mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
22029 lines
No EOL
508 KiB
JSON
Executable file
22029 lines
No EOL
508 KiB
JSON
Executable file
{
|
|
"Accuracy": 40.4,
|
|
"Time": [
|
|
38.936179985539056,
|
|
0.43817847481114003,
|
|
8537.400524595752
|
|
],
|
|
"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": 4.832318305969238,
|
|
"val_loss": 4.589437484741211,
|
|
"acc": 1.71,
|
|
"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,
|
|
0.0,
|
|
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,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.01708427257835865,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.055248577147722244,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.04444439709186554,
|
|
0.037037014961242676,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.05805514380335808,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.02684558928012848,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.006179178133606911,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0321664996445179,
|
|
0.0,
|
|
0.038560401648283005,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0
|
|
],
|
|
"time": 39.304443570785224,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 4.398824214935303,
|
|
"val_loss": 4.359610557556152,
|
|
"acc": 3.28,
|
|
"f1": [
|
|
0.06249995529651642,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.03550290688872337,
|
|
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,
|
|
0.01333328615874052,
|
|
0.0,
|
|
0.0,
|
|
0.11570242792367935,
|
|
0.08275856822729111,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.04784683883190155,
|
|
0.0,
|
|
0.03053431026637554,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.012986965477466583,
|
|
0.0,
|
|
0.14940573275089264,
|
|
0.0,
|
|
0.06511621177196503,
|
|
0.0,
|
|
0.0,
|
|
0.01785712130367756,
|
|
0.0,
|
|
0.05970143526792526,
|
|
0.0,
|
|
0.0,
|
|
0.03278683125972748,
|
|
0.0,
|
|
0.018181798979640007,
|
|
0.14771045744419098,
|
|
0.04580147936940193,
|
|
0.029508190229535103,
|
|
0.0,
|
|
0.03731338307261467,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.10992905497550964,
|
|
0.0,
|
|
0.02857138216495514,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.01818176731467247,
|
|
0.0,
|
|
0.0,
|
|
0.029850704595446587,
|
|
0.08905377238988876,
|
|
0.02315482497215271,
|
|
0.0,
|
|
0.0,
|
|
0.05819292366504669,
|
|
0.0,
|
|
0.030512159690260887,
|
|
0.0,
|
|
0.0,
|
|
0.014084463939070702,
|
|
0.04109584540128708,
|
|
0.0,
|
|
0.0,
|
|
0.0
|
|
],
|
|
"time": 39.24708768352866,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 3.861368179321289,
|
|
"val_loss": 3.987264633178711,
|
|
"acc": 8.8,
|
|
"f1": [
|
|
0.2188294678926468,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.02857137657701969,
|
|
0.0303029902279377,
|
|
0.07087824493646622,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.09090903401374817,
|
|
0.0,
|
|
0.014388441108167171,
|
|
0.08333327621221542,
|
|
0.0,
|
|
0.061538416892290115,
|
|
0.025157181546092033,
|
|
0.0,
|
|
0.07865162193775177,
|
|
0.013888844288885593,
|
|
0.0,
|
|
0.14414407312870026,
|
|
0.1851179003715515,
|
|
0.01785712130367756,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.21839074790477753,
|
|
0.11620791256427765,
|
|
0.0,
|
|
0.06349202245473862,
|
|
0.024844668805599213,
|
|
0.0,
|
|
0.08118075132369995,
|
|
0.08979585766792297,
|
|
0.05102037638425827,
|
|
0.03252029046416283,
|
|
0.04799995943903923,
|
|
0.2866893410682678,
|
|
0.0,
|
|
0.09756091237068176,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.198198139667511,
|
|
0.0,
|
|
0.13065321743488312,
|
|
0.0,
|
|
0.07731956243515015,
|
|
0.4867255389690399,
|
|
0.27819544076919556,
|
|
0.1850745975971222,
|
|
0.010050198994576931,
|
|
0.04615379497408867,
|
|
0.03809521719813347,
|
|
0.0,
|
|
0.09045220911502838,
|
|
0.2480619251728058,
|
|
0.17632238566875458,
|
|
0.1799999475479126,
|
|
0.11842100322246552,
|
|
0.0,
|
|
0.04201677069067955,
|
|
0.0,
|
|
0.018867909908294678,
|
|
0.08450698852539062,
|
|
0.0,
|
|
0.0869564563035965,
|
|
0.07547163963317871,
|
|
0.0,
|
|
0.20930227637290955,
|
|
0.058383215218782425,
|
|
0.05240169167518616,
|
|
0.056337978690862656,
|
|
0.029126161709427834,
|
|
0.023391760885715485,
|
|
0.019801972433924675,
|
|
0.0,
|
|
0.044871747493743896,
|
|
0.0428570993244648,
|
|
0.0,
|
|
0.0,
|
|
0.08823523670434952,
|
|
0.2117646485567093,
|
|
0.05240169167518616,
|
|
0.018017996102571487,
|
|
0.0666666254401207,
|
|
0.017093989998102188,
|
|
0.06451607495546341,
|
|
0.05681813135743141,
|
|
0.0,
|
|
0.0,
|
|
0.14689262211322784,
|
|
0.018348604440689087,
|
|
0.0,
|
|
0.037914641201496124,
|
|
0.06896546483039856
|
|
],
|
|
"time": 38.94677856937051,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 3.82470703125,
|
|
"val_loss": 3.770989418029785,
|
|
"acc": 11.86,
|
|
"f1": [
|
|
0.21428565680980682,
|
|
0.08488961309194565,
|
|
0.12631575763225555,
|
|
0.0,
|
|
0.015747996047139168,
|
|
0.09871241450309753,
|
|
0.0,
|
|
0.13432830572128296,
|
|
0.05161285027861595,
|
|
0.06557370722293854,
|
|
0.0,
|
|
0.0,
|
|
0.04580147936940193,
|
|
0.07843131572008133,
|
|
0.016806693747639656,
|
|
0.0,
|
|
0.018691571429371834,
|
|
0.18181809782981873,
|
|
0.0,
|
|
0.05555550381541252,
|
|
0.21599994599819183,
|
|
0.19263452291488647,
|
|
0.12698405981063843,
|
|
0.262711763381958,
|
|
0.32298123836517334,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.20792071521282196,
|
|
0.08556142449378967,
|
|
0.04838705435395241,
|
|
0.16080394387245178,
|
|
0.039292700588703156,
|
|
0.01612899824976921,
|
|
0.08522723615169525,
|
|
0.05970144271850586,
|
|
0.0906800627708435,
|
|
0.08928564935922623,
|
|
0.0,
|
|
0.42857128381729126,
|
|
0.0,
|
|
0.07555551826953888,
|
|
0.0,
|
|
0.0,
|
|
0.01449271198362112,
|
|
0.1481480896472931,
|
|
0.10050245374441147,
|
|
0.16058386862277985,
|
|
0.0,
|
|
0.025806402787566185,
|
|
0.39999985694885254,
|
|
0.32643672823905945,
|
|
0.07633582502603531,
|
|
0.0,
|
|
0.185653954744339,
|
|
0.08849553763866425,
|
|
0.056337978690862656,
|
|
0.03636360913515091,
|
|
0.41818171739578247,
|
|
0.18481841683387756,
|
|
0.09722216427326202,
|
|
0.11042939126491547,
|
|
0.0,
|
|
0.011049672029912472,
|
|
0.04273499175906181,
|
|
0.0,
|
|
0.26302722096443176,
|
|
0.11764700710773468,
|
|
0.12499994039535522,
|
|
0.20430098474025726,
|
|
0.0,
|
|
0.2580644488334656,
|
|
0.02499994821846485,
|
|
0.23095817863941193,
|
|
0.12987005710601807,
|
|
0.0,
|
|
0.0,
|
|
0.081300750374794,
|
|
0.0,
|
|
0.022598817944526672,
|
|
0.26244333386421204,
|
|
0.01639341004192829,
|
|
0.0,
|
|
0.2536584436893463,
|
|
0.22281160950660706,
|
|
0.07947013527154922,
|
|
0.013985970057547092,
|
|
0.18897631764411926,
|
|
0.1410255879163742,
|
|
0.0869564637541771,
|
|
0.11149819940328598,
|
|
0.0,
|
|
0.03870962932705879,
|
|
0.28855711221694946,
|
|
0.0504201278090477,
|
|
0.09296780079603195,
|
|
0.09177817404270172,
|
|
0.017543835565447807
|
|
],
|
|
"time": 38.945191458798945,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 3.5893702507019043,
|
|
"val_loss": 3.638329029083252,
|
|
"acc": 14.99,
|
|
"f1": [
|
|
0.2764226794242859,
|
|
0.20576126873493195,
|
|
0.1789472997188568,
|
|
0.09937881678342819,
|
|
0.09174307435750961,
|
|
0.1290321946144104,
|
|
0.12658223509788513,
|
|
0.12345672398805618,
|
|
0.10196072608232498,
|
|
0.20883527398109436,
|
|
0.0,
|
|
0.0,
|
|
0.21714277565479279,
|
|
0.14213192462921143,
|
|
0.07051277160644531,
|
|
0.12499994784593582,
|
|
0.12765952944755554,
|
|
0.24161066114902496,
|
|
0.03571426123380661,
|
|
0.11764700710773468,
|
|
0.2177121341228485,
|
|
0.1812865287065506,
|
|
0.1654134839773178,
|
|
0.2767294645309448,
|
|
0.4210525155067444,
|
|
0.018867909908294678,
|
|
0.0,
|
|
0.042780689895153046,
|
|
0.17910441756248474,
|
|
0.13740453124046326,
|
|
0.26406922936439514,
|
|
0.062111746519804,
|
|
0.08510632067918777,
|
|
0.18892504274845123,
|
|
0.0,
|
|
0.07868847995996475,
|
|
0.20588228106498718,
|
|
0.16181224584579468,
|
|
0.07356317341327667,
|
|
0.08974353224039078,
|
|
0.0,
|
|
0.37499985098838806,
|
|
0.0,
|
|
0.160756453871727,
|
|
0.04907969757914543,
|
|
0.035928089171648026,
|
|
0.13768111169338226,
|
|
0.15789470076560974,
|
|
0.13445371389389038,
|
|
0.18461529910564423,
|
|
0.0,
|
|
0.1517614871263504,
|
|
0.46808499097824097,
|
|
0.367346853017807,
|
|
0.20634914934635162,
|
|
0.03846152126789093,
|
|
0.20467832684516907,
|
|
0.1951218843460083,
|
|
0.0303029902279377,
|
|
0.07042248547077179,
|
|
0.25210079550743103,
|
|
0.23529404401779175,
|
|
0.23880591988563538,
|
|
0.17358486354351044,
|
|
0.0,
|
|
0.016666635870933533,
|
|
0.0425531379878521,
|
|
0.08771926164627075,
|
|
0.37174713611602783,
|
|
0.2564101815223694,
|
|
0.0,
|
|
0.18032778799533844,
|
|
0.06572763621807098,
|
|
0.11594197899103165,
|
|
0.04371580854058266,
|
|
0.242537260055542,
|
|
0.19047611951828003,
|
|
0.0,
|
|
0.013793058693408966,
|
|
0.09160300344228745,
|
|
0.01639341004192829,
|
|
0.09565211087465286,
|
|
0.3121386468410492,
|
|
0.04411759972572327,
|
|
0.03571426123380661,
|
|
0.13740453124046326,
|
|
0.29864245653152466,
|
|
0.03773583099246025,
|
|
0.0,
|
|
0.12857137620449066,
|
|
0.03389827162027359,
|
|
0.24503307044506073,
|
|
0.16101689636707306,
|
|
0.03252029046416283,
|
|
0.12173908948898315,
|
|
0.23529404401779175,
|
|
0.0958903580904007,
|
|
0.10691820830106735,
|
|
0.12624579668045044,
|
|
0.057692285627126694
|
|
],
|
|
"time": 38.1591620054096,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 3.372786045074463,
|
|
"val_loss": 3.3437697887420654,
|
|
"acc": 20.11,
|
|
"f1": [
|
|
0.3149605393409729,
|
|
0.2384614795446396,
|
|
0.16666659712791443,
|
|
0.17948710918426514,
|
|
0.08979585766792297,
|
|
0.15315312147140503,
|
|
0.12738847732543945,
|
|
0.07575751841068268,
|
|
0.14772722125053406,
|
|
0.2426777482032776,
|
|
0.018181798979640007,
|
|
0.09271517395973206,
|
|
0.1497325599193573,
|
|
0.08264458924531937,
|
|
0.09638547897338867,
|
|
0.10778438299894333,
|
|
0.15873010456562042,
|
|
0.3050846755504608,
|
|
0.20111726224422455,
|
|
0.1398600935935974,
|
|
0.4217686057090759,
|
|
0.3022221326828003,
|
|
0.17910441756248474,
|
|
0.3555554449558258,
|
|
0.4112902283668518,
|
|
0.13333328068256378,
|
|
0.04878043383359909,
|
|
0.07968121767044067,
|
|
0.2673795819282532,
|
|
0.16438350081443787,
|
|
0.19889496266841888,
|
|
0.12096769362688065,
|
|
0.11764701455831528,
|
|
0.23484840989112854,
|
|
0.0,
|
|
0.14857135713100433,
|
|
0.21568621695041656,
|
|
0.13157887756824493,
|
|
0.11973389238119125,
|
|
0.08403357863426208,
|
|
0.01960783451795578,
|
|
0.5113635063171387,
|
|
0.10416660457849503,
|
|
0.17857137322425842,
|
|
0.03738315775990486,
|
|
0.03252029046416283,
|
|
0.15624994039535522,
|
|
0.34482747316360474,
|
|
0.18478251993656158,
|
|
0.1898733526468277,
|
|
0.015999965369701385,
|
|
0.0745341032743454,
|
|
0.3496502637863159,
|
|
0.3482586145401001,
|
|
0.255999892950058,
|
|
0.02836875058710575,
|
|
0.3167419731616974,
|
|
0.23170723021030426,
|
|
0.15702472627162933,
|
|
0.15384608507156372,
|
|
0.48888877034187317,
|
|
0.28571417927742004,
|
|
0.3365383446216583,
|
|
0.24778753519058228,
|
|
0.08641968667507172,
|
|
0.09032251685857773,
|
|
0.017699090763926506,
|
|
0.1855669468641281,
|
|
0.4504503309726715,
|
|
0.3276835083961487,
|
|
0.326315701007843,
|
|
0.37623751163482666,
|
|
0.0561797209084034,
|
|
0.2347417026758194,
|
|
0.0873362123966217,
|
|
0.37692299485206604,
|
|
0.43049317598342896,
|
|
0.1197604313492775,
|
|
0.06289302557706833,
|
|
0.184738889336586,
|
|
0.011494201608002186,
|
|
0.06756751239299774,
|
|
0.3999999463558197,
|
|
0.13432830572128296,
|
|
0.08391603082418442,
|
|
0.2730157971382141,
|
|
0.324607253074646,
|
|
0.19393932819366455,
|
|
0.03658531606197357,
|
|
0.24999992549419403,
|
|
0.12030069530010223,
|
|
0.24761900305747986,
|
|
0.206060528755188,
|
|
0.1325300633907318,
|
|
0.2845849096775055,
|
|
0.40174663066864014,
|
|
0.20833326876163483,
|
|
0.1675977110862732,
|
|
0.016528895124793053,
|
|
0.19672125577926636
|
|
],
|
|
"time": 38.323787287808955,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 3.135455846786499,
|
|
"val_loss": 3.292405843734741,
|
|
"acc": 22.16,
|
|
"f1": [
|
|
0.41176459193229675,
|
|
0.30882343649864197,
|
|
0.180180162191391,
|
|
0.07874010503292084,
|
|
0.08092478662729263,
|
|
0.18269222974777222,
|
|
0.12244890630245209,
|
|
0.085470050573349,
|
|
0.13489732146263123,
|
|
0.34615373611450195,
|
|
0.057553909718990326,
|
|
0.0,
|
|
0.15053758025169373,
|
|
0.1558440923690796,
|
|
0.08588951081037521,
|
|
0.09230764210224152,
|
|
0.238805890083313,
|
|
0.29787227511405945,
|
|
0.25098028779029846,
|
|
0.1554403454065323,
|
|
0.4666665494441986,
|
|
0.31999990344047546,
|
|
0.15999992191791534,
|
|
0.47619038820266724,
|
|
0.4324323236942291,
|
|
0.08823523670434952,
|
|
0.05555550381541252,
|
|
0.04545450210571289,
|
|
0.3422052562236786,
|
|
0.19138747453689575,
|
|
0.3487543761730194,
|
|
0.11985015124082565,
|
|
0.10434778034687042,
|
|
0.20408159494400024,
|
|
0.20353974401950836,
|
|
0.04761900380253792,
|
|
0.23923437297344208,
|
|
0.16386552155017853,
|
|
0.08780481666326523,
|
|
0.20833326876163483,
|
|
0.16184966266155243,
|
|
0.5212119817733765,
|
|
0.11738144606351852,
|
|
0.13829779624938965,
|
|
0.0805368572473526,
|
|
0.04687495157122612,
|
|
0.14705875515937805,
|
|
0.36158180236816406,
|
|
0.25316447019577026,
|
|
0.28695645928382874,
|
|
0.018867909908294678,
|
|
0.13667422533035278,
|
|
0.5409834980964661,
|
|
0.2127659022808075,
|
|
0.27976182103157043,
|
|
0.019230758771300316,
|
|
0.36714968085289,
|
|
0.20909084379673004,
|
|
0.2531644403934479,
|
|
0.10071936994791031,
|
|
0.5939393043518066,
|
|
0.2531644403934479,
|
|
0.27777767181396484,
|
|
0.21014487743377686,
|
|
0.057553909718990326,
|
|
0.09022551029920578,
|
|
0.05952376127243042,
|
|
0.21428565680980682,
|
|
0.5681817531585693,
|
|
0.2820512056350708,
|
|
0.23170723021030426,
|
|
0.4239630401134491,
|
|
0.017093989998102188,
|
|
0.2790696918964386,
|
|
0.03149602562189102,
|
|
0.4873095452785492,
|
|
0.41379302740097046,
|
|
0.07352935522794724,
|
|
0.0869564637541771,
|
|
0.19999992847442627,
|
|
0.031745996326208115,
|
|
0.08450698852539062,
|
|
0.5147678852081299,
|
|
0.03809521719813347,
|
|
0.08391603082418442,
|
|
0.239436537027359,
|
|
0.35897424817085266,
|
|
0.19883038103580475,
|
|
0.039024341851472855,
|
|
0.26086950302124023,
|
|
0.09374994784593582,
|
|
0.34821417927742004,
|
|
0.19928821921348572,
|
|
0.12941168248653412,
|
|
0.38497641682624817,
|
|
0.3939392864704132,
|
|
0.15686269104480743,
|
|
0.1758241057395935,
|
|
0.10126575827598572,
|
|
0.19047611951828003
|
|
],
|
|
"time": 38.42795031424612,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 2.869065999984741,
|
|
"val_loss": 3.0515847206115723,
|
|
"acc": 24.45,
|
|
"f1": [
|
|
0.45197728276252747,
|
|
0.2999999523162842,
|
|
0.11475405097007751,
|
|
0.03636360913515091,
|
|
0.047244053333997726,
|
|
0.1812865287065506,
|
|
0.2741934657096863,
|
|
0.1379309892654419,
|
|
0.2066115140914917,
|
|
0.3576158285140991,
|
|
0.07446803152561188,
|
|
0.08450698852539062,
|
|
0.22105254232883453,
|
|
0.15853650867938995,
|
|
0.10526309907436371,
|
|
0.10256405174732208,
|
|
0.2345678210258484,
|
|
0.36815908551216125,
|
|
0.1655171811580658,
|
|
0.21301770210266113,
|
|
0.48192763328552246,
|
|
0.3523808717727661,
|
|
0.23529402911663055,
|
|
0.3625729978084564,
|
|
0.5238093733787537,
|
|
0.09459453821182251,
|
|
0.07291661202907562,
|
|
0.12107619643211365,
|
|
0.33548372983932495,
|
|
0.28742504119873047,
|
|
0.2820512354373932,
|
|
0.14953264594078064,
|
|
0.21126753091812134,
|
|
0.24516122043132782,
|
|
0.11594197899103165,
|
|
0.1546391248703003,
|
|
0.17751476168632507,
|
|
0.2129276990890503,
|
|
0.14285707473754883,
|
|
0.20714280009269714,
|
|
0.1885245442390442,
|
|
0.5073169469833374,
|
|
0.18905465304851532,
|
|
0.24390237033367157,
|
|
0.12322267889976501,
|
|
0.03305782005190849,
|
|
0.1655171811580658,
|
|
0.3783782720565796,
|
|
0.2702701985836029,
|
|
0.2649005651473999,
|
|
0.04137926548719406,
|
|
0.04733722656965256,
|
|
0.5588234066963196,
|
|
0.4365480840206146,
|
|
0.37563440203666687,
|
|
0.03149602562189102,
|
|
0.39148926734924316,
|
|
0.2345678210258484,
|
|
0.22173908352851868,
|
|
0.17449656128883362,
|
|
0.6280191540718079,
|
|
0.28742504119873047,
|
|
0.3558718264102936,
|
|
0.211055189371109,
|
|
0.03149602562189102,
|
|
0.0672268494963646,
|
|
0.09999993443489075,
|
|
0.24691346287727356,
|
|
0.5359999537467957,
|
|
0.36123335361480713,
|
|
0.05555552989244461,
|
|
0.4324323236942291,
|
|
0.07843131572008133,
|
|
0.30526304244995117,
|
|
0.07299264520406723,
|
|
0.43685999512672424,
|
|
0.4785274565219879,
|
|
0.1129031628370285,
|
|
0.10596020519733429,
|
|
0.24120594561100006,
|
|
0.015037554316222668,
|
|
0.13636359572410583,
|
|
0.5514401793479919,
|
|
0.14634139835834503,
|
|
0.12962956726551056,
|
|
0.30303022265434265,
|
|
0.3874998986721039,
|
|
0.23293164372444153,
|
|
0.07547163963317871,
|
|
0.2798353135585785,
|
|
0.1398600935935974,
|
|
0.3046357035636902,
|
|
0.2635658085346222,
|
|
0.1509433388710022,
|
|
0.4114284813404083,
|
|
0.4022345542907715,
|
|
0.17674411833286285,
|
|
0.22424235939979553,
|
|
0.05172409862279892,
|
|
0.1764705330133438
|
|
],
|
|
"time": 39.03976748418063,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 2.942384719848633,
|
|
"val_loss": 3.182846784591675,
|
|
"acc": 27.46,
|
|
"f1": [
|
|
0.49710968136787415,
|
|
0.3185184597969055,
|
|
0.22388052940368652,
|
|
0.12857137620449066,
|
|
0.1339712291955948,
|
|
0.24218744039535522,
|
|
0.2605363130569458,
|
|
0.24539868533611298,
|
|
0.22285708785057068,
|
|
0.45121943950653076,
|
|
0.0368097648024559,
|
|
0.06779656559228897,
|
|
0.2882882058620453,
|
|
0.20238088071346283,
|
|
0.19305014610290527,
|
|
0.1654134839773178,
|
|
0.2680411636829376,
|
|
0.4651161730289459,
|
|
0.2812499403953552,
|
|
0.24516120553016663,
|
|
0.5302324295043945,
|
|
0.4100417494773865,
|
|
0.22727267444133759,
|
|
0.39106133580207825,
|
|
0.5194803476333618,
|
|
0.193548321723938,
|
|
0.14399996399879456,
|
|
0.14364632964134216,
|
|
0.4387753903865814,
|
|
0.24113468825817108,
|
|
0.358024537563324,
|
|
0.19108274579048157,
|
|
0.2556390166282654,
|
|
0.31410250067710876,
|
|
0.17616572976112366,
|
|
0.16113737225532532,
|
|
0.2541435658931732,
|
|
0.19531244039535522,
|
|
0.1052631139755249,
|
|
0.2949307858943939,
|
|
0.2522521913051605,
|
|
0.5847951769828796,
|
|
0.1414140909910202,
|
|
0.22549012303352356,
|
|
0.15909084677696228,
|
|
0.06329108029603958,
|
|
0.13888882100582123,
|
|
0.48648640513420105,
|
|
0.370656281709671,
|
|
0.17886172235012054,
|
|
0.11224482953548431,
|
|
0.14379078149795532,
|
|
0.4733726978302002,
|
|
0.4150942265987396,
|
|
0.4186045527458191,
|
|
0.07352935522794724,
|
|
0.44970402121543884,
|
|
0.2870812714099884,
|
|
0.3113771378993988,
|
|
0.3113206624984741,
|
|
0.6124998927116394,
|
|
0.2901234030723572,
|
|
0.39325833320617676,
|
|
0.27138638496398926,
|
|
0.1207546591758728,
|
|
0.0,
|
|
0.10650883615016937,
|
|
0.2941175401210785,
|
|
0.6153844594955444,
|
|
0.3981899321079254,
|
|
0.15929199755191803,
|
|
0.37410059571266174,
|
|
0.09574461728334427,
|
|
0.317689448595047,
|
|
0.02836875058710575,
|
|
0.5301203727722168,
|
|
0.46527767181396484,
|
|
0.13100433349609375,
|
|
0.17796602845191956,
|
|
0.2431371659040451,
|
|
0.0838322788476944,
|
|
0.17910441756248474,
|
|
0.6268655061721802,
|
|
0.26056331396102905,
|
|
0.08411209285259247,
|
|
0.34482747316360474,
|
|
0.37426888942718506,
|
|
0.2399999350309372,
|
|
0.038461487740278244,
|
|
0.31034475564956665,
|
|
0.210526242852211,
|
|
0.35897427797317505,
|
|
0.2413792610168457,
|
|
0.16666659712791443,
|
|
0.5340908169746399,
|
|
0.42857131361961365,
|
|
0.1449274718761444,
|
|
0.2150537222623825,
|
|
0.12345672398805618,
|
|
0.2810809910297394
|
|
],
|
|
"time": 38.54248928371817,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 2.494391441345215,
|
|
"val_loss": 3.1001665592193604,
|
|
"acc": 26.47,
|
|
"f1": [
|
|
0.48684197664260864,
|
|
0.3496502637863159,
|
|
0.17021270096302032,
|
|
0.19230762124061584,
|
|
0.11049716919660568,
|
|
0.21428564190864563,
|
|
0.2570280432701111,
|
|
0.21428565680980682,
|
|
0.20987647771835327,
|
|
0.25116273760795593,
|
|
0.10958898812532425,
|
|
0.03305782005190849,
|
|
0.2176869958639145,
|
|
0.127999946475029,
|
|
0.20833326876163483,
|
|
0.14184391498565674,
|
|
0.21774189174175262,
|
|
0.330578476190567,
|
|
0.28104570508003235,
|
|
0.20731700956821442,
|
|
0.47499990463256836,
|
|
0.3584904372692108,
|
|
0.23776215314865112,
|
|
0.3981480300426483,
|
|
0.3945577144622803,
|
|
0.09009005129337311,
|
|
0.18439710140228271,
|
|
0.1754385232925415,
|
|
0.4210525155067444,
|
|
0.27322396636009216,
|
|
0.33333325386047363,
|
|
0.2288556545972824,
|
|
0.20814472436904907,
|
|
0.26872241497039795,
|
|
0.24324317276477814,
|
|
0.054054003208875656,
|
|
0.19491519033908844,
|
|
0.21428564190864563,
|
|
0.15068486332893372,
|
|
0.2748090922832489,
|
|
0.256410151720047,
|
|
0.5133689045906067,
|
|
0.18478251993656158,
|
|
0.3020133376121521,
|
|
0.08695648610591888,
|
|
0.13402055203914642,
|
|
0.19047613441944122,
|
|
0.35862061381340027,
|
|
0.3661970794200897,
|
|
0.30588221549987793,
|
|
0.13714279234409332,
|
|
0.08403357863426208,
|
|
0.5333332419395447,
|
|
0.45714274048805237,
|
|
0.3670884966850281,
|
|
0.03636360913515091,
|
|
0.3265305161476135,
|
|
0.29213473200798035,
|
|
0.2878786623477936,
|
|
0.17867431044578552,
|
|
0.6021503806114197,
|
|
0.33576634526252747,
|
|
0.46632111072540283,
|
|
0.3084111213684082,
|
|
0.1270717829465866,
|
|
0.11538457125425339,
|
|
0.1153845563530922,
|
|
0.3344946801662445,
|
|
0.5869563817977905,
|
|
0.36448585987091064,
|
|
0.2649005651473999,
|
|
0.4324323236942291,
|
|
0.12499994784593582,
|
|
0.33333322405815125,
|
|
0.13580238819122314,
|
|
0.5357141494750977,
|
|
0.22281163930892944,
|
|
0.09999993443489075,
|
|
0.08849553763866425,
|
|
0.1777777075767517,
|
|
0.10101005434989929,
|
|
0.20491798222064972,
|
|
0.5427508354187012,
|
|
0.2421524077653885,
|
|
0.05084741488099098,
|
|
0.3551400303840637,
|
|
0.2741115987300873,
|
|
0.28925609588623047,
|
|
0.08433729410171509,
|
|
0.2702701687812805,
|
|
0.19259251654148102,
|
|
0.34181809425354004,
|
|
0.23529402911663055,
|
|
0.18497103452682495,
|
|
0.4710423946380615,
|
|
0.4459458291530609,
|
|
0.2710621953010559,
|
|
0.2244897186756134,
|
|
0.10958898812532425,
|
|
0.22535203397274017
|
|
],
|
|
"time": 38.596339954063296,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 2.5001204013824463,
|
|
"val_loss": 3.017806053161621,
|
|
"acc": 31.15,
|
|
"f1": [
|
|
0.53987717628479,
|
|
0.3982299864292145,
|
|
0.16666659712791443,
|
|
0.13235288858413696,
|
|
0.12676051259040833,
|
|
0.23478256165981293,
|
|
0.31168824434280396,
|
|
0.2956520915031433,
|
|
0.2837836742401123,
|
|
0.4210525453090668,
|
|
0.11688306927680969,
|
|
0.14062495529651642,
|
|
0.22047236561775208,
|
|
0.24691346287727356,
|
|
0.22680403292179108,
|
|
0.2436974197626114,
|
|
0.3576158285140991,
|
|
0.42580634355545044,
|
|
0.36144572496414185,
|
|
0.2485874742269516,
|
|
0.5876776576042175,
|
|
0.39189180731773376,
|
|
0.26041656732559204,
|
|
0.4957263767719269,
|
|
0.5138338804244995,
|
|
0.20987647771835327,
|
|
0.20276491343975067,
|
|
0.22360244393348694,
|
|
0.41592907905578613,
|
|
0.26666656136512756,
|
|
0.33939382433891296,
|
|
0.24472565948963165,
|
|
0.19047611951828003,
|
|
0.3166022300720215,
|
|
0.15662643313407898,
|
|
0.16460900008678436,
|
|
0.2645913362503052,
|
|
0.1985815018415451,
|
|
0.14399996399879456,
|
|
0.36065563559532166,
|
|
0.318471223115921,
|
|
0.522222101688385,
|
|
0.20512813329696655,
|
|
0.30662015080451965,
|
|
0.15999993681907654,
|
|
0.17757000029087067,
|
|
0.2393161654472351,
|
|
0.46445485949516296,
|
|
0.4692735970020294,
|
|
0.3363635540008545,
|
|
0.1339712291955948,
|
|
0.24580998718738556,
|
|
0.5319147706031799,
|
|
0.5267488360404968,
|
|
0.3693692684173584,
|
|
0.031007712706923485,
|
|
0.45405393838882446,
|
|
0.292035311460495,
|
|
0.39490434527397156,
|
|
0.22619038820266724,
|
|
0.5925924181938171,
|
|
0.4269661605358124,
|
|
0.4148934781551361,
|
|
0.34254133701324463,
|
|
0.09999993443489075,
|
|
0.07751933485269547,
|
|
0.10404618829488754,
|
|
0.19696961343288422,
|
|
0.6532661318778992,
|
|
0.462633341550827,
|
|
0.42727261781692505,
|
|
0.484615296125412,
|
|
0.13541659712791443,
|
|
0.3295879364013672,
|
|
0.1379309743642807,
|
|
0.5767440795898438,
|
|
0.5609754920005798,
|
|
0.1818181276321411,
|
|
0.23036640882492065,
|
|
0.27433618903160095,
|
|
0.12121205776929855,
|
|
0.18867918848991394,
|
|
0.5821594595909119,
|
|
0.2580644190311432,
|
|
0.1395348459482193,
|
|
0.4239630401134491,
|
|
0.3489931523799896,
|
|
0.2965516448020935,
|
|
0.15706801414489746,
|
|
0.28289467096328735,
|
|
0.2048192024230957,
|
|
0.41573023796081543,
|
|
0.16216209530830383,
|
|
0.15909084677696228,
|
|
0.5221238136291504,
|
|
0.4405285120010376,
|
|
0.22093015909194946,
|
|
0.30819666385650635,
|
|
0.07894731312990189,
|
|
0.22330091893672943
|
|
],
|
|
"time": 38.943694398738444,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 2.4297308921813965,
|
|
"val_loss": 2.839203119277954,
|
|
"acc": 31.21,
|
|
"f1": [
|
|
0.447368323802948,
|
|
0.3868851959705353,
|
|
0.19999991357326508,
|
|
0.03418800234794617,
|
|
0.16417907178401947,
|
|
0.2784809470176697,
|
|
0.28104570508003235,
|
|
0.30456843972206116,
|
|
0.35833320021629333,
|
|
0.39160826802253723,
|
|
0.14084503054618835,
|
|
0.15053758025169373,
|
|
0.30232545733451843,
|
|
0.2937062084674835,
|
|
0.20779213309288025,
|
|
0.1916166990995407,
|
|
0.33333322405815125,
|
|
0.36601296067237854,
|
|
0.3444443643093109,
|
|
0.24203814566135406,
|
|
0.5999999046325684,
|
|
0.430107444524765,
|
|
0.31325289607048035,
|
|
0.5240174531936646,
|
|
0.5504586100578308,
|
|
0.1985815018415451,
|
|
0.20858889818191528,
|
|
0.21296289563179016,
|
|
0.4662575423717499,
|
|
0.2941175401210785,
|
|
0.3783782720565796,
|
|
0.24630534648895264,
|
|
0.2923975884914398,
|
|
0.3609755337238312,
|
|
0.1862744688987732,
|
|
0.12631572782993317,
|
|
0.28402355313301086,
|
|
0.18439710140228271,
|
|
0.2021275758743286,
|
|
0.37777766585350037,
|
|
0.3129250705242157,
|
|
0.5714284181594849,
|
|
0.22222216427326202,
|
|
0.29166659712791443,
|
|
0.05673753470182419,
|
|
0.13559317588806152,
|
|
0.1548386514186859,
|
|
0.4203820824623108,
|
|
0.42207783460617065,
|
|
0.4145076870918274,
|
|
0.11340199410915375,
|
|
0.22222213447093964,
|
|
0.592920184135437,
|
|
0.48507454991340637,
|
|
0.4588233530521393,
|
|
0.05925920605659485,
|
|
0.44194743037223816,
|
|
0.31284910440444946,
|
|
0.36809808015823364,
|
|
0.24742262065410614,
|
|
0.6698563694953918,
|
|
0.40740731358528137,
|
|
0.4186045527458191,
|
|
0.3670884966850281,
|
|
0.10169485956430435,
|
|
0.188888818025589,
|
|
0.15853650867938995,
|
|
0.3478259742259979,
|
|
0.601625919342041,
|
|
0.5517240166664124,
|
|
0.4301074147224426,
|
|
0.5700933337211609,
|
|
0.1257142275571823,
|
|
0.38775497674942017,
|
|
0.13714279234409332,
|
|
0.5901637673377991,
|
|
0.5499998331069946,
|
|
0.13636358082294464,
|
|
0.17699109017848969,
|
|
0.23225797712802887,
|
|
0.13017743825912476,
|
|
0.18009470403194427,
|
|
0.6404492855072021,
|
|
0.24418595433235168,
|
|
0.17283941805362701,
|
|
0.4295300841331482,
|
|
0.3884296715259552,
|
|
0.28358203172683716,
|
|
0.17872333526611328,
|
|
0.34751760959625244,
|
|
0.18532812595367432,
|
|
0.44444432854652405,
|
|
0.13157887756824493,
|
|
0.15894033014774323,
|
|
0.4626864492893219,
|
|
0.43720918893814087,
|
|
0.09448814392089844,
|
|
0.24778753519058228,
|
|
0.1671641319990158,
|
|
0.2541435658931732
|
|
],
|
|
"time": 39.032657289877534,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 2.0563302040100098,
|
|
"val_loss": 2.937997817993164,
|
|
"acc": 31.87,
|
|
"f1": [
|
|
0.5588234066963196,
|
|
0.44976064562797546,
|
|
0.23204411566257477,
|
|
0.211320698261261,
|
|
0.11363628506660461,
|
|
0.2971886694431305,
|
|
0.3917524814605713,
|
|
0.3515150547027588,
|
|
0.256410151720047,
|
|
0.4266665279865265,
|
|
0.06837603449821472,
|
|
0.1556885540485382,
|
|
0.29245272278785706,
|
|
0.2399999350309372,
|
|
0.24727267026901245,
|
|
0.2091502547264099,
|
|
0.36180898547172546,
|
|
0.40677958726882935,
|
|
0.3111110329627991,
|
|
0.18978095054626465,
|
|
0.5999998450279236,
|
|
0.3851850926876068,
|
|
0.27472516894340515,
|
|
0.45283007621765137,
|
|
0.6183573603630066,
|
|
0.2840908169746399,
|
|
0.1931033730506897,
|
|
0.2598869204521179,
|
|
0.5145629644393921,
|
|
0.31506839394569397,
|
|
0.34862375259399414,
|
|
0.2399999350309372,
|
|
0.26341456174850464,
|
|
0.34042540192604065,
|
|
0.21886786818504333,
|
|
0.2229507565498352,
|
|
0.26153838634490967,
|
|
0.19259251654148102,
|
|
0.19787980616092682,
|
|
0.46913567185401917,
|
|
0.30232545733451843,
|
|
0.5514017343521118,
|
|
0.23958325386047363,
|
|
0.275229275226593,
|
|
0.19736838340759277,
|
|
0.16666659712791443,
|
|
0.24472565948963165,
|
|
0.41414129734039307,
|
|
0.4861876964569092,
|
|
0.38095229864120483,
|
|
0.16049376130104065,
|
|
0.25339359045028687,
|
|
0.4606059193611145,
|
|
0.5741626024246216,
|
|
0.41610726714134216,
|
|
0.12459011375904083,
|
|
0.49999988079071045,
|
|
0.2574256360530853,
|
|
0.32061055302619934,
|
|
0.24418595433235168,
|
|
0.715083658695221,
|
|
0.3708608150482178,
|
|
0.4302324652671814,
|
|
0.31168824434280396,
|
|
0.08791202306747437,
|
|
0.15584410727024078,
|
|
0.15999993681907654,
|
|
0.30864188075065613,
|
|
0.6555553674697876,
|
|
0.4608694612979889,
|
|
0.38222211599349976,
|
|
0.5084744691848755,
|
|
0.1357465535402298,
|
|
0.3398057222366333,
|
|
0.19753079116344452,
|
|
0.5904760956764221,
|
|
0.3725489675998688,
|
|
0.16931210458278656,
|
|
0.14705875515937805,
|
|
0.2682925760746002,
|
|
0.14285710453987122,
|
|
0.22093015909194946,
|
|
0.6570047736167908,
|
|
0.3493974804878235,
|
|
0.1398600935935974,
|
|
0.4795917272567749,
|
|
0.33333322405815125,
|
|
0.27272722125053406,
|
|
0.1927710473537445,
|
|
0.3148147463798523,
|
|
0.2347417026758194,
|
|
0.45054933428764343,
|
|
0.26395928859710693,
|
|
0.17333325743675232,
|
|
0.48872166872024536,
|
|
0.4093022048473358,
|
|
0.25301194190979004,
|
|
0.31623923778533936,
|
|
0.06504061073064804,
|
|
0.17391298711299896
|
|
],
|
|
"time": 38.92798238899559,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.971980094909668,
|
|
"val_loss": 3.005223274230957,
|
|
"acc": 30.83,
|
|
"f1": [
|
|
0.5299144387245178,
|
|
0.39676105976104736,
|
|
0.11678826063871384,
|
|
0.1811320185661316,
|
|
0.1258740872144699,
|
|
0.32835814356803894,
|
|
0.32804223895072937,
|
|
0.3308822214603424,
|
|
0.30158719420433044,
|
|
0.4088396728038788,
|
|
0.06249995529651642,
|
|
0.19999992847442627,
|
|
0.2999999225139618,
|
|
0.19459453225135803,
|
|
0.24489790201187134,
|
|
0.19480513036251068,
|
|
0.28402361273765564,
|
|
0.43999987840652466,
|
|
0.32888880372047424,
|
|
0.23255808651447296,
|
|
0.5560164451599121,
|
|
0.41732272505760193,
|
|
0.2345678210258484,
|
|
0.36879420280456543,
|
|
0.5180721879005432,
|
|
0.20689648389816284,
|
|
0.1725887656211853,
|
|
0.18784524500370026,
|
|
0.43382343649864197,
|
|
0.33333322405815125,
|
|
0.3904108703136444,
|
|
0.210526242852211,
|
|
0.2656249403953552,
|
|
0.3237409293651581,
|
|
0.21428564190864563,
|
|
0.19138747453689575,
|
|
0.15873010456562042,
|
|
0.2010049670934677,
|
|
0.2127659022808075,
|
|
0.4585364758968353,
|
|
0.30357134342193604,
|
|
0.4794006645679474,
|
|
0.24186037480831146,
|
|
0.28571420907974243,
|
|
0.17105256021022797,
|
|
0.18749994039535522,
|
|
0.2333332598209381,
|
|
0.3874998986721039,
|
|
0.3999998867511749,
|
|
0.3253011107444763,
|
|
0.08955218642950058,
|
|
0.2553190290927887,
|
|
0.6086955666542053,
|
|
0.49261072278022766,
|
|
0.4432430863380432,
|
|
0.06802716106176376,
|
|
0.40277767181396484,
|
|
0.2909089922904968,
|
|
0.4417177140712738,
|
|
0.2731706500053406,
|
|
0.6455695033073425,
|
|
0.40384599566459656,
|
|
0.45833322405815125,
|
|
0.33492809534072876,
|
|
0.15730330348014832,
|
|
0.062111746519804,
|
|
0.161943256855011,
|
|
0.24060142040252686,
|
|
0.547770619392395,
|
|
0.42727261781692505,
|
|
0.33576634526252747,
|
|
0.3537413775920868,
|
|
0.1194029152393341,
|
|
0.24358965456485748,
|
|
0.19047611951828003,
|
|
0.6285713315010071,
|
|
0.5939393043518066,
|
|
0.16853927075862885,
|
|
0.10958898812532425,
|
|
0.1951218843460083,
|
|
0.1759999543428421,
|
|
0.23350247740745544,
|
|
0.5953487157821655,
|
|
0.2433861643075943,
|
|
0.18823520839214325,
|
|
0.48598119616508484,
|
|
0.36241599917411804,
|
|
0.29553258419036865,
|
|
0.13333331048488617,
|
|
0.3129251003265381,
|
|
0.21301770210266113,
|
|
0.497041255235672,
|
|
0.24598921835422516,
|
|
0.18009470403194427,
|
|
0.4870847761631012,
|
|
0.323943555355072,
|
|
0.2333332598209381,
|
|
0.2559240758419037,
|
|
0.13095231354236603,
|
|
0.2999999225139618
|
|
],
|
|
"time": 38.66788766998798,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.8962308168411255,
|
|
"val_loss": 2.956629753112793,
|
|
"acc": 31.86,
|
|
"f1": [
|
|
0.561576247215271,
|
|
0.411984920501709,
|
|
0.2240663468837738,
|
|
0.10447756201028824,
|
|
0.12499994039535522,
|
|
0.29665064811706543,
|
|
0.2649005651473999,
|
|
0.2571427822113037,
|
|
0.28813549876213074,
|
|
0.42857128381729126,
|
|
0.10606056451797485,
|
|
0.19199994206428528,
|
|
0.3421051502227783,
|
|
0.22222213447093964,
|
|
0.1240309551358223,
|
|
0.22907482087612152,
|
|
0.32124343514442444,
|
|
0.41967207193374634,
|
|
0.33777767419815063,
|
|
0.20689648389816284,
|
|
0.6521738171577454,
|
|
0.40641695261001587,
|
|
0.28268545866012573,
|
|
0.5128204226493835,
|
|
0.5806450843811035,
|
|
0.29702961444854736,
|
|
0.20869559049606323,
|
|
0.21789877116680145,
|
|
0.37154141068458557,
|
|
0.29951682686805725,
|
|
0.37209296226501465,
|
|
0.2592591345310211,
|
|
0.26373615860939026,
|
|
0.3047617971897125,
|
|
0.2844826877117157,
|
|
0.10191076993942261,
|
|
0.31325289607048035,
|
|
0.24793381989002228,
|
|
0.20087330043315887,
|
|
0.3899998664855957,
|
|
0.30468741059303284,
|
|
0.6187844276428223,
|
|
0.19219215214252472,
|
|
0.32258057594299316,
|
|
0.212290421128273,
|
|
0.1333332657814026,
|
|
0.20987647771835327,
|
|
0.40659332275390625,
|
|
0.5534589886665344,
|
|
0.36559128761291504,
|
|
0.16417904198169708,
|
|
0.2269502729177475,
|
|
0.5999999046325684,
|
|
0.5224488377571106,
|
|
0.4016392230987549,
|
|
0.07317067682743073,
|
|
0.47513800859451294,
|
|
0.2482757866382599,
|
|
0.4210525155067444,
|
|
0.2763635516166687,
|
|
0.7083331942558289,
|
|
0.40490788221359253,
|
|
0.44976064562797546,
|
|
0.3473052978515625,
|
|
0.1142856627702713,
|
|
0.13991764187812805,
|
|
0.13414627313613892,
|
|
0.27338120341300964,
|
|
0.6249998807907104,
|
|
0.49999988079071045,
|
|
0.34782594442367554,
|
|
0.5454544425010681,
|
|
0.1442307084798813,
|
|
0.3232322335243225,
|
|
0.1965317279100418,
|
|
0.6338796615600586,
|
|
0.6153844594955444,
|
|
0.10837431997060776,
|
|
0.14598533511161804,
|
|
0.21978014707565308,
|
|
0.05925920605659485,
|
|
0.09999995678663254,
|
|
0.6145831942558289,
|
|
0.19999991357326508,
|
|
0.15624994039535522,
|
|
0.4279834032058716,
|
|
0.35023030638694763,
|
|
0.2545453608036041,
|
|
0.15294109284877777,
|
|
0.32183900475502014,
|
|
0.28054288029670715,
|
|
0.4507041275501251,
|
|
0.22377613186836243,
|
|
0.19841262698173523,
|
|
0.5922329425811768,
|
|
0.4191615581512451,
|
|
0.09448814392089844,
|
|
0.23469382524490356,
|
|
0.19480513036251068,
|
|
0.28112441301345825
|
|
],
|
|
