|
|
"train_loss": 0.004347213543951511,
|
|
"val_loss": 2.610844850540161,
|
|
"acc": 40.42,
|
|
"f1": [
|
|
0.6772485375404358,
|
|
0.5213268995285034,
|
|
0.24999991059303284,
|
|
0.25675666332244873,
|
|
0.2783504128456116,
|
|
0.33333322405815125,
|
|
0.39622631669044495,
|
|
0.45714277029037476,
|
|
0.4734298884868622,
|
|
0.5081079602241516,
|
|
0.208791121840477,
|
|
0.31764698028564453,
|
|
0.39583319425582886,
|
|
0.23655906319618225,
|
|
0.2167486995458603,
|
|
0.2731706500053406,
|
|
0.4745761454105377,
|
|
0.5504586100578308,
|
|
0.37558677792549133,
|
|
0.35135123133659363,
|
|
0.6428569555282593,
|
|
0.5791853666305542,
|
|
0.41758227348327637,
|
|
0.5769229531288147,
|
|
0.6635069251060486,
|
|
0.238805890083313,
|
|
0.3798881769180298,
|
|
0.2815532982349396,
|
|
0.5700481534004211,
|
|
0.37433144450187683,
|
|
0.4814813435077667,
|
|
0.4338623583316803,
|
|
0.3894736170768738,
|
|
0.324607253074646,
|
|
0.2983424663543701,
|
|
0.24271836876869202,
|
|
0.4102562665939331,
|
|
0.27678564190864563,
|
|
0.24870456755161285,
|
|
0.5208331942558289,
|
|
0.43333321809768677,
|
|
0.6268655061721802,
|
|
0.2571427524089813,
|
|
0.41414129734039307,
|
|
0.16666659712791443,
|
|
0.21857915818691254,
|
|
0.23157887160778046,
|
|
0.5742572546005249,
|
|
0.5773194432258606,
|
|
0.47619035840034485,
|
|
0.2131146788597107,
|
|
0.32835814356803894,
|
|
0.5990782380104065,
|
|
0.6181817054748535,
|
|
0.48908287286758423,
|
|
0.10050245374441147,
|
|
0.5654449462890625,
|
|
0.3827749788761139,
|
|
0.49214646220207214,
|
|
0.39603951573371887,
|
|
0.7377776503562927,
|
|
0.5472635626792908,
|
|
0.5066665410995483,
|
|
0.3657141625881195,
|
|
0.23188398778438568,
|
|
0.22702695429325104,
|
|
0.25125616788864136,
|
|
0.34482747316360474,
|
|
0.7272725701332092,
|
|
0.5936071872711182,
|
|
0.4210525155067444,
|
|
0.6153844594955444,
|
|
0.16993455588817596,
|
|
0.35294109582901,
|
|
0.24999991059303284,
|
|
0.6560845375061035,
|
|
0.6956520080566406,
|
|
0.19730934500694275,
|
|
0.239520862698555,
|
|
0.33333322405815125,
|
|
0.13559316098690033,
|
|
0.31775689125061035,
|
|
0.6403507590293884,
|
|
0.4019606411457062,
|
|
0.213483065366745,
|
|
0.5291478633880615,
|
|
0.4717947542667389,
|
|
0.5050503611564636,
|
|
0.3024389147758484,
|
|
0.34821417927742004,
|
|
0.30366483330726624,
|
|
0.4912279546260834,
|
|
0.2574256360530853,
|
|
0.18478251993656158,
|
|
0.6470587849617004,
|
|
0.522612988948822,
|
|
0.3047617971897125,
|
|
0.33492809534072876,
|
|
0.14285707473754883,
|
|
0.4095236659049988
|
|
],
|
|
"time": 18.132948882877827,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 188,
|
|
"train_loss": 0.004193006083369255,
|
|
"val_loss": 2.823477268218994,
|
|
"acc": 40.5,
|
|
"f1": [
|
|
0.6842104196548462,
|
|
0.53465336561203,
|
|
0.238805890083313,
|
|
0.2891565263271332,
|
|
0.2713567018508911,
|
|
0.3300969898700714,
|
|
0.3743841052055359,
|
|
0.44976064562797546,
|
|
0.4878047704696655,
|
|
0.5052630305290222,
|
|
0.18713442981243134,
|
|
0.3195265531539917,
|
|
0.378109335899353,
|
|
0.24137921631336212,
|
|
0.21463409066200256,
|
|
0.2694299519062042,
|
|
0.45054933428764343,
|
|
0.5454544425010681,
|
|
0.36180898547172546,
|
|
0.35135123133659363,
|
|
0.6461536884307861,
|
|
0.5714284181594849,
|
|
0.41711217164993286,
|
|
0.5784311890602112,
|
|
0.6422017216682434,
|
|
0.24615377187728882,
|
|
0.38918909430503845,
|
|
0.29702961444854736,
|
|
0.5741626024246216,
|
|
0.3723403513431549,
|
|
0.4903845191001892,
|
|
0.4432430863380432,
|
|
0.3711339235305786,
|
|
0.3184078335762024,
|
|
0.2886596620082855,
|
|
0.23318377137184143,
|
|
0.4210525155067444,
|
|
0.2832617461681366,
|
|
0.25396814942359924,
|
|
0.5368419289588928,
|
|
0.43575406074523926,
|
|
0.6336632370948792,
|
|
0.25339359045028687,
|
|
0.40609124302864075,
|
|
0.17112290859222412,
|
|
0.2021275758743286,
|
|
0.23529404401779175,
|
|
0.5599998831748962,
|
|
0.5833332538604736,
|
|
0.48803818225860596,
|
|
0.2248995453119278,
|
|
0.3348836302757263,
|
|
0.5982142090797424,
|
|
0.6203702688217163,
|
|
0.48908287286758423,
|
|
0.10526309907436371,
|
|
0.5490195155143738,
|
|
0.39195966720581055,
|
|
0.4799998700618744,
|
|
0.40579700469970703,
|
|
0.7387385964393616,
|
|
0.5435895919799805,
|
|
0.5092591643333435,
|
|
0.3409090042114258,
|
|
0.22935770452022552,
|
|
0.23280414938926697,
|
|
0.2553190290927887,
|
|
0.348314493894577,
|
|
0.7149757146835327,
|
|
0.6079294085502625,
|
|
0.434782475233078,
|
|
0.6161615252494812,
|
|
0.17218534648418427,
|
|
0.37681150436401367,
|
|
0.25555548071861267,
|
|
0.6565654873847961,
|
|
0.6857141852378845,
|
|
0.18749992549419403,
|
|
0.24418595433235168,
|
|
0.34123215079307556,
|
|
0.1379309743642807,
|
|
0.3286384046077728,
|
|
0.6399998664855957,
|
|
0.3999998867511749,
|
|
0.22222214937210083,
|
|
0.5181816816329956,
|
|
0.46632111072540283,
|
|
0.5048542022705078,
|
|
0.28855711221694946,
|
|
0.3636362552642822,
|
|
0.30208322405815125,
|
|
0.5185183882713318,
|
|
0.26666656136512756,
|
|
0.20430098474025726,
|
|
0.6320753693580627,
|
|
0.5399999022483826,
|
|
0.28855711221694946,
|
|
0.3399999141693115,
|
|
0.14207643270492554,
|
|
0.4242422580718994
|
|
],
|
|
"time": 18.092063513584435,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 189,
|
|
"train_loss": 0.004492414649575949,
|
|
"val_loss": 2.705273151397705,
|
|
"acc": 40.33,
|
|
"f1": [
|
|
0.688171923160553,
|
|
0.5164318084716797,
|
|
0.2446807622909546,
|
|
0.2767294645309448,
|
|
0.2647058069705963,
|
|
0.32258057594299316,
|
|
0.38095229864120483,
|
|
0.452830046415329,
|
|
0.46829259395599365,
|
|
0.5052630305290222,
|
|
0.17877088487148285,
|
|
0.3157894015312195,
|
|
0.38578668236732483,
|
|
0.24277448654174805,
|
|
0.21929818391799927,
|
|
0.2797926664352417,
|
|
0.46242761611938477,
|
|
0.5529952645301819,
|
|
0.3627450466156006,
|
|
0.33802807331085205,
|
|
0.6428569555282593,
|
|
0.5753422975540161,
|
|
0.41758227348327637,
|
|
0.5740739107131958,
|
|
0.6511626243591309,
|
|
0.25668442249298096,
|
|
0.39778995513916016,
|
|
0.27884605526924133,
|
|
0.5714284777641296,
|
|
0.36956506967544556,
|
|
0.4837207794189453,
|
|
0.42528724670410156,
|
|
0.36649200320243835,
|
|
0.32978713512420654,
|
|
0.29166659712791443,
|
|
0.23414628207683563,
|
|
0.41666656732559204,
|
|
0.2794759273529053,
|
|
0.22966498136520386,
|
|
0.535519003868103,
|
|
0.41758227348327637,
|
|
0.6176469922065735,
|
|
0.2673266530036926,
|
|
0.42051267623901367,
|
|
0.1604277491569519,
|
|
0.21390368044376373,
|
|
0.23076915740966797,
|
|
0.5699998736381531,
|
|
0.582914412021637,
|
|
0.4999999403953552,
|
|
0.22656244039535522,
|
|
0.3394494354724884,
|
|
0.5990782380104065,
|
|
0.6203702688217163,
|
|
0.48908287286758423,
|
|
0.10638291388750076,
|
|
0.5595853924751282,
|
|
0.37320560216903687,
|
|
0.48958322405815125,
|
|
0.40624988079071045,
|
|
0.7454543113708496,
|
|
0.5549736618995667,
|
|
0.5092591643333435,
|
|
0.3314284682273865,
|
|
0.22935770452022552,
|
|
0.228260800242424,
|
|
0.25668442249298096,
|
|
0.3370785713195801,
|
|
0.721153736114502,
|
|
0.5847455859184265,
|
|
0.42156851291656494,
|
|
0.6153844594955444,
|
|
0.17218534648418427,
|
|
0.362790584564209,
|
|
0.25555548071861267,
|
|
0.649484395980835,
|
|
0.6761903762817383,
|
|
0.198198139667511,
|
|
0.23391805589199066,
|
|
0.3398057222366333,
|
|
0.1361255943775177,
|
|
0.3253587782382965,
|
|
0.642857015132904,
|
|
0.3980098366737366,
|
|
0.23391805589199066,
|
|
0.5158370137214661,
|
|
0.46874985098838806,
|
|
0.4951455295085907,
|
|
0.3018867075443268,
|
|
0.35023030638694763,
|
|
0.2914571762084961,
|
|
0.49565204977989197,
|
|
0.2722512185573578,
|
|
0.1938774734735489,
|
|
0.6415093541145325,
|
|
0.522612988948822,
|
|
0.3121950626373291,
|
|
0.33816415071487427,
|
|
0.15135130286216736,
|
|
0.4236452281475067
|
|
],
|
|
"time": 18.04869676195085,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 190,
|
|
"train_loss": 0.00466809282079339,
|
|
"val_loss": 2.7445127964019775,
|
|
"acc": 40.45,
|
|
"f1": [
|
|
0.688171923160553,
|
|
0.5242717266082764,
|
|
0.23655906319618225,
|
|
0.28749987483024597,
|
|
0.2616821527481079,
|
|
0.3240739703178406,
|
|
0.38139525055885315,
|
|
0.4545453190803528,
|
|
0.47761180996894836,
|
|
0.49484527111053467,
|
|
0.19428564608097076,
|
|
0.32335323095321655,
|
|
0.38775497674942017,
|
|
0.2456139326095581,
|
|
0.23318377137184143,
|
|
0.2901553809642792,
|
|
0.4659089744091034,
|
|
0.5596328973770142,
|
|
0.36633655428886414,
|
|
0.35023030638694763,
|
|
0.6528496146202087,
|
|
0.5648146867752075,
|
|