"time": 38.954180468805134,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.625285267829895,
|
|
"val_loss": 3.1232941150665283,
|
|
"acc": 32.38,
|
|
"f1": [
|
|
0.596858561038971,
|
|
0.43999987840652466,
|
|
0.2244897186756134,
|
|
0.228260800242424,
|
|
0.24472565948963165,
|
|
0.2790696918964386,
|
|
0.21874991059303284,
|
|
0.29032251238822937,
|
|
0.3440859317779541,
|
|
0.4432988464832306,
|
|
0.17117109894752502,
|
|
0.22314044833183289,
|
|
0.275229275226593,
|
|
0.16901402175426483,
|
|
0.16993455588817596,
|
|
0.251428484916687,
|
|
0.351351261138916,
|
|
0.4519229531288147,
|
|
0.3170730471611023,
|
|
0.2794759273529053,
|
|
0.5911948084831238,
|
|
0.4573989808559418,
|
|
0.29189181327819824,
|
|
0.46025097370147705,
|
|
0.553571343421936,
|
|
0.24409443140029907,
|
|
0.25301194190979004,
|
|
0.23478256165981293,
|
|
0.4688993990421295,
|
|
0.358024537563324,
|
|
0.36792439222335815,
|
|
0.3186812400817871,
|
|
0.23776215314865112,
|
|
0.3510637581348419,
|
|
0.29850736260414124,
|
|
0.07518791407346725,
|
|
0.2966100871562958,
|
|
0.20809243619441986,
|
|
0.1836734265089035,
|
|
0.34523800015449524,
|
|
0.31372541189193726,
|
|
0.6097559928894043,
|
|
0.22907482087612152,
|
|
0.2389935851097107,
|
|
0.09999993443489075,
|
|
0.12371128052473068,
|
|
0.25112098455429077,
|
|
0.44651150703430176,
|
|
0.5189871788024902,
|
|
0.3873516917228699,
|
|
0.123287633061409,
|
|
0.20289847254753113,
|
|
0.5358850359916687,
|
|
0.5052630305290222,
|
|
0.4161849021911621,
|
|
0.09777770936489105,
|
|
0.44578301906585693,
|
|
0.34513264894485474,
|
|
0.3826086223125458,
|
|
0.3053434193134308,
|
|
0.6896550059318542,
|
|
0.36956506967544556,
|
|
0.38053086400032043,
|
|
0.32131141424179077,
|
|
0.10837431997060776,
|
|
0.12499994784593582,
|
|
0.12244893610477448,
|
|
0.31999990344047546,
|
|
0.6019416451454163,
|
|
0.46096643805503845,
|
|
0.3499998450279236,
|
|
0.49011847376823425,
|
|
0.12676052749156952,
|
|
0.3370785415172577,
|
|
0.18248169124126434,
|
|
0.5999999046325684,
|
|
0.6170212030410767,
|
|
0.1423947662115097,
|
|
0.19209031760692596,
|
|
0.2705313265323639,
|
|
0.1449274718761444,
|
|
0.19999992847442627,
|
|
0.6296295523643494,
|
|
0.3225805461406708,
|
|
0.17708326876163483,
|
|
0.3754265010356903,
|
|
0.3977271616458893,
|
|
0.3692306876182556,
|
|
0.1142856702208519,
|
|
0.33802807331085205,
|
|
0.19108274579048157,
|
|
0.4278606176376343,
|
|
0.20689649879932404,
|
|
0.19736838340759277,
|
|
0.5675674080848694,
|
|
0.45859864354133606,
|
|
0.2843136191368103,
|
|
0.28965505957603455,
|
|
0.13483139872550964,
|
|
0.32369929552078247
|
|
],
|
|
"time": 38.98122019227594,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.2659443616867065,
|
|
"val_loss": 3.369711399078369,
|
|
"acc": 32.39,
|
|
"f1": [
|
|
0.6249998807907104,
|
|
0.4313724637031555,
|
|
0.2384614795446396,
|
|
0.1798941045999527,
|
|
0.16744180023670197,
|
|
0.23188398778438568,
|
|
0.39378228783607483,
|
|
0.32579174637794495,
|
|
0.32558128237724304,
|
|
0.3822524845600128,
|
|
0.11976040154695511,
|
|
0.27777767181396484,
|
|
0.299465149641037,
|
|
0.2555064857006073,
|
|
0.21722839772701263,
|
|
0.1916166990995407,
|
|
0.3714284896850586,
|
|
0.376623272895813,
|
|
0.2784809470176697,
|
|
0.1773398518562317,
|
|
0.5402297377586365,
|
|
0.45871543884277344,
|
|
0.2236841470003128,
|
|
0.5086703896522522,
|
|
0.5164833664894104,
|
|
0.23923437297344208,
|
|
0.2769230008125305,
|
|
0.19251330196857452,
|
|
0.3225805461406708,
|
|
0.351351261138916,
|
|
0.36046499013900757,
|
|
0.26993855834007263,
|
|
0.2548261880874634,
|
|
0.346320241689682,
|
|
0.22360241413116455,
|
|
0.2436547577381134,
|
|
0.31535258889198303,
|
|
0.1869158148765564,
|
|
0.1481480747461319,
|
|
0.48684197664260864,
|
|
0.265682578086853,
|
|
0.5742572546005249,
|
|
0.24999995529651642,
|
|
0.31046923995018005,
|
|
0.1648350954055786,
|
|
0.194871723651886,
|
|
0.18497103452682495,
|
|
0.467661589384079,
|
|
0.5423727631568909,
|
|
0.1951218694448471,
|
|
0.15686267614364624,
|
|
0.2652328908443451,
|
|
0.49999988079071045,
|
|
0.5213268995285034,
|
|
0.5148513317108154,
|
|
0.13103441894054413,
|
|
0.40692633390426636,
|
|
0.2815532982349396,
|
|
0.4223601520061493,
|
|
0.2843136191368103,
|
|
0.6422017216682434,
|
|
0.4255318343639374,
|
|
0.3959389626979828,
|
|
0.36809808015823364,
|
|
0.1554403454065323,
|
|
0.18536579608917236,
|
|
0.18604643642902374,
|
|
0.22499993443489075,
|
|
0.6448596715927124,
|
|
0.5163933038711548,
|
|
0.33121007680892944,
|
|
0.5714284777641296,
|
|
0.13861380517482758,
|
|
0.38738730549812317,
|
|
0.19289332628250122,
|
|
0.5892856121063232,
|
|
0.531468391418457,
|
|
0.17616572976112366,
|
|
0.18181811273097992,
|
|
0.20118334889411926,
|
|
0.10256402939558029,
|
|
0.25301194190979004,
|
|
0.6596857309341431,
|
|
0.2909089922904968,
|
|
0.19875767827033997,
|
|
0.4744184911251068,
|
|
0.40490788221359253,
|
|
0.28723397850990295,
|
|
0.15873010456562042,
|
|
0.27118635177612305,
|
|
0.26116830110549927,
|
|
0.3529411256313324,
|
|
0.24277448654174805,
|
|
0.14285707473754883,
|
|
0.6078430414199829,
|
|
0.4577113389968872,
|
|
0.26794248819351196,
|
|
0.33333325386047363,
|
|
0.08264458924531937,
|
|
0.3314284682273865
|
|
],
|
|
"time": 38.97817034367472,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.1258355379104614,
|
|
"val_loss": 3.226574420928955,
|
|
"acc": 32.56,
|
|
"f1": [
|
|
0.603351891040802,
|
|
0.4409447908401489,
|
|
0.272401362657547,
|
|
0.12745091319084167,
|
|
0.1810344010591507,
|
|
0.2345678210258484,
|
|
0.35978829860687256,
|
|
0.29850736260414124,
|
|
0.29139062762260437,
|
|
0.3957218527793884,
|
|
0.1126759946346283,
|
|
0.19230762124061584,
|
|
0.3406592309474945,
|
|
0.2758620083332062,
|
|
0.1793721318244934,
|
|
0.19178076088428497,
|
|
0.3803679943084717,
|
|
0.4756755530834198,
|
|
0.2976743280887604,
|
|
0.23414628207683563,
|
|
0.5644170045852661,
|
|
0.4827585518360138,
|
|
0.32911381125450134,
|
|
0.44137921929359436,
|
|
0.5628139972686768,
|
|
0.28260859847068787,
|
|
0.23529404401779175,
|
|
0.1703469455242157,
|
|
0.4756755530834198,
|
|
0.29702961444854736,
|
|
0.3489360511302948,
|
|
0.1866666078567505,
|
|
0.28235283493995667,
|
|
0.335570365190506,
|
|
0.2758619785308838,
|
|
0.08333327621221542,
|
|
0.29126206040382385,
|
|
0.24675315618515015,
|
|
0.1777777075767517,
|
|
0.3599999248981476,
|
|
0.33939382433891296,
|
|
0.5416665077209473,
|
|
0.26666659116744995,
|
|
0.31372541189193726,
|
|
0.20138882100582123,
|
|
0.193548321723938,
|
|
0.25490185618400574,
|
|
0.4030417203903198,
|
|
0.47435885667800903,
|
|
0.4154588282108307,
|
|
0.18348616361618042,
|
|
0.20553353428840637,
|
|
0.4914284646511078,
|
|
0.543859601020813,
|
|
0.41975298523902893,
|
|
0.11111105978488922,
|
|
0.4018690288066864,
|
|
0.33939382433891296,
|
|
0.38095226883888245,
|
|
0.29473674297332764,
|
|
0.6853931546211243,
|
|
0.4431816637516022,
|
|
0.4766837954521179,
|
|
0.37499991059303284,
|
|
0.17560969293117523,
|
|
0.19999994337558746,
|
|
0.16406241059303284,
|
|
0.21951214969158173,
|
|
0.6499997973442078,
|
|
0.5654449462890625,
|
|
0.3741934299468994,
|
|
0.48837199807167053,
|
|
0.10569099336862564,
|
|
0.40394076704978943,
|
|
0.21686740219593048,
|
|
0.6144576668739319,
|
|
0.46601933240890503,
|
|
0.17674411833286285,
|
|
0.1162789985537529,
|
|
0.2719297707080841,
|
|
0.1938774734735489,
|
|
0.2647058069705963,
|
|
0.6249998807907104,
|
|
0.32258057594299316,
|
|
0.11594197899103165,
|
|
0.39301300048828125,
|
|
0.4072396755218506,
|
|
0.3980098366737366,
|
|
0.15894033014774323,
|
|
0.2424241602420807,
|
|
0.2782607972621918,
|
|
0.39215677976608276,
|
|
0.17931029200553894,
|
|
0.16888882219791412,
|
|
0.5849055051803589,
|
|
0.41346144676208496,
|
|
0.2938387989997864,
|
|
0.31818172335624695,
|
|
0.2061854749917984,
|
|
0.2976189851760864
|
|
],
|
|
"time": 39.147353081963956,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.1054564714431763,
|
|
"val_loss": 3.507145404815674,
|
|
"acc": 33.11,
|
|
"f1": [
|
|
0.5846152901649475,
|
|
0.44848471879959106,
|
|
0.23204411566257477,
|
|
0.19931264221668243,
|
|
0.10370365530252457,
|
|
0.24999989569187164,
|
|
0.28054288029670715,
|
|
0.36144572496414185,
|
|
0.33333322405815125,
|
|
0.4095236659049988,
|
|
0.12380944937467575,
|
|
0.17391297221183777,
|
|
0.2723403573036194,
|
|
0.2672064006328583,
|
|
0.18633535504341125,
|
|
0.22680403292179108,
|
|
0.31304338574409485,
|
|
0.4414413571357727,
|
|
0.3583814203739166,
|
|
0.23076917231082916,
|
|
0.6744184494018555,
|
|
0.4884791076183319,
|
|
0.28571420907974243,
|
|
0.4431816637516022,
|
|
0.5955554842948914,
|
|
0.2795697748661041,
|
|
0.20792071521282196,
|
|
0.1656804084777832,
|
|
0.4538460373878479,
|
|
0.3592813014984131,
|
|
0.4016735553741455,
|
|
0.2603549063205719,
|
|
0.2482757866382599,
|
|
0.3694266378879547,
|
|
0.2713567018508911,
|
|
0.2386830598115921,
|
|
0.2895622253417969,
|
|
0.246575266122818,
|
|
0.1909089982509613,
|
|
0.5227271318435669,
|
|
0.2786068916320801,
|
|
0.603550136089325,
|
|
0.19875767827033997,
|
|
0.3314284682273865,
|
|
0.24844713509082794,
|
|
0.1379309892654419,
|
|
0.22321420907974243,
|
|
0.3999999463558197,
|
|
0.492890864610672,
|
|
0.40174663066864014,
|
|
0.20095685124397278,
|
|
0.2888887822628021,
|
|
0.566523551940918,
|
|
0.5357142090797424,
|
|
0.3129250705242157,
|
|
0.07650267332792282,
|
|
0.44970402121543884,
|
|
0.30057793855667114,
|
|
0.36129021644592285,
|
|
0.31034475564956665,
|
|
0.6043955087661743,
|
|
0.3018867075443268,
|
|
0.430107444524765,
|
|
0.31050220131874084,
|
|
0.19157081842422485,
|
|
0.1773398518562317,
|
|
0.18834073841571808,
|
|
0.22377613186836243,
|
|
0.5747125148773193,
|
|
0.5654449462890625,
|
|
0.35616424679756165,
|
|
0.3803679943084717,
|
|
0.0898875743150711,
|
|
0.320441871881485,
|
|
0.23188398778438568,
|
|
0.6631577014923096,
|
|
0.5882351994514465,
|
|
0.15999992191791534,
|
|
0.19047611951828003,
|
|
0.34389129281044006,
|
|
0.17218537628650665,
|
|
0.28846150636672974,
|
|
0.6285713315010071,
|
|
0.32978713512420654,
|
|
0.20125779509544373,
|
|
0.44221094250679016,
|
|
0.4170615077018738,
|
|
0.3487543761730194,
|
|
0.20487797260284424,
|
|
0.33333319425582886,
|
|
0.2901553809642792,
|
|
0.4699452221393585,
|
|
0.23030294477939606,
|
|
0.17948710918426514,
|
|
0.5911328792572021,
|
|
0.4385963976383209,
|
|
0.2758619785308838,
|
|
0.3111110329627991,
|
|
0.18848159909248352,
|
|
0.38541653752326965
|
|
],
|
|
"time": 38.965631135739386,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 0.8710959553718567,
|
|
"val_loss": 3.585873603820801,
|
|
"acc": 32.7,
|
|
"f1": [
|
|
0.6242773532867432,
|
|
0.4111497402191162,
|
|
0.1759999394416809,
|
|
0.15151509642601013,
|
|
0.12598420679569244,
|
|
0.30541861057281494,
|
|
0.32799988985061646,
|
|
0.32183900475502014,
|
|
0.3675675094127655,
|
|
0.378109335899353,
|
|
0.1951218843460083,
|
|
0.2444443702697754,
|
|
0.39999985694885254,
|
|
0.22292988002300262,
|
|
0.23770485818386078,
|
|
0.22727267444133759,
|
|
0.3703702688217163,
|
|
0.5384615063667297,
|
|
0.23809516429901123,
|
|
0.23175960779190063,
|
|
0.6634145379066467,
|
|
0.5048542022705078,
|
|
0.2774565517902374,
|
|
0.5133689045906067,
|
|
0.5447153449058533,
|
|
0.19580411911010742,
|
|
0.2571427822113037,
|
|
0.16842098534107208,
|
|
0.3426293730735779,
|
|
0.35502949357032776,
|
|
0.32432422041893005,
|
|
0.21774189174175262,
|
|
0.22105254232883453,
|
|
0.3402060866355896,
|
|
0.26041656732559204,
|
|
0.16666659712791443,
|
|
0.25396814942359924,
|
|
0.228571355342865,
|
|
0.19753079116344452,
|
|
0.524590015411377,
|
|
0.2583025097846985,
|
|
0.6048778891563416,
|
|
0.30150744318962097,
|
|
0.29139065742492676,
|
|
0.20553353428840637,
|
|
0.10389603674411774,
|
|
0.18749992549419403,
|
|
0.4772725999355316,
|
|
0.4596272110939026,
|
|
0.4629628360271454,
|
|
0.16149060428142548,
|
|
0.2620086967945099,
|
|
0.49999988079071045,
|
|
0.4999999403953552,
|
|
0.4125559628009796,
|
|
0.04109584540128708,
|
|
0.45161280035972595,
|
|
0.26666656136512756,
|
|
0.3037973642349243,
|
|
0.2580644488334656,
|
|
0.715083658695221,
|
|
0.382978618144989,
|
|
0.43555545806884766,
|
|
0.3502824008464813,
|
|
0.11904755234718323,
|
|
0.1290322244167328,
|
|
0.12499994784593582,
|
|
0.3068180978298187,
|
|
0.666666567325592,
|
|
0.4444443881511688,
|
|
0.37499991059303284,
|
|
0.5157893896102905,
|
|
0.1343872994184494,
|
|
0.3598325252532959,
|
|
0.1836734265089035,
|
|
0.5741626024246216,
|
|
0.6067414879798889,
|
|
0.1101694256067276,
|
|
0.09090903401374817,
|
|
0.2710842788219452,
|
|
0.20553353428840637,
|
|
0.11475405097007751,
|
|
0.5408161878585815,
|
|
0.3542855978012085,
|
|
0.16304342448711395,
|
|
0.4090907871723175,
|
|
0.44943806529045105,
|
|
0.3803679943084717,
|
|
0.12765952944755554,
|
|
0.30337071418762207,
|
|
0.30526304244995117,
|
|
0.488262802362442,
|
|
0.2062779664993286,
|
|
0.14379078149795532,
|
|
0.6521738171577454,
|
|
0.43269219994544983,
|
|
0.20588228106498718,
|
|
0.32195112109184265,
|
|
0.16216209530830383,
|
|
0.2545453608036041
|
|
],
|
|
"time": 38.22973975818604,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 0.7567184567451477,
|
|
"val_loss": 3.662932872772217,
|
|
"acc": 32.85,
|
|
"f1": [
|
|
0.5643563270568848,
|
|
0.4526748061180115,
|
|
0.20930226147174835,
|
|
0.179775208234787,
|
|
0.1862744390964508,
|
|
0.32599109411239624,
|
|
0.3959389626979828,
|
|
0.329268217086792,
|
|
0.3088234066963196,
|
|
0.41052618622779846,
|
|
0.2202642410993576,
|
|
0.21468918025493622,
|
|
0.3439999520778656,
|
|
0.309278279542923,
|
|
0.22222214937210083,
|
|
0.26399993896484375,
|
|
0.37999987602233887,
|
|
0.4432988464832306,
|
|
0.2695651352405548,
|
|
0.2571427524089813,
|
|
0.6169153451919556,
|
|
0.3953487277030945,
|
|
0.32369929552078247,
|
|
0.43243229389190674,
|
|
0.5394189953804016,
|
|
0.22549012303352356,
|
|
0.20175431668758392,
|
|
0.18905465304851532,
|
|
0.4712642431259155,
|
|
0.26600977778434753,
|
|
0.3720929026603699,
|
|
0.26900574564933777,
|
|
0.21447715163230896,
|
|
0.35744670033454895,
|
|
0.2424241602420807,
|
|
0.20087330043315887,
|
|
0.31896543502807617,
|
|
0.19999994337558746,
|
|
0.12499993294477463,
|
|
0.43678146600723267,
|
|
0.2959640622138977,
|
|
0.5903612971305847,
|
|
0.2366863340139389,
|
|
0.33463025093078613,
|
|
0.17674411833286285,
|
|
0.15204671025276184,
|
|
0.24539868533611298,
|
|
0.45161277055740356,
|
|
0.46874985098838806,
|
|
0.331707239151001,
|
|
0.23255808651447296,
|
|
0.2803029716014862,
|
|
0.543859601020813,
|
|
0.5354329943656921,
|
|
0.3583814203739166,
|
|
0.12068960070610046,
|
|
0.40490788221359253,
|
|
0.30270257592201233,
|
|
0.4727271497249603,
|
|
0.2312137931585312,
|
|
0.5925925374031067,
|
|
0.3832334280014038,
|
|
0.33783775568008423,
|
|
0.36046499013900757,
|
|
0.1639343649148941,
|
|
0.10526309907436371,
|
|
0.20930226147174835,
|
|
0.33962252736091614,
|
|
0.6120217442512512,
|
|
0.5102038979530334,
|
|
0.42063480615615845,
|
|
0.4573170244693756,
|
|
0.13725486397743225,
|
|
0.36018943786621094,
|
|
0.24489787220954895,
|
|
0.612716555595398,
|
|
0.5840706825256348,
|
|
0.11049716919660568,
|
|
0.11834313720464706,
|
|
0.30208322405815125,
|
|
0.10666660219430923,
|
|
0.23463678359985352,
|
|
0.6179773807525635,
|
|
0.23129244148731232,
|
|
0.22115376591682434,
|
|
0.4408600926399231,
|
|
0.44808733463287354,
|
|
0.436893105506897,
|
|
0.14634142816066742,
|
|
0.3529410660266876,
|
|
0.29743579030036926,
|
|
0.3565216362476349,
|
|
0.1846153289079666,
|
|
0.19999992847442627,
|
|
0.5599998831748962,
|
|
0.45685264468193054,
|
|
0.3025209605693817,
|
|
0.2891565263271332,
|
|
0.10256403684616089,
|
|
0.14285707473754883
|
|
],
|
|
"time": 38.991748908534646,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 0.6265379190444946,
|
|
"val_loss": 3.8594396114349365,
|
|
"acc": 31.81,
|
|
"f1": [
|
|
0.569696843624115,
|
|
0.41884803771972656,
|
|
0.23346298933029175,
|
|
0.1694914698600769,
|
|
0.1748633086681366,
|
|
0.251428484916687,
|
|
0.3313608467578888,
|
|
0.19178076088428497,
|
|
0.3510637581348419,
|
|
0.3999998867511749,
|
|
0.16091948747634888,
|
|
0.16279064118862152,
|
|
0.28272244334220886,
|
|
0.22499993443489075,
|
|
0.24516120553016663,
|
|
0.23744283616542816,
|
|
0.3249998986721039,
|
|
0.5513511896133423,
|
|
0.25870639085769653,
|
|
0.23469379544258118,
|
|
0.5680471658706665,
|
|
0.47899147868156433,
|
|
0.3636362552642822,
|
|
0.5434780716896057,
|
|
0.558139443397522,
|
|
0.2758619785308838,
|
|
0.23611101508140564,
|
|
0.21224483847618103,
|
|
0.43781083822250366,
|
|
0.29268285632133484,
|
|
0.3703702986240387,
|
|
0.21828904747962952,
|
|
0.21319790184497833,
|
|
0.3295453190803528,
|
|
0.22666659951210022,
|
|
0.22018341720104218,
|
|
0.24637670814990997,
|
|
0.20408158004283905,
|
|
0.15525108575820923,
|
|
0.3917524814605713,
|
|
0.36458322405815125,
|
|
0.49999988079071045,
|
|
0.21686740219593048,
|
|
0.2716048061847687,
|
|
0.13333329558372498,
|
|
0.17647051811218262,
|
|
0.19480513036251068,
|
|
0.4799998700618744,
|
|
0.4717947542667389,
|
|
0.3630135953426361,
|
|
0.194871723651886,
|
|
0.2723003923892975,
|
|
0.5482624769210815,
|
|
0.5978259444236755,
|
|
0.40394076704978943,
|
|
0.1072554737329483,
|
|
0.42352932691574097,
|
|
0.32402223348617554,
|
|
0.38392844796180725,
|
|
0.25116273760795593,
|
|
0.6206895709037781,
|
|
0.4133332371711731,
|
|
0.40796008706092834,
|
|
0.3495144844055176,
|
|
0.15062755346298218,
|
|
0.16974163055419922,
|
|
0.28806576132774353,
|
|
0.17449656128883362,
|
|
0.6666665077209473,
|
|
0.5161288380622864,
|
|
0.3803277909755707,
|
|
0.44827574491500854,
|
|
0.12060294300317764,
|
|
0.3178807199001312,
|
|
0.1965811401605606,
|
|
0.5813952684402466,
|
|
0.603550136089325,
|
|
0.1290322095155716,
|
|
0.15151509642601013,
|
|
0.23280414938926697,
|
|
0.09790203720331192,
|
|
0.23166018724441528,
|
|
0.5868262648582458,
|
|
0.28571417927742004,
|
|
0.1799999475479126,
|
|
0.42156851291656494,
|
|
0.42528724670410156,
|
|
0.2780747711658478,
|
|
0.17910441756248474,
|
|
0.2938387989997864,
|
|
0.24793381989002228,
|
|
0.45581385493278503,
|
|
0.14193542301654816,
|
|
0.18487389385700226,
|
|
0.5925924181938171,
|
|
0.4311925768852234,
|
|
0.2898550033569336,
|
|
0.33492809534072876,
|
|
0.10606056451797485,
|
|
0.26881712675094604
|
|
],
|
|
"time": 38.9841142417863,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 0.5103275775909424,
|
|
"val_loss": 4.193690776824951,
|
|
"acc": 30.61,
|
|
"f1": [
|
|
0.5714284777641296,
|
|
0.3389829397201538,
|
|
0.2208588421344757,
|
|
0.12499994784593582,
|
|
0.17670676112174988,
|
|
0.262711763381958,
|
|
0.36904752254486084,
|
|
0.3272726535797119,
|
|
0.28363627195358276,
|
|
0.4306218922138214,
|
|
0.16853927075862885,
|
|
0.20689648389816284,
|
|
0.29213473200798035,
|
|
0.14634139835834503,
|
|
0.2378377616405487,
|
|
0.16593880951404572,
|
|
0.3440859317779541,
|
|
0.36585354804992676,
|
|
0.28947362303733826,
|
|
0.23204411566257477,
|
|
0.6467065215110779,
|
|
0.4341636300086975,
|
|
0.3636362850666046,
|
|
0.3999998867511749,
|
|
0.5098037719726562,
|
|
0.22916659712791443,
|
|
0.24161066114902496,
|
|
0.14479632675647736,
|
|
0.43265292048454285,
|
|
0.31638407707214355,
|
|
0.3942306339740753,
|
|
0.2810809910297394,
|
|
0.26900574564933777,
|
|
0.36123335361480713,
|
|
0.27350419759750366,
|
|
0.16080394387245178,
|
|
0.26666659116744995,
|
|
0.22222216427326202,
|
|
0.16961124539375305,
|
|
0.4163264036178589,
|
|
0.26666656136512756,
|
|
0.5228214263916016,
|
|
0.21874994039535522,
|
|
0.2588233947753906,
|
|
0.15899574756622314,
|
|
0.1742737889289856,
|
|
0.21862342953681946,
|
|
0.4245808720588684,
|
|
0.46511611342430115,
|
|
0.33532923460006714,
|
|
0.1556885540485382,
|
|
0.275229275226593,
|
|
0.486772358417511,
|
|
0.5514401793479919,
|
|
0.34980979561805725,
|
|
0.12182734906673431,
|
|
0.3630135953426361,
|
|
0.27083322405815125,
|
|
0.4108106791973114,
|
|
0.2413792610168457,
|
|
0.631578803062439,
|
|
0.4043714702129364,
|
|
0.4827585518360138,
|
|
0.26984119415283203,
|
|
0.12030071020126343,
|
|
0.15116271376609802,
|
|
0.2269502878189087,
|
|
0.28402355313301086,
|
|
0.6352940201759338,
|
|
0.48205116391181946,
|
|
0.34558814764022827,
|
|
0.4232803285121918,
|
|
0.047618988901376724,
|
|
0.2807016372680664,
|
|
0.19999992847442627,
|
|
0.5268816351890564,
|
|
0.5662649273872375,
|
|
0.10738249123096466,
|
|
0.14126387238502502,
|
|
0.26881712675094604,
|
|
0.1405404806137085,
|
|
0.2783881723880768,
|
|
0.5714285373687744,
|
|
0.2959640622138977,
|
|
0.17624516785144806,
|
|
0.35051536560058594,
|
|
0.358024537563324,
|
|
0.3489931523799896,
|
|
0.17142853140830994,
|
|
0.3018867075443268,
|
|
0.228260800242424,
|
|
0.41666656732559204,
|
|
0.27083322405815125,
|
|
0.20920497179031372,
|
|
0.5384613871574402,
|
|
0.3797467350959778,
|
|
0.1970442682504654,
|
|
0.26254817843437195,
|
|
0.22105254232883453,
|
|
0.24083760380744934
|
|
],
|
|
"time": 38.36970342043787,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 0.49382421374320984,
|
|
"val_loss": 4.065345764160156,
|
|
"acc": 32.7,
|
|
"f1": [
|
|
0.6594592928886414,
|
|
0.4253392219543457,
|
|
0.26244333386421204,
|
|
0.1546391248703003,
|
|
0.17610056698322296,
|
|
0.2576685845851898,
|
|
0.3225805461406708,
|
|
0.38341957330703735,
|
|
0.31275710463523865,
|
|
0.3580785095691681,
|
|
0.17085421085357666,
|
|
0.2191779911518097,
|
|
0.29126206040382385,
|
|
0.24390238523483276,
|
|
0.2295081466436386,
|
|
0.22471901774406433,
|
|
0.3316061198711395,
|
|
0.44571414589881897,
|
|
0.2830187678337097,
|
|
0.26881712675094604,
|
|
0.6502462029457092,
|
|
0.4427480101585388,
|
|
0.31304338574409485,
|
|
0.44670039415359497,
|
|
0.6008967757225037,
|
|
0.24166658520698547,
|
|
0.2774565517902374,
|
|
0.14213192462921143,
|
|
0.4519229531288147,
|
|
0.3496502637863159,
|
|
0.3775508999824524,
|
|
0.22222216427326202,
|
|
0.33333322405815125,
|
|
0.2786068916320801,
|
|
0.2870369255542755,
|
|
0.16289585828781128,
|
|
0.3529410660266876,
|
|
0.23350247740745544,
|
|
0.2121211588382721,
|
|
0.48275846242904663,
|
|
0.29585790634155273,
|
|
0.56043940782547,
|
|
0.26666656136512756,
|
|
0.24999988079071045,
|
|
0.1556885540485382,
|
|
0.14772720634937286,
|
|
0.15384607017040253,
|
|
0.44791656732559204,
|
|
0.4705880880355835,
|
|
0.36633655428886414,
|
|
0.15023468434810638,
|
|
0.24390237033367157,
|
|
0.5217390656471252,
|
|
0.5321887135505676,
|
|
0.4129031002521515,
|
|
0.11224482953548431,
|
|
0.4401912987232208,
|
|
0.2699999213218689,
|
|
0.3098590672016144,
|
|
0.19459453225135803,
|
|
0.6695650219917297,
|
|
0.3894736170768738,
|
|
0.4366810917854309,
|
|
0.3892616331577301,
|
|
0.13333328068256378,
|
|
0.18390797078609467,
|
|
0.1647939532995224,
|
|
0.22619038820266724,
|
|
0.6266093254089355,
|
|
0.5454544425010681,
|
|
0.41628947854042053,
|
|
0.3803679943084717,
|
|
0.1391303837299347,
|
|
0.3190660774707794,
|
|
0.19047611951828003,
|
|
0.5194803476333618,
|
|
0.6132074594497681,
|
|
0.13065321743488312,
|
|
0.19791658222675323,
|
|
0.33476385474205017,
|
|
0.12173906713724136,
|
|
0.18947362899780273,
|
|
0.6532661318778992,
|
|
0.37179476022720337,
|
|
0.20408155024051666,
|
|
0.3911438286304474,
|
|
0.43636354804039,
|
|
0.37499991059303284,
|
|
0.15827332437038422,
|
|
0.32365134358406067,
|
|
0.18934904038906097,
|
|
0.49999988079071045,
|
|
0.18867918848991394,
|
|
0.19607838988304138,
|
|
0.5913977026939392,
|
|
0.47953203320503235,
|
|
0.2589927315711975,
|
|
0.2695034444332123,
|
|
0.15277770161628723,
|
|
0.29896897077560425
|
|
],
|
|
"time": 38.13416310213506,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 0.408446729183197,
|
|
"val_loss": 4.125231742858887,
|
|
"acc": 32.45,
|
|
"f1": [
|
|
0.5499998927116394,
|
|
0.44444429874420166,
|
|
0.23809516429901123,
|
|
0.1395348161458969,
|
|
0.14723920822143555,
|
|
0.30456843972206116,
|
|
0.3756905198097229,
|
|
0.32584258913993835,
|
|
0.33548372983932495,
|
|
0.45263150334358215,
|
|
0.1785714030265808,
|
|
0.10958898812532425,
|
|
0.3070538640022278,
|
|
0.22393816709518433,
|
|
0.17808210849761963,
|
|
0.2456139326095581,
|
|
0.3039999008178711,
|
|
0.4606740176677704,
|
|
0.2374998927116394,
|
|
0.2522521913051605,
|
|
0.6590906977653503,
|
|
0.49612393975257874,
|
|
0.3169810175895691,
|
|
0.49350637197494507,
|
|
0.5654449462890625,
|
|
0.28742504119873047,
|
|
0.28571417927742004,
|
|
0.12565438449382782,
|
|
0.48387083411216736,
|
|
0.3557691276073456,
|
|
0.30120474100112915,
|
|
0.18867920339107513,
|
|
0.23280414938926697,
|
|
0.336633563041687,
|
|
0.2883720099925995,
|
|
0.18548381328582764,
|
|
0.3707316219806671,
|
|
0.22222216427326202,
|
|
0.1548386514186859,
|
|
0.39826828241348267,
|
|
0.3018867075443268,
|
|
0.5747125148773193,
|
|
0.2531644403934479,
|
|
0.34513264894485474,
|
|
0.17808210849761963,
|
|
0.11510787159204483,
|
|
0.22317588329315186,
|
|
0.5240640044212341,
|
|
0.4177214205265045,
|
|
0.46009382605552673,
|
|
0.14285708963871002,
|
|
0.21917803585529327,
|
|
0.5284972786903381,
|
|
0.5876776576042175,
|
|
0.43715834617614746,
|
|
0.12260530889034271,
|
|
0.42790690064430237,
|
|
0.2820512056350708,
|
|
0.41818171739578247,
|
|
0.27160486578941345,
|
|
0.6880732178688049,
|
|
0.4262293577194214,
|
|
0.46391740441322327,
|
|
0.3186812400817871,
|
|
0.1357465535402298,
|
|
0.19999992847442627,
|
|
0.20833326876163483,
|
|
0.21794864535331726,
|
|
0.5527637004852295,
|
|
0.543859601020813,
|
|
0.35146433115005493,
|
|
0.4567900002002716,
|
|
0.07048451155424118,
|
|
0.25870639085769653,
|
|
0.23041465878486633,
|
|
0.45833322405815125,
|
|
0.5549131631851196,
|
|
0.19138747453689575,
|
|
0.10958898812532425,
|
|
0.24999989569187164,
|
|
0.11842100322246552,
|
|
0.2659573554992676,
|
|
0.6146787405014038,
|
|
0.38135582208633423,
|
|
0.17518241703510284,
|
|
0.47761180996894836,
|
|
0.32846707105636597,
|
|
0.3699420988559723,
|
|
0.18292675912380219,
|
|
0.25961530208587646,
|
|
0.30051806569099426,
|
|
0.35254231095314026,
|
|
0.24580998718738556,
|
|
0.16666661202907562,
|
|
0.5741626024246216,
|
|
0.3647798001766205,
|
|
0.23076915740966797,
|
|
0.26086947321891785,
|
|
0.13333328068256378,
|
|
0.2236841470003128
|
|
],
|
|
"time": 38.941596956923604,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 0.290210098028183,
|
|
"val_loss": 4.130988597869873,
|
|
"acc": 32.01,
|
|
"f1": [
|
|
0.5942855477333069,
|
|
0.3923443853855133,
|
|
0.2597401440143585,
|
|
0.16888882219791412,
|
|
0.1916166990995407,
|
|
0.2674417495727539,
|
|
0.3493449091911316,
|
|
0.3367346227169037,
|
|
0.27615058422088623,
|
|
0.4120602011680603,
|
|
0.22680403292179108,
|
|
0.21198150515556335,
|
|
0.24277448654174805,
|
|
0.1951218843460083,
|
|
0.20359279215335846,
|
|
0.18300646543502808,
|
|
0.36842095851898193,
|
|
0.49999988079071045,
|
|
0.3097344636917114,
|
|
0.239999920129776,
|
|
0.613065242767334,
|
|
0.42647048830986023,
|
|
0.3636362552642822,
|
|
0.5114502906799316,
|
|
0.5698922872543335,
|
|
0.22929932177066803,
|
|
0.2673795819282532,
|
|
0.17511513829231262,
|
|
0.4864863455295563,
|
|
0.3267325758934021,
|
|
0.4086955785751343,
|
|
0.2716048061847687,
|
|
0.24999991059303284,
|
|
0.3047617971897125,
|
|
0.2775118350982666,
|
|
0.16666661202907562,
|
|
0.24615375697612762,
|
|
0.1559632420539856,
|
|
0.19323663413524628,
|
|
0.3707864284515381,
|
|
0.3670884966850281,
|
|
0.5825241804122925,
|
|
0.25396817922592163,
|
|
0.26262614130973816,
|
|
0.18378373980522156,
|
|
0.21999992430210114,
|
|
0.15023468434810638,
|
|
0.48809507489204407,
|
|
0.43946176767349243,
|
|
0.33333325386047363,
|
|
0.15730330348014832,
|
|
0.21118006110191345,
|
|
0.5198236703872681,
|
|
0.5410627126693726,
|
|
0.3710406422615051,
|
|
0.14516125619411469,
|
|
0.4550263583660126,
|
|
0.31067952513694763,
|
|
0.3923075795173645,
|
|
0.24584710597991943,
|
|
0.5255473256111145,
|
|
0.429447740316391,
|
|
0.4146340489387512,
|
|
0.32584258913993835,
|
|
0.1752987504005432,
|
|
0.13496926426887512,
|
|
0.19841262698173523,
|
|
0.21621614694595337,
|
|
0.6777776479721069,
|
|
0.5420559644699097,
|
|
0.282828152179718,
|
|
0.3878786563873291,
|
|
0.16091948747634888,
|
|
0.3478260338306427,
|
|
0.1546391248703003,
|
|
0.5583332777023315,
|
|
0.6451612114906311,
|
|
0.10884349048137665,
|
|
0.13991764187812805,
|
|
0.33333322405815125,
|
|
0.1914892941713333,
|
|
0.27615058422088623,
|
|
0.6445496082305908,
|
|
0.27118635177612305,
|
|
0.16049376130104065,
|
|
0.4150942265987396,
|
|
0.4034333825111389,
|
|
0.3387977182865143,
|
|
0.17721515893936157,
|
|
0.31355923414230347,
|
|
0.23859642446041107,
|
|
0.49710968136787415,
|
|
0.2529643774032593,
|
|
0.21459220349788666,
|
|
0.612244725227356,
|
|
0.3776223063468933,
|
|
0.22666659951210022,
|
|
0.26341456174850464,
|
|
0.16239310801029205,
|
|
0.25301194190979004
|
|
],
|
|
"time": 38.90560464095324,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 0.3123987913131714,
|
|
"val_loss": 4.247677803039551,
|
|
"acc": 32.65,
|
|
"f1": [
|
|
0.5390623807907104,
|
|
0.4194755554199219,
|
|
0.16417904198169708,
|
|
0.16999994218349457,
|
|
0.20494693517684937,
|
|
0.22377613186836243,
|
|
0.3499998450279236,
|
|
0.2681563198566437,
|
|
0.3157894015312195,
|
|
0.45238080620765686,
|
|
0.2202642410993576,
|
|
0.19827578961849213,
|
|
0.37373724579811096,
|
|
0.2909089922904968,
|
|
0.25555548071861267,
|
|
0.2524271011352539,
|
|
0.3265305161476135,
|
|
0.48888877034187317,
|
|
0.319248765707016,
|
|
0.24390235543251038,
|
|
0.5714285373687744,
|
|
0.4590162932872772,
|
|
0.255813866853714,
|
|
0.49999988079071045,
|
|
0.6391751170158386,
|
|
0.19867542386054993,
|
|
0.20289850234985352,
|
|
0.1325300633907318,
|
|
0.45814967155456543,
|
|
0.3370785713195801,
|
|
0.35193121433258057,
|
|
0.33502528071403503,
|
|
0.22929932177066803,
|
|
0.35390937328338623,
|
|
0.27433618903160095,
|
|
0.19626161456108093,
|
|
0.30303019285202026,
|
|
0.2127659022808075,
|
|
0.1545064002275467,
|
|
0.4278606176376343,
|
|
0.3101603388786316,
|
|
0.6063828468322754,
|
|
0.27705615758895874,
|
|
0.2741115987300873,
|
|
0.13173647224903107,
|
|
0.2115383893251419,
|
|
0.2176164984703064,
|
|
0.429447740316391,
|
|
0.47761180996894836,
|
|
0.4174756109714508,
|
|
0.1951218843460083,
|
|
0.21705421805381775,
|
|
0.4897957742214203,
|
|
0.5898616909980774,
|
|
0.3383083641529083,
|
|
0.11111104488372803,
|
|
0.43749985098838806,
|
|
0.26455017924308777,
|
|
0.390243798494339,
|
|
0.27799221873283386,
|
|
0.6740330457687378,
|
|
0.40677958726882935,
|
|
0.4387753903865814,
|
|
0.3096773326396942,
|
|
0.14529910683631897,
|
|
0.12578611075878143,
|
|
0.21587297320365906,
|
|
0.2995593845844269,
|
|
0.630302906036377,
|
|
0.48484835028648376,
|
|
0.35023030638694763,
|
|
0.3882351815700531,
|
|
0.11111105233430862,
|
|
0.2898550033569336,
|
|
0.18181811273097992,
|
|
0.6113988757133484,
|
|
0.6346153020858765,
|
|
0.10606056451797485,
|
|
0.13114747405052185,
|
|
0.2477063536643982,
|
|
0.18285706639289856,
|
|
0.32584258913993835,
|
|
0.6666665077209473,
|
|
0.31372541189193726,
|
|
0.16267937421798706,
|
|
0.42051267623901367,
|
|
0.40975597500801086,
|
|
0.37305691838264465,
|
|
0.16216209530830383,
|
|
0.2790696620941162,
|
|
0.2424241602420807,
|
|
0.47393354773521423,
|
|
0.19083963334560394,
|
|
0.17283941805362701,
|
|
0.5781989693641663,
|
|
0.47190994024276733,
|
|
0.3693692684173584,
|
|
0.28571417927742004,
|
|
0.13274329900741577,
|
|
0.30456843972206116
|
|
],
|
|
"time": 39.04197483230382,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 0.38493356108665466,
|
|
"val_loss": 3.900078058242798,
|
|
"acc": 31.82,
|
|
"f1": [
|
|
0.5271317362785339,
|
|
0.4041449725627899,
|
|
0.25125616788864136,
|
|
0.13173647224903107,
|
|
0.12080531567335129,
|
|
0.3419688045978546,
|
|
0.36129021644592285,
|
|
0.3354036211967468,
|
|
0.3552630543708801,
|
|
0.40329205989837646,
|
|
0.1156068742275238,
|
|
0.14173223078250885,
|
|
0.4262293577194214,
|
|
0.25301194190979004,
|
|
0.23030294477939606,
|
|
0.19565211236476898,
|
|
0.2523658573627472,
|
|
0.4835163354873657,
|
|
0.3069306015968323,
|
|
0.2761903405189514,
|
|
0.629441499710083,
|
|
0.46632111072540283,
|
|
0.28358203172683716,
|
|
0.38888880610466003,
|
|
0.5786800384521484,
|
|
0.19259251654148102,
|
|
0.23391805589199066,
|
|
0.16363631188869476,
|
|
0.42857134342193604,
|
|
0.32911381125450134,
|
|
0.3586955666542053,
|
|
0.2025315761566162,
|
|
0.23715409636497498,
|
|
0.3495144844055176,
|
|
0.16058386862277985,
|
|
0.18090447783470154,
|
|
0.24501419067382812,
|
|
0.1818181276321411,
|
|
0.05714280158281326,
|
|
0.419580340385437,
|
|
0.2820512354373932,
|
|
0.630302906036377,
|
|
0.19847320020198822,
|
|
0.33466124534606934,
|
|
0.14574894309043884,
|
|
0.1862744390964508,
|
|
0.21561333537101746,
|
|
0.4025973081588745,
|
|
0.4699452221393585,
|
|
0.45914387702941895,
|
|
0.1818181276321411,
|
|
0.22916659712791443,
|
|
0.48484838008880615,
|
|
0.5073169469833374,
|
|
0.4307691156864166,
|
|
0.14659680426120758,
|
|
0.3670884966850281,
|
|
0.28440356254577637,
|
|
0.19672124087810516,
|
|
0.3076922297477722,
|
|
0.6999998688697815,
|
|
0.387096643447876,
|
|
0.4120602011680603,
|
|
0.3064514994621277,
|
|
0.14655166864395142,
|
|
0.1843002885580063,
|
|
0.19801974296569824,
|
|
0.2436547577381134,
|
|
0.6292133331298828,
|
|
0.5479451417922974,
|
|
0.3636362552642822,
|
|
0.47169798612594604,
|
|
0.10332097858190536,
|
|
0.30939218401908875,
|
|
0.17801040410995483,
|
|
0.5543476939201355,
|
|
0.5575219988822937,
|
|
0.1379309743642807,
|
|
0.1414140909910202,
|
|
0.15151509642601013,
|
|
0.17391297221183777,
|
|
0.2783504128456116,
|
|
0.6167399883270264,
|
|
0.2762430012226105,
|
|
0.17054256796836853,
|
|
0.4812833070755005,
|
|
0.3540668785572052,
|
|
0.322274774312973,
|
|
0.15714280307292938,
|
|
0.37777766585350037,
|
|
0.26900574564933777,
|
|
0.5092591643333435,
|
|
0.2526314854621887,
|
|
0.20192298293113708,
|
|
0.5352111458778381,
|
|
0.4245808720588684,
|
|
0.29107969999313354,
|
|
0.2330826371908188,
|
|
0.11827950179576874,
|
|
0.2999999225139618
|
|
],
|
|
"time": 38.24016553442925,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 0.30987417697906494,
|
|
"val_loss": 4.0967302322387695,
|
|
"acc": 32.28,
|
|
"f1": [
|
|
0.5764704942703247,
|
|
0.4210525155067444,
|
|
0.24691346287727356,
|
|
0.09459453821182251,
|
|
0.20512814819812775,
|
|
0.3168315887451172,
|
|
0.31999990344047546,
|
|
0.38150280714035034,
|
|
0.32911381125450134,
|
|
0.491227924823761,
|
|
0.14285707473754883,
|
|
0.18784524500370026,
|
|
0.31410250067710876,
|
|
0.2560974657535553,
|
|
0.1754385381937027,
|
|
0.23809516429901123,
|
|
0.3820223808288574,
|
|
0.43171796202659607,
|
|
0.32231393456459045,
|
|
0.20930226147174835,
|
|
0.5739129781723022,
|
|
0.42352932691574097,
|
|
0.3557691276073456,
|
|
0.4122805893421173,
|
|
0.5614033341407776,
|
|
0.1898733526468277,
|
|
0.21929818391799927,
|
|
0.2117646485567093,
|
|
0.44444432854652405,
|
|
0.33720916509628296,
|
|
0.4377681314945221,
|
|
0.24324317276477814,
|
|
0.35897424817085266,
|
|
0.28676459193229675,
|
|
0.2588233947753906,
|
|
0.18749994039535522,
|
|
0.35416656732559204,
|
|
0.20491798222064972,
|
|
0.20408158004283905,
|
|
0.43518510460853577,
|
|
0.32222211360931396,
|
|
0.5999999046325684,
|
|
0.25092241168022156,
|
|
0.2658958435058594,
|
|
0.1449274867773056,
|
|
0.12121205031871796,
|
|
0.1558440923690796,
|
|
0.4918031394481659,
|
|
0.4811319410800934,
|
|
0.24999992549419403,
|
|
0.17204295098781586,
|
|
0.1909089982509613,
|
|
0.5314008593559265,
|
|
0.4938269853591919,
|
|
0.3525640070438385,
|
|
0.1229049563407898,
|
|
0.43150678277015686,
|
|
0.27218925952911377,
|
|
0.3563217520713806,
|
|
0.24107137322425842,
|
|
0.6810343265533447,
|
|
0.4631577730178833,
|
|
0.4154588282108307,
|
|