0.43333321809768677,
|
|
0.5741626024246216,
|
|
0.6763284206390381,
|
|
0.24870456755161285,
|
|
0.39784935116767883,
|
|
0.3084576427936554,
|
|
0.5728154182434082,
|
|
0.3703702688217163,
|
|
0.4884791076183319,
|
|
0.44943806529045105,
|
|
0.37696322798728943,
|
|
0.32820504903793335,
|
|
0.27884605526924133,
|
|
0.24413138628005981,
|
|
0.42162150144577026,
|
|
0.28310492634773254,
|
|
0.22429899871349335,
|
|
0.5414363145828247,
|
|
0.4347825050354004,
|
|
0.6268655061721802,
|
|
0.24999991059303284,
|
|
0.4019606411457062,
|
|
0.16753920912742615,
|
|
0.2054053246974945,
|
|
0.2256409376859665,
|
|
0.5685278177261353,
|
|
0.5686272978782654,
|
|
0.47236168384552,
|
|
0.2276422381401062,
|
|
0.3271027207374573,
|
|
0.5892856121063232,
|
|
0.6203702688217163,
|
|
0.48888880014419556,
|
|
0.10471197962760925,
|
|
0.5499998927116394,
|
|
0.390243798494339,
|
|
0.47715723514556885,
|
|
0.40579700469970703,
|
|
0.7330315113067627,
|
|
0.5573769211769104,
|
|
0.504761815071106,
|
|
0.3575417995452881,
|
|
0.23696675896644592,
|
|
0.23913034796714783,
|
|
0.2513660192489624,
|
|
0.35675665736198425,
|
|
0.722222089767456,
|
|
0.5938863754272461,
|
|
0.4137929677963257,
|
|
0.6224488615989685,
|
|
0.17931029200553894,
|
|
0.37864065170288086,
|
|
0.2569831311702728,
|
|
0.6596857309341431,
|
|
0.6666665077209473,
|
|
0.18269222974777222,
|
|
0.2456139326095581,
|
|
0.3317534327507019,
|
|
0.12972965836524963,
|
|
0.3317534327507019,
|
|
0.6375544667243958,
|
|
0.4020099639892578,
|
|
0.21978014707565308,
|
|
0.5064376592636108,
|
|
0.47368407249450684,
|
|
0.49999988079071045,
|
|
0.29126206040382385,
|
|
0.3504272401332855,
|
|
0.29702961444854736,
|
|
0.48908287286758423,
|
|
0.2673795819282532,
|
|
0.20512813329696655,
|
|
0.6341462135314941,
|
|
0.529999852180481,
|
|
0.30456843972206116,
|
|
0.3584904372692108,
|
|
0.12972965836524963,
|
|
0.43749991059303284
|
|
],
|
|
"time": 17.063862461596727,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 191,
|
|
"train_loss": 0.004387926775962114,
|
|
"val_loss": 2.7068629264831543,
|
|
"acc": 40.34,
|
|
"f1": [
|
|
0.6918917894363403,
|
|
0.5164318084716797,
|
|
0.24999991059303284,
|
|
0.2944784462451935,
|
|
0.26804113388061523,
|
|
0.33027511835098267,
|
|
0.37209296226501465,
|
|
0.4509802758693695,
|
|
0.46376800537109375,
|
|
0.5108694434165955,
|
|
0.208791121840477,
|
|
0.31034475564956665,
|
|
0.3917524814605713,
|
|
0.22988496720790863,
|
|
0.23008842766284943,
|
|
0.282828152179718,
|
|
0.4659089744091034,
|
|
0.558139443397522,
|
|
0.3707316219806671,
|
|
0.3425924777984619,
|
|
0.649484395980835,
|
|
0.5688071846961975,
|
|
0.43093910813331604,
|
|
0.563380241394043,
|
|
0.6796115040779114,
|
|
0.2424241602420807,
|
|
0.39325833320617676,
|
|
0.2775118350982666,
|
|
0.5756096839904785,
|
|
0.3703702688217163,
|
|
0.4907405972480774,
|
|
0.446808397769928,
|
|
0.38144323229789734,
|
|
0.32804223895072937,
|
|
0.28571420907974243,
|
|
0.24630534648895264,
|
|
0.40206170082092285,
|
|
0.2807016670703888,
|
|
0.22535204887390137,
|
|
0.502564013004303,
|
|
0.43575406074523926,
|
|
0.6153844594955444,
|
|
0.26415085792541504,
|
|
0.4059404730796814,
|
|
0.15300540626049042,
|
|
0.2021275758743286,
|
|
0.22680403292179108,
|
|
0.5656563639640808,
|
|
0.5906734466552734,
|
|
0.49523797631263733,
|
|
0.2274509072303772,
|
|
0.3253587782382965,
|
|
0.5955554842948914,
|
|
0.6210044622421265,
|
|
0.48888880014419556,
|
|
0.1010100394487381,
|
|
0.5527637004852295,
|
|
0.4148934781551361,
|
|
0.47474732995033264,
|
|
0.4021162986755371,
|
|
0.7256636023521423,
|
|
0.5612244009971619,
|
|
0.502282977104187,
|
|
0.3444443643093109,
|
|
0.21359217166900635,
|
|
0.21890540421009064,
|
|
0.25555548071861267,
|
|
0.348314493894577,
|
|
0.7219511270523071,
|
|
0.6146787405014038,
|
|
0.4137929677963257,
|
|
0.6069650650024414,
|
|
0.17333325743675232,
|
|
0.36619704961776733,
|
|
0.2580644488334656,
|
|
0.6564101576805115,
|
|
0.6893202662467957,
|
|
0.1835748255252838,
|
|
0.2456139326095581,
|
|
0.3348836302757263,
|
|
0.13114747405052185,
|
|
0.33333322405815125,
|
|
0.6371680498123169,
|
|
0.4120602011680603,
|
|
0.21839071810245514,
|
|
0.5155554413795471,
|
|
0.47120407223701477,
|
|
0.4897957742214203,
|
|
0.29951682686805725,
|
|
0.36018943786621094,
|
|
0.306122362613678,
|
|
0.4827585518360138,
|
|
0.26804113388061523,
|
|
0.18279562890529633,
|
|
0.6439023613929749,
|
|
0.5273630023002625,
|
|
0.29702961444854736,
|
|
0.34123215079307556,
|
|
0.13043470680713654,
|
|
0.43349742889404297
|
|
],
|
|
"time": 18.370218514464796,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 192,
|
|
"train_loss": 0.004546757787466049,
|
|
"val_loss": 2.732788562774658,
|
|
"acc": 40.5,
|
|
"f1": [
|
|
0.6769229769706726,
|
|
0.5326631665229797,
|
|
0.2371133416891098,
|
|
0.2716048061847687,
|
|
0.2741115987300873,
|
|
0.3211008310317993,
|
|
0.3867923319339752,
|
|
0.45320188999176025,
|
|
0.47524741291999817,
|
|
0.5053762197494507,
|
|
0.19767434895038605,
|
|
0.3157894015312195,
|
|
0.38974347710609436,
|
|
0.23529404401779175,
|
|
0.2264150083065033,
|
|
0.28571420907974243,
|
|
0.45810040831565857,
|
|
0.5520360469818115,
|
|
0.37864065170288086,
|
|
0.34615373611450195,
|
|
0.6461536884307861,
|
|
0.5739909410476685,
|
|
0.425531804561615,
|
|
0.5769229531288147,
|
|
0.6454544067382812,
|
|
0.24489787220954895,
|
|
0.4022987186908722,
|
|
0.28571420907974243,
|
|
0.6060605049133301,
|
|
0.3723403513431549,
|
|
0.488262802362442,
|
|
0.43956032395362854,
|
|
0.35467973351478577,
|
|
0.3386242389678955,
|
|
0.2815532982349396,
|
|
0.22831043601036072,
|
|
0.4232803285121918,
|
|
0.28054288029670715,
|
|
0.2436547577381134,
|
|
0.5279186367988586,
|
|
0.43093910813331604,
|
|
0.624390184879303,
|
|
0.26341456174850464,
|
|
0.4059404730796814,
|
|
0.1639343500137329,
|
|
0.20105813443660736,
|
|
0.23655906319618225,
|
|
0.5656563639640808,
|
|
0.579710066318512,
|
|
0.49019595980644226,
|
|
0.21951211988925934,
|
|
0.33035704493522644,
|
|
0.6027396321296692,
|
|
0.6133331656455994,
|
|
0.48648640513420105,
|
|
0.10416660457849503,
|
|
0.5555554032325745,
|
|
0.37320560216903687,
|
|
0.4812833070755005,
|
|
0.4019606411457062,
|
|
0.7477476000785828,
|
|
0.5416665077209473,
|
|
0.5070421695709229,
|
|
0.348314493894577,
|
|
0.22772268950939178,
|
|
0.23076915740966797,
|
|
0.25668442249298096,
|
|
0.3555554449558258,
|
|
0.7272725701332092,
|
|
0.5999999046325684,
|
|
0.4339621663093567,
|
|
0.6099998950958252,
|
|
0.17449656128883362,
|
|
0.3880595862865448,
|
|
0.2584269046783447,
|
|
0.6461536884307861,
|
|
0.6728971004486084,
|
|
0.17857135832309723,
|
|
0.23204411566257477,
|
|
0.33962252736091614,
|
|
0.1290322095155716,
|
|
0.33027511835098267,
|
|
0.6375544667243958,
|
|
0.3940885663032532,
|
|
0.2275448441505432,
|
|
0.5130433440208435,
|
|
0.47368407249450684,
|
|
0.4927534759044647,
|
|
0.28855711221694946,
|
|
0.35344812273979187,
|
|
0.29743579030036926,
|
|
0.49773746728897095,
|
|
0.26315781474113464,
|
|
0.19780214130878448,
|
|
0.6346153020858765,
|
|
0.542713463306427,
|
|
0.31372541189193726,
|
|
0.33333325386047363,
|
|
0.16080394387245178,
|
|
0.4278606176376343
|
|
],
|
|
"time": 18.41731151100248,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 193,
|
|
"train_loss": 0.004131646826863289,
|
|
"val_loss": 2.7896289825439453,
|
|
"acc": 40.41,
|
|
"f1": [
|
|
0.6878305077552795,
|
|
0.5308055877685547,
|
|
0.26262614130973816,
|
|
0.2692306637763977,
|
|
0.26086950302124023,
|
|
0.3271027207374573,
|
|
0.3826086223125458,
|
|
0.4593299925327301,
|
|
0.48453593254089355,
|
|
0.4999998211860657,
|
|
0.19209031760692596,
|
|
0.3121386468410492,
|
|
0.3809523284435272,
|
|
0.22485199570655823,
|
|
0.22222216427326202,
|
|
0.2901553809642792,
|
|
0.45454537868499756,
|
|
0.558139443397522,
|
|
0.37681150436401367,
|
|
0.35135123133659363,
|
|
0.6461536884307861,
|
|
0.5663716197013855,
|
|
0.42857128381729126,
|
|
0.5648146867752075,
|
|
0.6635943651199341,
|
|
0.24120594561100006,
|
|
0.4043714702129364,
|
|
0.2816900908946991,
|
|
0.5841582417488098,
|
|
0.36082467436790466,
|
|
0.4792625606060028,
|
|
0.43715834617614746,
|
|
0.35714274644851685,
|
|
0.326315701007843,
|
|
0.3060108423233032,
|
|
0.23255807161331177,
|
|
0.41269823908805847,
|
|
0.2707422971725464,
|
|
0.24489787220954895,
|
|
0.5212765336036682,
|
|
0.4262293577194214,
|
|
0.6268655061721802,
|
|
0.2713567018508911,
|
|
0.41711217164993286,
|
|
0.1725887656211853,
|
|
0.2099446803331375,
|
|
0.21874994039535522,
|
|
0.5714284777641296,
|
|
0.6010361909866333,