0.35064926743507385,
|
|
0.08737857639789581,
|
|
0.1405404806137085,
|
|
0.18713442981243134,
|
|
0.28187909722328186,
|
|
0.6249998807907104,
|
|
0.5030673146247864,
|
|
0.35467973351478577,
|
|
0.5302324295043945,
|
|
0.06451607495546341,
|
|
0.2948717176914215,
|
|
0.1818181276321411,
|
|
0.5609754920005798,
|
|
0.5769228935241699,
|
|
0.14746539294719696,
|
|
0.14765094220638275,
|
|
0.264317125082016,
|
|
0.15525108575820923,
|
|
0.21645015478134155,
|
|
0.587155818939209,
|
|
0.36820071935653687,
|
|
0.20960691571235657,
|
|
0.44444432854652405,
|
|
0.31818172335624695,
|
|
0.36619704961776733,
|
|
0.19672124087810516,
|
|
0.3565216362476349,
|
|
0.20920497179031372,
|
|
0.46231144666671753,
|
|
0.23696675896644592,
|
|
0.21621613204479218,
|
|
0.6052629947662354,
|
|
0.45595842599868774,
|
|
0.3469386696815491,
|
|
0.28181809186935425,
|
|
0.18497103452682495,
|
|
0.3043477237224579
|
|
],
|
|
"time": 38.26520488969982,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 0.41538628935813904,
|
|
"val_loss": 3.949296712875366,
|
|
"acc": 33.06,
|
|
"f1": [
|
|
0.6451612114906311,
|
|
0.36649200320243835,
|
|
0.3090128004550934,
|
|
0.2094240039587021,
|
|
0.19736838340759277,
|
|
0.26666656136512756,
|
|
0.3406592309474945,
|
|
0.3313608467578888,
|
|
0.3167419731616974,
|
|
0.45555540919303894,
|
|
0.19767434895038605,
|
|
0.16149060428142548,
|
|
0.3084111213684082,
|
|
0.30337071418762207,
|
|
0.25112098455429077,
|
|
0.21463409066200256,
|
|
0.31901830434799194,
|
|
0.4469272196292877,
|
|
0.24761897325515747,
|
|
0.213483065366745,
|
|
0.6113536357879639,
|
|
0.4594593644142151,
|
|
0.3537413775920868,
|
|
0.4108106791973114,
|
|
0.5810053944587708,
|
|
0.2820512056350708,
|
|
0.2622949779033661,
|
|
0.1731601059436798,
|
|
0.4192138612270355,
|
|
0.33333319425582886,
|
|
0.3636362552642822,
|
|
0.28571417927742004,
|
|
0.278787761926651,
|
|
0.28571417927742004,
|
|
0.280898779630661,
|
|
0.17142851650714874,
|
|
0.36190465092658997,
|
|
0.14364632964134216,
|
|
0.15833325684070587,
|
|
0.3999998867511749,
|
|
0.326315701007843,
|
|
0.5799998641014099,
|
|
0.22102418541908264,
|
|
0.27755096554756165,
|
|
0.12322267889976501,
|
|
0.2061854749917984,
|
|
0.2741115987300873,
|
|
0.46829259395599365,
|
|
0.4731181561946869,
|
|
0.32978713512420654,
|
|
0.193548321723938,
|
|
0.19480513036251068,
|
|
0.4615383446216583,
|
|
0.5555553436279297,
|
|
0.4433496594429016,
|
|
0.1081080436706543,
|
|
0.4230768084526062,
|
|
0.32222211360931396,
|
|
0.47190994024276733,
|
|
0.27343741059303284,
|
|
0.6764704585075378,
|
|
0.45871543884277344,
|
|
0.42352932691574097,
|
|
0.3350784480571747,
|
|
0.15044242143630981,
|
|
0.14432983100414276,
|
|
0.22999992966651917,
|
|
0.309859037399292,
|
|
0.6249998807907104,
|
|
0.5225224494934082,
|
|
0.38053086400032043,
|
|
0.47999995946884155,
|
|
0.05181341618299484,
|
|
0.3269961178302765,
|
|
0.14606735110282898,
|
|
0.6499998569488525,
|
|
0.6017698049545288,
|
|
0.19780214130878448,
|
|
0.15310998260974884,
|
|
0.21319790184497833,
|
|
0.18055549263954163,
|
|
0.2643677294254303,
|
|
0.619999885559082,
|
|
0.29139062762260437,
|
|
0.19047614932060242,
|
|
0.47953203320503235,
|
|
0.3793102502822876,
|
|
0.37692299485206604,
|
|
0.23157887160778046,
|
|
0.32432422041893005,
|
|
0.2756182849407196,
|
|
0.48044681549072266,
|
|
0.24489787220954895,
|
|
0.08888882398605347,
|
|
0.6111109852790833,
|
|
0.4413144290447235,
|
|
0.2870369255542755,
|
|
0.2612611949443817,
|
|
0.12499994784593582,
|
|
0.31034475564956665
|
|
],
|
|
"time": 39.048993742093444,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 0.29189518094062805,
|
|
"val_loss": 4.491424560546875,
|
|
"acc": 32.61,
|
|
"f1": [
|
|
0.5851062536239624,
|
|
0.3740456998348236,
|
|
0.22222213447093964,
|
|
0.1501975655555725,
|
|
0.19095470011234283,
|
|
0.2513660192489624,
|
|
0.33333322405815125,
|
|
0.3647797703742981,
|
|
0.28571420907974243,
|
|
0.3760683238506317,
|
|
0.23463678359985352,
|
|
0.14772720634937286,
|
|
0.3350784480571747,
|
|
0.2105262726545334,
|
|
0.22093015909194946,
|
|
0.18055549263954163,
|
|
0.3251230716705322,
|
|
0.47398826479911804,
|
|
0.29197075963020325,
|
|
0.23350247740745544,
|
|
0.6349205374717712,
|
|
0.4745761752128601,
|
|
0.30630621314048767,
|
|
0.4180789887905121,
|
|
0.6048778891563416,
|
|
0.1503758728504181,
|
|
0.24186037480831146,
|
|
0.22115376591682434,
|
|
0.4269661605358124,
|
|
0.255999892950058,
|
|
0.4269661605358124,
|
|
0.2765956223011017,
|
|
0.24186037480831146,
|
|
0.317689448595047,
|
|
0.20645155012607574,
|
|
0.16744180023670197,
|
|
0.28260859847068787,
|
|
0.17117109894752502,
|
|
0.1499999314546585,
|
|
0.436893105506897,
|
|
0.292035311460495,
|
|
0.5517240166664124,
|
|
0.2815532982349396,
|
|
0.30270257592201233,
|
|
0.20571422576904297,
|
|
0.18032780289649963,
|
|
0.18072283267974854,
|
|
0.44280433654785156,
|
|
0.4756755530834198,
|
|
0.42857131361961365,
|
|
0.16901402175426483,
|
|
0.2690582275390625,
|
|
0.4979918897151947,
|
|
0.574585497379303,
|
|
0.467661589384079,
|
|
0.1073170155286789,
|
|
0.4678361415863037,
|
|
0.3277309536933899,
|
|
0.4222221076488495,
|
|
0.23958325386047363,
|
|
0.7010307908058167,
|
|
0.4645159840583801,
|
|
0.34722214937210083,
|
|
0.3168315887451172,
|
|
0.16799992322921753,
|
|
0.1509433388710022,
|
|
0.1951218843460083,
|
|
0.2181817591190338,
|
|
0.645502507686615,
|
|
0.5471696853637695,
|
|
0.3195265531539917,
|
|
0.4324323236942291,
|
|
0.12173906713724136,
|
|
0.3041473925113678,
|
|
0.19459453225135803,
|
|
0.6344084739685059,
|
|
0.6380951404571533,
|
|
0.12244893610477448,
|
|
0.20792071521282196,
|
|
0.26153838634490967,
|
|
0.14285708963871002,
|
|
0.21834053099155426,
|
|
0.616278886795044,
|
|
0.33333322405815125,
|
|
0.19540224969387054,
|
|
0.4292236268520355,
|
|
0.40358731150627136,
|
|
0.3464565873146057,
|
|
0.1792452037334442,
|
|
0.267147958278656,
|
|
0.27303746342658997,
|
|
0.5074625611305237,
|
|
0.21917803585529327,
|
|
0.18811874091625214,
|
|
0.5936071872711182,
|
|
0.4509802758693695,
|
|
0.20289847254753113,
|
|
0.3398057222366333,
|
|
0.18823520839214325,
|
|
0.3277309536933899
|
|
],
|
|
"time": 39.241182026453316,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 0.32527974247932434,
|
|
"val_loss": 4.149345874786377,
|
|
"acc": 32.64,
|
|
"f1": [
|
|
0.629441499710083,
|
|
0.446808397769928,
|
|
0.23414628207683563,
|
|
0.16883111000061035,
|
|
0.22222213447093964,
|
|
0.2938774824142456,
|
|
0.27218925952911377,
|
|
0.3419688045978546,
|
|
0.28455275297164917,
|
|
0.39543718099594116,
|
|
0.2173912227153778,
|
|
0.23188398778438568,
|
|
0.32804223895072937,
|
|
0.25906726717948914,
|
|
0.24761897325515747,
|
|
0.2366863340139389,
|
|
0.30331745743751526,
|
|
0.4594593644142151,
|
|
0.22115376591682434,
|
|
0.22099439799785614,
|
|
0.602620005607605,
|
|
0.40975597500801086,
|
|
0.29743579030036926,
|
|
0.35532984137535095,
|
|
0.6633164882659912,
|
|
0.2536584436893463,
|
|
0.2424241453409195,
|
|
0.20091316103935242,
|
|
0.49019595980644226,
|
|
0.32335323095321655,
|
|
0.39795905351638794,
|
|
0.2243901938199997,
|
|
0.33121007680892944,
|
|
0.31914886832237244,
|
|
0.26206886768341064,
|
|
0.20202013850212097,
|
|
0.2844826877117157,
|
|
0.1940927654504776,
|
|
0.14379078149795532,
|
|
0.39111098647117615,
|
|
0.36686381697654724,
|
|
0.5917158722877502,
|
|
0.24999991059303284,
|
|
0.31147530674934387,
|
|
0.1731601059436798,
|
|
0.22535204887390137,
|
|
0.18064509332180023,
|
|
0.4302324652671814,
|
|
0.45833322405815125,
|
|
0.42687737941741943,
|
|
0.17616572976112366,
|
|
0.2622949779033661,
|
|
0.5632652044296265,
|
|
0.4914284646511078,
|
|
0.38356152176856995,
|
|
0.11834313720464706,
|
|
0.5136610269546509,
|
|
0.25906726717948914,
|
|
0.3483870029449463,
|
|
0.21468918025493622,
|
|
0.6666665077209473,
|
|
0.4951455295085907,
|
|
0.4588233530521393,
|
|
0.35955044627189636,
|
|
0.15757569670677185,
|
|
0.18497103452682495,
|
|
0.14107878506183624,
|
|
0.30270257592201233,
|
|
0.653658390045166,
|
|
0.5142855644226074,
|
|
0.3431951701641083,
|
|
0.35294109582901,
|
|
0.09478667378425598,
|
|
0.37446799874305725,
|
|
0.23809516429901123,
|
|
0.5874997973442078,
|
|
0.5837318897247314,
|
|
0.13846148550510406,
|
|
0.1547987163066864,
|
|
0.30541861057281494,
|
|
0.13407814502716064,
|
|
0.29523801803588867,
|
|
0.5731706023216248,
|
|
0.2797201871871948,
|
|
0.18320603668689728,
|
|
0.4242423474788666,
|
|
0.32490962743759155,
|
|
0.33884286880493164,
|
|
0.18292675912380219,
|
|
0.28688517212867737,
|
|
0.2272726446390152,
|
|
0.4788731336593628,
|
|
0.15384609997272491,
|
|
0.1734103411436081,
|
|
0.6267279982566833,
|
|
0.46739116311073303,
|
|
0.2138364166021347,
|
|
0.2774565517902374,
|
|
0.15300540626049042,
|
|
0.2980768382549286
|
|
],
|
|
"time": 39.19908334687352,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 0.3715587556362152,
|
|
"val_loss": 4.124422550201416,
|
|
"acc": 32.93,
|
|
"f1": [
|
|
0.631578803062439,
|
|
0.42857131361961365,
|
|
0.2999999225139618,
|
|
0.17948710918426514,
|
|
0.2204081267118454,
|
|
0.28571420907974243,
|
|
0.34254133701324463,
|
|
0.3317534327507019,
|
|
0.26515141129493713,
|
|
0.4670657217502594,
|
|
0.13333328068256378,
|
|
0.17117109894752502,
|
|
0.33599987626075745,
|
|
0.26728102564811707,
|
|
0.2173912227153778,
|
|
0.20689648389816284,
|
|
0.35582810640335083,
|
|
0.49214646220207214,
|
|
0.3084576427936554,
|
|
0.22831043601036072,
|
|
0.6222221255302429,
|
|
0.4745761454105377,
|
|
0.3186812400817871,
|
|
0.3999999165534973,
|
|
0.5744680166244507,
|
|
0.23904375731945038,
|
|
0.2105262577533722,
|
|
0.2105262577533722,
|
|
0.5423727631568909,
|
|
0.32051271200180054,
|
|
0.4108526110649109,
|
|
0.278787761926651,
|
|
0.2673795819282532,
|
|
0.2983424663543701,
|
|
0.2436974197626114,
|
|
0.1361255943775177,
|
|
0.28571417927742004,
|
|
0.19607838988304138,
|
|
0.10891082137823105,
|
|
0.4688993990421295,
|
|
0.29585790634155273,
|
|
0.644067645072937,
|
|
0.18749992549419403,
|
|
0.3083699643611908,
|
|
0.13333329558372498,
|
|
0.15730330348014832,
|
|
0.19999994337558746,
|
|
0.4158414602279663,
|
|
0.4201679825782776,
|
|
0.4277455508708954,
|
|
0.2673795819282532,
|
|
0.265682578086853,
|
|
0.4799998998641968,
|
|
0.5573769211769104,
|
|
0.4313724637031555,
|
|
0.12941168248653412,
|
|
0.4810125231742859,
|
|
0.34920626878738403,
|
|
0.4218749403953552,
|
|
0.33333322405815125,
|
|
0.711340069770813,
|
|
0.4578312039375305,
|
|
0.4873095452785492,
|
|
0.2873562276363373,
|
|
0.11111105233430862,
|
|
0.18181811273097992,
|
|
0.21323524415493011,
|
|
0.29677411913871765,
|
|
0.6171427369117737,
|
|
0.6057141423225403,
|
|
0.368663489818573,
|
|
0.5546217560768127,
|
|
0.0869564563035965,
|
|
0.3882351815700531,
|
|
0.15584410727024078,
|
|
0.5887848734855652,
|
|
0.5838507413864136,
|
|
0.12565438449382782,
|
|
0.17054256796836853,
|
|
0.21118006110191345,
|
|
0.17283941805362701,
|
|
0.23272719979286194,
|
|
0.6513760089874268,
|
|
0.29197070002555847,
|
|
0.15873010456562042,
|
|
0.376623272895813,
|
|
0.4023667275905609,
|
|
0.32804223895072937,
|
|
0.228571355342865,
|
|
0.3050846457481384,
|
|
0.25490185618400574,
|
|
0.5048542022705078,
|
|
0.2821575999259949,
|
|
0.210526242852211,
|
|
0.596684992313385,
|
|
0.43438899517059326,
|
|
0.21192045509815216,
|
|
0.2739725410938263,
|
|
0.18705029785633087,
|
|
0.25570768117904663
|
|
],
|
|
"time": 39.25159250386059,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 0.32492130994796753,
|
|
"val_loss": 4.107155799865723,
|
|
"acc": 31.33,
|
|
"f1": [
|
|
0.595959484577179,
|
|
0.36559128761291504,
|
|
0.20512813329696655,
|
|
0.10256403684616089,
|
|
0.17511513829231262,
|
|
0.2597402036190033,
|
|
0.3141360282897949,
|
|
0.3299999237060547,
|
|
0.2753622531890869,
|
|
0.38961026072502136,
|
|
0.2116401493549347,
|
|
0.22680403292179108,
|
|
0.32031241059303284,
|
|
0.24175815284252167,
|
|
0.22321420907974243,
|
|
0.2762430012226105,
|
|
0.336633563041687,
|
|
0.3976607024669647,
|
|
0.25570768117904663,
|
|
0.2176164984703064,
|
|
0.5989303588867188,
|
|
0.4380951225757599,
|
|
0.32298123836517334,
|
|
0.36241599917411804,
|
|
0.5666665434837341,
|
|
0.180851012468338,
|
|
0.24657529592514038,
|
|
0.1257142275571823,
|
|
0.4561401903629303,
|
|
0.274914026260376,
|
|
0.3348836302757263,
|
|
0.2603549063205719,
|
|
0.21126753091812134,
|
|
0.3352600038051605,
|
|
0.18404902517795563,
|
|
0.20408155024051666,
|
|
0.3459458649158478,
|
|
0.20175431668758392,
|
|
0.18333326280117035,
|
|
0.4201679825782776,
|
|
0.3152708411216736,
|
|
0.5607475638389587,
|
|
0.2073170244693756,
|
|
0.27091625332832336,
|
|
0.16279062628746033,
|
|
0.1361255943775177,
|
|
0.1509433388710022,
|
|
0.5168538093566895,
|
|
0.452830046415329,
|
|
0.3354036211967468,
|
|
0.18279562890529633,
|
|
0.2780747711658478,
|
|
0.5339804887771606,
|
|
0.5549736618995667,
|
|
0.42253509163856506,
|
|
0.14049580693244934,
|
|
0.4835163354873657,
|
|
0.3058822751045227,
|
|
0.38461530208587646,
|
|
0.2763635516166687,
|
|
0.6666665077209473,
|
|
0.4177214205265045,
|
|
0.38095223903656006,
|
|
0.40394076704978943,
|
|
0.10256403684616089,
|
|
0.18025743961334229,
|
|
0.16915416717529297,
|
|
0.2258063703775406,
|
|
0.6488887667655945,
|
|
0.5743588209152222,
|
|
0.27999988198280334,
|
|
0.5137613415718079,
|
|
0.04790413752198219,
|
|
0.3144652843475342,
|
|
0.19827578961849213,
|
|
0.5683058500289917,
|
|
0.6586824655532837,
|
|
0.20111726224422455,
|
|
0.14399996399879456,
|
|
0.264317125082016,
|
|
0.13736258447170258,
|
|
0.24242417514324188,
|
|
0.619999885559082,
|
|
0.30303019285202026,
|
|
0.19767434895038605,
|
|
0.44339612126350403,
|
|
0.3976607024669647,
|
|
0.327868789434433,
|
|
0.14399996399879456,
|
|
0.2790696620941162,
|
|
0.239999920129776,
|
|
0.4632767140865326,
|
|
0.2018347978591919,
|
|
0.14213192462921143,
|
|
0.5837836861610413,
|
|
0.41758227348327637,
|
|
0.210526242852211,
|
|
0.2433861643075943,
|
|
0.18536579608917236,
|
|
0.3097344636917114
|
|
],
|
|
"time": 39.27524559479207,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 0.3599186837673187,
|
|
"val_loss": 4.173374176025391,
|
|
"acc": 32.64,
|
|
"f1": [
|
|
0.49710968136787415,
|
|
0.45197728276252747,
|
|
0.1914892941713333,
|
|
0.14778319001197815,
|
|
0.1818181276321411,
|
|
0.3208555281162262,
|
|
0.32291656732559204,
|
|
0.24516120553016663,
|
|
0.3167419731616974,
|
|
0.4324323236942291,
|
|
0.2212388664484024,
|
|
0.22797919809818268,
|
|
0.38392844796180725,
|
|
0.2869197428226471,
|
|
0.2173912674188614,
|
|
0.2488478720188141,
|
|
0.34615373611450195,
|
|
0.4835163354873657,
|
|
0.18055549263954163,
|
|
0.1932772397994995,
|
|
0.5971562266349792,
|
|
0.5133689045906067,
|
|
0.29714274406433105,
|
|
0.33333325386047363,
|
|
0.5354329943656921,
|
|
0.18390797078609467,
|
|
0.18652844429016113,
|
|
0.17511513829231262,
|
|
0.4756755530834198,
|
|
0.32142847776412964,
|
|
0.3351350426673889,
|
|
0.2702701687812805,
|
|
0.29885047674179077,
|
|
0.32369929552078247,
|
|
0.26666656136512756,
|
|
0.18502195179462433,
|
|
0.35602086782455444,
|
|
0.18497103452682495,
|
|
0.17730490863323212,
|
|
0.40517228841781616,
|
|
0.34554967284202576,
|
|
0.5610858201980591,
|
|
0.20512813329696655,
|
|
0.27488142251968384,
|
|
0.13888882100582123,
|
|
0.15189866721630096,
|
|
0.20792071521282196,
|
|
0.4897957742214203,
|
|
0.5274723768234253,
|
|
0.32195112109184265,
|
|
0.18315012753009796,
|
|
0.2922373414039612,
|
|
0.502564013004303,
|
|
0.5606693625450134,
|
|
0.3999998867511749,
|
|
0.10389603674411774,
|
|
0.45405393838882446,
|
|
0.25961530208587646,
|
|
0.4023667275905609,
|
|
0.239999920129776,
|
|
0.778846025466919,
|
|
0.4487178325653076,
|
|
0.47619035840034485,
|
|
0.2992125153541565,
|
|
0.11224482953548431,
|
|
0.1866665780544281,
|
|
0.1584157794713974,
|
|
0.33333322405815125,
|
|
0.6519335508346558,
|
|
0.6169153451919556,
|
|
0.3783782124519348,
|
|
0.4868912696838379,
|
|
0.06451606005430222,
|
|
0.3417084515094757,
|
|
0.22352932393550873,
|
|
0.6046509742736816,
|
|
0.6810809373855591,
|
|
0.12871280312538147,
|
|
0.12612608075141907,
|
|
0.28426387906074524,
|
|
0.15853650867938995,
|
|
0.21428564190864563,
|
|
0.6236557960510254,
|
|
0.2933332622051239,
|
|
0.19433192908763885,
|
|
0.41346144676208496,
|
|
0.35820886492729187,
|
|
0.3617020547389984,
|
|
0.23673462867736816,
|
|
0.32258057594299316,
|
|
0.2524271011352539,
|
|
0.47826072573661804,
|
|
0.21118006110191345,
|
|
0.21301770210266113,
|
|
0.49429649114608765,
|
|
0.3926939368247986,
|
|
0.24836592376232147,
|
|
0.33497530221939087,
|
|
0.18009470403194427,
|
|
0.36448585987091064
|
|
],
|
|
"time": 39.144055139273405,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 0.35409459471702576,
|
|
"val_loss": 3.926992416381836,
|
|
"acc": 32.23,
|
|
"f1": [
|
|
0.6153844594955444,
|
|
0.36842095851898193,
|
|
0.2430938482284546,
|
|
0.046511583030223846,
|
|
0.1990049034357071,
|
|
0.23809516429901123,
|
|
0.32584258913993835,
|
|
0.3168315887451172,
|
|
0.3354036211967468,
|
|
0.4516127407550812,
|
|
0.20325198769569397,
|
|
0.19318175315856934,
|
|
0.29107969999313354,
|
|
0.2857142388820648,
|
|
0.28846150636672974,
|
|
0.253807008266449,
|
|
0.3231440484523773,
|
|
0.358024537563324,
|
|
0.27118635177612305,
|
|
0.22222214937210083,
|
|
0.554216742515564,
|
|
0.48936155438423157,
|
|
0.31428563594818115,
|
|
0.4729062616825104,
|
|
0.5806450843811035,
|
|
0.25316449999809265,
|
|
0.31325289607048035,
|
|
0.13124994933605194,
|
|
0.4912279546260834,
|
|
0.25165554881095886,
|
|
0.2962961792945862,
|
|
0.2181817591190338,
|
|
0.2959182858467102,
|
|
0.30769217014312744,
|
|
0.2797201871871948,
|
|
0.11158791184425354,
|
|
0.24836592376232147,
|
|
0.1754385381937027,
|
|
0.09580832719802856,
|
|
0.4302324652671814,
|
|
0.26160329580307007,
|
|
0.5569619536399841,
|
|
0.2891565263271332,
|
|
0.28571420907974243,
|
|
0.2046510875225067,
|
|
0.17085421085357666,
|
|
0.2212388664484024,
|
|
0.45197728276252747,
|
|
0.5108694434165955,
|
|
0.27631568908691406,
|
|
0.1965811401605606,
|
|
0.28440356254577637,
|
|
0.4974091649055481,
|
|
0.5170730352401733,
|
|
0.3394494354724884,
|
|
0.12048187851905823,
|
|
0.4615383446216583,
|
|
0.3803679943084717,
|
|
0.38596484065055847,
|
|
0.3482586145401001,
|
|
0.6837605237960815,
|
|
0.4705880880355835,
|
|
0.47004595398902893,
|
|
0.3443707227706909,
|
|
0.11764698475599289,
|
|
0.16748763620853424,
|
|
0.20487797260284424,
|
|
0.24999992549419403,
|
|
0.6422017216682434,
|
|
0.5192306637763977,
|
|
0.3431951701641083,
|
|
0.5057470798492432,
|
|
0.09876536577939987,
|
|
0.33720916509628296,
|
|
0.24418595433235168,
|
|
0.57297283411026,
|
|
0.6153843998908997,
|
|
0.18181811273097992,
|
|
0.10404618829488754,
|
|
0.2736841142177582,
|
|
0.2021275758743286,
|
|
0.2735848128795624,
|
|
0.5833332538604736,
|
|
0.37499991059303284,
|
|
0.19540224969387054,
|
|
0.38022807240486145,
|
|
0.35862061381340027,
|
|
0.33976826071739197,
|
|
0.09937881678342819,
|
|
0.2547169029712677,
|
|
0.20155030488967896,
|
|
0.3178293704986572,
|
|
0.23115570843219757,
|
|
0.19047613441944122,
|
|
0.5638765096664429,
|
|
0.4717947542667389,
|
|
0.23841053247451782,
|
|
0.28440356254577637,
|
|
0.13095231354236603,
|
|
0.32298123836517334
|
|
],
|
|
"time": 39.12798082455993,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 0.3002995550632477,
|
|
"val_loss": 3.8945138454437256,
|
|
"acc": 32.16,
|
|
"f1": [
|
|
0.5939393043518066,
|
|
0.39130425453186035,
|
|
0.13186806440353394,
|
|
0.1181817501783371,
|
|
0.1916166990995407,
|
|
0.18487386405467987,
|
|
0.31168824434280396,
|
|
0.32335323095321655,
|
|
0.31372541189193726,
|
|
0.44221094250679016,
|
|
0.15555550158023834,
|
|
0.18260863423347473,
|
|
0.2935778796672821,
|
|
0.24870456755161285,
|
|
0.22314044833183289,
|
|
0.23376618325710297,
|
|
0.37668150663375854,
|
|
0.41711217164993286,
|
|
0.27649760246276855,
|
|
0.23728805780410767,
|
|
0.6432158946990967,
|
|
0.5070421695709229,
|
|
0.323809415102005,
|
|
0.4835163354873657,
|
|
0.5139663219451904,
|
|
0.15714280307292938,
|
|
0.294820636510849,
|
|
0.20134222507476807,
|
|
0.42162150144577026,
|
|
0.36158180236816406,
|
|
0.33816415071487427,
|
|
0.26717549562454224,
|
|
0.22346359491348267,
|
|
0.35398221015930176,
|
|
0.25116273760795593,
|
|
0.21904754638671875,
|
|
0.26666656136512756,
|
|
0.21016943454742432,
|
|
0.13265299797058105,
|
|
0.4712642431259155,
|
|
0.2758619785308838,
|
|
0.5599998831748962,
|
|
0.255999892950058,
|
|
0.2999999225139618,
|
|
0.1799999475479126,
|
|
0.1704544872045517,
|
|
0.13197962939739227,
|
|
0.47560960054397583,
|
|
0.48333320021629333,
|
|
0.30487796664237976,
|
|
0.21839071810245514,
|
|
0.26717549562454224,
|
|
0.5087717771530151,
|
|
0.5670101642608643,
|
|
0.41840997338294983,
|
|
0.11578940600156784,
|
|
0.44571414589881897,
|
|
0.32584258913993835,
|
|
0.3431371748447418,
|
|
0.2771083414554596,
|
|
0.6184208989143372,
|
|
0.43333321809768677,
|
|
0.43930622935295105,
|
|
0.3354036211967468,
|
|
0.16037730872631073,
|
|
0.2181817591190338,
|
|
0.19620247185230255,
|
|
0.31901830434799194,
|
|
0.6700506210327148,
|
|
0.5312498211860657,
|
|
0.3383083641529083,
|
|
0.4969695806503296,
|
|
0.10091736167669296,
|
|
0.3364485204219818,
|
|
0.11188805103302002,
|
|
0.5596328973770142,
|
|
0.6078430414199829,
|
|
0.13173647224903107,
|
|
0.12182734906673431,
|
|
0.22797919809818268,
|
|
0.1921396702528,
|
|
0.28426387906074524,
|
|
0.575916051864624,
|
|
0.28415289521217346,
|
|
0.16901402175426483,
|
|
0.45714274048805237,
|
|
0.3628690838813782,
|
|
0.36363622546195984,
|
|
0.1395348161458969,
|
|
0.2655600905418396,
|
|
0.2914571762084961,
|
|
0.4774192273616791,
|
|
0.22222214937210083,
|
|
0.21505369246006012,
|
|
0.6210525035858154,
|
|
0.45132729411125183,
|
|
0.3304346799850464,
|
|
0.28699544072151184,
|
|
0.1754385381937027,
|
|
0.30769217014312744
|
|
],
|
|
"time": 39.2460963409394,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 0.36376187205314636,
|
|
"val_loss": 3.907716989517212,
|
|
"acc": 32.59,
|
|
"f1": [
|
|
0.6285713315010071,
|
|
0.4301074147224426,
|
|
0.18604643642902374,
|
|
0.1307188868522644,
|
|
0.19999994337558746,
|
|
0.2991451919078827,
|
|
0.35643553733825684,
|
|
0.34579432010650635,
|
|
0.3300969898700714,
|
|
0.40624988079071045,
|
|
0.1990049034357071,
|
|
0.13245026767253876,
|
|
0.33451950550079346,
|
|
0.25095051527023315,
|
|
0.22222214937210083,
|
|
0.251428484916687,
|
|
0.35294109582901,
|
|
0.4408600926399231,
|
|
0.208791121840477,
|
|
0.23111103475093842,
|
|
0.592920184135437,
|
|
0.44444435834884644,
|
|
0.3362830877304077,
|
|
0.4418603479862213,
|
|
0.5674417018890381,
|
|
0.20909084379673004,
|
|
0.21686740219593048,
|
|
0.20289847254753113,
|
|
0.4102563261985779,
|
|
0.34482747316360474,
|
|
0.34042540192604065,
|
|
0.2941175401210785,
|
|
0.2749999165534973,
|
|
0.32234421372413635,
|
|
0.2543351650238037,
|
|
0.1410255879163742,
|
|
0.2999999225139618,
|
|
0.21186435222625732,
|
|
0.18404902517795563,
|
|
0.4574466943740845,
|
|
0.2893615961074829,
|
|
0.5523808598518372,
|
|
0.21965309977531433,
|
|
0.25675666332244873,
|
|
0.18032780289649963,
|
|
0.14772720634937286,
|
|
0.20382159948349,
|
|
0.4566209018230438,
|
|
0.46739116311073303,
|
|
0.368663489818573,
|
|
0.23391805589199066,
|
|
0.22459883987903595,
|
|
0.4924621880054474,
|
|
0.5123152136802673,
|
|
0.3879309296607971,
|
|
0.08888882398605347,
|
|
0.4729062616825104,
|
|
0.2987011969089508,
|
|
0.4186045527458191,
|
|
0.2792791724205017,
|
|
0.6896550059318542,
|
|
0.47715723514556885,
|
|
0.40485823154449463,
|
|
0.3552630543708801,
|
|
0.15028895437717438,
|
|
0.1759258508682251,
|
|
0.1481480747461319,
|
|
0.2147650271654129,
|
|
0.7292816042900085,
|
|
0.45814967155456543,
|
|
0.3101603388786316,
|
|
0.5444443225860596,
|
|
0.11518317461013794,
|
|
0.3824700117111206,
|
|
0.21794864535331726,
|
|
0.5647057294845581,
|
|
0.5255972146987915,
|
|
0.19913412630558014,
|
|
0.14864858984947205,
|
|
0.24277448654174805,
|
|
0.19999995827674866,
|
|
0.22598862648010254,
|
|
0.48739489912986755,
|
|
0.2780747711658478,
|
|
0.1777777224779129,
|
|
0.4140968322753906,
|
|
0.37349388003349304,
|
|
0.3178293704986572,
|
|
0.1445782482624054,
|
|
0.34449753165245056,
|
|
0.27428561449050903,
|
|
0.38888880610466003,
|
|
0.21686740219593048,
|
|
0.20238088071346283,
|
|
0.5560973882675171,
|
|
0.4180789887905121,
|
|
0.2980768382549286,
|
|
0.29107969999313354,
|
|
0.1909089982509613,
|
|
0.321428507566452
|
|
],
|
|
"time": 38.28743622265756,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 0.3478279411792755,
|
|
"val_loss": 4.183749198913574,
|
|
"acc": 32.44,
|
|
"f1": [
|
|
0.5833332538604736,
|
|
0.47398826479911804,
|
|
0.236453115940094,
|
|
0.1546391248703003,
|
|
0.2262442708015442,
|
|
0.21428564190864563,
|
|
0.33064505457878113,
|
|
0.33532923460006714,
|
|
0.3060108423233032,
|
|
0.4487804174423218,
|
|
0.15261036157608032,
|
|
0.25092241168022156,
|
|
0.3228345811367035,
|
|
0.2525251507759094,
|
|
0.213483065366745,
|
|
0.21192045509815216,
|
|
0.3173430860042572,
|
|
0.44705867767333984,
|
|
0.28220847249031067,
|
|
0.22058817744255066,
|
|
0.6436780691146851,
|
|
0.42285704612731934,
|
|
0.30456843972206116,
|
|
0.47826072573661804,
|
|
0.5402842164039612,
|
|
0.2406638264656067,
|
|
0.309278279542923,
|
|
0.15609751641750336,
|
|
0.4894513487815857,
|
|
0.36686381697654724,
|
|
0.34513264894485474,
|
|
0.2793295085430145,
|
|
0.255999892950058,
|
|
0.2658226788043976,
|
|
0.28415289521217346,
|
|
0.21782170236110687,
|
|
0.32978713512420654,
|
|
0.14285707473754883,
|
|
0.15384607017040253,
|
|
0.4493390619754791,
|
|
0.299465149641037,
|
|
0.5291827917098999,
|
|
0.24409443140029907,
|
|
0.26190465688705444,
|
|
0.18390797078609467,
|
|
0.13937276601791382,
|
|
0.17194563150405884,
|
|
0.44444432854652405,
|
|
0.46093741059303284,
|
|
0.41884803771972656,
|
|
0.20430098474025726,
|
|
0.2588233947753906,
|
|
0.4799998700618744,
|
|
0.6091369390487671,
|
|
0.4566209018230438,
|
|
0.11827950179576874,
|
|
0.45544540882110596,
|
|
0.283950537443161,
|
|
0.3493449091911316,
|
|
0.30939218401908875,
|
|
0.6576575636863708,
|
|
0.3999998867511749,
|
|
0.44554442167282104,
|
|
0.32142847776412964,
|
|
0.17441853880882263,
|
|
0.1818181276321411,
|
|
0.22549012303352356,
|
|
0.21857915818691254,
|
|
0.6461536884307861,
|
|
0.555065929889679,
|
|
0.30051806569099426,
|
|
0.49999988079071045,
|
|
0.11055269837379456,
|
|
0.34710732102394104,
|
|
0.19580411911010742,
|
|
0.6390531063079834,
|
|
0.5961536765098572,
|
|
0.13333328068256378,
|
|
0.1452513188123703,
|
|
0.21319790184497833,
|
|
0.16589856147766113,
|
|
0.26666656136512756,
|
|
0.6198828816413879,
|
|
0.32432422041893005,
|
|
0.15053758025169373,
|
|
0.38596484065055847,
|
|
0.2758620083332062,
|
|
0.3043477237224579,
|
|
0.15999995172023773,
|
|
0.3032490015029907,
|
|
0.26455017924308777,
|
|
0.4731181561946869,
|
|
0.1754385232925415,
|
|
0.19277101755142212,
|
|
0.5799998641014099,
|
|
0.36431220173835754,
|
|
0.21100911498069763,
|
|
0.2473117560148239,
|
|
0.1764705330133438,
|
|
0.3272726535797119
|
|
],
|
|
"time": 39.16998966410756,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 0.27252134680747986,
|
|
"val_loss": 4.167922019958496,
|
|
"acc": 33.08,
|
|
"f1": [
|
|
0.6590906977653503,
|
|
0.46534639596939087,
|
|
0.21296289563179016,
|
|
0.20382159948349,
|
|
0.21296289563179016,
|
|
0.2099446803331375,
|
|
0.3469386696815491,
|
|
0.35454532504081726,
|
|
0.2815532982349396,
|
|
0.48044681549072266,
|
|
0.1717790812253952,
|
|
0.2148759663105011,
|
|
0.291139155626297,
|
|
0.236453115940094,
|
|
0.21989519894123077,
|
|
0.239436537027359,
|
|
0.3269230127334595,
|
|
0.4999999403953552,
|
|
0.2999999225139618,
|
|
0.23913034796714783,
|
|
0.6310677528381348,
|
|
0.4819276034832001,
|
|
0.2786884307861328,
|
|
0.362318754196167,
|
|
0.6391751170158386,
|
|
0.15584410727024078,
|
|
0.27649760246276855,
|
|
0.09756091237068176,
|
|
0.4999998211860657,
|
|
0.3131312429904938,
|
|
0.37433144450187683,
|
|
0.27343741059303284,
|
|
0.2758619785308838,
|
|
0.31730762124061584,
|
|
0.20809243619441986,
|
|
0.2121211588382721,
|
|
0.32335323095321655,
|
|
0.15053758025169373,
|
|
0.15950913727283478,
|
|
0.3768996298313141,
|
|
0.25906726717948914,
|
|
0.5084744691848755,
|
|
0.22325573861598969,
|
|
0.26086947321891785,
|
|
0.21599994599819183,
|
|
0.20388342440128326,
|
|
0.17142850160598755,
|
|
0.4347825050354004,
|
|
0.47107425332069397,
|
|
0.31788066029548645,
|
|
0.16993455588817596,
|
|
0.20304562151432037,
|
|
0.5135133862495422,
|
|
0.525139570236206,
|
|
0.4435482919216156,
|
|
0.07692301273345947,
|
|
0.44339612126350403,
|
|
0.34972667694091797,
|
|
0.41414129734039307,
|
|
0.2914571762084961,
|
|
0.7123286128044128,
|
|
0.3882351815700531,
|
|
0.41964274644851685,
|
|
0.3855420649051666,
|
|
0.13513506948947906,
|
|
0.15894033014774323,
|
|
0.2580644488334656,
|
|
0.3139533996582031,
|
|
0.6984125375747681,
|
|
0.5842695236206055,
|
|
0.3286384046077728,
|
|
0.5167463421821594,
|
|
0.09142850339412689,
|
|
0.3880595862865448,
|
|
0.1754385232925415,
|
|
0.5698322653770447,
|
|
0.6210044622421265,
|
|
0.08917191624641418,
|
|
0.16438350081443787,
|
|
0.32835814356803894,
|
|
0.13836471736431122,
|
|
0.24543075263500214,
|
|
0.6339284181594849,
|
|
0.30120471119880676,
|
|
0.22222214937210083,
|
|
0.48598119616508484,
|
|
0.41935470700263977,
|
|
0.3102039694786072,
|
|
0.1576354056596756,
|
|
0.28115007281303406,
|
|
0.2594141364097595,
|
|
0.49756085872650146,
|
|
0.26666656136512756,
|
|
0.22831043601036072,
|
|
0.5744680166244507,
|
|
0.4787232577800751,
|
|
0.208791121840477,
|
|
0.27777767181396484,
|
|
0.15757569670677185,
|
|
0.2751321792602539
|
|
],
|
|
"time": 38.09899791702628,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 0.28799504041671753,
|
|
"val_loss": 3.706674337387085,
|
|
"acc": 32.78,
|
|
"f1": [
|
|
0.5837318897247314,
|
|
0.44444432854652405,
|
|
0.2755904495716095,
|
|
0.03305782005190849,
|
|
0.18604643642902374,
|
|
0.30468741059303284,
|
|
0.33333325386047363,
|
|
0.32183900475502014,
|
|
0.3463686406612396,
|
|
0.3820223808288574,
|
|
0.19999995827674866,
|
|
0.2176164984703064,
|
|
0.37373724579811096,
|
|
0.2843136191368103,
|
|
0.2105262726545334,
|
|
0.228571355342865,
|
|
0.2901960015296936,
|
|
0.46231144666671753,
|
|
0.28699544072151184,
|
|
0.239520862698555,
|
|
0.6382977366447449,
|
|
0.445652037858963,
|
|
0.30303022265434265,
|
|
0.4292682111263275,
|
|
0.5624998807907104,
|
|
0.19999992847442627,
|
|
0.24528293311595917,
|
|
0.18079088628292084,
|
|
0.4408600926399231,
|
|
0.28813549876213074,
|
|
0.36046499013900757,
|
|
0.25352105498313904,
|
|
0.21890540421009064,
|
|
0.36470577120780945,
|
|
0.2702701687812805,
|
|
0.19913412630558014,
|
|
0.3265305161476135,
|
|
0.20833326876163483,
|
|
0.10695181041955948,
|
|
0.5102879405021667,
|
|
0.2983424663543701,
|
|
0.5894736051559448,
|
|
0.25954189896583557,
|
|
0.2751321792602539,
|
|
0.1762113720178604,
|
|
0.20224712789058685,
|
|
0.17834389209747314,
|
|
0.44347813725471497,
|
|
0.4799998700618744,
|
|
0.3999998867511749,
|
|
0.21402208507061005,
|
|
0.20134222507476807,
|
|
0.49999988079071045,
|
|
0.5784311890602112,
|
|
0.3580785095691681,
|
|
0.0886075422167778,
|
|
0.38709667325019836,
|
|
0.30120471119880676,
|
|
0.423912912607193,
|
|
0.28193822503089905,
|
|
0.6842103600502014,
|
|
0.4705881178379059,
|
|
0.4329003393650055,
|
|
0.3714284896850586,
|
|
0.11538457125425339,
|
|
0.15165871381759644,
|
|
0.21323524415493011,
|
|
0.36458322405815125,
|
|
0.6574072241783142,
|
|
0.5837836861610413,
|
|
0.3478260338306427,
|
|
0.33962252736091614,
|
|
0.07185622304677963,
|
|
0.2995593845844269,
|
|
0.15813946723937988,
|
|
0.6129031181335449,
|
|
0.5683058500289917,
|
|
0.15887843072414398,
|
|
0.16753920912742615,
|
|
0.2888887822628021,
|
|
0.19736838340759277,
|
|
0.24669595062732697,
|
|
0.6144576668739319,
|
|
0.2793295085430145,
|
|
0.1556885540485382,
|
|
0.4766353964805603,
|
|
0.385650098323822,
|
|
0.38918909430503845,
|
|
0.13333329558372498,
|
|
0.2872926890850067,
|
|
0.23364479839801788,
|
|
0.3533332645893097,
|
|
0.21621614694595337,
|
|
0.19999994337558746,
|
|
0.5925924777984619,
|
|
0.4308941662311554,
|
|
0.2659573554992676,
|
|
0.2526314854621887,
|
|
0.18905465304851532,
|
|
0.29523801803588867
|
|
],
|
|
"time": 38.20053308643401,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 0.20157872140407562,
|
|
"val_loss": 4.030007362365723,
|
|
"acc": 32.76,
|
|
"f1": [
|
|
0.5699998736381531,
|
|
0.41052618622779846,
|
|
0.2545453608036041,
|
|
0.1734103411436081,
|
|
0.21969690918922424,
|
|
0.1951218843460083,
|
|
0.41666656732559204,
|
|
0.22784802317619324,
|
|
0.31205663084983826,
|
|
0.40677955746650696,
|
|
0.2116401493549347,
|
|
0.20833326876163483,
|
|
0.22222214937210083,
|
|
0.28181809186935425,
|
|
0.2290075719356537,
|
|
0.24299058318138123,
|
|
0.3529410660266876,
|
|
0.4690264165401459,
|
|
0.2790696918964386,
|
|
0.2127658873796463,
|
|
0.624390184879303,
|
|
0.4622220993041992,
|
|
0.3628317713737488,
|
|
0.44943806529045105,
|
|
0.5624998807907104,
|
|
0.2545453906059265,
|
|
0.2446807622909546,
|
|
0.22325573861598969,
|
|
0.4387753903865814,
|
|
0.32835814356803894,
|
|
0.3636362552642822,
|
|
0.31081071496009827,
|
|
0.22222214937210083,
|
|
0.35051536560058594,
|
|
0.24999989569187164,
|
|
0.13223135471343994,
|
|
0.26373615860939026,
|
|
0.19047611951828003,
|
|
0.17573215067386627,
|
|
0.42735034227371216,
|
|
0.2620086967945099,
|
|
0.6553670763969421,
|
|
0.2731276750564575,
|
|
0.3170028030872345,
|
|
0.1290321946144104,
|
|
0.15384609997272491,
|
|
0.13095231354236603,
|
|
0.5108694434165955,
|
|
0.49999988079071045,
|
|
0.4545453190803528,
|
|
0.19047613441944122,
|
|
0.23225797712802887,
|
|
0.5428570508956909,
|
|
0.5310733318328857,
|
|
0.44621503353118896,
|
|
0.1478598713874817,
|
|
0.46511611342430115,
|
|
0.30674833059310913,
|
|
0.39999985694885254,
|
|
0.28571417927742004,
|
|
0.7213113307952881,
|
|
0.43575406074523926,
|
|
0.41052618622779846,
|
|
0.2754489779472351,
|
|
0.10738249123096466,
|
|
0.15294109284877777,
|
|
0.23622041940689087,
|
|
0.31535258889198303,
|
|
0.6666665077209473,
|
|
0.5087717771530151,
|
|
0.35384607315063477,
|
|
0.4607328474521637,
|
|
0.10457510501146317,
|
|
0.3711339235305786,
|
|
0.1694914698600769,
|
|
0.5641024112701416,
|
|
0.6057141423225403,
|
|
0.12844030559062958,
|
|
0.1673639565706253,
|
|
0.3592231869697571,
|
|
0.16666659712791443,
|
|
0.28723397850990295,
|
|
0.6395347118377686,
|
|
0.3024054169654846,
|
|
0.23170723021030426,
|
|
0.3666665554046631,
|
|
0.3468207120895386,
|
|
0.3431371748447418,
|
|
0.1675977110862732,
|
|
0.2514968812465668,
|
|
0.24999991059303284,
|
|
0.4666665494441986,
|
|
0.17449656128883362,
|
|
0.1798941045999527,
|
|
0.5866665840148926,
|
|
0.432748407125473,
|
|
0.22485199570655823,
|
|
0.26881712675094604,
|
|
0.17647051811218262,
|
|
0.2999999225139618
|
|
],
|
|
"time": 39.229293377138674,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 0.2828091084957123,
|
|
"val_loss": 4.291905879974365,
|
|
"acc": 30.83,
|
|
"f1": [
|
|
0.48535552620887756,
|
|
0.40935659408569336,
|
|
0.2075471132993698,
|
|
0.15730330348014832,
|
|
0.15999992191791534,
|
|
0.23312875628471375,
|
|
0.28187909722328186,
|
|
0.24324317276477814,
|
|
0.3563217520713806,
|
|
0.3529411256313324,
|
|
0.1818181276321411,
|
|
0.13138681650161743,
|
|
0.27799221873283386,
|
|
0.18045106530189514,
|
|
0.24719089269638062,
|
|
0.23076915740966797,
|
|
0.2955974340438843,
|
|
0.41721847653388977,
|
|
0.22929932177066803,
|
|
0.24460424482822418,
|
|
0.6699506640434265,
|
|
0.4466018080711365,
|
|
0.30701744556427,
|
|
0.19696961343288422,
|
|
0.5631066560745239,
|
|
0.19753079116344452,
|
|
0.24896258115768433,
|
|
0.14371250569820404,
|
|
0.4607328474521637,
|
|
0.26395928859710693,
|
|
0.35416656732559204,
|
|
0.27102795243263245,
|
|
0.2340424805879593,
|
|
0.29292917251586914,
|
|
0.264317125082016,
|
|
0.16814152896404266,
|
|
0.2208588421344757,
|
|
0.20512813329696655,
|
|
0.10038603842258453,
|
|
0.42914968729019165,
|
|
0.2616821527481079,
|
|
0.5221238136291504,
|
|
0.19689112901687622,
|
|
0.3267325758934021,
|
|
0.17085421085357666,
|
|
0.16666659712791443,
|
|
0.11764699220657349,
|
|
0.42790690064430237,
|
|
0.4696355164051056,
|
|
0.348314493894577,
|
|
0.21505369246006012,
|
|
0.25274714827537537,
|
|
0.4927534759044647,
|
|
0.49999988079071045,
|
|
0.3809523284435272,
|
|
0.07070700079202652,
|
|
0.5217390060424805,
|
|
0.3265305161476135,
|
|
0.39490434527397156,
|
|
0.2783504128456116,
|
|
0.642857015132904,
|
|
0.3731342554092407,
|
|
0.43153515458106995,
|
|
0.314606636762619,
|
|
0.16033749282360077,
|
|
0.09150320291519165,
|
|
0.21428564190864563,
|
|
0.2745096981525421,
|
|
0.5822783708572388,
|
|
0.502282977104187,
|
|
0.23834188282489777,
|
|
0.4028775990009308,
|
|
0.1390373706817627,
|
|
0.30526304244995117,
|
|
0.15189866721630096,
|
|
0.5714284777641296,
|
|
0.49084240198135376,
|
|
0.10526309907436371,
|
|
0.1455938220024109,
|
|
0.2680411636829376,
|
|
0.11111104488372803,
|
|
0.20338977873325348,
|
|
0.6421051621437073,
|
|
0.24285705387592316,
|
|
0.16091948747634888,
|
|
0.46728962659835815,
|
|
0.3534882664680481,
|
|
0.3267972767353058,
|
|
0.15827332437038422,
|
|
0.324607253074646,
|
|
0.28571417927742004,
|
|
0.5324673652648926,
|
|
0.1970442682504654,
|
|
0.16455689072608948,
|
|
0.5344826579093933,
|
|
0.4713374376296997,
|
|
0.2656249403953552,
|
|
0.26621150970458984,
|
|
0.16793888807296753,
|
|
0.30409345030784607
|
|
],
|
|
"time": 39.255126282572746,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 0.289839506149292,
|
|
"val_loss": 3.958045482635498,
|
|
"acc": 33.21,
|
|
"f1": [
|
|
0.511627733707428,
|
|
0.38888880610466003,
|
|
0.16149060428142548,
|
|
0.15894033014774323,
|
|
0.18390797078609467,
|
|
0.27102795243263245,
|
|
0.39810416102409363,
|
|
0.3352600038051605,
|
|
0.28225794434547424,
|
|
0.4203820824623108,
|
|
0.1325300633907318,
|
|
0.24615377187728882,
|
|
0.3417084515094757,
|
|
0.2812499403953552,
|
|
0.23602473735809326,
|
|
0.27272722125053406,
|
|
0.3657141625881195,
|
|
0.45714277029037476,
|
|
0.2949307858943939,
|
|
0.21782170236110687,
|
|
0.5975608825683594,
|
|
0.4814813435077667,
|
|
0.31538453698158264,
|
|
0.4845814108848572,
|
|
0.6310677528381348,
|
|
0.22115376591682434,
|
|
0.20689648389816284,
|
|
0.18274106085300446,
|
|
0.46486473083496094,
|
|
0.30150744318962097,
|
|
0.35714274644851685,
|
|
0.2558138370513916,
|
|
0.2561575770378113,
|
|
0.33333322405815125,
|
|
0.282828152179718,
|
|
0.1748633086681366,
|
|
0.4050631821155548,
|
|
0.16923069953918457,
|
|
0.19801974296569824,
|
|
0.3466665744781494,
|
|
0.28758159279823303,
|
|
0.577777624130249,
|
|
0.2575106620788574,
|
|
0.26900574564933777,
|
|
0.16666659712791443,
|
|
0.20388342440128326,
|
|
0.15189866721630096,
|
|
0.4502616822719574,
|
|
0.507771909236908,
|
|
0.3654821515083313,
|
|
0.15966379642486572,
|
|
0.2702701687812805,
|
|
0.5229355692863464,
|
|
0.5636362433433533,
|
|
0.37499985098838806,
|
|
0.08888882398605347,
|
|
0.507771909236908,
|
|
0.3203882575035095,
|
|
0.4083768427371979,
|
|
0.3603602349758148,
|
|
0.6960350871086121,
|
|
0.4024389386177063,
|
|
0.3908045291900635,
|
|
0.37735840678215027,
|
|
0.11881181597709656,
|
|
0.14545448124408722,
|
|
0.21993118524551392,
|
|
0.3398057222366333,
|
|
0.6742855310440063,
|
|
0.5567008852958679,
|
|
0.38775497674942017,
|
|
0.5136610269546509,
|
|
0.08092478662729263,
|
|
0.3389829695224762,
|
|
0.21428564190864563,
|
|
0.568720281124115,
|
|
0.6024094820022583,
|
|
0.08391603082418442,
|
|
0.23204411566257477,
|
|
0.2812499403953552,
|
|
0.09195395559072495,
|
|
0.23770485818386078,
|
|
0.6458331942558289,
|
|
0.3314915895462036,
|
|
0.17931029200553894,
|
|
0.4380951225757599,
|
|
0.37158459424972534,
|
|
0.436893105506897,
|
|
0.17560969293117523,
|
|
0.3003412187099457,
|
|
0.2419928014278412,
|
|
0.42162150144577026,
|
|
0.25274714827537537,
|
|
0.154929518699646,
|
|
0.6120217442512512,
|
|
0.4545453190803528,
|
|
0.29319363832473755,
|
|
0.28571420907974243,
|
|
0.10218973457813263,
|
|
0.3285022974014282
|
|
],
|
|
"time": 39.19391380157322,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 0.31284594535827637,
|
|
"val_loss": 4.041016578674316,
|
|
"acc": 33.37,
|
|
"f1": [
|
|
0.48034927248954773,
|
|
0.46242761611938477,
|
|
0.25570768117904663,
|
|
0.17877088487148285,
|
|
0.20289847254753113,
|
|
0.264317125082016,
|
|
0.3555554449558258,
|
|
0.26751580834388733,
|
|
0.3363635540008545,
|
|
0.38626599311828613,
|
|
0.20731700956821442,
|
|
0.15957440435886383,
|
|
0.255813866853714,
|
|
0.1647058129310608,
|
|
0.24409443140029907,
|
|
0.30120471119880676,
|
|
0.3122362196445465,
|
|
0.5130888819694519,
|
|
0.3215685188770294,
|
|
0.23602473735809326,
|
|
0.5882351994514465,
|
|
0.4065573215484619,
|
|
0.3351350426673889,
|
|
0.4265401363372803,
|
|
0.6243385076522827,
|
|
0.1694914698600769,
|
|
0.17218534648418427,
|
|
0.21524657309055328,
|
|
0.4489794969558716,
|
|
0.28415289521217346,
|
|
0.36585354804992676,
|
|
0.24657529592514038,
|
|
0.281406968832016,
|
|
0.29032251238822937,
|
|
0.26244333386421204,
|
|
0.1290322095155716,
|
|
0.26573416590690613,
|
|
0.23391805589199066,
|
|
0.16374263167381287,
|
|
0.4651161730289459,
|
|
0.3387977182865143,
|
|
0.5668447613716125,
|
|
0.24166658520698547,
|
|
0.3352600038051605,
|
|
0.1365852952003479,
|
|
0.18905465304851532,
|
|
0.18279562890529633,
|
|
0.4459015727043152,
|
|
0.4705880880355835,
|
|
0.41340771317481995,
|
|
0.18548381328582764,
|
|
0.24372752010822296,
|
|
0.43708598613739014,
|
|
0.5423727631568909,
|
|
0.45535701513290405,
|
|
0.06993001699447632,
|
|
0.4972374439239502,
|
|
0.30701744556427,
|
|
0.30857133865356445,
|
|
0.28571420907974243,
|
|
0.7182319164276123,
|
|
0.4561401903629303,
|
|
0.49999988079071045,
|
|
0.3576158285140991,
|
|
0.16748763620853424,
|
|
0.22352932393550873,
|
|
0.25116273760795593,
|
|
0.28999990224838257,
|
|
0.6454544067382812,
|
|
0.48927029967308044,
|
|
0.31914883852005005,
|
|
0.5207546353340149,
|
|
0.11042939126491547,
|
|
0.3317534327507019,
|
|
0.2176164984703064,
|
|
0.5858584046363831,
|
|
0.5508472919464111,
|
|
0.15730330348014832,
|
|
0.15277770161628723,
|
|
0.3228698670864105,
|
|
0.18404902517795563,
|
|
0.28571420907974243,
|
|
0.6517856121063232,
|
|
0.2898550033569336,
|
|
0.1704544872045517,
|
|
0.44230756163597107,
|
|
0.37305691838264465,
|
|
0.3308822214603424,
|
|
0.16867463290691376,
|
|
0.2987011969089508,
|
|
0.22047238051891327,
|
|
0.5445024967193604,
|
|
0.24186037480831146,
|
|
0.16161610186100006,
|
|
0.5981307029724121,
|
|
0.4999999403953552,
|
|
0.18784524500370026,
|
|
0.33684200048446655,
|
|
0.15957440435886383,
|
|
0.3398057222366333
|
|
],
|
|
"time": 39.15175191592425,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 0.26581013202667236,
|
|
"val_loss": 3.9131062030792236,
|
|
"acc": 32.34,
|
|
"f1": [
|
|
0.5429863333702087,
|
|
0.38983041048049927,
|
|
0.1398600935935974,
|
|
0.18713442981243134,
|
|
0.212290421128273,
|
|
0.2735848128795624,
|
|
0.3135887682437897,
|
|
0.26041656732559204,
|
|
0.3307085335254669,
|
|
0.3577980697154999,
|
|
0.21395343542099,
|
|
0.18579228222370148,
|
|
0.30456843972206116,
|
|
0.24999991059303284,
|
|
0.23111103475093842,
|
|
0.21256029605865479,
|
|
0.3431371748447418,
|
|
0.4347825050354004,
|
|
0.2833332419395447,
|
|
0.265060156583786,
|
|
0.6631014943122864,
|
|
0.38862547278404236,
|
|
0.28571420907974243,
|
|
0.43781083822250366,
|
|
0.5897434949874878,
|
|
0.2404370754957199,
|
|
0.19417467713356018,
|
|
0.21097040176391602,
|
|
0.36046499013900757,
|
|
0.31205663084983826,
|
|
0.382978618144989,
|
|
0.18978095054626465,
|
|
0.22352932393550873,
|
|
0.27118635177612305,
|
|
0.2269502729177475,
|
|
0.18248169124126434,
|
|
0.27173903584480286,
|
|
0.1965317279100418,
|
|
0.17283941805362701,
|
|
0.4306218922138214,
|
|
0.2719297707080841,
|
|
0.5863873362541199,
|
|
0.22797919809818268,
|
|
0.30522075295448303,
|
|
0.21621613204479218,
|
|
0.212290421128273,
|
|
0.21518979966640472,
|
|
0.43523305654525757,
|
|
0.5465114712715149,
|
|
0.362499862909317,
|
|
0.20472435653209686,
|
|
0.24742262065410614,
|
|
0.4834122061729431,
|
|
0.4962405264377594,
|
|
0.4731181561946869,
|
|
0.08144789934158325,
|
|
0.47761180996894836,
|
|
0.29319363832473755,
|
|
0.40935659408569336,
|
|
0.29875513911247253,
|
|
0.727272629737854,
|
|
0.41314542293548584,
|
|
0.4818180501461029,
|
|
0.3231440484523773,
|
|
0.12765949964523315,
|
|
0.1990949511528015,
|
|
0.13664589822292328,
|
|
0.2592591643333435,
|
|
0.6555553674697876,
|
|
0.4903845191001892,
|
|
0.4262293577194214,
|
|
0.48510628938674927,
|
|
0.08866989612579346,
|
|
0.3157894015312195,
|
|
0.17272719740867615,
|
|
0.5749998092651367,
|
|
0.5089604258537292,
|
|
0.17821775376796722,
|
|
0.17441853880882263,
|
|
0.210526242852211,
|
|
0.14342623949050903,
|
|
0.25342458486557007,
|
|
0.6167399883270264,
|
|
0.2731706500053406,
|
|
0.20118334889411926,
|
|
0.4330707788467407,
|
|
0.4205606281757355,
|
|
0.3741934299468994,
|
|
0.18934904038906097,
|
|
0.24999988079071045,
|
|
0.2532750070095062,
|
|
0.47107425332069397,
|
|
0.20408158004283905,
|
|
0.11707311123609543,
|
|
0.6081869602203369,
|
|
0.4432430863380432,
|
|
0.25116273760795593,
|
|
0.29319363832473755,
|
|
0.1639343500137329,
|
|
0.31632643938064575
|
|
],
|
|
"time": 39.28937891498208,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 0.2252047210931778,
|
|
"val_loss": 3.9714202880859375,
|
|
"acc": 31.84,
|
|
"f1": [
|
|
0.596684992313385,
|
|
0.40191373229026794,
|
|
0.17610056698322296,
|
|
0.10071936994791031,
|
|
0.2105262726545334,
|
|
0.21428564190864563,
|
|
0.3248729705810547,
|
|
0.3387095630168915,
|
|
0.2749999165534973,
|
|
0.4210525155067444,
|
|
0.15853650867938995,
|
|
0.1704544872045517,
|
|
0.33744847774505615,
|
|
0.28571420907974243,
|
|
0.23893800377845764,
|
|
0.21568621695041656,
|
|
0.34615373611450195,
|
|
0.40350866317749023,
|
|
0.33918121457099915,
|
|
0.2357722967863083,
|
|
0.6774192452430725,
|
|
0.4912279546260834,
|
|
0.2790696918964386,
|
|
0.4795917272567749,
|
|
0.5934064984321594,
|
|
0.26206886768341064,
|
|
0.18248169124126434,
|
|
0.1655171811580658,
|
|
0.497041255235672,
|
|
0.36871495842933655,
|
|
0.3675212860107422,
|
|
0.2948717176914215,
|
|
0.220779150724411,
|
|
0.36082467436790466,
|
|
0.2617800235748291,
|
|
0.14847156405448914,
|
|
0.31506839394569397,
|
|
0.22299645841121674,
|
|
0.16249993443489075,
|
|
0.48076915740966797,
|
|
0.42857128381729126,
|
|
0.6021503806114197,
|
|
0.22950813174247742,
|
|
0.22988496720790863,
|
|
0.18009470403194427,
|
|
0.216666579246521,
|
|
0.20689646899700165,
|
|
0.48484835028648376,
|
|
0.37888196110725403,
|
|
0.35643553733825684,
|
|
0.179775208234787,
|
|
0.3041473925113678,
|
|
0.42931926250457764,
|
|
0.5423727631568909,
|
|
0.3900708854198456,
|
|
0.0451127365231514,
|
|
0.4698793888092041,
|
|
0.22222214937210083,
|
|
0.34883710741996765,
|
|
0.22999992966651917,
|
|
0.6309522390365601,
|
|
0.4596272110939026,
|
|
0.46534639596939087,
|
|
0.2901553809642792,
|
|
0.1156068742275238,
|
|
0.12244893610477448,
|
|
0.2713177502155304,
|
|
0.30275216698646545,
|
|
0.5889569520950317,
|
|
0.5257730484008789,
|
|
0.31067952513694763,
|
|
0.40789464116096497,
|
|
0.08484841883182526,
|
|
0.278787761926651,
|
|
0.1747572273015976,
|
|
0.5348835587501526,
|
|
0.6051281094551086,
|
|
0.12949636578559875,
|
|
0.13736258447170258,
|
|
0.2736841142177582,
|
|
0.17813760042190552,
|
|
0.24999994039535522,
|
|
0.6631577014923096,
|
|
0.31632643938064575,
|
|
0.1764705330133438,
|
|
0.43349742889404297,
|
|
0.39655160903930664,
|
|
0.3220337927341461,
|
|
0.1584157943725586,
|
|
0.2645913362503052,
|
|
0.21917803585529327,
|
|
0.4161849021911621,
|
|
0.15702472627162933,
|
|
0.2873562276363373,
|
|
0.6129031181335449,
|
|
0.4606059193611145,
|
|
0.22222214937210083,
|
|
0.29166659712791443,
|
|
0.1866665780544281,
|
|
0.27777770161628723
|
|
],
|
|
"time": 39.235543561168015,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 0.23700428009033203,
|
|
"val_loss": 3.97078013420105,
|
|
"acc": 33.08,
|
|
"f1": [
|
|
0.5948716402053833,
|
|
0.38834938406944275,
|
|
0.20512813329696655,
|
|
0.23529404401779175,
|
|
0.1857142299413681,
|
|
0.28402355313301086,
|
|
0.2923975884914398,
|
|
0.34883710741996765,
|
|
0.2937852144241333,
|
|
0.4277455508708954,
|
|
0.09929072856903076,
|
|
0.24864855408668518,
|
|
0.2804426848888397,
|
|
0.20487797260284424,
|
|
0.2949307858943939,
|
|
0.20689649879932404,
|
|
0.3267325758934021,
|
|
0.4427480101585388,
|
|
0.22619038820266724,
|
|
0.23391805589199066,
|
|
0.6108372807502747,
|
|
0.4947367310523987,
|
|
0.3666665554046631,
|
|
0.5217390656471252,
|
|
0.5933012366294861,
|
|
0.19565211236476898,
|
|
0.26484012603759766,
|
|
0.11695900559425354,
|
|
0.42931926250457764,
|
|
0.2844826877117157,
|
|
0.4043320417404175,
|
|
0.3024389147758484,
|
|
0.25233638286590576,
|
|
0.348314493894577,
|
|
0.26785707473754883,
|
|
0.15602830052375793,
|
|
0.32258057594299316,
|
|
0.19780214130878448,
|
|
0.18279562890529633,
|
|
0.4296874403953552,
|
|
0.36241599917411804,
|
|
0.6229507327079773,
|
|
0.2330826371908188,
|
|
0.29107969999313354,
|
|
0.20095685124397278,
|
|
0.19047613441944122,
|
|
0.20535708963871002,
|
|
0.44444435834884644,
|
|
0.42253515124320984,
|
|
0.34013596177101135,
|
|
0.20111726224422455,
|
|
0.28571417927742004,
|
|
0.4916200041770935,
|
|
0.5590060353279114,
|
|
0.4016392230987549,
|
|
0.1081080511212349,
|
|
0.46363624930381775,
|
|
0.3287670612335205,
|
|
0.3723403513431549,
|
|
0.27343741059303284,
|
|
0.7099998593330383,
|
|
0.46242761611938477,
|
|
0.40677958726882935,
|
|
0.29677411913871765,
|
|
0.16346149146556854,
|
|
0.14285710453987122,
|
|
0.19672127068042755,
|
|
0.3409090042114258,
|
|
0.6763284206390381,
|
|
0.547485888004303,
|
|
0.3529410660266876,
|
|
0.5786800384521484,
|
|
0.13592226803302765,
|
|
0.3225805461406708,
|
|
0.20472435653209686,
|
|
0.6185566186904907,
|
|
0.6048778891563416,
|
|
0.1282050609588623,
|
|
0.14953264594078064,
|
|
0.24675315618515015,
|
|
0.1445782482624054,
|
|
0.2748090624809265,
|
|
0.6504853367805481,
|
|
0.3699999153614044,
|
|
0.23280414938926697,
|
|
0.4331796169281006,
|
|
0.34246566891670227,
|
|
0.3716813027858734,
|
|
0.16216209530830383,
|
|
0.18934904038906097,
|
|
0.33333322405815125,
|
|
0.3385579586029053,
|
|
0.2399999499320984,
|
|
0.19867542386054993,
|
|
0.5624998807907104,
|
|
0.46428558230400085,
|
|
0.2909089922904968,
|
|
0.277310848236084,
|
|
0.2021275758743286,
|
|
0.263374388217926
|
|
],
|
|
"time": 39.27142349164933,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 0.22946175932884216,
|
|
"val_loss": 3.879995346069336,
|
|
"acc": 33.16,
|
|
"f1": [
|
|
0.5747125148773193,
|
|
0.43715834617614746,
|
|
0.26206886768341064,
|
|
0.13414627313613892,
|
|
0.22784802317619324,
|
|
0.262857049703598,
|
|
0.3666665554046631,
|
|
0.3394494354724884,
|
|
0.3290042281150818,
|
|
0.3775508999824524,
|
|
0.123287633061409,
|
|
0.19540224969387054,
|
|
0.31543615460395813,
|
|
0.2792791724205017,
|
|
0.2843601107597351,
|
|
0.22950810194015503,
|
|
0.30158719420433044,
|
|
0.5119045972824097,
|
|
0.3253587782382965,
|
|
0.2583731412887573,
|
|
0.6549705862998962,
|
|
0.4454975128173828,
|
|
0.36686381697654724,
|
|
0.45918354392051697,
|
|
0.5462554097175598,
|
|
0.1811593621969223,
|
|
0.23275858163833618,
|
|
0.17721512913703918,
|
|
0.48837196826934814,
|
|
0.29752060770988464,
|
|
0.35582810640335083,
|
|
0.29197075963020325,
|
|
0.2236841470003128,
|
|
0.3445691764354706,
|
|
0.2376236915588379,
|
|
0.15300540626049042,
|
|
0.3253011107444763,
|
|
0.19475649297237396,
|
|
0.14814810454845428,
|
|
0.4725273549556732,
|
|
0.3152172863483429,
|
|
0.5942855477333069,
|
|
0.1960783749818802,
|
|
0.27083322405815125,
|
|
0.17241372168064117,
|
|
0.1528661698102951,
|
|
0.15706801414489746,
|
|
0.4044942855834961,
|
|
0.46025097370147705,
|
|
0.43298953771591187,
|
|
0.18713442981243134,
|
|
0.18478251993656158,
|
|
0.4640882611274719,
|
|
0.5092591643333435,
|
|
0.44808733463287354,
|
|
0.09016387909650803,
|
|
0.4222221076488495,
|
|
0.29032251238822937,
|
|
0.40404030680656433,
|
|
0.26038771867752075,
|
|
0.6862744092941284,
|
|
0.4222221076488495,
|
|
0.4313724637031555,
|
|
0.35616427659988403,
|
|
0.1258740872144699,
|
|
0.21468918025493622,
|
|
0.25125616788864136,
|
|
0.30526304244995117,
|
|
0.6493505239486694,
|
|
0.5714284777641296,
|
|
0.35185176134109497,
|
|
0.5373133420944214,
|
|
0.12307685613632202,
|
|
0.3697478175163269,
|
|
0.2810809910297394,
|
|
0.6255922317504883,
|
|
0.5979380011558533,
|
|
0.11464963108301163,
|
|
0.1855669468641281,
|
|
0.3269230127334595,
|
|
0.15053758025169373,
|
|
0.27322396636009216,
|
|
0.639269232749939,
|
|
0.31417617201805115,
|
|
0.18579228222370148,
|
|
0.423912912607193,
|
|
0.327868789434433,
|
|
0.3560605049133301,
|
|
0.19905206561088562,
|
|
0.26153838634490967,
|
|
0.2722512185573578,
|
|
0.48205116391181946,
|
|
0.22608689963817596,
|
|
0.19999994337558746,
|
|
0.5933012366294861,
|
|
0.3885713219642639,
|
|
0.31034475564956665,
|
|
0.2758619785308838,
|
|
0.09090903401374817,
|
|
0.26388877630233765
|
|
],
|
|
"time": 39.121855644509196,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 0.2927183508872986,
|
|
"val_loss": 4.247140884399414,
|
|
"acc": 32.59,
|
|
"f1": [
|
|
0.5775399804115295,
|
|
0.4108106791973114,
|
|
0.2895926535129547,
|
|
0.10377352684736252,
|
|
0.17171710729599,
|
|
0.2560974657535553,
|
|
0.34513264894485474,
|
|
0.3037973642349243,
|
|
0.3417084515094757,
|
|
0.3399999141693115,
|
|
0.08465602248907089,
|
|
0.2774565517902374,
|
|
0.2612243890762329,
|
|
0.2181817591190338,
|
|
0.23008842766284943,
|
|
0.2297871857881546,
|
|
0.36809808015823364,
|
|
0.4894513487815857,
|
|
0.26056331396102905,
|
|
0.24742262065410614,
|
|
0.7191009521484375,
|
|
0.46913570165634155,
|
|
0.27309226989746094,
|
|
0.40740731358528137,
|
|
0.5933012366294861,
|
|
0.20320846140384674,
|
|
0.2475246638059616,
|
|
0.18999992311000824,
|
|
0.4472048580646515,
|
|
0.2731276750564575,
|
|
0.37426888942718506,
|
|
0.29032251238822937,
|
|
0.21568621695041656,
|
|
0.3170730471611023,
|
|
0.2621358335018158,
|
|
0.1390373706817627,
|
|
0.36464083194732666,
|
|
0.15909084677696228,
|
|
0.09523802250623703,
|
|
0.43678146600723267,
|
|
0.3386242389678955,
|
|
0.5399999022483826,
|
|
0.23115570843219757,
|
|
0.3234041631221771,
|
|
0.11111105233430862,
|
|
0.15315312147140503,
|
|
0.2643677294254303,
|
|
0.47435885667800903,
|
|
0.45569613575935364,
|
|
0.23021577298641205,
|
|
0.21978014707565308,
|
|
0.21951211988925934,
|
|
0.5533979535102844,
|
|
0.653465211391449,
|
|
0.4566209018230438,
|
|
0.04444439709186554,
|
|
0.4561401903629303,
|
|
0.3102039694786072,
|
|
0.38095223903656006,
|
|
0.33027511835098267,
|
|
0.6772485375404358,
|
|
0.43442606925964355,
|
|
0.42914968729019165,
|
|
0.39520949125289917,
|
|
0.17073163390159607,
|
|
0.1938774734735489,
|
|
0.2629106938838959,
|
|
0.34579432010650635,
|
|
0.6896550059318542,
|
|
0.5130433440208435,
|
|
0.2556390166282654,
|
|
0.49655160307884216,
|
|
0.12322267889976501,
|
|
0.2890172600746155,
|
|
0.24875615537166595,
|
|
0.6122447848320007,
|
|
0.5566036701202393,
|
|
0.19607838988304138,
|
|
0.18772555887699127,
|
|
0.29906532168388367,
|
|
0.19620247185230255,
|
|
0.26262614130973816,
|
|
0.6379309296607971,
|
|
0.3111110329627991,
|
|
0.2243901938199997,
|
|
0.41379302740097046,
|
|
0.3499998450279236,
|
|
0.23529404401779175,
|
|
0.1642511636018753,
|
|
0.2559523284435272,
|
|
0.213483065366745,
|
|
0.41346144676208496,
|
|
0.19444438815116882,
|
|
0.18705029785633087,
|
|
0.6051281094551086,
|
|
0.4046241343021393,
|
|
0.2464454174041748,
|
|
0.2790696918964386,
|
|
0.11594197899103165,
|
|
0.32978713512420654
|
|
],
|
|
"time": 38.24002683535218,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 0.32683178782463074,
|
|
"val_loss": 4.494458198547363,
|
|
"acc": 31.92,
|
|
"f1": [
|
|
0.5067872405052185,
|
|
0.36842095851898193,
|
|
0.2614377737045288,
|
|
0.14062495529651642,
|
|
0.13846148550510406,
|
|
0.2914571762084961,
|
|
0.29189181327819824,
|
|
0.280898779630661,
|
|
0.3129250705242157,
|
|
0.4278606176376343,
|
|
0.16901402175426483,
|
|
0.19580411911010742,
|
|
0.3082706034183502,
|
|
0.23834188282489777,
|
|
0.2371133416891098,
|
|
0.256410151720047,
|
|
0.3285022974014282,
|
|
0.4836064279079437,
|
|
0.3076922297477722,
|
|
0.23628684878349304,
|
|
0.6330273747444153,
|
|
0.4606740176677704,
|
|
0.3018867075443268,
|
|
0.4150942265987396,
|
|
0.5842695236206055,
|
|
0.22891558706760406,
|
|
0.22058817744255066,
|
|
0.18181811273097992,
|
|
0.43601882457733154,
|
|
0.31034475564956665,
|
|
0.320441871881485,
|
|
0.24999989569187164,
|
|
0.21965309977531433,
|
|
0.3141360282897949,
|
|
0.3470318615436554,
|
|
0.1333332657814026,
|
|
0.25301194190979004,
|
|
0.17948710918426514,
|
|
0.07633582502603531,
|
|
0.3924526870250702,
|
|
0.3253587782382965,
|
|
0.5321887135505676,
|
|
0.21774189174175262,
|
|
0.30952370166778564,
|
|
0.11494245380163193,
|
|
0.1749999076128006,
|
|
0.23809516429901123,
|
|
0.4623654782772064,
|
|
0.4745761454105377,
|
|
0.3609755337238312,
|
|
0.17283941805362701,
|
|
0.2014387845993042,
|
|
0.502564013004303,
|
|
0.4999999403953552,
|
|
0.44651150703430176,
|
|
0.034682027995586395,
|
|
0.4160583019256592,
|
|
0.318471223115921,
|
|
0.41176462173461914,
|
|
0.2692307233810425,
|
|
0.684491753578186,
|
|
0.46242761611938477,
|
|
0.25098028779029846,
|
|
0.3625729978084564,
|
|
0.10370365530252457,
|
|
0.15261036157608032,
|
|
0.18279562890529633,
|
|
0.23655906319618225,
|
|
0.7081338167190552,
|
|
0.4526748061180115,
|
|
0.32075464725494385,
|
|
0.5208332538604736,
|
|
0.07843131572008133,
|
|
0.30263152718544006,
|
|
0.228571355342865,
|
|
0.5420559644699097,
|
|
0.47826072573661804,
|
|
0.08108101785182953,
|
|
0.13690471649169922,
|
|
0.2887699604034424,
|
|
0.17431186139583588,
|
|
0.24427475035190582,
|
|
0.49756085872650146,
|
|
0.3315507173538208,
|
|
0.18090447783470154,
|
|
0.39784935116767883,
|
|
0.3617020547389984,
|
|
0.32911381125450134,
|
|
0.20930227637290955,
|
|
0.23036640882492065,
|
|
0.27678564190864563,
|
|
0.4206008017063141,
|
|
0.19428564608097076,
|
|
0.13245026767253876,
|
|
0.625640869140625,
|
|
0.45814967155456543,
|
|
0.239999920129776,
|
|
0.24999991059303284,
|
|
0.20430098474025726,
|
|
0.2545453608036041
|
|
],
|
|
"time": 39.22960843145847,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 0.21634572744369507,
|
|
"val_loss": 4.017872333526611,
|
|
"acc": 30.89,
|
|
"f1": [
|
|
0.5019010901451111,
|
|
0.44651150703430176,
|
|
0.21649475395679474,
|
|
0.09729723632335663,
|
|
0.2202642410993576,
|
|
0.18719203770160675,
|
|
0.2553190588951111,
|
|
0.24719089269638062,
|
|
0.31944435834884644,
|
|
0.4070795178413391,
|
|
0.1657457947731018,
|
|
0.12738847732543945,
|
|
0.3260868787765503,
|
|
0.1594202220439911,
|
|
0.2558138370513916,
|
|
0.21428564190864563,
|
|
0.3516482412815094,
|
|
0.45918354392051697,
|
|
0.22999992966651917,
|
|
0.2115383893251419,
|
|
0.5742572546005249,
|
|
0.3827749788761139,
|
|
0.30337071418762207,
|
|
0.3542855978012085,
|
|
0.5074625611305237,
|
|
0.15902136266231537,
|
|
0.18025743961334229,
|
|
0.20392151176929474,
|
|
0.5167463421821594,
|
|
0.38157883286476135,
|
|
0.3999999165534973,
|
|
0.228571355342865,
|
|
0.18579228222370148,
|
|
0.34666651487350464,
|
|
0.20779214799404144,
|
|
0.07547163963317871,
|
|
0.28767114877700806,
|
|
0.15714280307292938,
|
|
0.19379839301109314,
|
|
0.47674402594566345,
|
|
0.32635971903800964,
|
|
0.5599998831748962,
|
|
0.23684203624725342,
|
|
0.3267325758934021,
|
|
0.1580546647310257,
|
|
0.14746539294719696,
|
|
0.19209031760692596,
|
|
0.4201679825782776,
|
|
0.5054942965507507,
|
|
0.3609755337238312,
|
|
0.20121948421001434,
|
|
0.23809516429901123,
|
|
0.5533979535102844,
|
|
0.45814967155456543,
|
|
0.35294109582901,
|
|
0.10377352684736252,
|
|
0.4550897181034088,
|
|
0.2886596620082855,
|
|
0.35502949357032776,
|
|
0.2649005651473999,
|
|
0.6837605237960815,
|
|
0.4466018080711365,
|
|
0.31275710463523865,
|
|
0.25954189896583557,
|
|
0.19230762124061584,
|
|
0.14666660130023956,
|
|
0.2649005651473999,
|
|
0.2622949779033661,
|
|
0.6285713315010071,
|
|
0.4770641028881073,
|
|
0.3873516917228699,
|
|
0.49027228355407715,
|
|
0.09523804485797882,
|
|
0.2525251507759094,
|
|
0.1970442682504654,
|
|
0.5063289999961853,
|
|
0.5783131122589111,
|
|
0.13541659712791443,
|
|
0.13095231354236603,
|
|
0.2983424663543701,
|
|
0.17560969293117523,
|
|
0.11347512155771255,
|
|
0.5576921701431274,
|
|
0.32432422041893005,
|
|
0.14723920822143555,
|
|
0.45121943950653076,
|
|
0.33333325386047363,
|
|
0.2906976044178009,
|
|
0.12244893610477448,
|
|
0.25274714827537537,
|
|
0.31623923778533936,
|
|
0.3985764682292938,
|
|
0.18253962695598602,
|
|
0.19672125577926636,
|
|
0.46864673495292664,
|
|
0.37179476022720337,
|
|
0.2705881595611572,
|
|
0.28742504119873047,
|
|
0.2062779664993286,
|
|
0.2918148636817932
|
|
],
|
|
"time": 39.23731732740998,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 0.2582138180732727,
|
|
"val_loss": 3.8540241718292236,
|
|
"acc": 33.76,
|
|
"f1": [
|
|
0.596858561038971,
|
|
0.44210511445999146,
|
|
0.25203242897987366,
|
|
0.12499994784593582,
|
|
0.2127658873796463,
|
|
0.3113206624984741,
|
|
0.3026314675807953,
|
|
0.3625729978084564,
|
|
0.34374991059303284,
|
|
0.382978618144989,
|
|
0.13245026767253876,
|
|
0.2524271011352539,
|
|
0.2758619785308838,
|
|
0.2620086967945099,
|
|
0.23636355996131897,
|
|
0.238805890083313,
|
|
0.3456788659095764,
|
|
0.542713463306427,
|
|
0.3524228036403656,
|
|
0.24999991059303284,
|
|
0.6060605049133301,
|
|
0.4772725999355316,
|
|
0.3292180299758911,
|
|
0.44221094250679016,
|
|
0.6086955666542053,
|
|
0.22047238051891327,
|
|
0.21857915818691254,
|
|
0.1528661698102951,
|
|
0.492890864610672,
|
|
0.3670884966850281,
|
|
0.3999998867511749,
|
|
0.2745096981525421,
|
|
0.3003951609134674,
|
|
0.30857133865356445,
|
|
0.259109228849411,
|
|
0.15053758025169373,
|
|
0.3440859317779541,
|
|
0.19540224969387054,
|
|
0.1333332657814026,
|
|
0.4550263583660126,
|
|
0.29166656732559204,
|
|
0.5370368957519531,
|
|
0.2707422971725464,
|
|
0.2547169029712677,
|
|
0.17391297221183777,
|
|
0.20118334889411926,
|
|
0.18604646623134613,
|
|
0.44976064562797546,
|
|
0.5024629235267639,
|
|
0.210526242852211,
|
|
0.23595495522022247,
|
|
0.21857915818691254,
|
|
0.520408034324646,
|
|
0.6565654873847961,
|
|
0.4114284813404083,
|
|
0.0886075422167778,
|
|
0.5136610269546509,
|
|
0.39069753885269165,
|
|
0.43575406074523926,
|
|
0.322274774312973,
|
|
0.7058822512626648,
|
|
0.4183672070503235,
|
|
0.446969598531723,
|
|
0.39130425453186035,
|
|
0.10650881379842758,
|
|
0.1779140681028366,
|
|
0.2574256360530853,
|
|
0.2893615961074829,
|
|
0.6586824655532837,
|
|
0.5462961196899414,
|
|
0.4190475046634674,
|
|
0.5315313935279846,
|
|
0.11392398923635483,
|
|
0.32888880372047424,
|
|
0.21989519894123077,
|
|
0.5771142840385437,
|
|
0.6210044622421265,
|
|
0.08888883143663406,
|
|
0.12669678032398224,
|
|
0.2840908169746399,
|
|
0.1747572273015976,
|
|
0.264317125082016,
|
|
0.6272187829017639,
|
|
0.31999990344047546,
|
|
0.19047611951828003,
|
|
0.4218749403953552,
|
|
0.39784935116767883,
|
|
0.37499988079071045,
|
|
0.1619046926498413,
|
|
0.2727271318435669,
|
|
0.2553190290927887,
|
|
0.4590162932872772,
|
|
0.22115376591682434,
|
|
0.213483065366745,
|
|
0.5391303300857544,
|
|
0.43518510460853577,
|
|
0.2592591643333435,
|
|
0.2765956521034241,
|
|
0.16216211020946503,
|
|
0.31088075041770935
|
|
],
|
|
"time": 38.33339736890048,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 0.20844420790672302,
|
|
"val_loss": 3.72005033493042,
|
|
"acc": 33.73,
|
|
"f1": [
|
|
0.6091369390487671,
|
|
0.3861384987831116,
|
|
0.25668442249298096,
|
|
0.16249993443489075,
|
|
0.23318377137184143,
|
|
0.3351350426673889,
|
|
0.3502824008464813,
|
|
0.23611101508140564,
|
|
0.3285022974014282,
|
|
0.445652037858963,
|
|
0.17948710918426514,
|
|
0.2599999010562897,
|
|
0.35820886492729187,
|
|
0.21118006110191345,
|
|
0.23469379544258118,
|
|
0.21782170236110687,
|
|
0.37433144450187683,
|
|
0.3953487277030945,
|
|
0.3157894015312195,
|
|
0.23776216804981232,
|
|
0.5936071872711182,
|
|
0.45569613575935364,
|
|
0.3348415493965149,
|
|
0.3905324339866638,
|
|
0.5741626024246216,
|
|
0.24598921835422516,
|
|
0.22680403292179108,
|
|
0.19480513036251068,
|
|
0.46696019172668457,
|
|
0.3352600038051605,
|
|
0.3657141625881195,
|
|
0.29896897077560425,
|
|
0.2555064857006073,
|
|
0.2790696918964386,
|
|
0.24675315618515015,
|
|
0.17605628073215485,
|
|
0.32558128237724304,
|
|
0.2096773386001587,
|
|
0.18421046435832977,
|
|
0.45161277055740356,
|
|
0.36018943786621094,
|
|
0.4953269362449646,
|
|
0.2649571895599365,
|
|
0.32558128237724304,
|
|
0.14285708963871002,
|
|
0.2404370754957199,
|
|
0.19108274579048157,
|
|
0.4405285120010376,
|
|
0.6009388566017151,
|
|
0.46551719307899475,
|
|
0.20224712789058685,
|
|
0.23076917231082916,
|
|
0.5130888819694519,
|
|
0.5690376162528992,
|
|
0.396135151386261,
|
|
0.08602144569158554,
|
|
0.5142855644226074,
|
|
0.31372538208961487,
|
|
0.3394832909107208,
|
|
0.28571420907974243,
|
|
0.6808508634567261,
|
|
0.376623272895813,
|
|
0.4545453190803528,
|
|
0.37333324551582336,
|
|
0.22093015909194946,
|
|
0.10738249123096466,
|
|
0.2176164984703064,
|
|
0.3251230716705322,
|
|
0.6457397937774658,
|
|
0.5446427464485168,
|
|
0.3411763310432434,
|
|
0.5446008443832397,
|
|
0.15999993681907654,
|
|
0.36464083194732666,
|
|
0.2243901938199997,
|
|
0.5096152424812317,
|
|
0.575107216835022,
|
|
0.1945524662733078,
|
|
0.17117109894752502,
|
|
0.28193822503089905,
|
|
0.14965979754924774,
|
|
0.3003412187099457,
|
|
0.5978259444236755,
|
|
0.3418802320957184,
|
|
0.11904755234718323,
|
|
0.4191615581512451,
|
|
0.38674020767211914,
|
|
0.30714282393455505,
|
|
0.1835748255252838,
|
|
0.23809516429901123,
|
|
0.24590153992176056,
|
|
0.46491214632987976,
|
|
0.21839071810245514,
|
|
0.228571355342865,
|
|
0.5937498807907104,
|
|
0.4780486822128296,
|
|
0.25112098455429077,
|
|
0.2762430012226105,
|
|
0.13186806440353394,
|
|
0.3422052562236786
|
|
],
|
|
"time": 39.251452416181564,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 0.24021698534488678,
|
|
"val_loss": 3.801060438156128,
|
|
"acc": 32.9,
|
|
"f1": [
|
|
0.6249998807907104,
|
|
0.3519999384880066,
|
|
0.23357658088207245,
|
|
0.10447756201028824,
|
|
0.16560502350330353,
|
|
0.24501419067382812,
|
|
0.37185919284820557,
|
|
0.2780747711658478,
|
|
0.3169397711753845,
|
|
0.4090907871723175,
|
|
0.11224482953548431,
|
|
0.2091502547264099,
|
|
0.33333325386047363,
|
|
0.20610681176185608,
|
|
0.23255807161331177,
|
|
0.30208322405815125,
|
|
0.28455275297164917,
|
|
0.48837196826934814,
|
|
0.2488478720188141,
|
|
0.24999988079071045,
|
|
0.6532661318778992,
|
|
0.4861876964569092,
|
|
0.2682925760746002,
|
|
0.43678146600723267,
|
|
0.6009851098060608,
|
|
0.12807877361774445,
|
|
0.220779150724411,
|
|
0.1909089982509613,
|
|
0.48214277625083923,
|
|
0.3253587782382965,
|
|
0.40358731150627136,
|
|
0.31325289607048035,
|
|
0.26136353611946106,
|
|
0.37885454297065735,
|
|
0.1749999076128006,
|
|
0.18025743961334229,
|
|
0.2933332622051239,
|
|
0.1641024947166443,
|
|
0.16748763620853424,
|
|
0.4533332288265228,
|
|
0.23728805780410767,
|
|
0.6390531063079834,
|
|
0.23595495522022247,
|
|
0.3199998736381531,
|
|
0.09999994933605194,
|
|
0.16666659712791443,
|
|
0.2264150232076645,
|
|
0.4634144902229309,
|
|
0.47560960054397583,
|
|
0.2272726595401764,
|
|
0.20238088071346283,
|
|
0.366812139749527,
|
|
0.5328184366226196,
|
|
0.5904760956764221,
|
|
0.4221104085445404,
|
|
0.11555548757314682,
|
|
0.4622640609741211,
|
|
0.3169397711753845,
|
|
0.41314542293548584,
|
|
0.2769230008125305,
|
|
0.6976743340492249,
|
|
0.48314592242240906,
|
|
0.5240640044212341,
|
|
0.3253011107444763,
|
|
0.09876536577939987,
|
|
0.13999994099140167,
|
|
0.20359273254871368,
|
|
0.32579174637794495,
|
|
0.6073297262191772,
|
|
0.5367964506149292,
|
|
0.37999987602233887,
|
|
0.4885992705821991,
|
|
0.10970457643270493,
|
|
0.36111101508140564,
|
|
0.20118334889411926,
|
|
0.5925924181938171,
|
|
0.5698322653770447,
|
|
0.09374994784593582,
|
|
0.16814152896404266,
|
|
0.29743579030036926,
|
|
0.15819202363491058,
|
|
0.23999996483325958,
|
|
0.6408838629722595,
|
|
0.3351350426673889,
|
|
0.15384609997272491,
|
|
0.4301074147224426,
|
|
0.34177201986312866,
|
|
0.3591548204421997,
|
|
0.23958325386047363,
|
|
0.2795697748661041,
|
|
0.24892695248126984,
|
|
0.3758864104747772,
|
|
0.25510191917419434,
|
|
0.20175431668758392,
|
|
0.609625518321991,
|
|
0.4499998688697815,
|
|
0.07999995350837708,
|
|
0.27199992537498474,
|
|
0.21505369246006012,
|
|
0.371900737285614
|
|
],
|
|
"time": 39.202193113043904,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 0.2521263360977173,
|
|
"val_loss": 3.6373696327209473,
|
|
"acc": 32.3,
|
|
"f1": [
|
|
0.5938863754272461,
|
|
0.445652037858963,
|
|
0.2124999314546585,
|
|
0.1809954047203064,
|
|
0.16666659712791443,
|
|
0.2871793806552887,
|
|
0.31249991059303284,
|
|
0.2634729743003845,
|
|
0.31506839394569397,
|
|
0.4257424473762512,
|
|
0.11458326876163483,
|
|
0.1725887656211853,
|
|
0.25570768117904663,
|
|
0.2621358335018158,
|
|
0.17241372168064117,
|
|
0.22580638527870178,
|
|
0.38502663373947144,
|
|
0.4640882611274719,
|
|
0.26728102564811707,
|
|
0.2078852504491806,
|
|
0.6703909635543823,
|
|
0.4170211851596832,
|
|
0.30456843972206116,
|
|
0.5497074723243713,
|
|
0.5898616909980774,
|
|
0.21296289563179016,
|
|
0.26206886768341064,
|
|
0.11688306927680969,
|
|
0.48314592242240906,
|
|
0.3376622200012207,
|
|
0.326315701007843,
|
|
0.30456843972206116,
|
|
0.22325573861598969,
|
|
0.2938387989997864,
|
|
0.2470587193965912,
|
|
0.1775147169828415,
|
|
0.3101603388786316,
|
|
0.2298850268125534,
|
|
0.1932772397994995,
|
|
0.4018690288066864,
|
|
0.28947362303733826,
|
|
0.569696843624115,
|
|
0.2528734505176544,
|
|
0.2524271011352539,
|
|
0.13930343091487885,
|
|
0.154929518699646,
|
|
0.20895515382289886,
|
|
0.44715434312820435,
|
|
0.5257730484008789,
|
|
0.3354036211967468,
|
|
0.16724732518196106,
|
|
0.22093015909194946,
|
|
0.42285704612731934,
|
|
0.5344128608703613,
|
|
0.3468207120895386,
|
|
0.12745091319084167,
|
|
0.4640882611274719,
|
|
0.3609755337238312,
|
|
0.4052286446094513,
|
|
0.3023254871368408,
|
|
0.6806721091270447,
|
|
0.4266665279865265,
|
|
0.47560960054397583,
|
|
0.38150280714035034,
|
|
0.14529910683631897,
|
|
0.1551019698381424,
|
|
0.21800939738750458,
|
|
0.29523801803588867,
|
|
0.6538460850715637,
|
|
0.5154638290405273,
|
|
0.23529404401779175,
|
|
0.5142855644226074,
|
|
0.14229243993759155,
|
|
0.3469386696815491,
|
|
0.2085307389497757,
|
|
0.5820105075836182,
|
|
0.6249998807907104,
|
|
0.1361255943775177,
|
|
0.1081080511212349,
|
|
0.27814561128616333,
|
|
0.0978260263800621,
|
|
0.24418595433235168,
|
|
0.6874998807907104,
|
|
0.3265305161476135,
|
|
0.1935483068227768,
|
|
0.43269219994544983,
|
|
0.34579432010650635,
|
|
0.34999990463256836,
|
|
0.17834389209747314,
|
|
0.2909089922904968,
|
|
0.28806576132774353,
|
|
0.43902426958084106,
|
|
0.17204295098781586,
|
|
0.2127658873796463,
|
|