|
|
0.49765241146087646,
|
|
0.21599994599819183,
|
|
0.3383083641529083,
|
|
0.6017698049545288,
|
|
0.6197181344032288,
|
|
0.4782607853412628,
|
|
0.09900984168052673,
|
|
0.5555554032325745,
|
|
0.39195966720581055,
|
|
0.48453593254089355,
|
|
0.40394076704978943,
|
|
0.7387385964393616,
|
|
0.5396823883056641,
|
|
0.4976957440376282,
|
|
0.3555554449558258,
|
|
0.22966498136520386,
|
|
0.21649475395679474,
|
|
0.2622949779033661,
|
|
0.35675665736198425,
|
|
0.7307690382003784,
|
|
0.5991188287734985,
|
|
0.42857131361961365,
|
|
0.6039602756500244,
|
|
0.16666659712791443,
|
|
0.37499985098838806,
|
|
0.2569831311702728,
|
|
0.6598983407020569,
|
|
0.6760562062263489,
|
|
0.185653954744339,
|
|
0.2424241602420807,
|
|
0.34615373611450195,
|
|
0.13978487253189087,
|
|
0.3267325758934021,
|
|
0.6697673201560974,
|
|
0.3939392864704132,
|
|
0.21839071810245514,
|
|
0.5112106204032898,
|
|
0.46874985098838806,
|
|
0.5048542022705078,
|
|
0.309278279542923,
|
|
0.3677128851413727,
|
|
0.30097079277038574,
|
|
0.48484838008880615,
|
|
0.2673795819282532,
|
|
0.19095470011234283,
|
|
0.6274508833885193,
|
|
0.5279186367988586,
|
|
0.2955664098262787,
|
|
0.32160791754722595,
|
|
0.13559316098690033,
|
|
0.419999897480011
|
|
],
|
|
"time": 18.425012775696814,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 194,
|
|
"train_loss": 0.004466180223971605,
|
|
"val_loss": 2.9363210201263428,
|
|
"acc": 40.41,
|
|
"f1": [
|
|
0.6878305077552795,
|
|
0.5140186548233032,
|
|
0.2580644488334656,
|
|
0.2944784462451935,
|
|
0.27999991178512573,
|
|
0.33333322405815125,
|
|
0.38139525055885315,
|
|
0.4549761712551117,
|
|
0.4824119210243225,
|
|
0.49999988079071045,
|
|
0.18497103452682495,
|
|
0.31034475564956665,
|
|
0.378109335899353,
|
|
0.24175815284252167,
|
|
0.24299058318138123,
|
|
0.2871793806552887,
|
|
0.45901623368263245,
|
|
0.558139443397522,
|
|
0.37623751163482666,
|
|
0.34123215079307556,
|
|
0.639593780040741,
|
|
0.5610858201980591,
|
|
0.42780739068984985,
|
|
0.5700481534004211,
|
|
0.6698563694953918,
|
|
0.24870456755161285,
|
|
0.39325833320617676,
|
|
0.30331745743751526,
|
|
0.5714284777641296,
|
|
0.35897424817085266,
|
|
0.48623839020729065,
|
|
0.44808733463287354,
|
|
0.3654821515083313,
|
|
0.31249991059303284,
|
|
0.2783504128456116,
|
|
0.23580780625343323,
|
|
0.40609124302864075,
|
|
0.2782607972621918,
|
|
0.2424241602420807,
|
|
0.5444443225860596,
|
|
0.4180789887905121,
|
|
0.6237622499465942,
|
|
0.25961530208587646,
|
|
0.4226802885532379,
|
|
0.17204295098781586,
|
|
0.20118334889411926,
|
|
0.2116401493549347,
|
|
0.5699998736381531,
|
|
0.5714284181594849,
|
|
0.5048542022705078,
|
|
0.20080316066741943,
|
|
0.3121950626373291,
|
|
0.5919281840324402,
|
|
0.6203702688217163,
|
|
0.4867255389690399,
|
|
0.10256402939558029,
|
|
0.5365853309631348,
|
|
0.3899998664855957,
|
|
0.48205116391181946,
|
|
0.396135151386261,
|
|
0.742081344127655,
|
|
0.5561496019363403,
|
|
0.5118482112884521,
|
|
0.3478259742259979,
|
|
0.22535204887390137,
|
|
0.23529404401779175,
|
|
0.2553190290927887,
|
|
0.3575417995452881,
|
|
0.7317072153091431,
|
|
0.6052630543708801,
|
|
0.42156851291656494,
|
|
0.6099998950958252,
|
|
0.16993455588817596,
|
|
0.3842363655567169,
|
|
0.2541435658931732,
|
|
0.6666665077209473,
|
|
0.6697673201560974,
|
|
0.17840369045734406,
|
|
0.23809516429901123,
|
|
0.3599999248981476,
|
|
0.1379309743642807,
|
|
0.33816415071487427,
|
|
0.6320345401763916,
|
|
0.3999998867511749,
|
|
0.2099446803331375,
|
|
0.5130433440208435,
|
|
0.46874985098838806,
|
|
0.49523797631263733,
|
|
0.28712859749794006,
|
|
0.35344812273979187,
|
|
0.2955664098262787,
|
|
0.5022420287132263,
|
|
0.2653060257434845,
|
|
0.19047614932060242,
|
|
0.6206895112991333,
|
|
0.539215624332428,
|
|
0.2999999225139618,
|
|
0.3267325758934021,
|
|
0.14285707473754883,
|
|
0.4365480840206146
|
|
],
|
|
"time": 18.71197311207652,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 195,
|
|
"train_loss": 0.004433125257492065,
|
|
"val_loss": 2.878108501434326,
|
|
"acc": 40.42,
|
|
"f1": [
|
|
0.6772485375404358,
|
|
0.5142855644226074,
|
|
0.2525251507759094,
|
|
0.28758159279823303,
|
|
0.27551010251045227,
|
|
0.3240739703178406,
|
|
0.38888880610466003,
|
|
0.4487804174423218,
|