0.5624998807907104,
|
|
0.43781083822250366,
|
|
0.24509796500205994,
|
|
0.2718445658683777,
|
|
0.16279064118862152,
|
|
0.2712933123111725
|
|
],
|
|
"time": 38.21468778233975,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 0.19825194776058197,
|
|
"val_loss": 3.8851895332336426,
|
|
"acc": 32.75,
|
|
"f1": [
|
|
0.6338796615600586,
|
|
0.3593749403953552,
|
|
0.17283941805362701,
|
|
0.1395348161458969,
|
|
0.23157887160778046,
|
|
0.2545453608036041,
|
|
0.3726707398891449,
|
|
0.2972972095012665,
|
|
0.358024537563324,
|
|
0.4102562963962555,
|
|
0.15894033014774323,
|
|
0.22222216427326202,
|
|
0.3118278682231903,
|
|
0.2745096981525421,
|
|
0.239999920129776,
|
|
0.29743579030036926,
|
|
0.39153432846069336,
|
|
0.5502182841300964,
|
|
0.24277448654174805,
|
|
0.2115383893251419,
|
|
0.6734693050384521,
|
|
0.47761180996894836,
|
|
0.3351350426673889,
|
|
0.45263150334358215,
|
|
0.6206895709037781,
|
|
0.23255808651447296,
|
|
0.26027390360832214,
|
|
0.1538461148738861,
|
|
0.45398759841918945,
|
|
0.2722512185573578,
|
|
0.33128824830055237,
|
|
0.26395928859710693,
|
|
0.2782607972621918,
|
|
0.2793295085430145,
|
|
0.24590153992176056,
|
|
0.17391297221183777,
|
|
0.3409090042114258,
|
|
0.2399999350309372,
|
|
0.15652167797088623,
|
|
0.45637571811676025,
|
|
0.323809415102005,
|
|
0.5989846587181091,
|
|
0.25352105498313904,
|
|
0.2524271011352539,
|
|
0.15757569670677185,
|
|
0.20087330043315887,
|
|
0.17840369045734406,
|
|
0.40517228841781616,
|
|
0.5028570294380188,
|
|
0.3951611816883087,
|
|
0.1735159158706665,
|
|
0.34351134300231934,
|
|
0.47008538246154785,
|
|
0.5742572546005249,
|
|
0.4257424473762512,
|
|
0.08560305833816528,
|
|
0.46835434436798096,
|
|
0.28742504119873047,
|
|
0.38626599311828613,
|
|
0.2825278043746948,
|
|
0.7448978424072266,
|
|
0.42528724670410156,
|
|
0.4257424473762512,
|
|
0.2965516448020935,
|
|
0.15199993550777435,
|
|
0.1793721318244934,
|
|
0.26315781474113464,
|
|
0.2873562276363373,
|
|
0.6551722884178162,
|
|
0.509505569934845,
|
|
0.3419688045978546,
|
|
0.5235601663589478,
|
|
0.1194029375910759,
|
|
0.35294109582901,
|
|
0.12987005710601807,
|
|
0.5621620416641235,
|
|
0.6031745076179504,
|
|
0.1716737449169159,
|
|
0.14723920822143555,
|
|
0.27999991178512573,
|
|
0.1257142275571823,
|
|
0.23030294477939606,
|
|
0.6600984334945679,
|
|
0.27329182624816895,
|
|
0.12121206521987915,
|
|
0.45887434482574463,
|
|
0.3654821515083313,
|
|
0.3917524814605713,
|
|
0.22222216427326202,
|
|
0.2965778410434723,
|
|
0.2700421214103699,
|
|
0.4253392219543457,
|
|
0.1762113720178604,
|
|
0.22702695429325104,
|
|
0.5290321707725525,
|
|
0.4210525155067444,
|
|
0.22857137024402618,
|
|
0.2749999165534973,
|
|
0.19417467713356018,
|
|
0.29850736260414124
|
|
],
|
|
"time": 39.2237608237192,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 0.22352337837219238,
|
|
"val_loss": 4.403038024902344,
|
|
"acc": 32.29,
|
|
"f1": [
|
|
0.5381525158882141,
|
|
0.3636362552642822,
|
|
0.14349770545959473,
|
|
0.1717790812253952,
|
|
0.19999991357326508,
|
|
0.26791271567344666,
|
|
0.3515150547027588,
|
|
0.318471223115921,
|
|
0.3091786503791809,
|
|
0.3184078335762024,
|
|
0.22924895584583282,
|
|
0.17699109017848969,
|
|
0.2531644403934479,
|
|
0.2289561629295349,
|
|
0.239999920129776,
|
|
0.27884605526924133,
|
|
0.3454544246196747,
|
|
0.46923068165779114,
|
|
0.27755096554756165,
|
|
0.16766461730003357,
|
|
0.6091369390487671,
|
|
0.46829259395599365,
|
|
0.34024888277053833,
|
|
0.38888877630233765,
|
|
0.6138612627983093,
|
|
0.15204671025276184,
|
|
0.17054256796836853,
|
|
0.19931264221668243,
|
|
0.43181806802749634,
|
|
0.3129250705242157,
|
|
0.37446799874305725,
|
|
0.26455017924308777,
|
|
0.2614377737045288,
|
|
0.29875513911247253,
|
|
0.2424241602420807,
|
|
0.21198150515556335,
|
|
0.29787227511405945,
|
|
0.12987005710601807,
|
|
0.12380944937467575,
|
|
0.4606740176677704,
|
|
0.28571420907974243,
|
|
0.5104601383209229,
|
|
0.2976189851760864,
|
|
0.22784802317619324,
|
|
0.12865489721298218,
|
|
0.11976040154695511,
|
|
0.2181817591190338,
|
|
0.4745761454105377,
|
|
0.44578301906585693,
|
|
0.35064926743507385,
|
|
0.18791939318180084,
|
|
0.21874994039535522,
|
|
0.5120771527290344,
|
|
0.5363127589225769,
|
|
0.46009382605552673,
|
|
0.10380617529153824,
|
|
0.5199998617172241,
|
|
0.24875615537166595,
|
|
0.40540531277656555,
|
|
0.29473677277565,
|
|
0.716577410697937,
|
|
0.39378228783607483,
|
|
0.4253392219543457,
|
|
0.3411763310432434,
|
|
0.16216209530830383,
|
|
0.12280695140361786,
|
|
0.20155030488967896,
|
|
0.32635971903800964,
|
|
0.6391751170158386,
|
|
0.5182185173034668,
|
|
0.324607253074646,
|
|
0.5440612435340881,
|
|
0.11042939126491547,
|
|
0.29032251238822937,
|
|
0.16883111000061035,
|
|
0.5697672963142395,
|
|
0.6105261445045471,
|
|
0.15458931028842926,
|
|
0.13157887756824493,
|
|
0.30909082293510437,
|
|
0.12154688686132431,
|
|
0.30418241024017334,
|
|
0.6310158967971802,
|
|
0.3091786503791809,
|
|
0.16901402175426483,
|
|
0.4313724637031555,
|
|
0.4223601520061493,
|
|
0.34883710741996765,
|
|
0.0869564637541771,
|
|
0.29940110445022583,
|
|
0.2638888359069824,
|
|
0.5098037719726562,
|
|
0.19999992847442627,
|
|
0.20571422576904297,
|
|
0.6063828468322754,
|
|
0.4756755530834198,
|
|
0.2840908169746399,
|
|
0.2727271318435669,
|
|
0.10370365530252457,
|
|
0.3024389147758484
|
|
],
|
|
"time": 39.32358832471073,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 0.26556044816970825,
|
|
"val_loss": 4.083201885223389,
|
|
"acc": 31.48,
|
|
"f1": [
|
|
0.5024153590202332,
|
|
0.38095226883888245,
|
|
0.22598862648010254,
|
|
0.13259662687778473,
|
|
0.1991700679063797,
|
|
0.25490185618400574,
|
|
0.25098028779029846,
|
|
0.32888880372047424,
|
|
0.3265305161476135,
|
|
0.4183672070503235,
|
|
0.1401868611574173,
|
|
0.15894033014774323,
|
|
0.32222211360931396,
|
|
0.290502667427063,
|
|
0.1990049034357071,
|
|
0.19736838340759277,
|
|
0.4343433380126953,
|
|
0.4248703718185425,
|
|
0.2181817591190338,
|
|
0.2175437957048416,
|
|
0.6176469922065735,
|
|
0.4518827795982361,
|
|
0.28426387906074524,
|
|
0.33333322405815125,
|
|
0.5899998545646667,
|
|
0.19138747453689575,
|
|
0.17435890436172485,
|
|
0.11042939126491547,
|
|
0.5230767726898193,
|
|
0.32748526334762573,
|
|
0.32432422041893005,
|
|
0.3179486393928528,
|
|
0.26373615860939026,
|
|
0.289308100938797,
|
|
0.20532315969467163,
|
|
0.1960783749818802,
|
|
0.2528734505176544,
|
|
0.22325573861598969,
|
|
0.14218004047870636,
|
|
0.41221365332603455,
|
|
0.3313608467578888,
|
|
0.6540879011154175,
|
|
0.262711763381958,
|
|
0.22471904754638672,
|
|
0.12643671035766602,
|
|
0.12857137620449066,
|
|
0.22093015909194946,
|
|
0.46376800537109375,
|
|
0.5813952684402466,
|
|
0.3473052978515625,
|
|
0.21561333537101746,
|
|
0.24615378677845,
|
|
0.5791853666305542,
|
|
0.5569619536399841,
|
|
0.40796008706092834,
|
|
0.09999995678663254,
|
|
0.4239630401134491,
|
|
0.36871495842933655,
|
|
0.3714284598827362,
|
|
0.35714277625083923,
|
|
0.6914892196655273,
|
|
0.4499998688697815,
|
|
0.45569607615470886,
|
|
0.3217390477657318,
|
|
0.15384607017040253,
|
|
0.18579228222370148,
|
|
0.21590903401374817,
|
|
0.2807016372680664,
|
|
0.6631014943122864,
|
|
0.4939757287502289,
|
|
0.34123215079307556,
|
|
0.5632182359695435,
|
|
0.11235948652029037,
|
|
0.31249991059303284,
|
|
0.16733060777187347,
|
|
0.619289219379425,
|
|
0.5350876450538635,
|
|
0.13043470680713654,
|
|
0.11392401158809662,
|
|
0.299999862909317,
|
|
0.143540620803833,
|
|
0.23863628506660461,
|
|
0.6785712838172913,
|
|
0.2718445658683777,
|
|
0.15662643313407898,
|
|
0.45054933428764343,
|
|
0.36269423365592957,
|
|
0.286666601896286,
|
|
0.06349202245473862,
|
|
0.2727271616458893,
|
|
0.262857049703598,
|
|
0.4418603479862213,
|
|
0.16666661202907562,
|
|
0.11842100322246552,
|
|
0.5272725820541382,
|
|
0.3878786563873291,
|
|
0.21714277565479279,
|
|
0.2553190290927887,
|
|
0.18987338244915009,
|
|
0.3058822751045227
|
|
],
|
|
"time": 38.145555133000016,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 0.27330392599105835,
|
|
"val_loss": 3.9592132568359375,
|
|
"acc": 32.2,
|
|
"f1": [
|
|
0.5714284181594849,
|
|
0.41935470700263977,
|
|
0.19047611951828003,
|
|
0.17283941805362701,
|
|
0.11881181597709656,
|
|
0.31034475564956665,
|
|
0.33333319425582886,
|
|
0.2598869204521179,
|
|
0.3504272401332855,
|
|
0.4195120930671692,
|
|
0.20095685124397278,
|
|
0.1914892941713333,
|
|
0.282828152179718,
|
|
0.19354835152626038,
|
|
0.20960691571235657,
|
|
0.24271836876869202,
|
|
0.3428570628166199,
|
|
0.48333320021629333,
|
|
0.2794116735458374,
|
|
0.22857137024402618,
|
|
0.6122447848320007,
|
|
0.4606740176677704,
|
|
0.3515150547027588,
|
|
0.47674402594566345,
|
|
0.5437787175178528,
|
|
0.24742262065410614,
|
|
0.2037036269903183,
|
|
0.17679551243782043,
|
|
0.5287355184555054,
|
|
0.3037973642349243,
|
|
0.33460068702697754,
|
|
0.23448269069194794,
|
|
0.22321420907974243,
|
|
0.3478260338306427,
|
|
0.2564101815223694,
|
|
0.2202642410993576,
|
|
0.3469386696815491,
|
|
0.22047238051891327,
|
|
0.12413787841796875,
|
|
0.47393354773521423,
|
|
0.3428570330142975,
|
|
0.5523808598518372,
|
|
0.2718445658683777,
|
|
0.25157222151756287,
|
|
0.11023616790771484,
|
|
0.18079088628292084,
|
|
0.1844659447669983,
|
|
0.4923075735569,
|
|
0.5367964506149292,
|
|
0.3980098366737366,
|
|
0.19672125577926636,
|
|
0.30769219994544983,
|
|
0.4851484000682831,
|
|
0.5202310085296631,
|
|
0.38059693574905396,
|
|
0.10050245374441147,
|
|
0.4145076870918274,
|
|
0.30851057171821594,
|
|
0.35675665736198425,
|
|
0.26086944341659546,
|
|
0.7058822512626648,
|
|
0.4594593644142151,
|
|
0.3308822214603424,
|
|
0.3905324339866638,
|
|
0.12121205776929855,
|
|
0.08219172805547714,
|
|
0.18579228222370148,
|
|
0.20408158004283905,
|
|
0.6774192452430725,
|
|
0.5420559644699097,
|
|
0.293436199426651,
|
|
0.5333331823348999,
|
|
0.10256403684616089,
|
|
0.35454532504081726,
|
|
0.15315312147140503,
|
|
0.40105533599853516,
|
|
0.5620913505554199,
|
|
0.1507537066936493,
|
|
0.19417467713356018,
|
|
0.2872926890850067,
|
|
0.10236214846372604,
|
|
0.22099439799785614,
|
|
0.6363635063171387,
|
|
0.2967032194137573,
|
|
0.17708326876163483,
|
|
0.48044681549072266,
|
|
0.44705867767333984,
|
|
0.36464083194732666,
|
|
0.18478251993656158,
|
|
0.26615965366363525,
|
|
0.23999996483325958,
|
|
0.4487804174423218,
|
|
0.1612902730703354,
|
|
0.208791121840477,
|
|
0.603550136089325,
|
|
0.3801651895046234,
|
|
0.246575266122818,
|
|
0.29931965470314026,
|
|
0.17021268606185913,
|
|
0.27777767181396484
|
|
],
|
|
"time": 38.18636409658939,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 0.23854117095470428,
|
|
"val_loss": 3.7642760276794434,
|
|
"acc": 32.68,
|
|
"f1": [
|
|
0.5948716402053833,
|
|
0.4324323236942291,
|
|
0.2485874742269516,
|
|
0.07874010503292084,
|
|
0.17948710918426514,
|
|
0.2290075719356537,
|
|
0.33333319425582886,
|
|
0.3157894015312195,
|
|
0.300884872674942,
|
|
0.47368407249450684,
|
|
0.1481480896472931,
|
|
0.19736838340759277,
|
|
0.27118638157844543,
|
|
0.18181811273097992,
|
|
0.23115570843219757,
|
|
0.23809516429901123,
|
|
0.31372541189193726,
|
|
0.5344826579093933,
|
|
0.3376622498035431,
|
|
0.2692306935787201,
|
|
0.64327472448349,
|
|
0.466666579246521,
|
|
0.3248729705810547,
|
|
0.45569613575935364,
|
|
0.556212842464447,
|
|
0.1749999076128006,
|
|
0.21839071810245514,
|
|
0.15827332437038422,
|
|
0.4945053458213806,
|
|
0.3068782389163971,
|
|
0.29885047674179077,
|
|
0.28571417927742004,
|
|
0.2716048061847687,
|
|
0.27343741059303284,
|
|
0.24637670814990997,
|
|
0.17877088487148285,
|
|
0.29230761528015137,
|
|
0.1449274718761444,
|
|
0.17100363969802856,
|
|
0.35687726736068726,
|
|
0.33502528071403503,
|
|
0.484615296125412,
|
|
0.2485205978155136,
|
|
0.28776970505714417,
|
|
0.1866665780544281,
|
|
0.22222213447093964,
|
|
0.18604646623134613,
|
|
0.4561401903629303,
|
|
0.5061726570129395,
|
|
0.3722943067550659,
|
|
0.21301770210266113,
|
|
0.2918454110622406,
|
|
0.5882351994514465,
|
|
0.5741626024246216,
|
|
0.3868311941623688,
|
|
0.12807877361774445,
|
|
0.44943806529045105,
|
|
0.37804868817329407,
|
|
0.4205606281757355,
|
|
0.265060156583786,
|
|
0.6702126860618591,
|
|
0.46534639596939087,
|
|
0.38775497674942017,
|
|
0.34254133701324463,
|
|
0.12017160654067993,
|
|
0.13265299797058105,
|
|
0.20883527398109436,
|
|
0.19047611951828003,
|
|
0.6190474629402161,
|
|
0.5904760956764221,
|
|
0.4149376451969147,
|
|
0.5302324295043945,
|
|
0.10426533967256546,
|
|
0.3710406422615051,
|
|
0.2243901938199997,
|
|
0.49999988079071045,
|
|
0.5111110210418701,
|
|
0.12949636578559875,
|
|
0.15936249494552612,
|
|
0.30701744556427,
|
|
0.21505369246006012,
|
|
0.28444433212280273,
|
|
0.57297283411026,
|
|
0.329268217086792,
|
|
0.18604643642902374,
|
|
0.44976064562797546,
|
|
0.387096643447876,
|
|
0.32558128237724304,
|
|
0.1734103411436081,
|
|
0.3316582143306732,
|
|
0.22314044833183289,
|
|
0.47398826479911804,
|
|
0.24390237033367157,
|
|
0.18811874091625214,
|
|
0.5568180084228516,
|
|
0.41474640369415283,
|
|
0.22797919809818268,
|
|
0.2810809910297394,
|
|
0.12359543144702911,
|
|
0.2452315390110016
|
|
],
|
|
"time": 39.26892407145351,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 0.1660427302122116,
|
|
"val_loss": 4.000198841094971,
|
|
"acc": 32.46,
|
|
"f1": [
|
|
0.5409834980964661,
|
|
0.40268445014953613,
|
|
0.2682925760746002,
|
|
0.20610681176185608,
|
|
0.20168058574199677,
|
|
0.25157222151756287,
|
|
0.3926379084587097,
|
|
0.2727271616458893,
|
|
0.3043477535247803,
|
|
0.4766837954521179,
|
|
0.04195799678564072,
|
|
0.1449274718761444,
|
|
0.251082181930542,
|
|
0.23602473735809326,
|
|
0.20202013850212097,
|
|
0.18972326815128326,
|
|
0.32888880372047424,
|
|
0.4573642313480377,
|
|
0.29959505796432495,
|
|
0.24999991059303284,
|
|
0.6097559928894043,
|
|
0.4495411515235901,
|
|
0.31355923414230347,
|
|
0.4659089744091034,
|
|
0.6028706431388855,
|
|
0.22459883987903595,
|
|
0.24761897325515747,
|
|
0.12213735282421112,
|
|
0.5027931928634644,
|
|
0.3435581922531128,
|
|
0.3421051502227783,
|
|
0.26890748739242554,
|
|
0.1931033730506897,
|
|
0.31884047389030457,
|
|
0.23809516429901123,
|
|
0.22222216427326202,
|
|
0.30278873443603516,
|
|
0.16304342448711395,
|
|
0.17921142280101776,
|
|
0.48587560653686523,
|
|
0.2845187783241272,
|
|
0.6417111158370972,
|
|
0.3018867075443268,
|
|
0.30621999502182007,
|
|
0.16513754427433014,
|
|
0.21256029605865479,
|
|
0.1556885540485382,
|
|
0.4666665494441986,
|
|
0.5137613415718079,
|
|
0.33333322405815125,
|
|
0.21874994039535522,
|
|
0.23041465878486633,
|
|
0.49586769938468933,
|
|
0.5391303300857544,
|
|
0.41666656732559204,
|
|
0.07179480791091919,
|
|
0.48401811718940735,
|
|
0.31538453698158264,
|
|
0.31506839394569397,
|
|
0.28712859749794006,
|
|
0.7407405972480774,
|
|
0.4142010807991028,
|
|
0.4242422878742218,
|
|
0.3389829397201538,
|
|
0.09248548746109009,
|
|
0.15062755346298218,
|
|
0.13157887756824493,
|
|
0.2804426848888397,
|
|
0.6350710391998291,
|
|
0.47899147868156433,
|
|
0.3703702688217163,
|
|
0.5058822631835938,
|
|
0.07142851501703262,
|
|
0.31638407707214355,
|
|
0.16289585828781128,
|
|
0.5579397678375244,
|
|
0.5239850878715515,
|
|
0.17142851650714874,
|
|
0.14965979754924774,
|
|
0.32234421372413635,
|
|
0.16911759972572327,
|
|
0.19259251654148102,
|
|
0.6105261445045471,
|
|
0.3064514994621277,
|
|
0.16993455588817596,
|
|
0.4598929286003113,
|
|
0.37999987602233887,
|
|
0.29059821367263794,
|
|
0.13846148550510406,
|
|
0.23225797712802887,
|
|
0.2967032194137573,
|
|
0.5263156890869141,
|
|
0.18518511950969696,
|
|
0.17525766789913177,
|
|
0.5913042426109314,
|
|
0.4599998891353607,
|
|
0.2366863340139389,
|
|
0.2705313265323639,
|
|
0.1256038099527359,
|
|
0.38271594047546387
|
|
],
|
|
"time": 39.11071005836129,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 0.24485230445861816,
|
|
"val_loss": 3.8477649688720703,
|
|
"acc": 32.4,
|
|
"f1": [
|
|
0.6031745076179504,
|
|
0.4180789887905121,
|
|
0.20930227637290955,
|
|
0.1818181276321411,
|
|
0.1528661698102951,
|
|
0.2879376709461212,
|
|
0.34254133701324463,
|
|
0.28571417927742004,
|
|
0.2973976731300354,
|
|
0.3917524814605713,
|
|
0.16267937421798706,
|
|
0.19230762124061584,
|
|
0.3220337927341461,
|
|
0.2789115011692047,
|
|
0.2333332598209381,
|
|
0.17391295731067657,
|
|
0.3253587782382965,
|
|
0.4081631600856781,
|
|
0.26262614130973816,
|
|
0.20111726224422455,
|
|
0.6249998807907104,
|
|
0.40659332275390625,
|
|
0.36521732807159424,
|
|
0.3316061198711395,
|
|
0.48908287286758423,
|
|
0.24193541705608368,
|
|
0.23529404401779175,
|
|
0.2131146788597107,
|
|
0.45454537868499756,
|
|
0.3111110329627991,
|
|
0.36842095851898193,
|
|
0.23529404401779175,
|
|
0.24999991059303284,
|
|
0.31055888533592224,
|
|
0.24203814566135406,
|
|
0.18791940808296204,
|
|
0.26315778493881226,
|
|
0.15730330348014832,
|
|
0.11282043904066086,
|
|
0.47674402594566345,
|
|
0.2803029716014862,
|
|
0.5065500736236572,
|
|
0.2674417495727539,
|
|
0.3116881847381592,
|
|
0.1991700679063797,
|
|
0.20083676278591156,
|
|
0.1754385381937027,
|
|
0.46387824416160583,
|
|
0.4042551815509796,
|
|
0.3529410660266876,
|
|
0.1935483068227768,
|
|
0.30150744318962097,
|
|
0.42780739068984985,
|
|
0.5673075914382935,
|
|
0.42156851291656494,
|
|
0.0869564488530159,
|
|
0.4596272110939026,
|
|
0.35532984137535095,
|
|
0.3555554449558258,
|
|
0.3249998688697815,
|
|
0.6905827522277832,
|
|
0.43153515458106995,
|
|
0.42570269107818604,
|
|
0.38150280714035034,
|
|
0.13017743825912476,
|
|
0.12658223509788513,
|
|
0.22891558706760406,
|
|
0.28742504119873047,
|
|
0.6597937345504761,
|
|
0.6105261445045471,
|
|
0.3209875524044037,
|
|
0.5775861144065857,
|
|
0.13333328068256378,
|
|
0.341666579246521,
|
|
0.1748633086681366,
|
|
0.520408034324646,
|
|
0.5882351994514465,
|
|
0.17670676112174988,
|
|
0.1818181276321411,
|
|
0.2954544723033905,
|
|
0.11764700710773468,
|
|
0.25945934653282166,
|
|
0.636871337890625,
|
|
0.3300969898700714,
|
|
0.15204671025276184,
|
|
0.4827585518360138,
|
|
0.3408070504665375,
|
|
0.3508771061897278,
|
|
0.20359273254871368,
|
|
0.3157893717288971,
|
|
0.2922373414039612,
|
|
0.43846145272254944,
|
|
0.24630534648895264,
|
|
0.16149060428142548,
|
|
0.613756537437439,
|
|
0.3827749788761139,
|
|
0.27814561128616333,
|
|
0.3314284682273865,
|
|
0.14285708963871002,
|
|
0.2769230008125305
|
|
],
|
|
"time": 39.18965164758265,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 0.3201631009578705,
|
|
"val_loss": 3.958555221557617,
|
|
"acc": 32.47,
|
|
"f1": [
|
|
0.5913977026939392,
|
|
0.4476189613342285,
|
|
0.19379839301109314,
|
|
0.12765952944755554,
|
|
0.19004517793655396,
|
|
0.27715346217155457,
|
|
0.35602086782455444,
|
|
0.28571417927742004,
|
|
0.35616424679756165,
|
|
0.4472048580646515,
|
|
0.11827950179576874,
|
|
0.17931029200553894,
|
|
0.30541861057281494,
|
|
0.2690582275390625,
|
|
0.2840908169746399,
|
|
0.21965309977531433,
|
|
0.35602086782455444,
|
|
0.45833322405815125,
|
|
0.2617800235748291,
|
|
0.25870639085769653,
|
|
0.6016947627067566,
|
|
0.43715834617614746,
|
|
0.345177561044693,
|
|
0.4142856299877167,
|
|
0.5865383148193359,
|
|
0.19534875452518463,
|
|
0.27722764015197754,
|
|
0.20447281002998352,
|
|
0.506493330001831,
|
|
0.2883720099925995,
|
|
0.34509798884391785,
|
|
0.2244897186756134,
|
|
0.320441871881485,
|
|
0.28025469183921814,
|
|
0.23893800377845764,
|
|
0.1531914472579956,
|
|
0.3135133981704712,
|
|
0.17112290859222412,
|
|
0.1900825798511505,
|
|
0.44357967376708984,
|
|
0.30621999502182007,
|
|
0.5747125148773193,
|
|
0.2564101815223694,
|
|
0.28260859847068787,
|
|
0.15294109284877777,
|
|
0.20338977873325348,
|
|
0.1792452037334442,
|
|
0.5136610269546509,
|
|
0.4818180501461029,
|
|
0.3315507173538208,
|
|
0.13836471736431122,
|
|
0.29245272278785706,
|
|
0.5436891913414001,
|
|
0.5365853309631348,
|
|
0.3999998867511749,
|
|
0.10071936994791031,
|
|
0.45859864354133606,
|
|
0.38095223903656006,
|
|
0.3755457401275635,
|
|
0.25352105498313904,
|
|
0.6814157962799072,
|
|
0.48314592242240906,
|
|
0.4299998879432678,
|
|
0.3699999153614044,
|
|
0.09032251685857773,
|
|
0.16666659712791443,
|
|
0.18064509332180023,
|
|
0.23357655107975006,
|
|
0.6390531063079834,
|
|
0.5545453429222107,
|
|
0.3644443452358246,
|
|
0.48854950070381165,
|
|
0.14893612265586853,
|
|
0.2797201871871948,
|
|
0.20224712789058685,
|
|
0.637362539768219,
|
|
0.5680471658706665,
|
|
0.15757569670677185,
|
|
0.22962957620620728,
|
|
0.2165604531764984,
|
|
0.13017743825912476,
|
|
0.2816900908946991,
|
|
0.6744184494018555,
|
|
0.29166656732559204,
|
|
0.19469019770622253,
|
|
0.4236452281475067,
|
|
0.31506839394569397,
|
|
0.36714968085289,
|
|
0.18274106085300446,
|
|
0.28363627195358276,
|
|
0.2569443881511688,
|
|
0.4594593644142151,
|
|
0.1843317300081253,
|
|
0.08835335075855255,
|
|
0.5324673652648926,
|
|
0.3806227445602417,
|
|
0.30409345030784607,
|
|
0.3157894015312195,
|
|
0.10227267444133759,
|
|
0.22360241413116455
|
|
],
|
|
"time": 39.25621450971812,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 0.2259340137243271,
|
|
"val_loss": 3.975979804992676,
|
|
"acc": 31.64,
|
|
"f1": [
|
|
0.5374998450279236,
|
|
0.45685264468193054,
|
|
0.179775208234787,
|
|
0.12738847732543945,
|
|
0.16260157525539398,
|
|
0.25555548071861267,
|
|
0.28749987483024597,
|
|
0.2786884307861328,
|
|
0.2795030474662781,
|
|
0.42639580368995667,
|
|
0.15819202363491058,
|
|
0.212290421128273,
|
|
0.32291656732559204,
|
|
0.16580304503440857,
|
|
0.24999991059303284,
|
|
0.22619038820266724,
|
|
0.3316061198711395,
|
|
0.42857131361961365,
|
|
0.23529402911663055,
|
|
0.23300965130329132,
|
|
0.5964910984039307,
|
|
0.3975902497768402,
|
|
0.32888880372047424,
|
|
0.5464479923248291,
|
|
0.6048778891563416,
|
|
0.17171710729599,
|
|
0.23754781484603882,
|
|
0.21645015478134155,
|
|
0.45637571811676025,
|
|
0.32941165566444397,
|
|
0.36842095851898193,
|
|
0.22485199570655823,
|
|
0.22680403292179108,
|
|
0.2938774824142456,
|
|
0.24528293311595917,
|
|
0.16964279115200043,
|
|
0.36046499013900757,
|
|
0.2536584436893463,
|
|
0.18248169124126434,
|
|
0.38251355290412903,
|
|
0.3364485204219818,
|
|
0.5185183882713318,
|
|
0.2399999350309372,
|
|
0.24999989569187164,
|
|
0.09950242191553116,
|
|
0.13968250155448914,
|
|
0.23021577298641205,
|
|
0.46788978576660156,
|
|
0.46478867530822754,
|
|
0.4186045527458191,
|
|
0.2025315761566162,
|
|
0.2959640622138977,
|
|
0.5119998455047607,
|
|
0.5728154182434082,
|
|
0.3599999248981476,
|
|
0.04109584540128708,
|
|
0.41818171739578247,
|
|
0.34482747316360474,
|
|
0.30270257592201233,
|
|
0.255638986825943,
|
|
0.7117116451263428,
|
|
0.38993698358535767,
|
|
0.37246954441070557,
|
|
0.35714274644851685,
|
|
0.1395348161458969,
|
|
0.13829779624938965,
|
|
0.19047611951828003,
|
|
0.2682925760746002,
|
|
0.6145250201225281,
|
|
0.5130433440208435,
|
|
0.36158180236816406,
|
|
0.5217390060424805,
|
|
0.140350803732872,
|
|
0.31764698028564453,
|
|
0.15999992191791534,
|
|
0.4669259786605835,
|
|
0.6190474629402161,
|
|
0.10937494784593582,
|
|
0.1604277491569519,
|
|
0.2649005651473999,
|
|
0.14049580693244934,
|
|
0.2532750070095062,
|
|
0.5690376162528992,
|
|
0.3414632976055145,
|
|
0.14659680426120758,
|
|
0.3723403513431549,
|
|
0.33918121457099915,
|
|
0.3149605393409729,
|
|
0.175572469830513,
|
|
0.29268285632133484,
|
|
0.24999991059303284,
|
|
0.474226713180542,
|
|
0.20095685124397278,
|
|
0.2129276990890503,
|
|
0.5833332538604736,
|
|
0.42285704612731934,
|
|
0.2722512185573578,
|
|
0.238805890083313,
|
|
0.13664589822292328,
|
|
0.2676055133342743
|
|
],
|
|
"time": 38.10774129908532,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.2591420114040375,
|
|
"val_loss": 4.175159931182861,
|
|
"acc": 30.8,
|
|
"f1": [
|
|
0.3971630334854126,
|
|
0.4223601520061493,
|
|
0.18090447783470154,
|
|
0.12987005710601807,
|
|
0.18811874091625214,
|
|
0.2761903405189514,
|
|
0.25092241168022156,
|
|
0.2995593845844269,
|
|
0.3348415493965149,
|
|
0.3832334280014038,
|
|
0.08196717500686646,
|
|
0.16560502350330353,
|
|
0.2838708758354187,
|
|
0.22485199570655823,
|
|
0.21660645306110382,
|
|
0.23595495522022247,
|
|
0.31999990344047546,
|
|
0.44578301906585693,
|
|
0.33179715275764465,
|
|
0.20454540848731995,
|
|
0.6368157267570496,
|
|
0.5221673846244812,
|
|
0.33333325386047363,
|
|
0.27999988198280334,
|
|
0.5728641748428345,
|
|
0.16993455588817596,
|
|
0.19889496266841888,
|
|
0.16161610186100006,
|
|
0.4834122061729431,
|
|
0.33179715275764465,
|
|
0.39560428261756897,
|
|
0.2269502729177475,
|
|
0.23809516429901123,
|
|
0.2845849096775055,
|
|
0.26666656136512756,
|
|
0.19047614932060242,
|
|
0.3228698670864105,
|
|
0.20689648389816284,
|
|
0.18823523819446564,
|
|
0.4402983784675598,
|
|
0.239436537027359,
|
|
0.4816325008869171,
|
|
0.26666656136512756,
|
|
0.2589927315711975,
|
|
0.12972965836524963,
|
|
0.20454540848731995,
|
|
0.16184966266155243,
|
|
0.4069766402244568,
|
|
0.46551719307899475,
|
|
0.4150942265987396,
|
|
0.14678892493247986,
|
|
0.2564101815223694,
|
|
0.5492226481437683,
|
|
0.4641832709312439,
|
|
0.43153515458106995,
|
|
0.09478667378425598,
|
|
0.4276728630065918,
|
|
0.34736835956573486,
|
|
0.40540531277656555,
|
|
0.33333322405815125,
|
|
0.6918917894363403,
|
|
0.4230768084526062,
|
|
0.38636353611946106,
|
|
0.32624104619026184,
|
|
0.11711704730987549,
|
|
0.18934904038906097,
|
|
0.10447756201028824,
|
|
0.3369564116001129,
|
|
0.6899998784065247,
|
|
0.48799988627433777,
|
|
0.30555543303489685,
|
|
0.5294116139411926,
|
|
0.043478213250637054,
|
|
0.34042540192604065,
|
|
0.1834861934185028,
|
|
0.5446427464485168,
|
|
0.47761180996894836,
|
|
0.13157887756824493,
|
|
0.12962956726551056,
|
|
0.2433861643075943,
|
|
0.14150936901569366,
|
|
0.23430955410003662,
|
|
0.6190475225448608,
|
|
0.24691346287727356,
|
|
0.16981124877929688,
|
|
0.35862061381340027,
|
|
0.3459458649158478,
|
|
0.3199998736381531,
|
|
0.10232551395893097,
|
|
0.29875513911247253,
|
|
0.24844713509082794,
|
|
0.44444429874420166,
|
|
0.2214021533727646,
|
|
0.20809243619441986,
|
|
0.4938269853591919,
|
|
0.43373486399650574,
|
|
0.28571420907974243,
|
|
0.26136353611946106,
|
|
0.1130434200167656,
|
|
0.29166659712791443
|
|
],
|
|
"time": 39.20105549879372,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 0.21890385448932648,
|
|
"val_loss": 3.8867878913879395,
|
|
"acc": 32.53,
|
|
"f1": [
|
|
0.6256982088088989,
|
|
0.41314542293548584,
|
|
0.1938774734735489,
|
|
0.17482511699199677,
|
|
0.1605350524187088,
|
|
0.30630621314048767,
|
|
0.3076922297477722,
|
|
0.364531934261322,
|
|
0.28571417927742004,
|
|
0.4509802758693695,
|
|
0.15624994039535522,
|
|
0.21621614694595337,
|
|
0.2953585684299469,
|
|
0.2374998927116394,
|
|
0.23728807270526886,
|
|
0.20930226147174835,
|
|
0.38461530208587646,
|
|
0.4155843257904053,
|
|
0.18779337406158447,
|
|
0.22748807072639465,
|
|
0.5647057294845581,
|
|
0.3868612051010132,
|
|
0.30120471119880676,
|
|
0.5247523188591003,
|
|
0.5172412395477295,
|
|
0.21999992430210114,
|
|
0.26415085792541504,
|
|
0.19730934500694275,
|
|
0.3976607024669647,
|
|
0.32704389095306396,
|
|
0.38190943002700806,
|
|
0.2694299519062042,
|
|
0.23041465878486633,
|
|
0.33720916509628296,
|
|
0.255813866853714,
|
|
0.1858406364917755,
|
|
0.32941165566444397,
|
|
0.23589736223220825,
|
|
0.20430098474025726,
|
|
0.4749998450279236,
|
|
0.32584258913993835,
|
|
0.5286343097686768,
|
|
0.2795697748661041,
|
|
0.2833332419395447,
|
|
0.13043470680713654,
|
|
0.17266181111335754,
|
|
0.19209031760692596,
|
|
0.38251355290412903,
|
|
0.5023254752159119,
|
|
0.33128824830055237,
|
|
0.16494840383529663,
|
|
0.299465149641037,
|
|
0.4919354021549225,
|
|
0.5528453588485718,
|
|
0.44444432854652405,
|
|
0.08092478662729263,
|
|
0.4549761712551117,
|
|
0.2932550609111786,
|
|
0.3431951701641083,
|
|
0.28235283493995667,
|
|
0.6493505239486694,
|
|
0.43333321809768677,
|
|
0.4529913365840912,
|
|
0.2795697748661041,
|
|
0.13017743825912476,
|
|
0.18719203770160675,
|
|
0.23376618325710297,
|
|
0.32075464725494385,
|
|
0.6243385076522827,
|
|
0.5217389464378357,
|
|
0.31205663084983826,
|
|
0.5225224494934082,
|
|
0.11522628366947174,
|
|
0.29906532168388367,
|
|
0.19999992847442627,
|
|
0.6168223023414612,
|
|
0.6066349744796753,
|
|
0.17355364561080933,
|
|
0.09999993443489075,
|
|
0.16783210635185242,
|
|
0.12753619253635406,
|
|
0.29523801803588867,
|
|
0.5209301114082336,
|
|
0.3516482412815094,
|
|
0.2181817591190338,
|
|
0.38674020767211914,
|
|
0.33057841658592224,
|
|
0.36633655428886414,
|
|
0.15999992191791534,
|
|
0.29268282651901245,
|
|
0.26666656136512756,
|
|
0.4903845191001892,
|
|
0.212290421128273,
|
|
0.1990049034357071,
|
|
0.6387433409690857,
|
|
0.43564343452453613,
|
|
0.27102795243263245,
|
|
0.35365843772888184,
|
|
0.1494252234697342,
|
|
0.4056602716445923
|
|
],
|
|
"time": 38.97802216093987,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.1806907057762146,
|
|
"val_loss": 3.656325340270996,
|
|
"acc": 32.24,
|
|
"f1": [
|
|
0.5462961196899414,
|
|
0.38043469190597534,
|
|
0.17230765521526337,
|
|
0.11392398923635483,
|
|
0.16279062628746033,
|
|
0.29885047674179077,
|
|
0.3407406508922577,
|
|
0.29292917251586914,
|
|
0.34013596177101135,
|
|
0.44198882579803467,
|
|
0.14925366640090942,
|
|
0.20765019953250885,
|
|
0.2705881595611572,
|
|
0.2014387845993042,
|
|
0.25555548071861267,
|
|
0.22009563446044922,
|
|
0.3440859317779541,
|
|
0.41573023796081543,
|
|
0.278787761926651,
|
|
0.26136353611946106,
|
|
0.5999998450279236,
|
|
0.4351463317871094,
|
|
0.30150744318962097,
|
|
0.3076922297477722,
|
|
0.6425337791442871,
|
|
0.14689259231090546,
|
|
0.20895513892173767,
|
|
0.2054053246974945,
|
|
0.5244443416595459,
|
|
0.3209875524044037,
|
|
0.30107519030570984,
|
|
0.27322396636009216,
|
|
0.15573763847351074,
|
|
0.3370785713195801,
|
|
0.18848159909248352,
|
|
0.10582003742456436,
|
|
0.2605040967464447,
|
|
0.26395928859710693,
|
|
0.09090903401374817,
|
|
0.474226713180542,
|
|
0.29059821367263794,
|
|
0.6046509742736816,
|
|
0.21301770210266113,
|
|
0.2890172600746155,
|
|
0.1279069036245346,
|
|
0.2176164984703064,
|
|
0.21359217166900635,
|
|
0.48044681549072266,
|
|
0.5249998569488525,
|
|
0.35390937328338623,
|
|
0.1912349909543991,
|
|
0.22093015909194946,
|
|
0.558139443397522,
|
|
0.48936155438423157,
|
|
0.4020099639892578,
|
|
0.11650479584932327,
|
|
0.47619032859802246,
|
|
0.38190943002700806,
|
|
0.26153838634490967,
|
|
0.3414633274078369,
|
|
0.6600984334945679,
|
|
0.4533332288265228,
|
|
0.38139525055885315,
|
|
0.2959182858467102,
|
|
0.14213192462921143,
|
|
0.18867918848991394,
|
|
0.2514968812465668,
|
|
0.2999999225139618,
|
|
0.6422017216682434,
|
|
0.5119998455047607,
|
|
0.3389829397201538,
|
|
0.47619038820266724,
|
|
0.11111104488372803,
|
|
0.33802807331085205,
|
|
0.16666659712791443,
|
|
0.5679011344909668,
|
|
0.45695358514785767,
|
|
0.1759258508682251,
|
|
0.1126759946346283,
|
|
0.31284910440444946,
|
|
0.15668198466300964,
|
|
0.19178076088428497,
|
|
0.6600984334945679,
|
|
0.3678159713745117,
|
|
0.19883033633232117,
|
|
0.44970402121543884,
|
|
0.3707316219806671,
|
|
0.33606547117233276,
|
|
0.12698407471179962,
|
|
0.2783504128456116,
|
|
0.28455275297164917,
|
|
0.4745761454105377,
|
|
0.20224712789058685,
|
|
0.15789468586444855,
|
|
0.5726140141487122,
|
|
0.44351452589035034,
|
|
0.2780747711658478,
|
|
0.2833332419395447,
|
|
0.16236156225204468,
|
|
0.29032251238822937
|
|
],
|
|
"time": 39.21090772934258,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 0.13555994629859924,
|
|
"val_loss": 3.7859809398651123,
|
|
"acc": 32.93,
|
|
"f1": [
|
|
0.6206895709037781,
|
|
0.31506839394569397,
|
|
0.188888818025589,
|
|
0.18404902517795563,
|
|
0.193979874253273,
|
|
0.24999991059303284,
|
|
0.2706766128540039,
|
|
0.34523800015449524,
|
|
0.35955044627189636,
|
|
0.4577113389968872,
|
|
0.264317125082016,
|
|
0.16370101273059845,
|
|
0.3052959144115448,
|
|
0.2230215221643448,
|
|
0.23913034796714783,
|
|
0.16993455588817596,
|
|
0.3628317713737488,
|
|
0.492890864610672,
|
|
0.2543858587741852,
|
|
0.20359273254871368,
|
|
0.6055043935775757,
|
|
0.4260353744029999,
|
|
0.3529410660266876,
|
|
0.43902432918548584,
|
|
0.6220094561576843,
|
|
0.1775147169828415,
|
|
0.23232315480709076,
|
|
0.16666659712791443,
|
|
0.49689429998397827,
|
|
0.31249991059303284,
|
|
0.40999990701675415,
|
|
0.27380943298339844,
|
|
0.2571427524089813,
|
|
0.26027390360832214,
|
|
0.16107375919818878,
|
|
0.15476183593273163,
|
|
0.27096763253211975,
|
|
0.2147650271654129,
|
|
0.19459453225135803,
|
|
0.39202648401260376,
|
|
0.33333322405815125,
|
|
0.5391303300857544,
|
|
0.24908417463302612,
|
|
0.24691346287727356,
|
|
0.09137050062417984,
|
|
0.17821775376796722,
|
|
0.18181811273097992,
|
|
0.4316108822822571,
|
|
0.46728962659835815,
|
|
0.33333322405815125,
|
|
0.18536579608917236,
|
|
0.2643677294254303,
|
|
0.4647301733493805,
|
|
0.5929647088050842,
|
|
0.43979042768478394,
|
|
0.06936410069465637,
|
|
0.5145629644393921,
|
|
0.3295453190803528,
|
|
0.43438899517059326,
|
|
0.29032251238822937,
|
|
0.7118643522262573,
|
|
0.44827571511268616,
|
|
0.4521738290786743,
|
|
0.3417084515094757,
|
|
0.11392398923635483,
|
|
0.15228420495986938,
|
|
0.251428484916687,
|
|
0.280898779630661,
|
|
0.6594592928886414,
|
|
0.4924241304397583,
|
|
0.38596484065055847,
|
|
0.5439329743385315,
|
|
0.10576916486024857,
|
|
0.385650098323822,
|
|
0.22222214937210083,
|
|
0.5940592885017395,
|
|
0.6176469922065735,
|
|
0.15714280307292938,
|
|
0.1509433388710022,
|
|
0.23611101508140564,
|
|
0.16753920912742615,
|
|
0.2202642410993576,
|
|
0.5990337133407593,
|
|
0.34374991059303284,
|
|
0.12499994039535522,
|
|
0.4405285120010376,
|
|
0.33962252736091614,
|
|
0.37735840678215027,
|
|
0.17355364561080933,
|
|
0.2815532982349396,
|
|
0.2602229714393616,
|
|
0.4550263583660126,
|
|
0.2378377616405487,
|
|
0.21390368044376373,
|
|
0.6167399883270264,
|
|
0.4071427583694458,
|
|
0.1445782482624054,
|
|
0.27667975425720215,
|
|
0.07812494784593582,
|
|
0.3068782389163971
|
|
],
|
|
"time": 39.19572967942804,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.18412286043167114,
|
|
"val_loss": 3.906160831451416,
|
|
"acc": 31.98,
|
|
"f1": [
|
|
0.5676854848861694,
|
|
0.3733331859111786,
|
|
0.2314814031124115,
|
|
0.11594197899103165,
|
|
0.21874994039535522,
|
|
0.28444433212280273,
|
|
0.3370785713195801,
|
|
0.29508185386657715,
|
|
0.2956520915031433,
|
|
0.35714277625083923,
|
|
0.13899610936641693,
|
|
0.1258740872144699,
|
|
0.290502667427063,
|
|
0.2705881595611572,
|
|
0.22656244039535522,
|
|
0.18947362899780273,
|
|
0.3478260338306427,
|
|
0.4177776873111725,
|
|
0.28426387906074524,
|
|
0.22748807072639465,
|
|
0.6737966537475586,
|
|
0.4068964719772339,
|
|
0.3350784480571747,
|
|
0.40206170082092285,
|
|
0.5367964506149292,
|
|
0.19626161456108093,
|
|
0.2598869204521179,
|
|
0.18823520839214325,
|
|
0.4852069914340973,
|
|
0.30701744556427,
|
|
0.3880595862865448,
|
|
0.245353102684021,
|
|
0.28571417927742004,
|
|
0.3316582143306732,
|
|
0.26190465688705444,
|
|
0.12093015760183334,
|
|
0.33548372983932495,
|
|
0.16774186491966248,
|
|
0.1836734265089035,
|
|
0.5027931928634644,
|
|
0.29118767380714417,
|
|
0.5418717861175537,
|
|
0.22222216427326202,
|
|
0.3113206624984741,
|
|
0.13461533188819885,
|
|
0.17959177494049072,
|
|
0.21468918025493622,
|
|
0.4343433380126953,
|
|
0.49999988079071045,
|
|
0.3625729978084564,
|
|
0.23636355996131897,
|
|
0.22916659712791443,
|
|
0.49999988079071045,
|
|
0.5411763787269592,
|
|
0.3679999113082886,
|
|
0.05517236515879631,
|
|
0.5316454172134399,
|
|
0.3975153863430023,
|
|
0.2739725112915039,
|
|
0.21839071810245514,
|
|
0.7363182306289673,
|
|
0.4823527932167053,
|
|
0.37174713611602783,
|
|
0.30487796664237976,
|
|
0.16080394387245178,
|
|
0.2430938482284546,
|
|
0.24154582619667053,
|
|
0.2612611949443817,
|
|
0.6847825050354004,
|
|
0.4915253520011902,
|
|
0.3249998986721039,
|
|
0.5026176571846008,
|
|
0.14666660130023956,
|
|
0.3307691812515259,
|
|
0.18972326815128326,
|
|
0.527607262134552,
|
|
0.5185184478759766,
|
|
0.17801040410995483,
|
|
0.12851400673389435,
|
|
0.3586955666542053,
|
|
0.14606735110282898,
|
|
0.19047611951828003,
|
|
0.5679011344909668,
|
|
0.2972972095012665,
|
|
0.15328460931777954,
|
|
0.3649634122848511,
|
|
0.35675665736198425,
|
|
0.30395129323005676,
|
|
0.14814810454845428,
|
|
0.3209875524044037,
|
|
0.28749987483024597,
|
|
0.47513800859451294,
|
|
0.20895515382289886,
|
|
0.212290421128273,
|
|
0.5072462558746338,
|
|
0.3999999165534973,
|
|
0.336633563041687,
|
|
0.2624998986721039,
|
|
0.18421044945716858,
|
|
0.3089430034160614
|
|
],
|
|
"time": 38.222406779415905,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.21691232919692993,
|
|
"val_loss": 3.909201145172119,
|
|
"acc": 32.29,
|
|
"f1": [
|
|
0.5569619536399841,
|
|
0.3157894015312195,
|
|
0.22660093009471893,
|
|
0.15624994039535522,
|
|
0.15920390188694,
|
|
0.26153838634490967,
|
|
0.3540668785572052,
|
|
0.304526686668396,
|
|
0.3230768144130707,
|
|
0.4692735970020294,
|
|
0.15789468586444855,
|
|
0.26993855834007263,
|
|
0.31404948234558105,
|
|
0.18045106530189514,
|
|
0.19417467713356018,
|
|
0.2566037178039551,
|
|
0.35582810640335083,
|
|
0.47222211956977844,
|
|
0.24675315618515015,
|
|
0.21686740219593048,
|
|
0.6081869602203369,
|
|
0.4249998927116394,
|
|
0.3186812400817871,
|
|
0.4765956401824951,
|
|
0.5846152901649475,
|
|
0.14634139835834503,
|
|
0.2099446803331375,
|
|
0.1862347573041916,
|
|
0.4469272196292877,
|
|
0.3409090042114258,
|
|
0.3013697862625122,
|
|
0.1654134839773178,
|
|
0.2694299519062042,
|
|
0.4022345542907715,
|
|
0.23030294477939606,
|
|
0.1081080511212349,
|
|
0.2705881595611572,
|
|
0.21794864535331726,
|
|
0.15662643313407898,
|
|
0.44444432854652405,
|
|
0.33050838112831116,
|
|
0.616278886795044,
|
|
0.26190465688705444,
|
|
0.34905651211738586,
|
|
0.1675977110862732,
|
|
0.1365852952003479,
|
|
0.18791939318180084,
|
|
0.44554442167282104,
|
|
0.5749998092651367,
|
|
0.4221104085445404,
|
|
0.20532315969467163,
|
|
0.24999992549419403,
|
|
0.5064376592636108,
|
|
0.5793650150299072,
|
|
0.3444443643093109,
|
|
0.06853578239679337,
|
|
0.3841806650161743,
|
|
0.3609755337238312,
|
|
0.31818169355392456,
|
|
0.24999988079071045,
|
|
0.6952379941940308,
|
|
0.43850257992744446,
|
|
0.4429529309272766,
|
|
0.3157893717288971,
|
|
0.1395348459482193,
|
|
0.2399999350309372,
|
|
0.24669595062732697,
|
|
0.2550334930419922,
|
|
0.58730149269104,
|
|
0.5333331823348999,
|
|
0.2547769844532013,
|
|
0.49411749839782715,
|
|
0.10389603674411774,
|
|
0.30409345030784607,
|
|
0.18181811273097992,
|
|
0.6276593804359436,
|
|
0.6086955666542053,
|
|
0.1959458887577057,
|
|
0.19251330196857452,
|
|
0.2312137931585312,
|
|
0.14232203364372253,
|
|
0.10370365530252457,
|
|
0.6631577014923096,
|
|
0.3169397711753845,
|
|
0.2138364166021347,
|
|
0.4418603479862213,
|
|
0.36607131361961365,
|
|
0.32941165566444397,
|
|
0.10606056451797485,
|
|
0.3428570628166199,
|
|
0.28571420907974243,
|
|
0.4916200041770935,
|
|
0.11976040154695511,
|
|
0.1657457947731018,
|
|
0.6057141423225403,
|
|
0.4401912987232208,
|
|
0.24083760380744934,
|
|
0.2436974197626114,
|
|
0.1596243679523468,
|
|
0.3778800964355469
|
|
],
|
|
"time": 39.21234618127346,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.19248263537883759,
|
|
"val_loss": 3.87013840675354,
|
|
"acc": 31.66,
|
|
"f1": [
|
|
0.592920184135437,
|
|
0.4226802885532379,
|
|
0.24175815284252167,
|
|
0.07042248547077179,
|
|
0.17757000029087067,
|
|
0.25730982422828674,
|
|
0.3376622498035431,
|
|
0.3016759157180786,
|
|
0.33333325386047363,
|
|
0.44559577107429504,
|
|
0.09356718510389328,
|
|
0.2121211439371109,
|
|
0.25906726717948914,
|
|
0.24761897325515747,
|
|
0.24999991059303284,
|
|
0.22137397527694702,
|
|
0.26815634965896606,
|
|
0.4904213547706604,
|
|
0.3599999248981476,
|
|
0.20560744404792786,
|
|
0.583690881729126,
|
|
0.4670657217502594,
|
|
0.30057793855667114,
|
|
0.4133332371711731,
|
|
0.5999999046325684,
|
|
0.17801040410995483,
|
|
0.2371133416891098,
|
|
0.15894033014774323,
|
|
0.38028159737586975,
|
|
0.348314493894577,
|
|
0.3710406422615051,
|
|
0.2616821527481079,
|
|
0.23595495522022247,
|
|
0.2937852144241333,
|
|
0.26395928859710693,
|
|
0.09655166417360306,
|
|
0.33333322405815125,
|
|
0.2116401493549347,
|
|
0.13513506948947906,
|
|
0.4579438269138336,
|
|
0.30697670578956604,
|
|
0.5514017343521118,
|
|
0.239999920129776,
|
|
0.30275216698646545,
|
|
0.18009470403194427,
|
|
0.17272719740867615,
|
|
0.16620495915412903,
|
|
0.45669278502464294,
|
|
0.4444443881511688,
|
|
0.3026314675807953,
|
|
0.14864858984947205,
|
|
0.14864858984947205,
|
|
0.376623272895813,
|
|
0.5603446960449219,
|
|
0.35146433115005493,
|
|
0.04838705435395241,
|
|
0.4102562963962555,
|
|
0.3617020547389984,
|
|
0.3482586145401001,
|
|
0.3615383505821228,
|
|
0.6321837902069092,
|
|
0.4320986270904541,
|
|
0.3775508999824524,
|
|
0.24657529592514038,
|
|
0.1282050609588623,
|
|
0.19689112901687622,
|
|
0.24742262065410614,
|
|
0.34920626878738403,
|
|
0.6202530264854431,
|
|
0.5205478072166443,
|
|
0.36123335361480713,
|
|
0.4939757287502289,
|
|
0.05681813135743141,
|
|
0.2771083414554596,
|
|
0.19999994337558746,
|
|
0.5486724376678467,
|
|
0.6018517017364502,
|
|
0.1548386514186859,
|
|
0.16891886293888092,
|
|
0.2941175401210785,
|
|
0.12631572782993317,
|
|
0.238805890083313,
|
|
0.683937668800354,
|
|
0.306122362613678,
|
|
0.154545396566391,
|
|
0.3999999165534973,
|
|
0.36158180236816406,
|
|
0.2869197428226471,
|
|
0.13756607472896576,
|
|
0.29824554920196533,
|
|
0.22988496720790863,
|
|
0.49999988079071045,
|
|
0.21789877116680145,
|
|
0.16666659712791443,
|
|
0.525345504283905,
|
|
0.4697985351085663,
|
|
0.24096375703811646,
|
|
0.23693372309207916,
|
|
0.18025743961334229,
|
|
0.39090898633003235
|
|
],
|
|
"time": 39.26412283722311,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.20376351475715637,
|
|
"val_loss": 3.991408586502075,
|
|
"acc": 32.08,
|
|
"f1": [
|
|
0.6078430414199829,
|
|
0.37962955236434937,
|
|
0.18478251993656158,
|
|
0.17218534648418427,
|
|
0.18181811273097992,
|
|
0.23463678359985352,
|
|
0.32369929552078247,
|
|
0.327868789434433,
|
|
0.27433618903160095,
|
|
0.38596484065055847,
|
|
0.16806717216968536,
|
|
0.2399999350309372,
|
|
0.34177201986312866,
|
|
0.29268285632133484,
|
|
0.27322396636009216,
|
|
0.2262442708015442,
|
|
0.3113771378993988,
|
|
0.5463916063308716,
|
|
0.28723397850990295,
|
|
0.23255808651447296,
|
|
0.6899998784065247,
|
|
0.43636354804039,
|
|
0.2999999225139618,
|
|
0.4939270317554474,
|
|
0.6224488615989685,
|
|
0.22480614483356476,
|
|
0.20304562151432037,
|
|
0.12195117771625519,
|
|
0.4573989808559418,
|
|
0.331707239151001,
|
|
0.3195265531539917,
|
|
0.2545453608036041,
|
|
0.2413792610168457,
|
|
0.26519328355789185,
|
|
0.2413792610168457,
|
|
0.1325300633907318,
|
|
0.314606636762619,
|
|
0.15068486332893372,
|
|
0.2297871857881546,
|
|
0.393063485622406,
|
|
0.30232545733451843,
|
|
0.5520831942558289,
|
|
0.21428565680980682,
|
|
0.2991451919078827,
|
|
0.11718744784593582,
|
|
0.19780214130878448,
|
|
0.193548321723938,
|
|
0.418032705783844,
|
|
0.4969695806503296,
|
|
0.3723403513431549,
|
|
0.1916166990995407,
|
|
0.231999933719635,
|
|
0.4765624403953552,
|
|
0.4905659258365631,
|
|
0.35121941566467285,
|
|
0.12844030559062958,
|
|
0.4108106791973114,
|
|
0.3121950626373291,
|
|
0.34177201986312866,
|
|
0.2783504128456116,
|
|
0.6171002388000488,
|
|
0.4942527115345001,
|
|
0.4014083743095398,
|
|
0.32456132769584656,
|
|
0.1656804084777832,
|
|
0.09890103340148926,
|
|
0.22222216427326202,
|
|
0.26666656136512756,
|
|
0.6176469922065735,
|
|
0.5121950507164001,
|
|
0.40677958726882935,
|
|
0.5378149747848511,
|
|
0.10650881379842758,
|
|
0.33816415071487427,
|
|
0.19393931329250336,
|
|
0.47761186957359314,
|
|
0.6341461539268494,
|
|
0.16593880951404572,
|
|
0.1909089982509613,
|
|
0.24390234053134918,
|
|
0.13688208162784576,
|
|
0.17391295731067657,
|
|
0.4577113389968872,
|
|
0.2749998867511749,
|
|
0.21904754638671875,
|
|
0.3999999165534973,
|
|
0.4491977095603943,
|
|
0.28758159279823303,
|
|
0.18947362899780273,
|
|
0.33333322405815125,
|
|
0.24271836876869202,
|
|
0.4630540609359741,
|
|
0.20353974401950836,
|
|
0.1866665780544281,
|
|
0.5686272978782654,
|
|
0.4093022048473358,
|
|
0.213483065366745,
|
|
0.299465149641037,
|
|
0.20175431668758392,
|
|
0.27218925952911377
|
|
],
|
|
"time": 38.22655731905252,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 0.25310957431793213,
|
|
"val_loss": 4.007192611694336,
|
|
"acc": 31.91,
|
|
"f1": [
|
|
0.5585584044456482,
|
|
0.40206170082092285,
|
|
0.2099446803331375,
|
|
0.14358967542648315,
|
|
0.19672125577926636,
|
|
0.24489787220954895,
|
|
0.299999862909317,
|
|
0.2576685845851898,
|
|
0.3670884966850281,
|
|
0.3779526650905609,
|
|
0.15300540626049042,
|
|
0.17391295731067657,
|
|
0.28571420907974243,
|
|
0.2571427822113037,
|
|
0.21714277565479279,
|
|
0.24291490018367767,
|
|
0.32835814356803894,
|
|
0.4313724637031555,
|
|
0.23853203654289246,
|
|
0.25510191917419434,
|
|
0.5837318897247314,
|
|
0.5221673846244812,
|
|
0.3043477237224579,
|
|
0.5081965923309326,
|
|
0.5271965861320496,
|
|
0.2072538137435913,
|
|
0.21965309977531433,
|
|
0.14473678171634674,
|
|
0.45595842599868774,
|
|
0.31999990344047546,
|
|
0.40718549489974976,
|
|
0.2617800235748291,
|
|
0.25675666332244873,
|
|
0.32978713512420654,
|
|
0.1748633086681366,
|
|
0.19672124087810516,
|
|
0.32195112109184265,
|
|
0.22105254232883453,
|
|
0.17346931993961334,
|
|
0.4596272110939026,
|
|
0.27272722125053406,
|
|
0.6010927557945251,
|
|
0.23602473735809326,
|
|
0.29251691699028015,
|
|
0.1485147923231125,
|
|
0.17877088487148285,
|
|
0.1604277491569519,
|
|
0.4108106791973114,
|
|
0.522222101688385,
|
|
0.25675666332244873,
|
|
0.17699109017848969,
|
|
0.20430098474025726,
|
|
0.504761815071106,
|
|
0.5440612435340881,
|
|
0.40677955746650696,
|
|
0.10191076993942261,
|
|
0.47120407223701477,
|
|
0.2944161295890808,
|
|
0.2748090922832489,
|
|
0.30674833059310913,
|
|
0.6926827430725098,
|
|
0.47368407249450684,
|
|
0.3653844892978668,
|
|
0.300884872674942,
|
|
0.12440184503793716,
|
|
0.14342623949050903,
|
|
0.13422814011573792,
|
|
0.2710842788219452,
|
|
0.6220094561576843,
|
|
0.48132768273353577,
|
|
0.41975298523902893,
|
|
0.49586769938468933,
|
|
0.1494252234697342,
|
|
0.33918121457099915,
|
|
0.1938774734735489,
|
|
0.5465837121009827,
|
|
0.4553845226764679,
|
|
0.20276491343975067,
|
|
0.16883111000061035,
|
|
0.28272244334220886,
|
|
0.1514195203781128,
|
|
0.24096375703811646,
|
|
0.5999999046325684,
|
|
0.3016759157180786,
|
|
0.2025315910577774,
|
|
0.40268445014953613,
|
|
0.31325289607048035,
|
|
0.35398221015930176,
|
|
0.04411759972572327,
|
|
0.278787761926651,
|
|
0.2643677294254303,
|
|
0.4777776598930359,
|
|
0.2547169029712677,
|
|
0.16853927075862885,
|
|
0.5951218605041504,
|
|
0.4347825050354004,
|
|
0.27737218141555786,
|
|
0.22772268950939178,
|
|
0.1524663120508194,
|
|
0.3092782497406006
|
|
],
|
|
"time": 39.28780008573085,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 0.18405671417713165,
|
|
"val_loss": 3.832608222961426,
|
|
"acc": 32.38,
|
|
"f1": [
|
|
0.5523011684417725,
|
|
0.35467973351478577,
|
|
0.1866665780544281,
|
|
0.12499994784593582,
|
|
0.22093015909194946,
|
|
0.26615965366363525,
|
|
0.3592813014984131,
|
|
0.32258057594299316,
|
|
0.2797926664352417,
|
|
0.3549782335758209,
|
|
0.1792452037334442,
|
|
0.1734103411436081,
|
|
0.30075180530548096,
|
|
0.23188398778438568,
|
|
0.2727271318435669,
|
|
0.17567561566829681,
|
|
0.36792439222335815,
|
|
0.4790417551994324,
|
|
0.281406968832016,
|
|
0.20792071521282196,
|
|
0.5988698601722717,
|
|
0.47572803497314453,
|
|
0.3431951701641083,
|
|
0.4242422580718994,
|
|
0.5583755373954773,
|
|
0.16080394387245178,
|
|
0.28571420907974243,
|
|
0.22064052522182465,
|
|
0.49549540877342224,
|
|
0.3113771378993988,
|
|
0.34977567195892334,
|
|
0.3068782389163971,
|
|
0.21428564190864563,
|
|
0.28965505957603455,
|
|
0.2279411107301712,
|
|
0.10091736167669296,
|
|
0.24291490018367767,
|
|
0.19999992847442627,
|
|
0.11678826063871384,
|
|
0.40268445014953613,
|
|
0.2716980576515198,
|
|
0.5803107619285583,
|
|
0.26315781474113464,
|
|
0.22058817744255066,
|
|
0.15384608507156372,
|
|
0.194871723651886,
|
|
0.20809243619441986,
|
|
0.5123152136802673,
|
|
0.45631060004234314,
|
|
0.32558128237724304,
|
|
0.17391300201416016,
|
|
0.2528734505176544,
|
|
0.5648146867752075,
|
|
0.5454544425010681,
|
|
0.44827571511268616,
|
|
0.07777772098779678,
|
|
0.4640882611274719,
|
|
0.30270257592201233,
|
|
0.43850257992744446,
|
|
0.3384614884853363,
|
|
0.6698111891746521,
|
|
0.48598119616508484,
|
|
0.41249990463256836,
|
|
0.3587442934513092,
|
|
0.14479632675647736,
|
|
0.15328460931777954,
|
|
0.2560974657535553,
|
|
0.30392149090766907,
|
|
0.6666665077209473,
|
|
0.4907405972480774,
|
|
0.4179103374481201,
|
|
0.4834436774253845,
|
|
0.10404618829488754,
|
|
0.3084576427936554,
|
|
0.1911763995885849,
|
|
0.5963301062583923,
|
|
0.5692307353019714,
|
|
0.17910441756248474,
|
|
0.18348616361618042,
|
|
0.1777777075767517,
|
|
0.1333332657814026,
|
|
0.28440356254577637,
|
|
0.637362539768219,
|
|
0.29906532168388367,
|
|
0.12857137620449066,
|
|
0.3798881769180298,
|
|
0.3529410660266876,
|
|
0.3444443643093109,
|
|
0.07462681084871292,
|
|
0.27777770161628723,
|
|
0.28272244334220886,
|
|
0.5079363584518433,
|
|
0.210526242852211,
|
|
0.1834060400724411,
|
|
0.5495494604110718,
|
|
0.3970036506652832,
|
|
0.2820512056350708,
|
|
0.2653060257434845,
|
|
0.15624994039535522,
|
|
0.28571417927742004
|
|
],
|
|
"time": 38.32329813670367,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.16124467551708221,
|
|
"val_loss": 3.998141050338745,
|
|
"acc": 32.27,
|
|
"f1": [
|
|
0.637362539768219,
|
|
0.37735840678215027,
|
|
0.22307686507701874,
|
|
0.18060195446014404,
|
|
0.1775147169828415,
|
|
0.2673266530036926,
|
|
0.33333319425582886,
|
|
0.278787761926651,
|
|
0.34722214937210083,
|
|
0.3964756429195404,
|
|
0.09859149903059006,
|
|
0.16793887317180634,
|
|
0.31999990344047546,
|
|
0.18064509332180023,
|
|
0.21782170236110687,
|
|
0.27551010251045227,
|
|
0.39153432846069336,
|
|
0.4295300841331482,
|
|
0.32820504903793335,
|
|
0.22093015909194946,
|
|
0.6628569960594177,
|
|
0.4050631821155548,
|
|
0.29885047674179077,
|
|
0.3700786530971527,
|
|
0.5849055051803589,
|
|
0.16161610186100006,
|
|
0.22429899871349335,
|
|
0.1442307084798813,
|
|
0.488262802362442,
|
|
0.3354036211967468,
|
|
0.3285022974014282,
|
|
0.30051806569099426,
|
|
0.228571355342865,
|
|
0.2949307858943939,
|
|
0.16374263167381287,
|
|
0.16974163055419922,
|
|
0.2649005651473999,
|
|
0.2745096981525421,
|
|
0.1735159158706665,
|
|
0.49999988079071045,
|
|
0.29292917251586914,
|
|
0.5454544425010681,
|
|
0.21989519894123077,
|
|
0.3348415493965149,
|
|
0.14084503054618835,
|
|
0.18749994039535522,
|
|
0.20571422576904297,
|
|
0.44444432854652405,
|
|
0.5348835587501526,
|
|
0.4014336168766022,
|
|
0.15238089859485626,
|
|
0.24060142040252686,
|
|
0.5181816816329956,
|
|
0.4963502585887909,
|
|
0.38216549158096313,
|
|
0.07947013527154922,
|
|
0.47008538246154785,
|
|
0.35897424817085266,
|
|
0.3421051502227783,
|
|
0.210526242852211,
|
|
0.6553670763969421,
|
|
0.46413490176200867,
|
|
0.4186045527458191,
|
|
0.3084111213684082,
|
|
0.15833325684070587,
|
|
0.20512813329696655,
|
|
0.21100911498069763,
|
|
0.2569443881511688,
|
|
0.6325579881668091,
|
|
0.4569287598133087,
|
|
0.4137929677963257,
|
|
0.539215624332428,
|
|
0.10791362822055817,
|
|
0.24875615537166595,
|
|
0.16666659712791443,
|
|
0.5128203630447388,
|
|
0.5230768322944641,
|
|
0.13392852246761322,
|
|
0.1290321946144104,
|
|
0.2705313265323639,
|
|
0.13422814011573792,
|
|
0.28947359323501587,
|
|
0.6631014943122864,
|
|
0.27118635177612305,
|
|
0.16279064118862152,
|
|
0.4320986270904541,
|
|
0.39215677976608276,
|
|
0.366812139749527,
|
|
0.09150320291519165,
|
|
0.36956506967544556,
|
|
0.31746023893356323,
|
|
0.5082871913909912,
|
|
0.18749994039535522,
|
|
0.2234041839838028,
|
|
0.6464645266532898,
|
|
0.41095879673957825,
|
|
0.3309858441352844,
|
|
0.23958325386047363,
|
|
0.13749992847442627,
|
|
0.33720916509628296
|
|
],
|
|
"time": 39.307433747686446,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.15826308727264404,
|
|
"val_loss": 3.7533278465270996,
|
|
"acc": 33.5,
|
|
"f1": [
|
|
0.5499998927116394,
|
|
0.4019606411457062,
|
|
0.1858406364917755,
|
|
0.17931029200553894,
|
|
0.18749992549419403,
|
|
0.26666659116744995,
|
|
0.39106133580207825,
|
|
0.29896897077560425,
|
|
0.3666665554046631,
|
|
0.44585973024368286,
|
|
0.12643671035766602,
|
|
0.2018347978591919,
|
|
0.2719297707080841,
|
|
0.22222214937210083,
|
|
0.23584897816181183,
|
|
0.2488888055086136,
|
|
0.3487178385257721,
|
|
0.41568616032600403,
|
|
0.30999991297721863,
|
|
0.20930226147174835,
|
|
0.6499998569488525,
|
|
0.5073169469833374,
|
|
0.33027511835098267,
|
|
0.4851484000682831,
|
|
0.5948716402053833,
|
|
0.1509433388710022,
|
|
0.2570280432701111,
|
|
0.18404902517795563,
|
|
0.4785274565219879,
|
|
0.30769219994544983,
|
|
0.42201822996139526,
|
|
0.35714274644851685,
|
|
0.24034328758716583,
|
|
0.3692306876182556,
|
|
0.25570768117904663,
|
|
0.1818181276321411,
|
|
0.2512076497077942,
|
|
0.20430098474025726,
|
|
0.1868131160736084,
|
|
0.49999988079071045,
|
|
0.251308798789978,
|
|
0.6217615604400635,
|
|
0.26666659116744995,
|
|
0.32432422041893005,
|
|
0.15178565680980682,
|
|
0.16113737225532532,
|
|
0.1858406364917755,
|
|
0.45901623368263245,
|
|
0.5045870542526245,
|
|
0.41148313879966736,
|
|
0.16788314282894135,
|
|
0.29059821367263794,
|
|
0.528846025466919,
|
|
0.5765764713287354,
|
|
0.3744291365146637,
|
|
0.07100585103034973,
|
|
0.4967319071292877,
|
|
0.35121941566467285,
|
|
0.34722214937210083,
|
|
0.1898733526468277,
|
|
0.7039104700088501,
|
|
0.4712642431259155,
|
|
0.41884803771972656,
|
|
0.3703702688217163,
|
|
0.15384608507156372,
|
|
0.20960691571235657,
|
|
0.16666659712791443,
|
|
0.23863628506660461,
|
|
0.6576575636863708,
|
|
0.5740739107131958,
|
|
0.38144323229789734,
|
|
0.6210525035858154,
|
|
0.12807877361774445,
|
|
0.3699420988559723,
|
|
0.19191910326480865,
|
|
0.5988022685050964,
|
|
0.5248225927352905,
|
|
0.1682242453098297,
|
|
0.1497325599193573,
|
|
0.31055888533592224,
|
|
0.11711704730987549,
|
|
0.2955664098262787,
|
|
0.6320753693580627,
|
|
0.2954544425010681,
|
|
0.20224714279174805,
|
|
0.5146197080612183,
|
|
0.43720918893814087,
|
|
0.36206886172294617,
|
|
0.14778319001197815,
|
|
0.3469386696815491,
|
|
0.29319363832473755,
|
|
0.5046727657318115,
|
|
0.20091316103935242,
|
|
0.27428561449050903,
|
|
0.5730335712432861,
|
|
0.47368407249450684,
|
|
0.24050623178482056,
|
|
0.29714274406433105,
|
|
0.12499994784593582,
|
|
0.3287670314311981
|
|
],
|
|
"time": 39.227540826424956,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 0.1794682890176773,
|
|
"val_loss": 3.587380886077881,
|
|
"acc": 33.41,
|
|
"f1": [
|
|
0.5760868191719055,
|
|
0.3999999463558197,
|
|
0.1481480747461319,
|
|
0.16101689636707306,
|
|
0.1868131160736084,
|
|
0.2616821527481079,
|
|
0.32579174637794495,
|
|
0.3529410660266876,
|
|
0.36144572496414185,
|
|
0.42931926250457764,
|
|
0.23312875628471375,
|
|
0.26086944341659546,
|
|
0.31088075041770935,
|
|
0.19230762124061584,
|
|
0.28571417927742004,
|
|
0.2570280432701111,
|
|
0.34972667694091797,
|
|
0.502564013004303,
|
|
0.3118278682231903,
|
|
0.22222214937210083,
|
|
0.6666665077209473,
|
|
0.4915253520011902,
|
|
0.28723397850990295,
|
|
0.4816325008869171,
|
|
0.6082472205162048,
|
|
0.15789467096328735,
|
|
0.19999994337558746,
|
|
0.19540224969387054,
|
|
0.49999988079071045,
|
|
0.314606636762619,
|
|
0.35390937328338623,
|
|
0.2840908169746399,
|
|
0.2739725410938263,
|
|
0.30522075295448303,
|
|
0.26548662781715393,
|
|
0.1417909860610962,
|
|
0.31055888533592224,
|
|
0.20987647771835327,
|
|
0.17525766789913177,
|
|
0.5238093733787537,
|
|
0.2999999225139618,
|
|
0.5434780716896057,
|
|
0.2290075719356537,
|
|
0.25157222151756287,
|
|
0.15999993681907654,
|
|
0.21505369246006012,
|
|
0.07633582502603531,
|
|
0.49006614089012146,
|
|
0.5333331823348999,
|
|
0.39106133580207825,
|
|
0.18264833092689514,
|
|
0.2914571762084961,
|
|
0.5128204226493835,
|
|
0.5740739107131958,
|
|
0.3803679943084717,
|
|
0.06802716106176376,
|
|
0.5233643651008606,
|
|
0.34722214937210083,
|
|
0.3493974804878235,
|
|
0.32989683747291565,
|
|
0.6938773989677429,
|
|
0.49729716777801514,
|
|
0.4260868728160858,
|
|
0.3468207120895386,
|
|
0.17391297221183777,
|
|
0.1818181276321411,
|
|
0.1604277491569519,
|
|
0.33035704493522644,
|
|
0.6794257164001465,
|
|
0.5315313935279846,
|
|
0.38914018869400024,
|
|
0.4864863455295563,
|
|
0.09999993443489075,
|
|
0.3508771061897278,
|
|
0.16666659712791443,
|
|
0.5541123747825623,
|
|
0.5069443583488464,
|
|
0.2091502547264099,
|
|
0.14193542301654816,
|
|
0.2745097279548645,
|
|
0.1343872994184494,
|
|
0.22516551613807678,
|
|
0.6262625455856323,
|
|
0.3261801600456238,
|
|
0.1912349909543991,
|
|
0.43199992179870605,
|
|
0.4042551815509796,
|
|
0.34862375259399414,
|
|
0.13265299797058105,
|
|
0.3070864975452423,
|
|
0.2914571762084961,
|
|
0.5074625611305237,
|
|
0.19999994337558746,
|
|
0.15172408521175385,
|
|
0.5789473056793213,
|
|
0.3736262619495392,
|
|
0.326315701007843,
|
|
0.28099164366722107,
|
|
0.17741930484771729,
|
|
0.3529410660266876
|
|
],
|
|
"time": 39.26696465071291,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.15729454159736633,
|
|
"val_loss": 4.046532154083252,
|
|
"acc": 32.91,
|
|
"f1": [
|
|
0.6413041353225708,
|
|
0.4057970345020294,
|
|
0.213483065366745,
|
|
0.05128201097249985,
|
|
0.17301031947135925,
|
|
0.30456843972206116,
|
|
0.3121950626373291,
|
|
0.3251230716705322,
|
|
0.33333325386047363,
|
|
0.45685264468193054,
|
|
0.19631893932819366,
|
|
0.19095470011234283,
|
|
0.31088075041770935,
|
|
0.23076918721199036,
|
|
0.24908417463302612,
|
|
0.18055549263954163,
|
|
0.35573115944862366,
|
|
0.5044246912002563,
|
|
0.30935242772102356,
|
|
0.2297871857881546,
|
|
0.6334840059280396,
|
|
0.48167529702186584,
|
|
0.278026819229126,
|
|
0.5057469606399536,
|
|
0.5389220714569092,
|
|
0.20289847254753113,
|
|
0.2446807622909546,
|
|
0.21093745529651642,
|
|
0.46540868282318115,
|
|
0.3249998986721039,
|
|
0.3473052978515625,
|
|
0.3209875524044037,
|
|
0.26190465688705444,
|
|
0.28969353437423706,
|
|
0.22916659712791443,
|
|
0.08284018188714981,
|
|
0.34042540192604065,
|
|
0.2508249878883362,
|
|
0.22485199570655823,
|
|
0.45210719108581543,
|
|
0.35582810640335083,
|
|
0.5641024112701416,
|
|
0.30588221549987793,
|
|
0.29107969999313354,
|
|
0.1792452037334442,
|
|
0.19730934500694275,
|
|
0.14723920822143555,
|
|
0.49999988079071045,
|
|
0.4918031394481659,
|
|
0.37179476022720337,
|
|
0.1965317279100418,
|
|
0.16999994218349457,
|
|
0.5135133862495422,
|
|
0.5221238136291504,
|
|
0.45344120264053345,
|
|
0.08484841883182526,
|
|
0.46739116311073303,
|
|
0.3482586145401001,
|
|
0.32183900475502014,
|
|
0.2485874742269516,
|
|
0.7071821689605713,
|
|
0.45283007621765137,
|
|
0.45405393838882446,
|
|
0.2937852144241333,
|
|
0.15384608507156372,
|
|
0.10975604504346848,
|
|
0.2236841470003128,
|
|
0.2923975884914398,
|
|
0.6231154203414917,
|
|
0.5249998569488525,
|
|
0.28749987483024597,
|
|
0.5151513814926147,
|
|
0.11881181597709656,
|
|
0.2934781610965729,
|
|
0.16666661202907562,
|
|
0.5783131122589111,
|
|
0.5726140141487122,
|
|
0.15714280307292938,
|
|
0.1634240448474884,
|
|
0.23157887160778046,
|
|
0.1290321946144104,
|
|
0.28787872195243835,
|
|
0.6594592928886414,
|
|
0.32214754819869995,
|
|
0.17674411833286285,
|
|
0.4311376214027405,
|
|
0.28758159279823303,
|
|
0.3939392864704132,
|
|
0.1913042813539505,
|
|
0.33215537667274475,
|
|
0.2577318847179413,
|
|
0.4454147219657898,
|
|
0.238805890083313,
|
|
0.25961530208587646,
|
|
0.6270268559455872,
|
|
0.4632767140865326,
|
|
0.27083322405815125,
|
|
0.27555546164512634,
|
|
0.14906825125217438,
|
|
0.3470318615436554
|
|
],
|
|
"time": 38.07508736010641,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.10273920744657516,
|
|
"val_loss": 4.009395599365234,
|
|
"acc": 33.76,
|
|
"f1": [
|
|
0.6030149459838867,
|
|
0.38775497674942017,
|
|
0.27173903584480286,
|
|
0.2234041839838028,
|
|
0.16184966266155243,
|
|
0.246575266122818,
|
|
0.32298123836517334,
|
|
0.32911381125450134,
|
|
0.3578946590423584,
|
|
0.40394076704978943,
|
|
0.1877550482749939,
|
|
0.2471909523010254,
|
|
0.3473052978515625,
|
|
0.24701185524463654,
|
|
0.30674833059310913,
|
|
0.26666656136512756,
|
|
0.32599109411239624,
|
|
0.4913792312145233,
|
|
0.2987011969089508,
|
|
0.20909084379673004,
|
|
0.5347984433174133,
|
|
0.4016735553741455,
|
|
0.35897424817085266,
|
|
0.3905324339866638,
|
|
0.5949366092681885,
|
|
0.22330091893672943,
|
|
0.2681563198566437,
|
|
0.20437948405742645,
|
|
0.44976064562797546,
|
|
0.3113771378993988,
|
|
0.3414633274078369,
|
|
0.299465149641037,
|
|
0.2793295085430145,
|
|
0.3568074107170105,
|
|
0.271493136882782,
|
|
0.10596020519733429,
|
|
0.3389829397201538,
|
|
0.20289847254753113,
|
|
0.15909084677696228,
|
|
0.4432430863380432,
|
|
0.2564101815223694,
|
|
0.5021275877952576,
|
|
0.2569831311702728,
|
|
0.336633563041687,
|
|
0.2256409376859665,
|
|
0.2075471132993698,
|
|
0.17218534648418427,
|
|
0.4811319410800934,
|
|
0.4818180501461029,
|
|
0.37499985098838806,
|
|
0.16580304503440857,
|
|
0.3428570628166199,
|
|
0.5161288380622864,
|
|
0.5446807742118835,
|
|
0.48305076360702515,
|
|
0.05102035030722618,
|
|
0.46896544098854065,
|
|
0.32584258913993835,
|
|
0.43362823128700256,
|
|
0.32335323095321655,
|
|
0.711340069770813,
|
|
0.44827571511268616,
|
|
0.4945053458213806,
|
|
0.35460981726646423,
|
|
0.14893612265586853,
|
|
0.2333332598209381,
|
|
0.1839999407529831,
|
|
0.23611101508140564,
|
|
0.6704543232917786,
|
|
0.4484303891658783,
|
|
0.36815908551216125,
|
|
0.5050503611564636,
|
|
0.13095231354236603,
|
|
0.3169013261795044,
|
|
0.20689649879932404,
|
|
0.5826086401939392,
|
|
0.5624998807907104,
|
|
0.16494840383529663,
|
|
0.154929518699646,
|
|
0.32388654351234436,
|
|
0.12121205776929855,
|
|
0.2485874742269516,
|
|
0.6596857309341431,
|
|
0.30651330947875977,
|
|
0.18884113430976868,
|
|
0.4201679825782776,
|
|
0.3157894015312195,
|
|
0.33992087841033936,
|
|
0.15887843072414398,
|
|
0.32075464725494385,
|
|
0.2820512056350708,
|
|
0.5157893896102905,
|
|
0.23655906319618225,
|
|
0.19883033633232117,
|
|
0.5089284181594849,
|
|
0.43850257992744446,
|
|
0.30303022265434265,
|
|
0.35602086782455444,
|
|
0.12972965836524963,
|
|
0.3524589240550995
|
|
],
|
|
"time": 39.20411435607821,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.12905114889144897,
|
|
"val_loss": 3.5733699798583984,
|
|
"acc": 32.86,
|
|
"f1": [
|
|
0.649214506149292,
|
|
0.40160635113716125,
|
|
0.18909086287021637,
|
|
0.19047611951828003,
|
|
0.16923071444034576,
|
|
0.264317125082016,
|
|
0.35294109582901,
|
|
0.30857133865356445,
|
|
0.3945577144622803,
|
|
0.4410255253314972,
|
|
0.210526242852211,
|
|
0.18713442981243134,
|
|
0.33128824830055237,
|
|
0.21714277565479279,
|
|
0.26254817843437195,
|
|
0.1481480747461319,
|
|
0.34177201986312866,
|
|
0.5045044422149658,
|
|
0.3063828945159912,
|
|
0.16243648529052734,
|
|
0.6589593291282654,
|
|
0.4603772759437561,
|
|
0.2741115987300873,
|
|
0.4854367673397064,
|
|
0.5647057294845581,
|
|
0.18823520839214325,
|
|
0.2807016372680664,
|
|
0.1834060400724411,
|
|
0.5149698853492737,
|
|
0.30674833059310913,
|
|
0.33222582936286926,
|
|
0.3057323694229126,
|
|
0.22499994933605194,
|
|
0.2531644403934479,
|
|
0.20338976383209229,
|
|
0.14925366640090942,
|
|
0.3383083641529083,
|
|
0.21590900421142578,
|
|
0.1576354056596756,
|
|
0.4976957440376282,
|
|
0.3269230127334595,
|
|
0.6219511032104492,
|
|
0.26136353611946106,
|
|
0.2575106620788574,
|
|
0.15384609997272491,
|
|
0.14479632675647736,
|
|
0.1951218843460083,
|
|
0.4947367310523987,
|
|
0.49999988079071045,
|
|
0.4036695957183838,
|
|
0.1641024947166443,
|
|
0.2774565517902374,
|
|
0.5066665410995483,
|
|
0.5454544425010681,
|
|
0.43956032395362854,
|
|
0.09625662118196487,
|
|
0.4727271497249603,
|
|
0.34736835956573486,
|
|
0.39160826802253723,
|
|
0.3203882575035095,
|
|
0.7461138963699341,
|
|
0.5189871788024902,
|
|
0.4052862524986267,
|
|
0.3945577144622803,
|
|
0.1932772397994995,
|
|
0.14723920822143555,
|
|
0.22429899871349335,
|
|
0.2526314854621887,
|
|
0.639593780040741,
|
|
0.6054052114486694,
|
|
0.3463686406612396,
|
|
0.49999988079071045,
|
|
0.05524856224656105,
|
|
0.3809523284435272,
|
|
0.2208588421344757,
|
|
0.5350876450538635,
|
|
0.5654449462890625,
|
|
0.1445782482624054,
|
|
0.1557631939649582,
|
|
0.30567678809165955,
|
|
0.14222215116024017,
|
|
0.14965979754924774,
|
|
0.6296295523643494,
|
|
0.29702961444854736,
|
|
0.16216209530830383,
|
|
0.39106133580207825,
|
|
0.40609124302864075,
|
|
0.3508770763874054,
|
|
0.17283941805362701,
|
|
0.29523801803588867,
|
|
0.275229275226593,
|
|
0.4292236268520355,
|
|
0.22222214937210083,
|
|
0.17977522313594818,
|
|
0.6326529383659363,
|
|
0.42156851291656494,
|
|
0.279411643743515,
|
|
0.2794759273529053,
|
|
0.19528615474700928,
|
|
0.2999999225139618
|
|
],
|
|
"time": 39.26457827538252,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 0.18889425694942474,
|
|
"val_loss": 4.141808986663818,
|
|
"acc": 33.26,
|
|
"f1": [
|
|
0.619999885559082,
|
|
0.4499998688697815,
|
|
0.2010049670934677,
|
|
0.18784524500370026,
|
|
0.17021270096302032,
|
|
0.2393161654472351,
|
|
0.2191779911518097,
|
|
0.3152172863483429,
|
|
0.2872926890850067,
|
|
0.4251967668533325,
|
|
0.12834219634532928,
|
|
0.23655906319618225,
|
|
0.31034475564956665,
|
|
0.23015865683555603,
|
|
0.26666659116744995,
|
|
0.18536579608917236,
|
|
0.35135123133659363,
|
|
0.5049503445625305,
|
|
0.3352600038051605,
|
|
0.23923437297344208,
|
|
0.6050419211387634,
|
|
0.45454534888267517,
|
|
0.24719089269638062,
|
|
0.3676469624042511,
|
|
0.6009851098060608,
|
|
0.20858889818191528,
|
|
0.19999992847442627,
|
|
0.14814810454845428,
|
|
0.44311365485191345,
|
|
0.3763439953327179,
|
|
0.3727271258831024,
|
|
0.2991451919078827,
|
|
0.25954192876815796,
|
|
0.3068782389163971,
|
|
0.24761897325515747,
|
|
0.2264150083065033,
|
|
0.2686566412448883,
|
|
0.2426777482032776,
|
|
0.20430098474025726,
|
|
0.5418717861175537,
|
|
0.31638407707214355,
|
|
0.548076868057251,
|
|
0.26046502590179443,
|
|
0.2577318847179413,
|
|
0.11904755234718323,
|
|
0.1656804084777832,
|
|
0.20134222507476807,
|
|
0.38095229864120483,
|
|
0.5548385381698608,
|
|
0.31284910440444946,
|
|
0.20276491343975067,
|
|
0.23463678359985352,
|
|
0.4949493706226349,
|
|
0.5409834980964661,
|
|
0.3636362850666046,
|
|
0.11042939126491547,
|
|
0.45581385493278503,
|
|
0.3456788659095764,
|
|
0.4698793888092041,
|
|
0.37305691838264465,
|
|
0.5694443583488464,
|
|
0.45522376894950867,
|
|
0.4485980272293091,
|
|
0.34042543172836304,
|
|
0.14173223078250885,
|
|
0.23611101508140564,
|
|
0.1675977110862732,
|
|
0.30331745743751526,
|
|
0.631578803062439,
|
|
0.4640882611274719,
|
|
0.3879309296607971,
|
|
0.41592907905578613,
|
|
0.1081080436706543,
|
|
0.3299999237060547,
|
|
0.22346359491348267,
|
|
0.5294116139411926,
|
|
0.48701295256614685,
|
|
0.21649475395679474,
|
|
0.20202013850212097,
|
|
0.2741115987300873,
|
|
0.14117640256881714,
|
|
0.2386830598115921,
|
|
0.6185566186904907,
|
|
0.29951682686805725,
|
|
0.18264833092689514,
|
|
0.40191373229026794,
|
|
0.3428570330142975,
|
|
0.3537414073944092,
|
|
0.13872826099395752,
|
|
0.3089430034160614,
|
|
0.3551400303840637,
|
|
0.447368323802948,
|
|
0.1656804084777832,
|
|
0.20779214799404144,
|
|
0.4878048002719879,
|
|
0.497175008058548,
|
|
0.269938588142395,
|
|
0.3287670612335205,
|
|
0.20125779509544373,
|
|
0.32432422041893005
|
|
],
|
|
"time": 39.312839744612575,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.1555510014295578,
|
|
"val_loss": 3.46805477142334,
|
|
"acc": 32.84,
|
|
"f1": [
|
|
0.6170212030410767,
|
|
0.3549486994743347,
|
|
0.24899591505527496,
|
|
0.1219511553645134,
|
|
0.19047614932060242,
|
|
0.24778753519058228,
|
|
0.29885047674179077,
|
|
0.3636362850666046,
|
|
0.37499991059303284,
|
|
0.43749991059303284,
|
|
0.14893612265586853,
|
|
0.25961530208587646,
|
|
0.38427940011024475,
|
|
0.25396814942359924,
|
|
0.24539868533611298,
|
|
0.27083322405815125,
|
|
0.26959243416786194,
|
|
0.5291004180908203,
|
|
0.29213473200798035,
|
|
0.23616227507591248,
|
|
0.6298341155052185,
|
|
0.45263150334358215,
|
|
0.27631568908691406,
|
|
0.5420559644699097,
|
|
0.5932202339172363,
|
|
0.22421517968177795,
|
|
0.2569831311702728,
|
|
0.20487797260284424,
|
|
0.46231144666671753,
|
|
0.3195875287055969,
|
|
0.4044942855834961,
|
|
0.2955664098262787,
|
|
0.21940921247005463,
|
|
0.3850930631160736,
|
|
0.2553190290927887,
|
|
0.2096773386001587,
|
|
0.27049171924591064,
|
|
0.1777777075767517,
|
|
0.1977185755968094,
|
|
0.5136610269546509,
|
|
0.30097079277038574,
|
|
0.5698322653770447,
|
|
0.1989527940750122,
|
|
0.24899591505527496,
|
|
0.10576916486024857,
|
|
0.1818181276321411,
|
|
0.14925366640090942,
|
|
0.44642844796180725,
|
|
0.5363127589225769,
|
|
0.31081071496009827,
|
|
0.12658220529556274,
|
|
0.29319363832473755,
|
|
0.4918031394481659,
|
|
0.5463916063308716,
|
|
0.3113771378993988,
|
|
0.08139529079198837,
|
|
0.5111110210418701,
|
|
0.3184078335762024,
|
|
0.2614377737045288,
|
|
0.2746780216693878,
|
|
0.6826921701431274,
|
|
0.4265401363372803,
|
|
0.3999998867511749,
|
|
0.3797467350959778,
|
|
0.09900984168052673,
|
|
0.15384607017040253,
|
|
0.16149060428142548,
|
|
0.2592591345310211,
|
|
0.6355138421058655,
|
|
0.5650222897529602,
|
|
0.36871495842933655,
|
|
0.5638296604156494,
|
|
0.11764698475599289,
|
|
0.3487178385257721,
|
|
0.17241372168064117,
|
|
0.6054052114486694,
|
|
0.5898616909980774,
|
|
0.1717790812253952,
|
|
0.14689259231090546,
|
|
0.22485199570655823,
|
|
0.15662643313407898,
|
|
0.23045262694358826,
|
|
0.653465211391449,
|
|
0.32941165566444397,
|
|
0.16858232021331787,
|
|
0.40476179122924805,
|
|
0.34972667694091797,
|
|
0.35897427797317505,
|
|
0.1898733526468277,
|
|
0.25657886266708374,
|
|
0.29126206040382385,
|
|
0.4913792312145233,
|
|
0.1951218843460083,
|
|
0.12080531567335129,
|
|
0.5999999046325684,
|
|
0.46009382605552673,
|
|
0.22972965240478516,
|
|
0.26190465688705444,
|
|
0.1747572273015976,
|
|
0.27102795243263245
|
|
],
|
|
"time": 39.17995363008231,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.19758887588977814,
|
|
"val_loss": 3.6923470497131348,
|
|
"acc": 33.07,
|
|
"f1": [
|
|
0.6073297262191772,
|
|
0.40206170082092285,
|
|
0.2528734505176544,
|
|
0.1777777075767517,
|
|
0.15172408521175385,
|
|
0.2999999225139618,
|
|
0.2775118350982666,
|
|
0.3583814203739166,
|
|
0.360248327255249,
|
|
0.4623654782772064,
|
|
0.16753920912742615,
|
|
0.15384608507156372,
|
|
0.28742504119873047,
|
|
0.1629629135131836,
|
|
0.24120594561100006,
|
|
0.24999991059303284,
|
|
0.322274774312973,
|
|
0.5053762197494507,
|
|