|
0.47761180996894836,
|
|
0.5161289572715759,
|
|
0.18390797078609467,
|
|
0.3195265531539917,
|
|
0.3917524814605713,
|
|
0.239999920129776,
|
|
0.24999991059303284,
|
|
0.281406968832016,
|
|
0.4640882611274719,
|
|
0.5607475638389587,
|
|
0.38647329807281494,
|
|
0.34234222769737244,
|
|
0.6461536884307861,
|
|
0.5662099123001099,
|
|
0.41711217164993286,
|
|
0.5714284777641296,
|
|
0.6635069251060486,
|
|
0.24615377187728882,
|
|
0.3793102502822876,
|
|
0.28846150636672974,
|
|
0.5769229531288147,
|
|
0.36842095851898193,
|
|
0.4884791076183319,
|
|
0.43749991059303284,
|
|
0.36180898547172546,
|
|
0.3195875287055969,
|
|
0.2944161295890808,
|
|
0.23364479839801788,
|
|
0.4145076870918274,
|
|
0.2746780216693878,
|
|
0.238805890083313,
|
|
0.5263156890869141,
|
|
0.43093910813331604,
|
|
0.624390184879303,
|
|
0.25961530208587646,
|
|
0.42051267623901367,
|
|
0.15957440435886383,
|
|
0.208791121840477,
|
|
0.23655906319618225,
|
|
0.5658535361289978,
|
|
0.5899998545646667,
|
|
0.4905658960342407,
|
|
0.22047238051891327,
|
|
0.3271027207374573,
|
|
0.5972849726676941,
|
|
0.6181817054748535,
|
|
0.4869564175605774,
|
|
0.09950242191553116,
|
|
0.5670101642608643,
|
|
0.3899998664855957,
|
|
0.4717947542667389,
|
|
0.40404030680656433,
|
|
0.7454543113708496,
|
|
0.5284972786903381,
|
|
0.506912350654602,
|
|
0.3575417995452881,
|
|
0.22831043601036072,
|
|
0.2233501821756363,
|
|
0.24870456755161285,
|
|
0.35955044627189636,
|
|
0.7317072153091431,
|
|
0.6036034822463989,
|
|
0.43601882457733154,
|
|
0.5951218605041504,
|
|
0.17105256021022797,
|
|
0.3804876506328583,
|
|
0.2598869204521179,
|
|
0.6528496146202087,
|
|
0.6889951229095459,
|
|
0.1844659447669983,
|
|
0.24096375703811646,
|
|
0.34615373611450195,
|
|
0.13541659712791443,
|
|
0.3269230127334595,
|
|
0.6403507590293884,
|
|
0.3940885663032532,
|
|
0.22352932393550873,
|
|
0.5158370137214661,
|
|
0.45918354392051697,
|
|
0.49019595980644226,
|
|
0.29896897077560425,
|
|
0.3474177420139313,
|
|
0.30046939849853516,
|
|
0.48908287286758423,
|
|
0.26666656136512756,
|
|
0.18478251993656158,
|
|
0.6372547745704651,
|
|
0.535353422164917,
|
|
0.2914571762084961,
|
|
0.33502528071403503,
|
|
0.14606735110282898,
|
|
0.41414129734039307
|
|
],
|
|
"time": 19.06682614982128,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 196,
|
|
"train_loss": 0.004587279632687569,
|
|
"val_loss": 2.691965103149414,
|
|
"acc": 40.48,
|
|
"f1": [
|
|
0.6951870322227478,
|
|
0.5242717266082764,
|
|
0.23036640882492065,
|
|
0.29813653230667114,
|
|
0.26046502590179443,
|
|
0.32599109411239624,
|
|
0.38095229864120483,
|
|
0.46829259395599365,
|
|
0.4824119210243225,
|
|
0.48484835028648376,
|
|
0.19428564608097076,
|
|
0.3139533996582031,
|
|
0.39603951573371887,
|
|
0.23463678359985352,
|
|
0.23696675896644592,
|
|
0.2731706500053406,
|
|
0.46511611342430115,
|
|
0.5446427464485168,
|
|
0.3636362850666046,
|
|
0.33789944648742676,
|
|
0.6428569555282593,
|
|
0.5739909410476685,
|
|
0.41935470700263977,
|
|
0.5769229531288147,
|
|
0.6574072241783142,
|
|
0.24999991059303284,
|
|
0.4111110270023346,
|
|
0.2959182858467102,
|
|
0.579710066318512,
|
|
0.3798881769180298,
|
|
0.4837207794189453,
|
|
0.4408600926399231,
|
|
0.3428570628166199,
|
|
0.3248729705810547,
|
|
0.2959182858467102,
|
|
0.23853203654289246,
|
|
0.41935470700263977,
|
|
0.26890748739242554,
|
|
0.236453115940094,
|
|
0.5376343131065369,
|
|
0.4222221076488495,
|
|
0.6146340370178223,
|
|
0.2583731412887573,
|
|
0.40999990701675415,
|
|
0.15469607710838318,
|
|
0.19209031760692596,
|
|
0.23913034796714783,
|
|
0.5656563639640808,
|
|
0.5757573843002319,
|
|
0.492890864610672,
|
|
0.22222216427326202,
|
|
0.34123215079307556,
|
|
0.6017698049545288,
|
|
0.6168223023414612,
|
|
0.5045044422149658,
|
|
0.1010100394487381,
|
|
0.5699480772018433,
|
|
0.3980098366737366,
|
|
0.4717947542667389,
|
|
0.39583319425582886,
|
|
0.742081344127655,
|
|
0.5396823883056641,
|
|
0.5188678503036499,
|
|
0.33918121457099915,
|
|
0.23584897816181183,
|
|
0.23655906319618225,
|
|
0.26373615860939026,
|
|
0.3409090042114258,
|
|
0.7246376276016235,
|
|
0.5991188287734985,
|
|
0.434782475233078,
|
|
0.6099998950958252,
|
|
0.16560502350330353,
|
|
0.3696681261062622,
|
|
0.25555548071861267,
|
|