0.2763635516166687,
|
|
0.24489787220954895,
|
|
0.6458331942558289,
|
|
0.42857128381729126,
|
|
0.2891565263271332,
|
|
0.3861384987831116,
|
|
0.6010361909866333,
|
|
0.22093015909194946,
|
|
0.2622949779033661,
|
|
0.16279064118862152,
|
|
0.47169798612594604,
|
|
0.27705615758895874,
|
|
0.331034392118454,
|
|
0.30057793855667114,
|
|
0.3084111213684082,
|
|
0.29433953762054443,
|
|
0.2821575999259949,
|
|
0.12834219634532928,
|
|
0.2524271011352539,
|
|
0.193548321723938,
|
|
0.24154582619667053,
|
|
0.4720495045185089,
|
|
0.28855711221694946,
|
|
0.5775399804115295,
|
|
0.23529402911663055,
|
|
0.346666544675827,
|
|
0.22702695429325104,
|
|
0.1924685686826706,
|
|
0.22772268950939178,
|
|
0.4549354910850525,
|
|
0.5106381177902222,
|
|
0.3249998986721039,
|
|
0.1932772397994995,
|
|
0.24113468825817108,
|
|
0.5284972786903381,
|
|
0.5151513814926147,
|
|
0.31638407707214355,
|
|
0.08810566365718842,
|
|
0.49999988079071045,
|
|
0.3316582143306732,
|
|
0.44571414589881897,
|
|
0.35135123133659363,
|
|
0.6947367191314697,
|
|
0.4799998998641968,
|
|
0.38490554690361023,
|
|
0.3352600038051605,
|
|
0.15936249494552612,
|
|
0.08888882398605347,
|
|
0.23636355996131897,
|
|
0.25762704014778137,
|
|
0.6324785351753235,
|
|
0.5199998617172241,
|
|
0.39378228783607483,
|
|
0.5168538093566895,
|
|
0.09523803740739822,
|
|
0.3669723868370056,
|
|
0.2258063703775406,
|
|
0.5989846587181091,
|
|
0.600858211517334,
|
|
0.22317588329315186,
|
|
0.2121211439371109,
|
|
0.2952028810977936,
|
|
0.20657269656658173,
|
|
0.25157222151756287,
|
|
0.6298341155052185,
|
|
0.26373615860939026,
|
|
0.14479632675647736,
|
|
0.44210511445999146,
|
|
0.4158414602279663,
|
|
0.3523808717727661,
|
|
0.16666659712791443,
|
|
0.330826997756958,
|
|
0.28855711221694946,
|
|
0.4905658960342407,
|
|
0.23923437297344208,
|
|
0.23214277625083923,
|
|
0.5473682880401611,
|
|
0.4021162986755371,
|
|
0.28571420907974243,
|
|
0.3272726535797119,
|
|
0.15899574756622314,
|
|
0.3060108423233032
|
|
],
|
|
"time": 39.22160410229117,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.22824963927268982,
|
|
"val_loss": 3.7919483184814453,
|
|
"acc": 32.57,
|
|
"f1": [
|
|
0.6037734746932983,
|
|
0.39711183309555054,
|
|
0.2558138370513916,
|
|
0.2099999338388443,
|
|
0.1862744390964508,
|
|
0.2758619785308838,
|
|
0.3654821515083313,
|
|
0.30909082293510437,
|
|
0.36065563559532166,
|
|
0.42857128381729126,
|
|
0.17435890436172485,
|
|
0.21118006110191345,
|
|
0.24657529592514038,
|
|
0.22891558706760406,
|
|
0.2887699604034424,
|
|
0.2783504128456116,
|
|
0.35978829860687256,
|
|
0.4186045825481415,
|
|
0.28272244334220886,
|
|
0.1696968972682953,
|
|
0.6391751170158386,
|
|
0.4550897181034088,
|
|
0.2774565517902374,
|
|
0.4333331882953644,
|
|
0.5685278177261353,
|
|
0.14925366640090942,
|
|
0.23469379544258118,
|
|
0.21428564190864563,
|
|
0.5341613292694092,
|
|
0.2692306935787201,
|
|
0.3846152722835541,
|
|
0.2739725410938263,
|
|
0.21256029605865479,
|
|
0.36158180236816406,
|
|
0.20809243619441986,
|
|
0.09448812901973724,
|
|
0.2578124403953552,
|
|
0.15642453730106354,
|
|
0.1279069036245346,
|
|
0.47008538246154785,
|
|
0.36269423365592957,
|
|
0.4899597465991974,
|
|
0.24372752010822296,
|
|
0.29268282651901245,
|
|
0.13114748895168304,
|
|
0.13265299797058105,
|
|
0.13043473660945892,
|
|
0.4135020077228546,
|
|
0.5357141494750977,
|
|
0.4319247901439667,
|
|
0.13749992847442627,
|
|
0.2598869204521179,
|
|
0.43715834617614746,
|
|
0.554216742515564,
|
|
0.44725728034973145,
|
|
0.12389375269412994,
|
|
0.45685264468193054,
|
|
0.35675665736198425,
|
|
0.3034482002258301,
|
|
0.329670250415802,
|
|
0.6052629947662354,
|
|
0.45121943950653076,
|
|
0.4210525453090668,
|
|
0.39130425453186035,
|
|
0.16589856147766113,
|
|
0.15920390188694,
|
|
0.14130428433418274,
|
|
0.2421524077653885,
|
|
0.6079294085502625,
|
|
0.5507245063781738,
|
|
0.3586955666542053,
|
|
0.4808742105960846,
|
|
0.08839772641658783,
|
|
0.31325289607048035,
|
|
0.17699109017848969,
|
|
0.5585584044456482,
|
|
0.4239129424095154,
|
|
0.19230762124061584,
|
|
0.13235288858413696,
|
|
0.28971952199935913,
|
|
0.17872333526611328,
|
|
0.23076915740966797,
|
|
0.666666567325592,
|
|
0.25490185618400574,
|
|
0.16666659712791443,
|
|
0.38578668236732483,
|
|
0.3999999165534973,
|
|
0.3846152722835541,
|
|
0.09580832719802856,
|
|
0.24637670814990997,
|
|
0.3677128851413727,
|
|
0.46231144666671753,
|
|
0.2692306935787201,
|
|
0.2115383893251419,
|
|
0.6236557960510254,
|
|
0.474226713180542,
|
|
0.26262614130973816,
|
|
0.3084576427936554,
|
|
0.16379304230213165,
|
|
0.3524228036403656
|
|
],
|
|
"time": 39.214654927141964,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.24092429876327515,
|
|
"val_loss": 3.8779475688934326,
|
|
"acc": 32.34,
|
|
"f1": [
|
|
0.5856351852416992,
|
|
0.4607328474521637,
|
|
0.15023468434810638,
|
|
0.1257142275571823,
|
|
0.18848159909248352,
|
|
0.21296289563179016,
|
|
0.3551400303840637,
|
|
0.2945735454559326,
|
|
0.3453814387321472,
|
|
0.4170211851596832,
|
|
0.19534875452518463,
|
|
0.2543351650238037,
|
|
0.3442622125148773,
|
|
0.25730982422828674,
|
|
0.23157887160778046,
|
|
0.20192298293113708,
|
|
0.31627896428108215,
|
|
0.48535552620887756,
|
|
0.24083760380744934,
|
|
0.2216215580701828,
|
|
0.6195651292800903,
|
|
0.4550263583660126,
|
|
0.2677823603153229,
|
|
0.22058817744255066,
|
|
0.5929647088050842,
|
|
0.18947362899780273,
|
|
0.29292917251586914,
|
|
0.13333328068256378,
|
|
0.48913031816482544,
|
|
0.32369929552078247,
|
|
0.3999998867511749,
|
|
0.2957197427749634,
|
|
0.30366483330726624,
|
|
0.34108519554138184,
|
|
0.2735848128795624,
|
|
0.15642453730106354,
|
|
0.2843136191368103,
|
|
0.24691349267959595,
|
|
0.1857142299413681,
|
|
0.49999988079071045,
|
|
0.30857133865356445,
|
|
0.6229507327079773,
|
|
0.22660093009471893,
|
|
0.2812499403953552,
|
|
0.13483139872550964,
|
|
0.1951218843460083,
|
|
0.10344821214675903,
|
|
0.48837196826934814,
|
|
0.5257141590118408,
|
|
0.26086950302124023,
|
|
0.19305014610290527,
|
|
0.28571420907974243,
|
|
0.507771909236908,
|
|
0.5673075914382935,
|
|
0.372548907995224,
|
|
0.08633087575435638,
|
|
0.48803818225860596,
|
|
0.3119999170303345,
|
|
0.34848475456237793,
|
|
0.3399999141693115,
|
|
0.7010307908058167,
|
|
0.4657532870769501,
|
|
0.39795905351638794,
|
|
0.31249991059303284,
|
|
0.18652844429016113,
|
|
0.14204540848731995,
|
|
0.19444438815116882,
|
|
0.22346359491348267,
|
|
0.6448085904121399,
|
|
0.44805192947387695,
|
|
0.36893191933631897,
|
|
0.5054942965507507,
|
|
0.13432830572128296,
|
|
0.37864065170288086,
|
|
0.2054053246974945,
|
|
0.5747125148773193,
|
|
0.4198894500732422,
|
|
0.15053758025169373,
|
|
0.13636356592178345,
|
|
0.2762430012226105,
|
|
0.1052631139755249,
|
|
0.2659573554992676,
|
|
0.5846152901649475,
|
|
0.2696628272533417,
|
|
0.20279714465141296,
|
|
0.4302324652671814,
|
|
0.36458322405815125,
|
|
0.35102033615112305,
|
|
0.18079088628292084,
|
|
0.30107519030570984,
|
|
0.32748526334762573,
|
|
0.5317917466163635,
|
|
0.20304562151432037,
|
|
0.1734103411436081,
|
|
0.49650338292121887,
|
|
0.3216782510280609,
|
|
0.3196346163749695,
|
|
0.2906976044178009,
|
|
0.17142851650714874,
|
|
0.28712859749794006
|
|
],
|
|
"time": 39.2879198435694,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.15783379971981049,
|
|
"val_loss": 4.117891788482666,
|
|
"acc": 32.86,
|
|
"f1": [
|
|
0.5338345170021057,
|
|
0.4415583610534668,
|
|
0.2576685845851898,
|
|
0.14285708963871002,
|
|
0.18723398447036743,
|
|
0.17391297221183777,
|
|
0.3352600038051605,
|
|
0.283950537443161,
|
|
0.3116881847381592,
|
|
0.4331209361553192,
|
|
0.24719089269638062,
|
|
0.12413787841796875,
|
|
0.2887699604034424,
|
|
0.26086944341659546,
|
|
0.306122362613678,
|
|
0.25125616788864136,
|
|
0.31896543502807617,
|
|
0.4550897181034088,
|
|
0.2547169029712677,
|
|
0.1951218843460083,
|
|
0.619289219379425,
|
|
0.4341084659099579,
|
|
0.32748526334762573,
|
|
0.49350637197494507,
|
|
0.4876324236392975,
|
|
0.220689594745636,
|
|
0.25301194190979004,
|
|
0.23484840989112854,
|
|
0.5230767726898193,
|
|
0.3135133981704712,
|
|
0.41284388303756714,
|
|
0.24120596051216125,
|
|
0.2749998867511749,
|
|
0.29906532168388367,
|
|
0.26136353611946106,
|
|
0.19913412630558014,
|
|
0.3167419731616974,
|
|
0.15624994039535522,
|
|
0.16606493294239044,
|
|
0.4090908467769623,
|
|
0.3111110329627991,
|
|
0.5079363584518433,
|
|
0.26666656136512756,
|
|
0.3292180299758911,
|
|
0.18122972548007965,
|
|
0.16176463663578033,
|
|
0.16279064118862152,
|
|
0.4632767140865326,
|
|
0.5464479923248291,
|
|
0.3626372814178467,
|
|
0.1544117033481598,
|
|
0.2485874742269516,
|
|
0.49484527111053467,
|
|
0.5326085686683655,
|
|
0.39285704493522644,
|
|
0.11055269837379456,
|
|
0.4731181561946869,
|
|
0.28749987483024597,
|
|
0.3515150547027588,
|
|
0.3274335563182831,
|
|
0.6859502196311951,
|
|
0.49411749839782715,
|
|
0.4530385434627533,
|
|
0.29702961444854736,
|
|
0.17322826385498047,
|
|
0.17813760042190552,
|
|
0.2560974657535553,
|
|
0.2953585684299469,
|
|
0.6632122993469238,
|
|
0.5631066560745239,
|
|
0.37908485531806946,
|
|
0.48314592242240906,
|
|
0.10256402939558029,
|
|
0.3170730471611023,
|
|
0.21518979966640472,
|
|
0.5568180084228516,
|
|
0.5829958915710449,
|
|
0.18279562890529633,
|
|
0.152671679854393,
|
|
0.32820504903793335,
|
|
0.15642453730106354,
|
|
0.2702701687812805,
|
|
0.6733667254447937,
|
|
0.2603549063205719,
|
|
0.10050245374441147,
|
|
0.38888877630233765,
|
|
0.35483860969543457,
|
|
0.35454532504081726,
|
|
0.12068961560726166,
|
|
0.2705881595611572,
|
|
0.2784809172153473,
|
|
0.48314592242240906,
|
|
0.22748807072639465,
|
|
0.19999992847442627,
|
|
0.5570775270462036,
|
|
0.4248703718185425,
|
|
0.31506839394569397,
|
|
0.3736262619495392,
|
|
0.1971830278635025,
|
|
0.3351954519748688
|
|
],
|
|
"time": 39.23457835894078,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.1465076208114624,
|
|
"val_loss": 3.747887372970581,
|
|
"acc": 33.05,
|
|
"f1": [
|
|
0.5630251169204712,
|
|
0.40517228841781616,
|
|
0.1548386514186859,
|
|
0.13664589822292328,
|
|
0.17355364561080933,
|
|
0.281406968832016,
|
|
0.3882351815700531,
|
|
0.3068180978298187,
|
|
0.37908485531806946,
|
|
0.5084744095802307,
|
|
0.13407814502716064,
|
|
0.251428484916687,
|
|
0.3399999141693115,
|
|
0.20320846140384674,
|
|
0.2526314854621887,
|
|
0.1916166990995407,
|
|
0.3251230716705322,
|
|
0.5088756084442139,
|
|
0.2928869426250458,
|
|
0.1735159158706665,
|
|
0.5833331942558289,
|
|
0.502564013004303,
|
|
0.28699544072151184,
|
|
0.4954127371311188,
|
|
0.5403507947921753,
|
|
0.21518981456756592,
|
|
0.20359273254871368,
|
|
0.21404676139354706,
|
|
0.5181816816329956,
|
|
0.3905324339866638,
|
|
0.3319147825241089,
|
|
0.29166659712791443,
|
|
0.27049171924591064,
|
|
0.26277366280555725,
|
|
0.25510191917419434,
|
|
0.14876028895378113,
|
|
0.31067952513694763,
|
|
0.23357658088207245,
|
|
0.17796602845191956,
|
|
0.527607262134552,
|
|
0.36956506967544556,
|
|
0.5660375952720642,
|
|
0.24358965456485748,
|
|
0.28358203172683716,
|
|
0.11594196408987045,
|
|
0.19767434895038605,
|
|
0.20233455300331116,
|
|
0.45918354392051697,
|
|
0.3795619308948517,
|
|
0.3370785713195801,
|
|
0.20270265638828278,
|
|
0.3586955666542053,
|
|
0.5263157486915588,
|
|
0.5423727631568909,
|
|
0.37125736474990845,
|
|
0.08490559458732605,
|
|
0.47169798612594604,
|
|
0.3139533996582031,
|
|
0.3846152722835541,
|
|
0.3076922297477722,
|
|
0.6724136471748352,
|
|
0.4588233530521393,
|
|
0.37575745582580566,
|
|
0.3478259742259979,
|
|
0.17073164880275726,
|
|
0.16037730872631073,
|
|
0.188888818025589,
|
|
0.23728805780410767,
|
|
0.6236557960510254,
|
|
0.5400842428207397,
|
|
0.37735840678215027,
|
|
0.4913792312145233,
|
|
0.09523802995681763,
|
|
0.3524589240550995,
|
|
0.22222214937210083,
|
|
0.5714284181594849,
|
|
0.6363635063171387,
|
|
0.1970442682504654,
|
|
0.13513506948947906,
|
|
0.329268217086792,
|
|
0.12499993294477463,
|
|
0.24083760380744934,
|
|
0.6101693511009216,
|
|
0.29896897077560425,
|
|
0.15899574756622314,
|
|
0.4607328474521637,
|
|
0.3707864284515381,
|
|
0.40999990701675415,
|
|
0.15068486332893372,
|
|
0.2962961792945862,
|
|
0.3421051502227783,
|
|
0.3571428060531616,
|
|
0.19383254647254944,
|
|
0.2314814031124115,
|
|
0.6169153451919556,
|
|
0.4561402499675751,
|
|
0.19780214130878448,
|
|
0.32402223348617554,
|
|
0.18579228222370148,
|
|
0.30588221549987793
|
|
],
|
|
"time": 39.188789951615036,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.08429459482431412,
|
|
"val_loss": 4.028163909912109,
|
|
"acc": 33.15,
|
|
"f1": [
|
|
0.5462961196899414,
|
|
0.4153004288673401,
|
|
0.23204411566257477,
|
|
0.1361255943775177,
|
|
0.14655166864395142,
|
|
0.30270257592201233,
|
|
0.3146066665649414,
|
|
0.32989683747291565,
|
|
0.3934425115585327,
|
|
0.497175008058548,
|
|
0.18079088628292084,
|
|
0.14864858984947205,
|
|
0.32558128237724304,
|
|
0.22222213447093964,
|
|
0.3261801600456238,
|
|
0.29107969999313354,
|
|
0.3578946590423584,
|
|
0.507771909236908,
|
|
0.2868216037750244,
|
|
0.2105262577533722,
|
|
0.6597937345504761,
|
|
0.47499990463256836,
|
|
0.25945934653282166,
|
|
0.33599990606307983,
|
|
0.596858561038971,
|
|
0.18181811273097992,
|
|
0.27322396636009216,
|
|
0.15894033014774323,
|
|
0.4954127371311188,
|
|
0.3708608150482178,
|
|
0.38961026072502136,
|
|
0.2366863340139389,
|
|
0.24999988079071045,
|
|
0.3370785415172577,
|
|
0.2580644488334656,
|
|
0.1773398518562317,
|
|
0.2488478720188141,
|
|
0.2569831311702728,
|
|
0.15686267614364624,
|
|
0.47798728942871094,
|
|
0.33918121457099915,
|
|
0.5999998450279236,
|
|
0.18326687812805176,
|
|
0.2955664098262787,
|
|
0.20202013850212097,
|
|
0.1747572273015976,
|
|
0.20408155024051666,
|
|
0.4688993990421295,
|
|
0.49756085872650146,
|
|
0.3267972767353058,
|
|
0.1883116364479065,
|
|
0.24647878110408783,
|
|
0.4854367673397064,
|
|
0.5818180441856384,
|
|
0.38647329807281494,
|
|
0.09039541333913803,
|
|
0.43575406074523926,
|
|
0.3363635540008545,
|
|
0.4044942855834961,
|
|
0.2843136191368103,
|
|
0.7486629486083984,
|
|
0.4599998891353607,
|
|
0.38181808590888977,
|
|
0.3431371748447418,
|
|
0.1390373706817627,
|
|
0.14563101530075073,
|
|
0.18957340717315674,
|
|
0.31746023893356323,
|
|
0.657534122467041,
|
|
0.4955751299858093,
|
|
0.34693869948387146,
|
|
0.49729716777801514,
|
|
0.05161285027861595,
|
|
0.3431371748447418,
|
|
0.19138747453689575,
|
|
0.5592415928840637,
|
|
0.6090908050537109,
|
|
0.15111105144023895,
|
|
0.1290322095155716,
|
|
0.2895926535129547,
|
|
0.1433224231004715,
|
|
0.28999990224838257,
|
|
0.6233765482902527,
|
|
0.29292917251586914,
|
|
0.23414628207683563,
|
|
0.4301074147224426,
|
|
0.39735087752342224,
|
|
0.33333322405815125,
|
|
0.15384608507156372,
|
|
0.30769219994544983,
|
|
0.2967032194137573,
|
|
0.4631577730178833,
|
|
0.23076917231082916,
|
|
0.23923437297344208,
|
|
0.541666567325592,
|
|
0.4177214205265045,
|
|
0.33333322405815125,
|
|
0.29189181327819824,
|
|
0.1854303926229477,
|
|
0.2967032194137573
|
|
],
|
|
"time": 39.20151555724442,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.16866473853588104,
|
|
"val_loss": 3.5831634998321533,
|
|
"acc": 33.85,
|
|
"f1": [
|
|
0.5977010130882263,
|
|
0.4487804174423218,
|
|
0.20895515382289886,
|
|
0.11702121049165726,
|
|
0.18999992311000824,
|
|
0.2749999165534973,
|
|
0.33333325386047363,
|
|
0.3483870029449463,
|
|
0.37349388003349304,
|
|
0.4910178482532501,
|
|
0.2127658873796463,
|
|
0.21100911498069763,
|
|
0.2796609401702881,
|
|
0.24680845439434052,
|
|
0.21857915818691254,
|
|
0.2176164984703064,
|
|
0.39805811643600464,
|
|
0.511627733707428,
|
|
0.28855711221694946,
|
|
0.23188398778438568,
|
|
0.619289219379425,
|
|
0.45248857140541077,
|
|
0.3419688045978546,
|
|
0.4851484000682831,
|
|
0.6099998950958252,
|
|
0.16216209530830383,
|
|
0.26666659116744995,
|
|
0.22549012303352356,
|
|
0.5070421695709229,
|
|
0.32258057594299316,
|
|
0.3267325758934021,
|
|
0.2584269046783447,
|
|
0.35365843772888184,
|
|
0.31325289607048035,
|
|
0.23030294477939606,
|
|
0.18884113430976868,
|
|
0.2699999213218689,
|
|
0.14117640256881714,
|
|
0.19587622582912445,
|
|
0.48387083411216736,
|
|
0.30952370166778564,
|
|
0.5517240166664124,
|
|
0.2545453608036041,
|
|
0.24060142040252686,
|
|
0.17100363969802856,
|
|
0.15999993681907654,
|
|
0.23463678359985352,
|
|
0.4631577730178833,
|
|
0.5472635626792908,
|
|
0.44230756163597107,
|
|
0.16184966266155243,
|
|
0.34523800015449524,
|
|
0.5555554032325745,
|
|
0.5955054759979248,
|
|
0.44651150703430176,
|
|
0.07638883590698242,
|
|
0.43703693151474,
|
|
0.35955044627189636,
|
|
0.43749988079071045,
|
|
0.3266931176185608,
|
|
0.6991149187088013,
|
|
0.438709557056427,
|
|
0.4561402499675751,
|
|
0.3208555281162262,
|
|
0.15126045048236847,
|
|
0.14857135713100433,
|
|
0.2543351650238037,
|
|
0.31858399510383606,
|
|
0.6203702688217163,
|
|
0.5132741928100586,
|
|
0.3563217520713806,
|
|
0.42073166370391846,
|
|
0.07185622304677963,
|
|
0.334545373916626,
|
|
0.16666659712791443,
|
|
0.552941083908081,
|
|
0.6095237135887146,
|
|
0.18604646623134613,
|
|
0.19318175315856934,
|
|
0.29473677277565,
|
|
0.16888882219791412,
|
|
0.24210518598556519,
|
|
0.6146340370178223,
|
|
0.33962252736091614,
|
|
0.17525766789913177,
|
|
0.47715723514556885,
|
|
0.3936169147491455,
|
|
0.36718741059303284,
|
|
0.188888818025589,
|
|
0.2987011969089508,
|
|
0.31297701597213745,
|
|
0.4694834351539612,
|
|
0.1818181276321411,
|
|
0.1970442682504654,
|
|
0.5925924181938171,
|
|
0.41935470700263977,
|
|
0.2843136191368103,
|
|
0.26315781474113464,
|
|
0.23232315480709076,
|
|
0.309859037399292
|
|
],
|
|
"time": 38.3021967317909,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.14345654845237732,
|
|
"val_loss": 3.9342055320739746,
|
|
"acc": 33.12,
|
|
"f1": [
|
|
0.619999885559082,
|
|
0.3370785713195801,
|
|
0.21904754638671875,
|
|
0.15261036157608032,
|
|
0.1866666078567505,
|
|
0.22966498136520386,
|
|
0.3249998986721039,
|
|
0.32124343514442444,
|
|
0.3286384046077728,
|
|
0.45901623368263245,
|
|
0.1379309743642807,
|
|
0.25165554881095886,
|
|
0.29268285632133484,
|
|
0.23529404401779175,
|
|
0.27160486578941345,
|
|
0.2780747711658478,
|
|
0.3265305459499359,
|
|
0.4897957742214203,
|
|
0.2471909523010254,
|
|
0.23111103475093842,
|
|
0.6892654895782471,
|
|
0.4387753903865814,
|
|
0.2953019142150879,
|
|
0.4725273549556732,
|
|
0.5806450843811035,
|
|
0.22115376591682434,
|
|
0.2923975884914398,
|
|
0.15555550158023834,
|
|
0.4980236291885376,
|
|
0.3272726535797119,
|
|
0.3959389626979828,
|
|
0.2727271616458893,
|
|
0.24786315858364105,
|
|
0.3209875524044037,
|
|
0.2891565263271332,
|
|
0.13930343091487885,
|
|
0.25352105498313904,
|
|
0.19108274579048157,
|
|
0.18999992311000824,
|
|
0.44578301906585693,
|
|
0.2748090624809265,
|
|
0.6060605049133301,
|
|
0.23376618325710297,
|
|
0.35185176134109497,
|
|
0.14468081295490265,
|
|
0.22916659712791443,
|
|
0.26086944341659546,
|
|
0.44976064562797546,
|
|
0.4999999403953552,
|
|
0.3756905198097229,
|
|
0.14857135713100433,
|
|
0.23312875628471375,
|
|
0.49746179580688477,
|
|
0.522222101688385,
|
|
0.43749991059303284,
|
|
0.0853080004453659,
|
|
0.47236168384552,
|
|
0.282828152179718,
|
|
0.44239622354507446,
|
|
0.3070538640022278,
|
|
0.7319586277008057,
|
|
0.42172518372535706,
|
|
0.44067782163619995,
|
|
0.28897330164909363,
|
|
0.15217386186122894,
|
|
0.1843317300081253,
|
|
0.22115376591682434,
|
|
0.2957197427749634,
|
|
0.6139533519744873,
|
|
0.4521738290786743,
|
|
0.37735840678215027,
|
|
0.47674402594566345,
|
|
0.07729462534189224,
|
|
0.32635971903800964,
|
|
0.210526242852211,
|
|
0.5630251169204712,
|
|
0.5250964164733887,
|
|
0.17518241703510284,
|
|
0.16931210458278656,
|
|
0.27218925952911377,
|
|
0.1438848376274109,
|
|
0.2941175699234009,
|
|
0.6735749840736389,
|
|
0.2962961792945862,
|
|
0.16580304503440857,
|
|
0.43537402153015137,
|
|
0.3707316219806671,
|
|
0.31023097038269043,
|
|
0.10666660219430923,
|
|
0.3275861144065857,
|
|
0.32214754819869995,
|
|
0.509090781211853,
|
|
0.2211054563522339,
|
|
0.20125779509544373,
|
|
0.5767440795898438,
|
|
0.4271843731403351,
|
|
0.26785707473754883,
|
|
0.2699999213218689,
|
|
0.1619046926498413,
|
|
0.3314915895462036
|
|
],
|
|
"time": 38.27471967227757,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 0.1346001923084259,
|
|
"val_loss": 3.7046735286712646,
|
|
"acc": 34.37,
|
|
"f1": [
|
|
0.6320753693580627,
|
|
0.41095879673957825,
|
|
0.2685184180736542,
|
|
0.1675977110862732,
|
|
0.1675977110862732,
|
|
0.26573416590690613,
|
|
0.2526314854621887,
|
|
0.2934781610965729,
|
|
0.3924049437046051,
|
|
0.4065040051937103,
|
|
0.16071423888206482,
|
|
0.2256409376859665,
|
|
0.31390124559402466,
|
|
0.24539868533611298,
|
|
0.20909084379673004,
|
|
0.2696628272533417,
|
|
0.32635971903800964,
|
|
0.48958322405815125,
|
|
0.28915655612945557,
|
|
0.2121211439371109,
|
|
0.6483515501022339,
|
|
0.4799998700618744,
|
|
0.3398057222366333,
|
|
0.4573989808559418,
|
|
0.5948716402053833,
|
|
0.18947362899780273,
|
|
0.24390234053134918,
|
|
0.19811314344406128,
|
|
0.4897957742214203,
|
|
0.36809808015823364,
|
|
0.3265305161476135,
|
|
0.322274774312973,
|
|
0.3372548520565033,
|
|
0.37433144450187683,
|
|
0.2803029716014862,
|
|
0.119999960064888,
|
|
0.3529410660266876,
|
|
0.20779214799404144,
|
|
0.1764705330133438,
|
|
0.48034927248954773,
|
|
0.34736835956573486,
|
|
0.634730339050293,
|
|
0.24719089269638062,
|
|
0.251308798789978,
|
|
0.13186806440353394,
|
|
0.16304342448711395,
|
|
0.19905206561088562,
|
|
0.4292682111263275,
|
|
0.5568180084228516,
|
|
0.4302324652671814,
|
|
0.19251330196857452,
|
|
0.30107519030570984,
|
|
0.5217390656471252,
|
|
0.5266902446746826,
|
|
0.4867255389690399,
|
|
0.10362687706947327,
|
|
0.4016392230987549,
|
|
0.3448275029659271,
|
|
0.3921567499637604,
|
|
0.2681563198566437,
|
|
0.704845666885376,
|
|
0.5074625611305237,
|
|
0.5363127589225769,
|
|
0.31034475564956665,
|
|
0.19393931329250336,
|
|
0.1836734265089035,
|
|
0.2264150083065033,
|
|
0.2774565517902374,
|
|
0.5826770663261414,
|
|
0.5869563817977905,
|
|
0.24615375697612762,
|
|
0.5396823883056641,
|
|
0.13065321743488312,
|
|
0.3714284896850586,
|
|
0.20454540848731995,
|
|
0.5853657722473145,
|
|
0.6116504073143005,
|
|
0.19230762124061584,
|
|
0.20454540848731995,
|
|
0.30057793855667114,
|
|
0.11872139573097229,
|
|
0.3069306015968323,
|
|
0.6076922416687012,
|
|
0.30051806569099426,
|
|
0.18579228222370148,
|
|
0.46242761611938477,
|
|
0.3850930631160736,
|
|
0.38596484065055847,
|
|
0.19417467713356018,
|
|
0.2962961792945862,
|
|
0.34042540192604065,
|
|
0.4818180501461029,
|
|
0.2099446803331375,
|
|
0.23115570843219757,
|
|
0.6041665077209473,
|
|
0.3895130157470703,
|
|
0.3166666030883789,
|
|
0.29118767380714417,
|
|
0.14130428433418274,
|
|
0.31638407707214355
|
|
],
|
|
"time": 39.23417905997485,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.11687607318162918,
|
|
"val_loss": 3.9035918712615967,
|
|
"acc": 34.54,
|
|
"f1": [
|
|
0.64327472448349,
|
|
0.4519229531288147,
|
|
0.2421524077653885,
|
|
0.1764705330133438,
|
|
0.1913042813539505,
|
|
0.28025469183921814,
|
|
0.2485205978155136,
|
|
0.3809523284435272,
|
|
0.4025973081588745,
|
|
0.4596272110939026,
|
|
0.23809516429901123,
|
|
0.27083322405815125,
|
|
0.33684200048446655,
|
|
0.22549012303352356,
|
|
0.31249991059303284,
|
|
0.24691346287727356,
|
|
0.3196346163749695,
|
|
0.48958322405815125,
|
|
0.2833332419395447,
|
|
0.2116401493549347,
|
|
0.6442306041717529,
|
|
0.5128204226493835,
|
|
0.36158180236816406,
|
|
0.4727271497249603,
|
|
0.6048778891563416,
|
|
0.2105262279510498,
|
|
0.2543351650238037,
|
|
0.2078852504491806,
|
|
0.5681816935539246,
|
|
0.34736835956573486,
|
|
0.467661589384079,
|
|
0.32214754819869995,
|
|
0.28310492634773254,
|
|
0.2727271616458893,
|
|
0.3299999237060547,
|
|
0.2211054563522339,
|
|
0.329268217086792,
|
|
0.19999991357326508,
|
|
0.20454540848731995,
|
|
0.5071768760681152,
|
|
0.39325833320617676,
|
|
0.6077346205711365,
|
|
0.25510191917419434,
|
|
0.30833324790000916,
|
|
0.1747572273015976,
|
|
0.21951214969158173,
|
|
0.21118006110191345,
|
|
0.49999988079071045,
|
|
0.522222101688385,
|
|
0.371900737285614,
|
|
0.18106988072395325,
|
|
0.2746478021144867,
|
|
0.46391740441322327,
|
|
0.6153845191001892,
|
|
0.44827574491500854,
|
|
0.08556142449378967,
|
|
0.502564013004303,
|
|
0.3050846457481384,
|
|
0.4607328474521637,
|
|
0.2597402036190033,
|
|
0.6846845149993896,
|
|
0.45054933428764343,
|
|
0.4630540609359741,
|
|
0.35467973351478577,
|
|
0.1451612412929535,
|
|
0.15642453730106354,
|
|
0.2095237374305725,
|
|
0.2815532982349396,
|
|
0.6198828816413879,
|
|
0.5674417018890381,
|
|
0.38636353611946106,
|
|
0.4533332288265228,
|
|
0.0978260263800621,
|
|
0.3516482412815094,
|
|
0.18064509332180023,
|
|
0.5699998736381531,
|
|
0.6019416451454163,
|
|
0.15810270607471466,
|
|
0.17391297221183777,
|
|
0.24870456755161285,
|
|
0.13186806440353394,
|
|
0.28712859749794006,
|
|
0.6188339591026306,
|
|
0.3578946590423584,
|
|
0.236453115940094,
|
|
0.45128190517425537,
|
|
0.3804876506328583,
|
|
0.42156851291656494,
|
|
0.13636356592178345,
|
|
0.251428484916687,
|
|
0.28476813435554504,
|
|
0.4463517963886261,
|
|
0.2314814031124115,
|
|
0.16783210635185242,
|
|
0.5333332419395447,
|
|
0.4607841968536377,
|
|
0.22929932177066803,
|
|
0.3522725999355316,
|
|
0.193548321723938,
|
|
0.309859037399292
|
|
],
|
|
"time": 39.24475539755076,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 0.12126240134239197,
|
|
"val_loss": 3.9449150562286377,
|
|
"acc": 32.2,
|
|
"f1": [
|
|
0.6358972787857056,
|
|
0.3977271616458893,
|
|
0.2444443702697754,
|
|
0.22784802317619324,
|
|
0.21874994039535522,
|
|
0.29126206040382385,
|
|
0.3575417995452881,
|
|
0.2962961792945862,
|
|
0.27325576543807983,
|
|
0.3801651895046234,
|
|
0.20382159948349,
|
|
0.19186043739318848,
|
|
0.40935659408569336,
|
|
0.21965309977531433,
|
|
0.29585790634155273,
|
|
0.1635219305753708,
|
|
0.2875816226005554,
|
|
0.43601882457733154,
|
|
0.283950537443161,
|
|
0.26373615860939026,
|
|
0.6237622499465942,
|
|
0.5136610269546509,
|
|
0.2832617461681366,
|
|
0.44571414589881897,
|
|
0.5999998450279236,
|
|
0.1854303926229477,
|
|
0.24120594561100006,
|
|
0.18064509332180023,
|
|
0.5581393837928772,
|
|
0.36129021644592285,
|
|
0.3783782124519348,
|
|
0.2807016372680664,
|
|
0.2616821527481079,
|
|
0.3369564116001129,
|
|
0.2564101815223694,
|
|
0.0886075422167778,
|
|
0.33333322405815125,
|
|
0.20111726224422455,
|
|
0.14782603085041046,
|
|
0.265420526266098,
|
|
0.2954544425010681,
|
|
0.5414363145828247,
|
|
0.18587355315685272,
|
|
0.24161066114902496,
|
|
0.15920390188694,
|
|
0.1789472997188568,
|
|
0.11764698475599289,
|
|
0.5247523188591003,
|
|
0.4084506332874298,
|
|
0.4023667275905609,
|
|
0.16080394387245178,
|
|
0.23655906319618225,
|
|
0.43786972761154175,
|
|
0.5568180084228516,
|
|
0.433459997177124,
|
|
0.07821223139762878,
|
|
0.49350637197494507,
|
|
0.28571420907974243,
|
|
0.40740731358528137,
|
|
0.2937062084674835,
|
|
0.6629211902618408,
|
|
0.4105958938598633,
|
|
0.43049317598342896,
|
|
0.3694266378879547,
|
|
0.15189866721630096,
|
|
0.23391805589199066,
|
|
0.22413785755634308,
|
|
0.3034482002258301,
|
|
0.6249998807907104,
|
|
0.5760868191719055,
|
|
0.35643553733825684,
|
|
0.5581393837928772,
|
|
0.09333327412605286,
|
|
0.31818172335624695,
|
|
0.14285707473754883,
|
|
0.5901637673377991,
|
|
0.5454544425010681,
|
|
0.16091948747634888,
|
|
0.1478598713874817,
|
|
0.24999991059303284,
|
|
0.10738249123096466,
|
|
0.2214021533727646,
|
|
0.6514284610748291,
|
|
0.31939154863357544,
|
|
0.14084503054618835,
|
|
0.32467523217201233,
|
|
0.4248703718185425,
|
|
0.31623923778533936,
|
|
0.16107375919818878,
|
|
0.2999999225139618,
|
|
0.27715346217155457,
|
|
0.4916200041770935,
|
|
0.22093015909194946,
|
|
0.239436537027359,
|
|
0.5764191746711731,
|
|
0.44339612126350403,
|
|
0.31818172335624695,
|
|
0.3041473925113678,
|
|
0.14893612265586853,
|
|
0.31858399510383606
|
|
],
|
|
"time": 38.06534364819527,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.12158479541540146,
|
|
"val_loss": 3.8931102752685547,
|
|
"acc": 32.09,
|
|
"f1": [
|
|
0.5727698802947998,
|
|
0.43715834617614746,
|
|
0.25675666332244873,
|
|
0.17301031947135925,
|
|
0.19999992847442627,
|
|
0.2206895798444748,
|
|
0.32291656732559204,
|
|
0.3039999008178711,
|
|
0.26666659116744995,
|
|
0.4799998700618744,
|
|
0.20125779509544373,
|
|
0.23841053247451782,
|
|
0.33802807331085205,
|
|
0.21428564190864563,
|
|
0.26008957624435425,
|
|
0.24390237033367157,
|
|
0.38043469190597534,
|
|
0.4598929286003113,
|
|
0.2419928014278412,
|
|
0.2378377616405487,
|
|
0.6503065824508667,
|
|
0.42162150144577026,
|
|
0.32748526334762573,
|
|
0.5410627126693726,
|
|
0.46835434436798096,
|
|
0.19999992847442627,
|
|
0.2589927315711975,
|
|
0.14012733101844788,
|
|
0.5828570127487183,
|
|
0.3456788659095764,
|
|
0.35051536560058594,
|
|
0.28318578004837036,
|
|
0.24615377187728882,
|
|
0.3092104494571686,
|
|
0.2956520915031433,
|
|
0.12021850794553757,
|
|
0.3276835083961487,
|
|
0.20320846140384674,
|
|
0.1754385232925415,
|
|
0.3342036008834839,
|
|
0.3267972767353058,
|
|
0.5296802520751953,
|
|
0.2054053246974945,
|
|
0.29714274406433105,
|
|
0.13407814502716064,
|
|
0.17886173725128174,
|
|
0.23834188282489777,
|
|
0.47236168384552,
|
|
0.534031331539154,
|
|
0.3289472758769989,
|
|
0.2054053246974945,
|
|
0.19642849266529083,
|
|
0.43930622935295105,
|
|
0.4659089744091034,
|
|
0.39867103099823,
|
|
0.09132413566112518,
|
|
0.5263156294822693,
|
|
0.3316061198711395,
|
|
0.4186045527458191,
|
|
0.262857049703598,
|
|
0.6181816458702087,
|
|
0.43678146600723267,
|
|
0.47120407223701477,
|
|
0.31088075041770935,
|
|
0.1401868611574173,
|
|
0.1410255879163742,
|
|
0.22834637761116028,
|
|
0.283950537443161,
|
|
0.6486485004425049,
|
|
0.5363127589225769,
|
|
0.34920626878738403,
|
|
0.40601497888565063,
|
|
0.1242937222123146,
|
|
0.2941175401210785,
|
|
0.19251330196857452,
|
|
0.5296802520751953,
|
|
0.5539904832839966,
|
|
0.21857915818691254,
|
|
0.1563517451286316,
|
|
0.21857915818691254,
|
|
0.16535425186157227,
|
|
0.3121950626373291,
|
|
0.6166664958000183,
|
|
0.3555554449558258,
|
|
0.1704544872045517,
|
|
0.43362823128700256,
|
|
0.43037962913513184,
|
|
0.3552630543708801,
|
|
0.1951218843460083,
|
|
0.21714277565479279,
|
|
0.2124999314546585,
|
|
0.44571414589881897,
|
|
0.2322096824645996,
|
|
0.19469019770622253,
|
|
0.6274508237838745,
|
|
0.4096384644508362,
|
|
0.29166659712791443,
|
|
0.3025829493999481,
|
|
0.179775208234787,
|
|
0.2843601107597351
|
|
],
|
|
"time": 39.275156495161355,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.14799584448337555,
|
|
"val_loss": 3.962440013885498,
|
|
"acc": 32.09,
|
|
"f1": [
|
|
0.5654007196426392,
|
|
0.43333321809768677,
|
|
0.1449274718761444,
|
|
0.14012733101844788,
|
|
0.23255807161331177,
|
|
0.24117639660835266,
|
|
0.31155768036842346,
|
|
0.3111110329627991,
|
|
0.279411643743515,
|
|
0.43956032395362854,
|
|
0.19999992847442627,
|
|
0.22360241413116455,
|
|
0.3152708411216736,
|
|
0.2745097279548645,
|
|
0.19417467713356018,
|
|
0.18300646543502808,
|
|
0.3999999463558197,
|
|
0.5142855644226074,
|
|
0.24390235543251038,
|
|
0.18823520839214325,
|
|
0.6421051621437073,
|
|
0.4331209361553192,
|
|
0.3157894015312195,
|
|
0.4238409996032715,
|
|
0.5631066560745239,
|
|
0.1675977110862732,
|
|
0.28965505957603455,
|
|
0.18884113430976868,
|
|
0.49999988079071045,
|
|
0.3367346227169037,
|
|
0.3287670314311981,
|
|
0.3419688045978546,
|
|
0.26399993896484375,
|
|
0.278787761926651,
|
|
0.20224712789058685,
|
|
0.11578940600156784,
|
|
0.2699999213218689,
|
|
0.14864858984947205,
|
|
0.18811874091625214,
|
|
0.4727271497249603,
|
|
0.2649571895599365,
|
|
0.5728154182434082,
|
|
0.23863628506660461,
|
|
0.2873562276363373,
|
|
0.10256402939558029,
|
|
0.15999993681907654,
|
|
0.228260800242424,
|
|
0.413043349981308,
|
|
0.5098037719726562,
|
|
0.4259258210659027,
|
|
0.20576126873493195,
|
|
0.2764226496219635,
|
|
0.49019595980644226,
|
|
0.5123965740203857,
|
|
0.348314493894577,
|
|
0.08664253354072571,
|
|
0.45631060004234314,
|
|
0.23655906319618225,
|
|
0.41379299759864807,
|
|
0.3076922297477722,
|
|
0.6494463682174683,
|
|
0.44311365485191345,
|
|
0.43523305654525757,
|
|
0.3184078335762024,
|
|
0.1449274718761444,
|
|
0.11049716919660568,
|
|
0.16883111000061035,
|
|
0.16783210635185242,
|
|
0.6635512709617615,
|
|
0.5869563817977905,
|
|
0.2705881595611572,
|
|
0.4308941662311554,
|
|
0.10891082137823105,
|
|
0.264317125082016,
|
|
0.19209031760692596,
|
|
0.602040708065033,
|
|
0.6262625455856323,
|
|
0.20279714465141296,
|
|
0.043165422976017,
|
|
0.30939218401908875,
|
|
0.12834219634532928,
|
|
0.24418595433235168,
|
|
0.6009388566017151,
|
|
0.3121950626373291,
|
|
0.14364632964134216,
|
|
0.44585973024368286,
|
|
0.35675665736198425,
|
|
0.35687726736068726,
|
|
0.14965979754924774,
|
|
0.2906976044178009,
|
|
0.2706269919872284,
|
|
0.3519999384880066,
|
|
0.17085421085357666,
|
|
0.13541659712791443,
|
|
0.53465336561203,
|
|
0.3851850926876068,
|
|
0.32142847776412964,
|
|
0.3354036211967468,
|
|
0.18934904038906097,
|
|
0.33333325386047363
|
|
],
|
|
"time": 39.19549713097513,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.12867161631584167,
|
|
"val_loss": 3.7807586193084717,
|
|
"acc": 31.66,
|
|
"f1": [
|
|
0.6170212030410767,
|
|
0.48387083411216736,
|
|
0.21590900421142578,
|
|
0.1704544872045517,
|
|
0.19209031760692596,
|
|
0.25339359045028687,
|
|
0.30065348744392395,
|
|
0.21590900421142578,
|
|
0.32624104619026184,
|
|
0.4624998867511749,
|
|
0.18461531400680542,
|
|
0.19672125577926636,
|
|
0.2713177502155304,
|
|
0.24999991059303284,
|
|
0.23236507177352905,
|
|
0.26373615860939026,
|
|
0.3421051502227783,
|
|
0.49484527111053467,
|
|
0.2575106620788574,
|
|
0.25396814942359924,
|
|
0.6249998807907104,
|
|
0.41095879673957825,
|
|
0.32183900475502014,
|
|
0.36046499013900757,
|
|
0.5418325662612915,
|
|
0.22656244039535522,
|
|
0.20125779509544373,
|
|
0.15942023694515228,
|
|
0.40955621004104614,
|
|
0.31645557284355164,
|
|
0.36904752254486084,
|
|
0.25352105498313904,
|
|
0.2840908169746399,
|
|
0.3406592309474945,
|
|
0.1704544872045517,
|
|
0.08999994397163391,
|
|
0.24074065685272217,
|
|
0.15624994039535522,
|
|
0.1777777075767517,
|
|
0.432748407125473,
|
|
0.26153838634490967,
|
|
0.5641024112701416,
|
|
0.23214277625083923,
|
|
0.26315781474113464,
|
|
0.1286173313856125,
|
|
0.1694914698600769,
|
|
0.18867920339107513,
|
|
0.43601882457733154,
|
|
0.49655160307884216,
|
|
0.3552630543708801,
|
|
0.1991700679063797,
|
|
0.30999991297721863,
|
|
0.5414846539497375,
|
|
0.4920634329319,
|
|
0.3999999463558197,
|
|
0.0840335562825203,
|
|
0.43708598613739014,
|
|
0.24050623178482056,
|
|
0.34177201986312866,
|
|
0.3421051502227783,
|
|
0.6294819116592407,
|
|
0.4565216302871704,
|
|
0.42477864027023315,
|
|
0.3400808572769165,
|
|
0.1545064002275467,
|
|
0.18972326815128326,
|
|
0.22360241413116455,
|
|
0.2042253017425537,
|
|
0.5658913850784302,
|
|
0.5560164451599121,
|
|
0.28767114877700806,
|
|
0.4507041275501251,
|
|
0.1454544961452484,
|
|
0.3285022974014282,
|
|
0.15789468586444855,
|
|
0.5497074723243713,
|
|
0.5393257737159729,
|
|
0.09569370746612549,
|
|
0.12765952944755554,
|
|
0.3066665530204773,
|
|
0.09411758929491043,
|
|
0.22377613186836243,
|
|
0.6382977366447449,
|
|
0.3563217520713806,
|
|
0.1414140909910202,
|
|
0.42477864027023315,
|
|
0.35675665736198425,
|
|
0.3654821515083313,
|
|
0.09929072856903076,
|
|