0.6497460603713989,
|
|
0.6857141852378845,
|
|
0.19383254647254944,
|
|
0.2514968812465668,
|
|
0.34999990463256836,
|
|
0.13559316098690033,
|
|
0.3240739703178406,
|
|
0.6486485004425049,
|
|
0.4081631302833557,
|
|
0.21714277565479279,
|
|
0.5198236703872681,
|
|
0.4615383446216583,
|
|
0.4905658960342407,
|
|
0.30456843972206116,
|
|
0.36448585987091064,
|
|
0.28999990224838257,
|
|
0.4769873321056366,
|
|
0.2810809910297394,
|
|
0.18947362899780273,
|
|
0.6415093541145325,
|
|
0.5252523422241211,
|
|
0.2980768382549286,
|
|
0.33333322405815125,
|
|
0.15300540626049042,
|
|
0.43216070532798767
|
|
],
|
|
"time": 19.092142920941114,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 197,
|
|
"train_loss": 0.004333328455686569,
|
|
"val_loss": 2.6843886375427246,
|
|
"acc": 40.38,
|
|
"f1": [
|
|
0.684491753578186,
|
|
0.5192306637763977,
|
|
0.2436547577381134,
|
|
0.28749987483024597,
|
|
0.2699999213218689,
|
|
0.3271027207374573,
|
|
0.38834938406944275,
|
|
0.46153831481933594,
|
|
0.45581385493278503,
|
|
0.4973543584346771,
|
|
0.19318175315856934,
|
|
0.3195265531539917,
|
|
0.3959389626979828,
|
|
0.239999920129776,
|
|
0.2243901938199997,
|
|
0.2686566412448883,
|
|
0.4502616822719574,
|
|
0.5555554032325745,
|
|
0.37373724579811096,
|
|
0.3408070504665375,
|
|
0.6461536884307861,
|
|
0.5624998807907104,
|
|
0.4108106791973114,
|
|
0.5714284777641296,
|
|
0.6635512709617615,
|
|
0.238805890083313,
|
|
0.38674020767211914,
|
|
0.29319363832473755,
|
|
0.5756096839904785,
|
|
0.3820223808288574,
|
|
0.4907405972480774,
|
|
0.4432430863380432,
|
|
0.367346853017807,
|
|
0.3265305161476135,
|
|
0.29473677277565,
|
|
0.22935770452022552,
|
|
0.40624988079071045,
|
|
0.28318578004837036,
|
|
0.24210518598556519,
|
|
0.5319147706031799,
|
|
0.4293783903121948,
|
|
0.6268655061721802,
|
|
0.2583731412887573,
|
|
0.4179103374481201,
|
|
0.15469607710838318,
|
|
0.21111102402210236,
|
|
0.22797919809818268,
|
|
0.5699998736381531,
|
|
0.579710066318512,
|
|
0.4905658960342407,
|
|
0.20553353428840637,
|
|
0.3299999237060547,
|
|
0.5919281840324402,
|
|
0.6118720173835754,
|
|
0.49777767062187195,
|
|
0.10526309907436371,
|
|
0.5656563639640808,
|
|
0.3861384987831116,
|
|
0.4808742105960846,
|
|
0.4059404730796814,
|
|
0.7488582730293274,
|
|
0.5538460612297058,
|
|
0.5022025108337402,
|
|
0.3563217520713806,
|
|
0.21890540421009064,
|
|
0.23036640882492065,
|
|
0.2526314854621887,
|
|
0.3409090042114258,
|
|
0.7342994213104248,
|
|
0.6133331656455994,
|
|
0.4154588282108307,
|
|
0.6060605049133301,
|
|
0.16883111000061035,
|
|
0.3823528587818146,
|
|
0.2643677294254303,
|
|
0.6424869298934937,
|
|
0.6824643611907959,
|
|
0.19266046583652496,
|
|
0.2485205978155136,
|
|
0.33962252736091614,
|
|
0.12631572782993317,
|
|
0.3365383446216583,
|
|
0.6375544667243958,
|
|
0.4059404730796814,
|
|
0.21111102402210236,
|
|
0.5296802520751953,
|
|
0.45918354392051697,
|
|
0.4927534759044647,
|
|
0.2829267382621765,
|
|
0.35023030638694763,
|
|
0.2883720099925995,
|
|
0.5185183882713318,
|
|
0.2599999010562897,
|
|
0.1798941045999527,
|
|
0.6473428606987,
|
|
0.5314008593559265,
|
|
0.3069306015968323,
|
|
0.31372541189193726,
|
|
0.14285707473754883,
|
|
0.41346144676208496
|
|
],
|
|
"time": 19.060012207366526,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 198,
|
|
"train_loss": 0.00457932660356164,
|
|
"val_loss": 2.778853178024292,
|
|
"acc": 40.38,
|
|
"f1": [
|
|
0.688171923160553,
|
|
0.5242717266082764,
|
|
0.24875615537166595,
|
|
0.28220847249031067,
|
|
0.2761903405189514,
|
|
0.32558128237724304,
|
|
0.38497641682624817,
|
|
0.4487804174423218,
|
|
0.4454544484615326,
|
|
0.5106381177902222,
|
|
0.18079088628292084,
|
|
0.3068180978298187,
|
|
0.3959389626979828,
|
|
0.2473117560148239,
|
|
0.23696675896644592,
|
|
0.28272244334220886,
|
|
0.4606740176677704,
|
|
0.5645932555198669,
|
|
0.3535352647304535,
|
|
0.35023030638694763,
|
|
0.6461536884307861,
|
|
0.5614033937454224,
|
|
0.4262293577194214,
|
|
0.5648146867752075,
|
|
0.6603772640228271,
|
|
0.2436547577381134,
|
|
0.37804868817329407,
|
|
0.2914571762084961,
|
|
0.5769229531288147,
|
|
0.37777766585350037,
|
|
0.49765241146087646,
|
|
0.4347825050354004,
|
|
0.3474177420139313,
|
|
0.31088075041770935,
|
|
0.29268285632133484,
|
|
0.22421517968177795,
|
|
0.41052618622779846,
|
|
0.2909089922904968,
|
|
0.2436547577381134,
|
|
0.5505616068840027,
|
|
0.4382021129131317,
|
|
0.6237622499465942,
|
|
0.25961530208587646,
|
|
0.4248703718185425,
|
|
0.16304342448711395,
|
|
0.19672125577926636,
|
|
0.2244897186756134,
|
|
0.5671641230583191,
|
|
0.5673075914382935,
|
|
0.49523797631263733,
|
|
0.2248995453119278,
|
|
0.33492809534072876,
|
|
0.6044443249702454,
|
|
0.623255729675293,
|
|
0.4955751299858093,
|
|
0.10582003742456436,
|
|
0.5544553399085999,
|
|
0.39195966720581055,
|
|
0.48453593254089355,
|
|
0.4174756109714508,
|
|
0.7488582730293274,
|
|
0.5549736618995667,
|
|
0.4976957440376282,
|
|
0.34254133701324463,
|
|
0.23300965130329132,
|
|
0.23280414938926697,
|
|
0.2659573554992676,
|
|
0.3444443643093109,
|
|
0.7219511270523071,
|
|
0.6060605049133301,
|
|
0.4195120930671692,
|
|
0.6078430414199829,
|
|
0.17567561566829681,
|
|
0.3861384987831116,
|
|
0.251428484916687,
|
|
0.6424869298934937,
|
|
0.657534122467041,
|
|
0.19266046583652496,
|
|
0.239520862698555,
|
|
0.34449753165245056,
|
|
0.1361255943775177,
|
|
0.3196346163749695,
|
|
0.6297871470451355,
|
|
0.3980098366737366,
|
|
0.21714277565479279,
|
|
0.5321099162101746,
|
|
0.46391740441322327,
|
|
0.4795917272567749,
|
|
0.30208322405815125,
|
|
0.34513264894485474,
|
|
0.30366483330726624,
|
|
0.4912279546260834,
|
|
0.27083322405815125,
|
|
0.19565211236476898,
|
|
0.6341462135314941,
|
|
0.5365853309631348,
|
|
0.29126206040382385,
|
|
0.3179486393928528,
|
|
0.14130428433418274,
|
|
0.4123710095882416
|
|
],
|
|
"time": 18.478460106998682,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 199,
|
|
"train_loss": 0.004375600256025791,
|
|
"val_loss": 2.661094903945923,
|
|
"acc": 40.46,
|
|
"f1": [
|
|
0.6701029539108276,
|
|
0.5188678503036499,
|
|
0.25961530208587646,
|
|
0.278787761926651,
|
|
0.2745097279548645,
|
|
0.32034626603126526,
|
|
0.38181808590888977,
|
|
0.4466018080711365,
|
|
0.46829259395599365,
|
|
0.4897957742214203,
|
|
0.19889496266841888,
|
|
0.3111110329627991,
|
|
0.39378228783607483,
|
|
0.2444443702697754,
|
|
0.2243901938199997,
|
|
0.299465149641037,
|
|
0.43850257992744446,
|
|
0.5741626024246216,
|
|
0.3827749788761139,
|
|
0.3609755337238312,
|
|
0.6428569555282593,
|
|
0.587155818939209,
|
|
0.41269823908805847,
|
|
0.5784311890602112,
|
|
0.6513760089874268,
|
|
0.2424241602420807,
|
|
0.4043714702129364,
|
|
0.2870812714099884,
|
|
0.5911328792572021,
|
|
0.37433144450187683,
|
|
0.4905658960342407,
|
|
0.43575406074523926,
|
|
0.36180898547172546,
|
|
0.326315701007843,
|
|
0.281406968832016,
|
|
0.2136751413345337,
|
|
0.4432430863380432,
|
|
0.28571417927742004,
|
|
0.2436547577381134,
|
|
0.5492226481437683,
|
|
0.4245808720588684,
|
|
0.6183573603630066,
|
|
0.2536584436893463,
|
|
0.4123710095882416,
|
|
0.15384608507156372,
|
|
0.20930226147174835,
|
|
0.2244897186756134,
|
|
0.5771142840385437,
|
|
0.5816324949264526,
|
|
0.49999988079071045,
|
|
0.22222216427326202,
|
|
0.3300969898700714,
|
|
0.6090908050537109,
|
|
0.6306304931640625,
|
|
0.4786323606967926,
|
|
0.10471197962760925,
|
|
0.5583755373954773,
|
|
0.37499985098838806,
|
|
0.474226713180542,
|
|
0.4041449725627899,
|
|
0.742081344127655,
|
|
0.5463916063308716,
|
|
0.506912350654602,
|
|
0.32369929552078247,
|
|
0.24271836876869202,
|
|
0.23204411566257477,
|
|
0.26373615860939026,
|
|
0.3428570628166199,
|
|
0.735293984413147,
|
|
0.5892856121063232,
|
|
0.4179103374481201,
|
|
0.6048778891563416,
|
|
0.17333325743675232,
|
|
0.37681150436401367,
|
|
0.2696628272533417,
|
|
0.649214506149292,
|
|
0.6956520080566406,
|
|
0.1706160604953766,
|
|
0.24999988079071045,
|
|
0.3398057222366333,
|
|
0.13636356592178345,
|
|
0.3287670314311981,
|
|
0.6515835523605347,
|
|
0.3880595862865448,
|
|
0.212290421128273,
|
|
0.5229355692863464,
|
|
0.47368407249450684,
|
|
0.49765241146087646,
|
|
0.29523801803588867,
|
|
0.35964900255203247,
|
|
0.29292917251586914,
|
|
0.48888880014419556,
|
|
0.26804113388061523,
|
|
0.1914892941713333,
|
|
0.6280191540718079,
|
|
0.535353422164917,
|
|
0.30999991297721863,
|
|
0.32835814356803894,
|
|
0.13043470680713654,
|
|
0.4292682111263275
|
|
],
|
|
"time": 18.1554880971089,
|
|
"param": null
|
|
}
|
|
]
|
|
} |