0.30409345030784607,
|
|
0.22907482087612152,
|
|
0.45360812544822693,
|
|
0.23076915740966797,
|
|
0.1219511553645134,
|
|
0.5809522867202759,
|
|
0.418803334236145,
|
|
0.31088075041770935,
|
|
0.30555543303489685,
|
|
0.14563101530075073,
|
|
0.3369564116001129
|
|
],
|
|
"time": 38.06753840483725,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 0.11040065437555313,
|
|
"val_loss": 3.9526495933532715,
|
|
"acc": 32.46,
|
|
"f1": [
|
|
0.50862056016922,
|
|
0.3775508999824524,
|
|
0.2105262726545334,
|
|
0.13017743825912476,
|
|
0.21782174706459045,
|
|
0.2464454174041748,
|
|
0.3575417995452881,
|
|
0.2810809910297394,
|
|
0.30303019285202026,
|
|
0.42727261781692505,
|
|
0.1809523105621338,
|
|
0.2598869204521179,
|
|
0.3882351815700531,
|
|
0.23312875628471375,
|
|
0.26724129915237427,
|
|
0.2275448441505432,
|
|
0.4417177140712738,
|
|
0.4745761454105377,
|
|
0.14285708963871002,
|
|
0.29245272278785706,
|
|
0.6509432196617126,
|
|
0.4593299925327301,
|
|
0.30065348744392395,
|
|
0.4123710095882416,
|
|
0.5560164451599121,
|
|
0.24120594561100006,
|
|
0.24418595433235168,
|
|
0.15950913727283478,
|
|
0.5024629235267639,
|
|
0.31730762124061584,
|
|
0.3953487277030945,
|
|
0.3141360282897949,
|
|
0.23529405891895294,
|
|
0.3529410660266876,
|
|
0.24896258115768433,
|
|
0.1279069036245346,
|
|
0.330826997756958,
|
|
0.12949636578559875,
|
|
0.17525766789913177,
|
|
0.5666665434837341,
|
|
0.33962252736091614,
|
|
0.5595237016677856,
|
|
0.2176164984703064,
|
|
0.24870456755161285,
|
|
0.15384608507156372,
|
|
0.1749999076128006,
|
|
0.20987647771835327,
|
|
0.4120602011680603,
|
|
0.45348823070526123,
|
|
0.35978829860687256,
|
|
0.12711858749389648,
|
|
0.24175815284252167,
|
|
0.4509802758693695,
|
|
0.48124992847442627,
|
|
0.36585354804992676,
|
|
0.09090902656316757,
|
|
0.4180789887905121,
|
|
0.2545453608036041,
|
|
0.4090907871723175,
|
|
0.28455275297164917,
|
|
0.6451611518859863,
|
|
0.53465336561203,
|
|
0.38834938406944275,
|
|
0.36051490902900696,
|
|
0.12048186361789703,
|
|
0.16814152896404266,
|
|
0.19867542386054993,
|
|
0.30097079277038574,
|
|
0.6231154203414917,
|
|
0.5899998545646667,
|
|
0.3299999237060547,
|
|
0.44210517406463623,
|
|
0.05917154625058174,
|
|
0.3179486393928528,
|
|
0.14364632964134216,
|
|
0.5638296604156494,
|
|
0.6249998807907104,
|
|
0.2147650420665741,
|
|
0.14606735110282898,
|
|
0.35483860969543457,
|
|
0.12716756761074066,
|
|
0.21857915818691254,
|
|
0.6243385076522827,
|
|
0.27999991178512573,
|
|
0.16374263167381287,
|
|
0.3803679943084717,
|
|
0.42857128381729126,
|
|
0.38766512274742126,
|
|
0.13138681650161743,
|
|
0.31284910440444946,
|
|
0.2612611949443817,
|
|
0.3069053292274475,
|
|
0.1891890913248062,
|
|
0.14012733101844788,
|
|
0.5889569520950317,
|
|
0.4469272196292877,
|
|
0.29850736260414124,
|
|
0.3111110329627991,
|
|
0.2404370754957199,
|
|
0.3023254871368408
|
|
],
|
|
"time": 39.25671735126525,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.1348269283771515,
|
|
"val_loss": 3.7826194763183594,
|
|
"acc": 33.04,
|
|
"f1": [
|
|
0.5670101642608643,
|
|
0.4366810917854309,
|
|
0.18978095054626465,
|
|
0.11695900559425354,
|
|
0.24999991059303284,
|
|
0.2456139326095581,
|
|
0.39111098647117615,
|
|
0.34254133701324463,
|
|
0.3846152722835541,
|
|
0.4301074147224426,
|
|
0.2167486995458603,
|
|
0.22510816156864166,
|
|
0.23611101508140564,
|
|
0.2564101815223694,
|
|
0.3374998867511749,
|
|
0.2577318847179413,
|
|
0.41249990463256836,
|
|
0.44848471879959106,
|
|
0.2895926535129547,
|
|
0.23469379544258118,
|
|
0.6745560765266418,
|
|
0.43979042768478394,
|
|
0.29813653230667114,
|
|
0.35087713599205017,
|
|
0.6422017216682434,
|
|
0.1825094372034073,
|
|
0.23036640882492065,
|
|
0.1818181425333023,
|
|
0.543859601020813,
|
|
0.3026314675807953,
|
|
0.35359105467796326,
|
|
0.2433459311723709,
|
|
0.19587622582912445,
|
|
0.3350784480571747,
|
|
0.1971830427646637,
|
|
0.14213192462921143,
|
|
0.29166656732559204,
|
|
0.12738847732543945,
|
|
0.17293229699134827,
|
|
0.5212765336036682,
|
|
0.36842095851898193,
|
|
0.6511626243591309,
|
|
0.2962961792945862,
|
|
0.2845187783241272,
|
|
0.12738847732543945,
|
|
0.16666661202907562,
|
|
0.1548386514186859,
|
|
0.4938269853591919,
|
|
0.5732482671737671,
|
|
0.3583814203739166,
|
|
0.16842098534107208,
|
|
0.24675315618515015,
|
|
0.5603446960449219,
|
|
0.5882351398468018,
|
|
0.37623751163482666,
|
|
0.0983605906367302,
|
|
0.49565204977989197,
|
|
0.3459458649158478,
|
|
0.4050631821155548,
|
|
0.28054288029670715,
|
|
0.6582277417182922,
|
|
0.44036686420440674,
|
|
0.4630540609359741,
|
|
0.3523808717727661,
|
|
0.1361701488494873,
|
|
0.17747433483600616,
|
|
0.22916659712791443,
|
|
0.265060156583786,
|
|
0.614718496799469,
|
|
0.5363634824752808,
|
|
0.3474177420139313,
|
|
0.4573642313480377,
|
|
0.09009002149105072,
|
|
0.3049326539039612,
|
|
0.2115383893251419,
|
|
0.5586591362953186,
|
|
0.5858584046363831,
|
|
0.1450776606798172,
|
|
0.13235288858413696,
|
|
0.30769217014312744,
|
|
0.12698405981063843,
|
|
0.2430938482284546,
|
|
0.6595743298530579,
|
|
0.3363635540008545,
|
|
0.08450698852539062,
|
|
0.40251561999320984,
|
|
0.4096384644508362,
|
|
0.3561643064022064,
|
|
0.13559316098690033,
|
|
0.31999990344047546,
|
|
0.2949639558792114,
|
|
0.4433496594429016,
|
|
0.21857915818691254,
|
|
0.17346931993961334,
|
|
0.556212842464447,
|
|
0.45197728276252747,
|
|
0.36521732807159424,
|
|
0.2764226496219635,
|
|
0.1391303837299347,
|
|
0.3249998986721039
|
|
],
|
|
"time": 38.10341441817582,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.13721655309200287,
|
|
"val_loss": 3.5424842834472656,
|
|
"acc": 33.86,
|
|
"f1": [
|
|
0.6224488615989685,
|
|
0.36065563559532166,
|
|
0.16877631843090057,
|
|
0.20105813443660736,
|
|
0.19999994337558746,
|
|
0.2931033670902252,
|
|
0.3043477535247803,
|
|
0.31632643938064575,
|
|
0.3999998867511749,
|
|
0.5274723768234253,
|
|
0.23809517920017242,
|
|
0.17964066565036774,
|
|
0.4299064576625824,
|
|
0.2727271616458893,
|
|
0.2758619785308838,
|
|
0.22619038820266724,
|
|
0.2792791724205017,
|
|
0.32911381125450134,
|
|
0.25510191917419434,
|
|
0.2739725410938263,
|
|
0.6417111158370972,
|
|
0.4724408686161041,
|
|
0.281406968832016,
|
|
0.47524741291999817,
|
|
0.6813185214996338,
|
|
0.16589856147766113,
|
|
0.2525251507759094,
|
|
0.18867920339107513,
|
|
0.4967319071292877,
|
|
0.34782594442367554,
|
|
0.40641695261001587,
|
|
0.3313608467578888,
|
|
0.2872926890850067,
|
|
0.31275710463523865,
|
|
0.23529404401779175,
|
|
0.07361957430839539,
|
|
0.3661970794200897,
|
|
0.18333326280117035,
|
|
0.14062495529651642,
|
|
0.43685999512672424,
|
|
0.3076922297477722,
|
|
0.6101693511009216,
|
|
0.2938387989997864,
|
|
0.23437494039535522,
|
|
0.1368420422077179,
|
|
0.1272084265947342,
|
|
0.1758241057395935,
|
|
0.5230767726898193,
|
|
0.47899147868156433,
|
|
0.37894728779792786,
|
|
0.17449656128883362,
|
|
0.26315781474113464,
|
|
0.5333332419395447,
|
|
0.6344084739685059,
|
|
0.38162538409233093,
|
|
0.08372087776660919,
|
|
0.41106709837913513,
|
|
0.33497530221939087,
|
|
0.3943661153316498,
|
|
0.31775689125061035,
|
|
0.7187498211860657,
|
|
0.4210525155067444,
|
|
0.4417669475078583,
|
|
0.33939382433891296,
|
|
0.18055549263954163,
|
|
0.1594202220439911,
|
|
0.22916659712791443,
|
|
0.2976189851760864,
|
|
0.666666567325592,
|
|
0.5101213455200195,
|
|
0.34736835956573486,
|
|
0.4733726978302002,
|
|
0.11392398923635483,
|
|
0.29803910851478577,
|
|
0.21874994039535522,
|
|
0.5583755373954773,
|
|
0.6346153020858765,
|
|
0.16877631843090057,
|
|
0.1777777075767517,
|
|
0.37446799874305725,
|
|
0.19266046583652496,
|
|
0.23448267579078674,
|
|
0.6697673201560974,
|
|
0.33333322405815125,
|
|
0.19459453225135803,
|
|
0.4301074147224426,
|
|
0.42168664932250977,
|
|
0.30877184867858887,
|
|
0.1658536046743393,
|
|
0.3252594470977783,
|
|
0.18749991059303284,
|
|
0.45581385493278503,
|
|
0.18285706639289856,
|
|
0.19047611951828003,
|
|
0.5913977026939392,
|
|
0.4432988464832306,
|
|
0.2694299519062042,
|
|
0.29850736260414124,
|
|
0.22598862648010254,
|
|
0.30456843972206116
|
|
],
|
|
"time": 39.16184976231307,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 0.0963500440120697,
|
|
"val_loss": 3.4238622188568115,
|
|
"acc": 33.5,
|
|
"f1": [
|
|
0.633165717124939,
|
|
0.4093022048473358,
|
|
0.17391297221183777,
|
|
0.18604643642902374,
|
|
0.25316447019577026,
|
|
0.22377613186836243,
|
|
0.32820504903793335,
|
|
0.336633563041687,
|
|
0.390243798494339,
|
|
0.41935470700263977,
|
|
0.21359217166900635,
|
|
0.26484012603759766,
|
|
0.3827749788761139,
|
|
0.2424241602420807,
|
|
0.22222214937210083,
|
|
0.19913412630558014,
|
|
0.36464083194732666,
|
|
0.5221238136291504,
|
|
0.2620086967945099,
|
|
0.23188398778438568,
|
|
0.6779659986495972,
|
|
0.42857128381729126,
|
|
0.3443707227706909,
|
|
0.45161283016204834,
|
|
0.5875704884529114,
|
|
0.2191779911518097,
|
|
0.2794759273529053,
|
|
0.22916659712791443,
|
|
0.5168538093566895,
|
|
0.33962252736091614,
|
|
0.35744670033454895,
|
|
0.3196720480918884,
|
|
0.223776176571846,
|
|
0.38427940011024475,
|
|
0.23863628506660461,
|
|
0.13471496105194092,
|
|
0.3043477535247803,
|
|
0.206060528755188,
|
|
0.09625662118196487,
|
|
0.5306121110916138,
|
|
0.33333319425582886,
|
|
0.6304346323013306,
|
|
0.2543351650238037,
|
|
0.2674417495727539,
|
|
0.13008125126361847,
|
|
0.14201176166534424,
|
|
0.16379304230213165,
|
|
0.4621847867965698,
|
|
0.4505927860736847,
|
|
0.36144569516181946,
|
|
0.2010049670934677,
|
|
0.25510191917419434,
|
|
0.5217390656471252,
|
|
0.5197739005088806,
|
|
0.39999985694885254,
|
|
0.1081080362200737,
|
|
0.40191373229026794,
|
|
0.39999985694885254,
|
|
0.438709557056427,
|
|
0.22660093009471893,
|
|
0.7021275758743286,
|
|
0.47619035840034485,
|
|
0.3728812634944916,
|
|
0.4044942855834961,
|
|
0.12592588365077972,
|
|
0.18749994039535522,
|
|
0.26136353611946106,
|
|
0.36144572496414185,
|
|
0.636871337890625,
|
|
0.5876287817955017,
|
|
0.35636353492736816,
|
|
0.41249990463256836,
|
|
0.11363628506660461,
|
|
0.34977567195892334,
|
|
0.21301770210266113,
|
|
0.5476189255714417,
|
|
0.6244342923164368,
|
|
0.1990949511528015,
|
|
0.19289332628250122,
|
|
0.2923975884914398,
|
|
0.15315312147140503,
|
|
0.23595495522022247,
|
|
0.7032965421676636,
|
|
0.29940110445022583,
|
|
0.1410255879163742,
|
|
0.41666656732559204,
|
|
0.43523305654525757,
|
|
0.4142010807991028,
|
|
0.17204295098781586,
|
|
0.3402060866355896,
|
|
0.3431371748447418,
|
|
0.48314592242240906,
|
|
0.20276491343975067,
|
|
0.2541435658931732,
|
|
0.6129031181335449,
|
|
0.44221094250679016,
|
|
0.27551010251045227,
|
|
0.28947362303733826,
|
|
0.1288135051727295,
|
|
0.26751580834388733
|
|
],
|
|
"time": 38.37429397366941,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 0.04737025126814842,
|
|
"val_loss": 3.6935930252075195,
|
|
"acc": 34.73,
|
|
"f1": [
|
|
0.6480445265769958,
|
|
0.502564013004303,
|
|
0.18269222974777222,
|
|
0.1862744390964508,
|
|
0.23728805780410767,
|
|
0.39090898633003235,
|
|
0.33744847774505615,
|
|
0.3217390477657318,
|
|
0.3020133376121521,
|
|
0.4311925768852234,
|
|
0.15714280307292938,
|
|
0.3018867075443268,
|
|
0.3272726535797119,
|
|
0.23770485818386078,
|
|
0.27999991178512573,
|
|
0.23312875628471375,
|
|
0.3999999165534973,
|
|
0.5714285373687744,
|
|
0.3076922297477722,
|
|
0.29665064811706543,
|
|
0.6403939127922058,
|
|
0.49411749839782715,
|
|
0.3023254871368408,
|
|
0.5312498211860657,
|
|
0.5773194432258606,
|
|
0.2243901938199997,
|
|
0.27488142251968384,
|
|
0.17573215067386627,
|
|
0.49999988079071045,
|
|
0.3351954519748688,
|
|
0.34883710741996765,
|
|
0.22891558706760406,
|
|
0.30046939849853516,
|
|
0.30366483330726624,
|
|
0.26315781474113464,
|
|
0.170940101146698,
|
|
0.32369929552078247,
|
|
0.18791939318180084,
|
|
0.20430098474025726,
|
|
0.3907284140586853,
|
|
0.3626372814178467,
|
|
0.5714284181594849,
|
|
0.21463409066200256,
|
|
0.2741115987300873,
|
|
0.15294109284877777,
|
|
0.24175815284252167,
|
|
0.18181811273097992,
|
|
0.4999999403953552,
|
|
0.5188678503036499,
|
|
0.40490788221359253,
|
|
0.19417467713356018,
|
|
0.2695034444332123,
|
|
0.3971630334854126,
|
|
0.5865383148193359,
|
|
0.3843136429786682,
|
|
0.05925920605659485,
|
|
0.46534639596939087,
|
|
0.33548372983932495,
|
|
0.4022987186908722,
|
|
0.3414632976055145,
|
|
0.735293984413147,
|
|
0.42352932691574097,
|
|
0.43601882457733154,
|
|
0.3575417995452881,
|
|
0.14285707473754883,
|
|
0.22831043601036072,
|
|
0.24999991059303284,
|
|
0.34042540192604065,
|
|
0.6504853367805481,
|
|
0.5988698601722717,
|
|
0.3722943067550659,
|
|
0.5389220714569092,
|
|
0.06329108029603958,
|
|
0.3113771378993988,
|
|
0.22105254232883453,
|
|
0.5550238490104675,
|
|
0.6633662581443787,
|
|
0.1775147169828415,
|
|
0.19191910326480865,
|
|
0.3050846457481384,
|
|
0.18181811273097992,
|
|
0.3175964951515198,
|
|
0.6403507590293884,
|
|
0.2830187678337097,
|
|
0.17441853880882263,
|
|
0.4692735970020294,
|
|
0.35978829860687256,
|
|
0.3275861144065857,
|
|
0.15642453730106354,
|
|
0.30158719420433044,
|
|
0.34123215079307556,
|
|
0.48387083411216736,
|
|
0.21568621695041656,
|
|
0.17910441756248474,
|
|
0.6095237135887146,
|
|
0.4115225076675415,
|
|
0.3148147463798523,
|
|
0.3299999237060547,
|
|
0.1612902730703354,
|
|
0.30526304244995117
|
|
],
|
|
"time": 39.257370044477284,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 0.0681251659989357,
|
|
"val_loss": 3.586081027984619,
|
|
"acc": 34.37,
|
|
"f1": [
|
|
0.6039602756500244,
|
|
0.47513800859451294,
|
|
0.16666661202907562,
|
|
0.16560502350330353,
|
|
0.2138364166021347,
|
|
0.29189181327819824,
|
|
0.30392149090766907,
|
|
0.3169397711753845,
|
|
0.3568074107170105,
|
|
0.4434387683868408,
|
|
0.17333325743675232,
|
|
0.21596238017082214,
|
|
0.34848475456237793,
|
|
0.20547938346862793,
|
|
0.27667975425720215,
|
|
0.2584269046783447,
|
|
0.3783782124519348,
|
|
0.46534639596939087,
|
|
0.2638888359069824,
|
|
0.28571420907974243,
|
|
0.6943003535270691,
|
|
0.44444429874420166,
|
|
0.26399993896484375,
|
|
0.47222208976745605,
|
|
0.5767440795898438,
|
|
0.20779214799404144,
|
|
0.2843136191368103,
|
|
0.1951218843460083,
|
|
0.5443785786628723,
|
|
0.3592813014984131,
|
|
0.4973543584346771,
|
|
0.28571417927742004,
|
|
0.24999991059303284,
|
|
0.26277363300323486,
|
|
0.23529402911663055,
|
|
0.14222215116024017,
|
|
0.3529410660266876,
|
|
0.193548321723938,
|
|
0.14379078149795532,
|
|
0.4854367673397064,
|
|
0.3832334280014038,
|
|
0.4732823669910431,
|
|
0.2634729743003845,
|
|
0.3008129298686981,
|
|
0.14213192462921143,
|
|
0.21857915818691254,
|
|
0.21645015478134155,
|
|
0.4382469058036804,
|
|
0.4886876940727234,
|
|
0.35365843772888184,
|
|
0.1916666179895401,
|
|
0.28025469183921814,
|
|
0.438709557056427,
|
|
0.6285713315010071,
|
|
0.4561402499675751,
|
|
0.10869558900594711,
|
|
0.5098037719726562,
|
|
0.27329182624816895,
|
|
0.39655160903930664,
|
|
0.36714968085289,
|
|
0.6588233709335327,
|
|
0.48756206035614014,
|
|
0.47619038820266724,
|
|
0.351351261138916,
|
|
0.10778438299894333,
|
|
0.20689648389816284,
|
|
0.21468918025493622,
|
|
0.30051806569099426,
|
|
0.6732671856880188,
|
|
0.5752211213111877,
|
|
0.36559128761291504,
|
|
0.5599998831748962,
|
|
0.0869564563035965,
|
|
0.37668150663375854,
|
|
0.20634914934635162,
|
|
0.5863873362541199,
|
|
0.6054052114486694,
|
|
0.19251330196857452,
|
|
0.18749992549419403,
|
|
0.3389829397201538,
|
|
0.16666661202907562,
|
|
0.23188398778438568,
|
|
0.6315788626670837,
|
|
0.36714968085289,
|
|
0.16161610186100006,
|
|
0.4411763548851013,
|
|
0.40641695261001587,
|
|
0.3943660855293274,
|
|
0.1877022236585617,
|
|
0.3050846755504608,
|
|
0.2944161295890808,
|
|
0.4799998700618744,
|
|
0.2061854749917984,
|
|
0.2124999314546585,
|
|
0.5714284181594849,
|
|
0.4204544126987457,
|
|
0.29268285632133484,
|
|
0.2967032194137573,
|
|
0.11764701455831528,
|
|
0.3318776488304138
|
|
],
|
|
"time": 38.23030993808061,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 0.07472546398639679,
|
|
"val_loss": 3.834759473800659,
|
|
"acc": 34.69,
|
|
"f1": [
|
|
0.5595237016677856,
|
|
0.48837196826934814,
|
|
0.16513754427433014,
|
|
0.18848159909248352,
|
|
0.21126753091812134,
|
|
0.29292917251586914,
|
|
0.3152172863483429,
|
|
0.3490908443927765,
|
|
0.3169810175895691,
|
|
0.4191615581512451,
|
|
0.21118006110191345,
|
|
0.26751580834388733,
|
|
0.32075464725494385,
|
|
0.2234041839838028,
|
|
0.27333325147628784,
|
|
0.2723403573036194,
|
|
0.4042551815509796,
|
|
0.49792519211769104,
|
|
0.22598864138126373,
|
|
0.23589736223220825,
|
|
0.6567163467407227,
|
|
0.4978164732456207,
|
|
0.30877184867858887,
|
|
0.44848471879959106,
|
|
0.6243385076522827,
|
|
0.18518511950969696,
|
|
0.2807016372680664,
|
|
0.20202013850212097,
|
|
0.5526314377784729,
|
|
0.34905651211738586,
|
|
0.3800903856754303,
|
|
0.290502667427063,
|
|
0.22891558706760406,
|
|
0.2914571762084961,
|
|
0.2914571762084961,
|
|
0.19138747453689575,
|
|
0.28767114877700806,
|
|
0.23834188282489777,
|
|
0.13836471736431122,
|
|
0.4927534759044647,
|
|
0.2795697748661041,
|
|
0.5339365601539612,
|
|
0.24603168666362762,
|
|
0.36018943786621094,
|
|
0.18518511950969696,
|
|
0.20532315969467163,
|
|
0.2211054563522339,
|
|
0.4577113389968872,
|
|
0.5084744691848755,
|
|
0.387096643447876,
|
|
0.23809516429901123,
|
|
0.282828152179718,
|
|
0.5120771527290344,
|
|
0.6066349744796753,
|
|
0.4201679825782776,
|
|
0.12121205776929855,
|
|
0.487046480178833,
|
|
0.3786981403827667,
|
|
0.35532984137535095,
|
|
0.3419688045978546,
|
|
0.7290639281272888,
|
|
0.497175008058548,
|
|
0.44670039415359497,
|
|
0.3411763310432434,
|
|
0.15789468586444855,
|
|
0.1857142299413681,
|
|
0.2436547577381134,
|
|
0.3034482002258301,
|
|
0.6927372813224792,
|
|
0.5045870542526245,
|
|
0.326315701007843,
|
|
0.5227271318435669,
|
|
0.10909084975719452,
|
|
0.32558128237724304,
|
|
0.2543351650238037,
|
|
0.5849055051803589,
|
|
0.582914412021637,
|
|
0.12048186361789703,
|
|
0.2457626312971115,
|
|
0.32183900475502014,
|
|
0.14876028895378113,
|
|
0.2622949779033661,
|
|
0.6063828468322754,
|
|
0.3577980697154999,
|
|
0.11764700710773468,
|
|
0.4811319410800934,
|
|
0.419999897480011,
|
|
0.37696322798728943,
|
|
0.17073163390159607,
|
|
0.3228698670864105,
|
|
0.2886596918106079,
|
|
0.5376343131065369,
|
|
0.23293164372444153,
|
|
0.2193547636270523,
|
|
0.6220094561576843,
|
|
0.42857131361961365,
|
|
0.3417084515094757,
|
|
0.32061058282852173,
|
|
0.19393931329250336,
|
|
0.3406592309474945
|
|
],
|
|
"time": 38.102965510450304,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 0.10487215220928192,
|
|
"val_loss": 3.7413220405578613,
|
|
"acc": 34.31,
|
|
"f1": [
|
|
0.5803107619285583,
|
|
0.4262293577194214,
|
|
0.18390797078609467,
|
|
0.1696968972682953,
|
|
0.2243901938199997,
|
|
0.24999988079071045,
|
|
0.35146433115005493,
|
|
0.2797201871871948,
|
|
0.3936169147491455,
|
|
0.4315788447856903,
|
|
0.22797919809818268,
|
|
0.23115570843219757,
|
|
0.2967032194137573,
|
|
0.2681563198566437,
|
|
0.2686566412448883,
|
|
0.23041465878486633,
|
|
0.3529410660266876,
|
|
0.5631066560745239,
|
|
0.2741934657096863,
|
|
0.2446807622909546,
|
|
0.666666567325592,
|
|
0.4836064279079437,
|
|
0.3444443643093109,
|
|
0.43181806802749634,
|
|
0.5882351994514465,
|
|
0.14285707473754883,
|
|
0.2541435658931732,
|
|
0.1530611664056778,
|
|
0.5645932555198669,
|
|
0.34177201986312866,
|
|
0.39449530839920044,
|
|
0.2840908169746399,
|
|
0.251082181930542,
|
|
0.29677411913871765,
|
|
0.2592591643333435,
|
|
0.16091948747634888,
|
|
0.31451600790023804,
|
|
0.19428564608097076,
|
|
0.1639343649148941,
|
|
0.48717936873435974,
|
|
0.29665064811706543,
|
|
0.6467065215110779,
|
|
0.2843136191368103,
|
|
0.3228698670864105,
|
|
0.19534875452518463,
|
|
0.18181809782981873,
|
|
0.2085307389497757,
|
|
0.4731181561946869,
|
|
0.4976075291633606,
|
|
0.42857131361961365,
|
|
0.20289847254753113,
|
|
0.3147207200527191,
|
|
0.48044681549072266,
|
|
0.6133331656455994,
|
|
0.4410255253314972,
|
|
0.10169485956430435,
|
|
0.4730289578437805,
|
|
0.3894736170768738,
|
|
0.38571420311927795,
|
|
0.3627450466156006,
|
|
0.7244896292686462,
|
|
0.45555540919303894,
|
|
0.44036686420440674,
|
|
0.3409089744091034,
|
|
0.11764698475599289,
|
|
0.20560741424560547,
|
|
0.22499993443489075,
|
|
0.24870456755161285,
|
|
0.666666567325592,
|
|
0.5221238136291504,
|
|
0.3586955666542053,
|
|
0.4795917272567749,
|
|
0.1390373706817627,
|
|
0.28685250878334045,
|
|
0.1754385232925415,
|
|
0.6041665077209473,
|
|
0.6176469922065735,
|
|
0.1754385232925415,
|
|
0.1414140909910202,
|
|
0.31147530674934387,
|
|
0.15322573482990265,
|
|
0.32124343514442444,
|
|
0.6666664481163025,
|
|
0.36714968085289,
|
|
0.19108274579048157,
|
|
0.44198882579803467,
|
|
0.40217384696006775,
|
|
0.4190475046634674,
|
|
0.1556885540485382,
|
|
0.3225805461406708,
|
|
0.2723003923892975,
|
|
0.4159998893737793,
|
|
0.22321420907974243,
|
|
0.17391297221183777,
|
|
0.6057690978050232,
|
|
0.3921567499637604,
|
|
0.30555546283721924,
|
|
0.2980768382549286,
|
|
0.17004041373729706,
|
|
0.2966100871562958
|
|
],
|
|
"time": 39.225874572992325,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.05593396723270416,
|
|
"val_loss": 3.477120876312256,
|
|
"acc": 33.29,
|
|
"f1": [
|
|
0.5531913042068481,
|
|
0.4516127407550812,
|
|
0.2430938482284546,
|
|
0.19444438815116882,
|
|
0.17910441756248474,
|
|
0.38497641682624817,
|
|
0.37373724579811096,
|
|
0.329268217086792,
|
|
0.37623751163482666,
|
|
0.39301300048828125,
|
|
0.1481480747461319,
|
|
0.2236841470003128,
|
|
0.3599999248981476,
|
|
0.2754489779472351,
|
|
0.246575266122818,
|
|
0.2699999213218689,
|
|
0.40789464116096497,
|
|
0.4924621880054474,
|
|
0.2723003923892975,
|
|
0.22598862648010254,
|
|
0.696078360080719,
|
|
0.5167463421821594,
|
|
0.28571417927742004,
|
|
0.48809507489204407,
|
|
0.5685278177261353,
|
|
0.2018347978591919,
|
|
0.26041656732559204,
|
|
0.1940927654504776,
|
|
0.509316623210907,
|
|
0.35675665736198425,
|
|
0.40178558230400085,
|
|
0.23684203624725342,
|
|
0.24999991059303284,
|
|
0.33217987418174744,
|
|
0.21319790184497833,
|
|
0.1588447093963623,
|
|
0.2524271011352539,
|
|
0.22352932393550873,
|
|
0.1390373706817627,
|
|
0.44067782163619995,
|
|
0.33962252736091614,
|
|
0.5762709975242615,
|
|
0.2914571762084961,
|
|
0.3700786530971527,
|
|
0.16666661202907562,
|
|
0.19230762124061584,
|
|
0.19459453225135803,
|
|
0.45535701513290405,
|
|
0.4999998211860657,
|
|
0.34523800015449524,
|
|
0.22549012303352356,
|
|
0.3024389147758484,
|
|
0.4223601520061493,
|
|
0.5744680166244507,
|
|
0.3850930631160736,
|
|
0.06557370722293854,
|
|
0.45810040831565857,
|
|
0.31304338574409485,
|
|
0.44303786754608154,
|
|
0.2999999523162842,
|
|
0.7093595266342163,
|
|
0.44444432854652405,
|
|
0.4630540609359741,
|
|
0.31901830434799194,
|
|
0.13392852246761322,
|
|
0.18025743961334229,
|
|
0.2268906980752945,
|
|
0.21568621695041656,
|
|
0.6183573603630066,
|
|
0.5463413596153259,
|
|
0.33333319425582886,
|
|
0.5148513317108154,
|
|
0.14285708963871002,
|
|
0.35023030638694763,
|
|
0.19047611951828003,
|
|
0.5999999046325684,
|
|
0.5103447437286377,
|
|
0.15686267614364624,
|
|
0.19298237562179565,
|
|
0.2954544425010681,
|
|
0.12371128797531128,
|
|
0.31390124559402466,
|
|
0.6304346323013306,
|
|
0.2922373414039612,
|
|
0.16279064118862152,
|
|
0.41095879673957825,
|
|
0.3999998867511749,
|
|
0.34615373611450195,
|
|
0.1445782482624054,
|
|
0.31055888533592224,
|
|
0.3419688045978546,
|
|
0.4622640609741211,
|
|
0.20105813443660736,
|
|
0.18181809782981873,
|
|
0.5407723784446716,
|
|
0.37158459424972534,
|
|
0.2937852144241333,
|
|
0.30526304244995117,
|
|
0.1333332657814026,
|
|
0.3362067937850952
|
|
],
|
|
"time": 39.23064836487174,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 0.09106412529945374,
|
|
"val_loss": 3.8143844604492188,
|
|
"acc": 33.9,
|
|
"f1": [
|
|
0.522612988948822,
|
|
0.4529913365840912,
|
|
0.23076917231082916,
|
|
0.19266046583652496,
|
|
0.2541435658931732,
|
|
0.3141360282897949,
|
|
0.3469386696815491,
|
|
0.3456788659095764,
|
|
0.3350784480571747,
|
|
0.41269823908805847,
|
|
0.22421517968177795,
|
|
0.23157887160778046,
|
|
0.3319500982761383,
|
|
0.2674417495727539,
|
|
0.26540276408195496,
|
|
0.24999991059303284,
|
|
0.4230768084526062,
|
|
0.47619032859802246,
|
|
0.27083322405815125,
|
|
0.27083322405815125,
|
|
0.663461446762085,
|
|
0.34013596177101135,
|
|
0.27999991178512573,
|
|
0.41048023104667664,
|
|
0.575916051864624,
|
|
0.23529404401779175,
|
|
0.28048771619796753,
|
|
0.19913412630558014,
|
|
0.5488370656967163,
|
|
0.3797467350959778,
|
|
0.3442622125148773,
|
|
0.2716048061847687,
|
|
0.29126206040382385,
|
|
0.31645557284355164,
|
|
0.20276491343975067,
|
|
0.16494840383529663,
|
|
0.3043477535247803,
|
|
0.24096378684043884,
|
|
0.19999992847442627,
|
|
0.46534639596939087,
|
|
0.3097344636917114,
|
|
0.6256982088088989,
|
|
0.2577318847179413,
|
|
0.30303022265434265,
|
|
0.10457510501146317,
|
|
0.2577318847179413,
|
|
0.18867920339107513,
|
|
0.4675323963165283,
|
|
0.49999988079071045,
|
|
0.41975298523902893,
|
|
0.19999991357326508,
|
|
0.34883710741996765,
|
|
0.4102562665939331,
|
|
0.5700933337211609,
|
|
0.4432988464832306,
|
|
0.10980386286973953,
|
|
0.3981899321079254,
|
|
0.3351350426673889,
|
|
0.3923443853855133,
|
|
0.26909083127975464,
|
|
0.6735749840736389,
|
|
0.47572803497314453,
|
|
0.45263150334358215,
|
|
0.37499991059303284,
|
|
0.12949636578559875,
|
|
0.1629629135131836,
|
|
0.18274106085300446,
|
|
0.30588221549987793,
|
|
0.5809127688407898,
|
|
0.5221673846244812,
|
|
0.4265401363372803,
|
|
0.4946995675563812,
|
|
0.12643671035766602,
|
|
0.29714274406433105,
|
|
0.18300646543502808,
|
|
0.5925924181938171,
|
|
0.5617976188659668,
|
|
0.13513506948947906,
|
|
0.1361255943775177,
|
|
0.28820955753326416,
|
|
0.12996385991573334,
|
|
0.3047617971897125,
|
|
0.6464645266532898,
|
|
0.309859037399292,
|
|
0.13636358082294464,
|
|
0.48275846242904663,
|
|
0.3846152722835541,
|
|
0.4186045527458191,
|
|
0.17142851650714874,
|
|
0.26845628023147583,
|
|
0.2995593845844269,
|
|
0.4907405972480774,
|
|
0.23863628506660461,
|
|
0.1855669468641281,
|
|
0.6451612114906311,
|
|
0.43720918893814087,
|
|
0.28260859847068787,
|
|
0.2786884307861328,
|
|
0.1773398518562317,
|
|
0.31615114212036133
|
|
],
|
|
"time": 38.28109584655613,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 0.07215363532304764,
|
|
"val_loss": 3.986453056335449,
|
|
"acc": 33.91,
|
|
"f1": [
|
|
0.6190474629402161,
|
|
0.438709557056427,
|
|
0.20202013850212097,
|
|
0.19047611951828003,
|
|
0.23318377137184143,
|
|
0.28571417927742004,
|
|
0.31818172335624695,
|
|
0.3459458649158478,
|
|
0.34920626878738403,
|
|
0.41284388303756714,
|
|
0.13636356592178345,
|
|
0.17391297221183777,
|
|
0.34163692593574524,
|
|
0.24761897325515747,
|
|
0.2816900908946991,
|
|
0.22023801505565643,
|
|
0.38144323229789734,
|
|
0.4365480840206146,
|
|
0.21256029605865479,
|
|
0.20491798222064972,
|
|
0.6511626243591309,
|
|
0.44970402121543884,
|
|
0.329268217086792,
|
|
0.4947367310523987,
|
|
0.5942855477333069,
|
|
0.2181817591190338,
|
|
0.2713567018508911,
|
|
0.18348616361618042,
|
|
0.5108694434165955,
|
|
0.35714277625083923,
|
|
0.38524580001831055,
|
|
0.262857049703598,
|
|
0.2378377616405487,
|
|
0.31746023893356323,
|
|
0.2643677294254303,
|
|
0.15887843072414398,
|
|
0.3428570628166199,
|
|
0.251308798789978,
|
|
0.18478251993656158,
|
|
0.46551719307899475,
|
|
0.3060108423233032,
|
|
0.5347592234611511,
|
|
0.2617800235748291,
|
|
0.3147207200527191,
|
|
0.13065321743488312,
|
|
0.16037730872631073,
|
|
0.15714280307292938,
|
|
0.4792625606060028,
|
|
0.45454534888267517,
|
|
0.4301074147224426,
|
|
0.18905465304851532,
|
|
0.2545453906059265,
|
|
0.48936155438423157,
|
|
0.5739909410476685,
|
|
0.40659332275390625,
|
|
0.10218973457813263,
|
|
0.45544540882110596,
|
|
0.4105958938598633,
|
|
0.41346144676208496,
|
|
0.3122362196445465,
|
|
0.6461536884307861,
|
|
0.44970402121543884,
|
|
0.47963786125183105,
|
|
0.3599999248981476,
|
|
0.1398600935935974,
|
|
0.13636358082294464,
|
|
0.2477063536643982,
|
|
0.2333332598209381,
|
|
0.6060604453086853,
|
|
0.5645159482955933,
|
|
0.3617020547389984,
|
|
0.5583755373954773,
|
|
0.09999994933605194,
|
|
0.31325292587280273,
|
|
0.21463409066200256,
|
|
0.562211811542511,
|
|
0.5829595327377319,
|
|
0.19889496266841888,
|
|
0.17956650257110596,
|
|
0.35918357968330383,
|
|
0.1544714868068695,
|
|
0.27530357241630554,
|
|
0.6007903814315796,
|
|
0.3063828945159912,
|
|
0.19587622582912445,
|
|
0.4239630401134491,
|
|
0.3118278682231903,
|
|
0.38490554690361023,
|
|
0.20289847254753113,
|
|
0.3286384046077728,
|
|
0.23529404401779175,
|
|
0.5294116139411926,
|
|
0.30366483330726624,
|
|
0.22929932177066803,
|
|
0.6051281094551086,
|
|
0.4766837954521179,
|
|
0.21192045509815216,
|
|
0.35955044627189636,
|
|
0.19323663413524628,
|
|
0.3043477237224579
|
|
],
|
|
"time": 39.19078239239752,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 0.138950914144516,
|
|
"val_loss": 3.925873279571533,
|
|
"acc": 32.58,
|
|
"f1": [
|
|
0.6124400496482849,
|
|
0.3969464600086212,
|
|
0.2258063703775406,
|
|
0.17840369045734406,
|
|
0.20224712789058685,
|
|
0.24710416793823242,
|
|
0.31764698028564453,
|
|
0.40677958726882935,
|
|
0.3478259742259979,
|
|
0.4408600926399231,
|
|
0.16888882219791412,
|
|
0.22966498136520386,
|
|
0.31155768036842346,
|
|
0.15028895437717438,
|
|
0.2588233947753906,
|
|
0.21192045509815216,
|
|
0.3678159713745117,
|
|
0.4705880880355835,
|
|
0.24999991059303284,
|
|
0.26395928859710693,
|
|
0.6162160634994507,
|
|
0.4180063307285309,
|
|
0.3151514232158661,
|
|
0.4787643849849701,
|
|
0.44765332341194153,
|
|
0.19087132811546326,
|
|
0.2774565517902374,
|
|
0.15444010496139526,
|
|
0.44444435834884644,
|
|
0.36601296067237854,
|
|
0.37735840678215027,
|
|
0.35185176134109497,
|
|
0.20224712789058685,
|
|
0.2585032880306244,
|
|
0.21839071810245514,
|
|
0.16666659712791443,
|
|
0.26600977778434753,
|
|
0.19101116061210632,
|
|
0.16216209530830383,
|
|
0.5130888819694519,
|
|
0.28688517212867737,
|
|
0.5492226481437683,
|
|
0.21111102402210236,
|
|
0.28723397850990295,
|
|
0.12871280312538147,
|
|
0.17142851650714874,
|
|
0.20487797260284424,
|
|
0.3453236222267151,
|
|
0.45398759841918945,
|
|
0.3157893717288971,
|
|
0.22222214937210083,
|
|
0.28571420907974243,
|
|
0.4907405972480774,
|
|
0.5214006900787354,
|
|
0.37804868817329407,
|
|
0.09032251685857773,
|
|
0.45714277029037476,
|
|
0.291139155626297,
|
|
0.3999999463558197,
|
|
0.329670250415802,
|
|
0.6124400496482849,
|
|
0.5024629235267639,
|
|
0.45544540882110596,
|
|
0.41176459193229675,
|
|
0.11827950179576874,
|
|
0.20487797260284424,
|
|
0.18320602178573608,
|
|
0.22807011008262634,
|
|
0.624390184879303,
|
|
0.5374448299407959,
|
|
0.3999998867511749,
|
|
0.5078123807907104,
|
|
0.10576916486024857,
|
|
0.26162785291671753,
|
|
0.21481475234031677,
|
|
0.5225224494934082,
|
|
0.6082472205162048,
|
|
0.16593880951404572,
|
|
0.15827332437038422,
|
|
0.31372541189193726,
|
|
0.16494840383529663,
|
|
0.262857049703598,
|
|
0.6871793866157532,
|
|
0.3118278682231903,
|
|
0.1365852952003479,
|
|
0.40609124302864075,
|
|
0.345177561044693,
|
|
0.34666651487350464,
|
|
0.15999992191791534,
|
|
0.30541861057281494,
|
|
0.255999892950058,
|
|
0.40637436509132385,
|
|
0.12698407471179962,
|
|
0.16580304503440857,
|
|
0.5021644234657288,
|
|
0.40939590334892273,
|
|
0.2807016372680664,
|
|
0.3314284682273865,
|
|
0.1507537066936493,
|
|
0.28235283493995667
|
|
],
|
|
"time": 38.25258736126125,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 0.13610202074050903,
|
|
"val_loss": 3.7081096172332764,
|
|
"acc": 34.81,
|
|
"f1": [
|
|
0.6107783317565918,
|
|
0.391608327627182,
|
|
0.23611101508140564,
|
|
0.2136751413345337,
|
|
0.23255808651447296,
|
|
0.17834389209747314,
|
|
0.3678159713745117,
|
|
0.35467973351478577,
|
|
0.3934425115585327,
|
|
0.4056602716445923,
|
|
0.16842098534107208,
|
|
0.1916166990995407,
|
|
0.3577980697154999,
|
|
0.2707422971725464,
|
|
0.2526314854621887,
|
|
0.2929935157299042,
|
|
0.38647329807281494,
|
|
0.48132768273353577,
|
|
0.21714277565479279,
|
|
0.2909089922904968,
|
|
0.6519335508346558,
|
|
0.43265292048454285,
|
|
0.37305691838264465,
|
|
0.5112106204032898,
|
|
0.6499998569488525,
|
|
0.23107562959194183,
|
|
0.2722512185573578,
|
|
0.24999991059303284,
|
|
0.4976957440376282,
|
|
0.3483870029449463,
|
|
0.39676105976104736,
|
|
0.292307585477829,
|
|
0.283950537443161,
|
|
0.3196346163749695,
|
|
0.24271836876869202,
|
|
0.2062779664993286,
|
|
0.348314493894577,
|
|
0.1839999407529831,
|
|
0.1219511553645134,
|
|
0.4578312039375305,
|
|
0.30939218401908875,
|
|
0.5828570127487183,
|
|
0.299465149641037,
|
|
0.2938774824142456,
|
|
0.13145533204078674,
|
|
0.20238088071346283,
|
|
0.21978014707565308,
|
|
0.4827585518360138,
|
|
0.47524741291999817,
|
|
0.4100417494773865,
|
|
0.2117646485567093,
|
|
0.2816900908946991,
|
|
0.5151514410972595,
|
|
0.582914412021637,
|
|
0.4434387683868408,
|
|
0.08536579459905624,
|
|
0.4951455295085907,
|
|
0.3905324339866638,
|
|
0.40764322876930237,
|
|
0.24598921835422516,
|
|
0.7052630186080933,
|
|
0.5123152136802673,
|
|
0.44791656732559204,
|
|
0.3463686406612396,
|
|
0.1333332657814026,
|
|
0.19266046583652496,
|
|
0.22222216427326202,
|
|
0.28947362303733826,
|
|
0.6099998950958252,
|
|
0.6197181344032288,
|
|
0.4408600926399231,
|
|
0.5628139972686768,
|
|
0.08780481666326523,
|
|
0.3755457401275635,
|
|
0.23529405891895294,
|
|
0.587155818939209,
|
|
0.5955554842948914,
|
|
0.1528661698102951,
|
|
0.13836471736431122,
|
|
0.2754489779472351,
|
|
0.17112290859222412,
|
|
0.26315784454345703,
|
|
0.6734693050384521,
|
|
0.3555554449558258,
|
|
0.16842098534107208,
|
|
0.486772358417511,
|
|
0.4276728630065918,
|
|
0.3760683238506317,
|
|
0.10666660219430923,
|
|
0.20930226147174835,
|
|
0.25179845094680786,
|
|
0.5081079602241516,
|
|
0.19277101755142212,
|
|
0.20454540848731995,
|
|
0.6249998807907104,
|
|
0.3961038589477539,
|
|
0.2790696918964386,
|
|
0.2845849096775055,
|
|
0.1639343500137329,
|
|
0.30526304244995117
|
|
],
|
|
"time": 38.130480476655066,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 0.13159769773483276,
|
|
"val_loss": 3.775023937225342,
|
|
"acc": 33.18,
|
|
"f1": [
|
|
0.5511810183525085,
|
|
0.3885713219642639,
|
|
0.18905465304851532,
|
|
0.21004560589790344,
|
|
0.22399993240833282,
|
|
0.2512076497077942,
|
|
0.31901830434799194,
|
|
0.2983424663543701,
|
|
0.3249998986721039,
|
|
0.43216070532798767,
|
|
0.11834313720464706,
|
|
0.21468918025493622,
|
|
0.32183900475502014,
|
|
0.20125779509544373,
|
|
0.2603549063205719,
|
|
0.23478256165981293,
|
|
0.36956506967544556,
|
|
0.4301074147224426,
|
|
0.22857137024402618,
|
|
0.1957446187734604,
|
|
0.5948274731636047,
|
|
0.4493390619754791,
|
|
0.33333325386047363,
|
|
0.41840997338294983,
|
|
0.5829595327377319,
|
|
0.11842100322246552,
|
|
0.31788066029548645,
|
|
0.17073164880275726,
|
|
0.49999988079071045,
|
|
0.3493974804878235,
|
|
0.3493974804878235,
|
|
0.27737218141555786,
|
|
0.2727271318435669,
|
|
0.3267325758934021,
|
|
0.1857142299413681,
|
|
0.11578940600156784,
|
|
0.2840908169746399,
|
|
0.2622949779033661,
|
|
0.16877631843090057,
|
|
0.5121949315071106,
|
|
0.25249162316322327,
|
|
0.5714284777641296,
|
|
0.25777769088745117,
|
|
0.2891565263271332,
|
|
0.16842098534107208,
|
|
0.2686566412448883,
|
|
0.20289847254753113,
|
|
0.4218180775642395,
|
|
0.5086703896522522,
|
|
0.36559128761291504,
|
|
0.1728394627571106,
|
|
0.251428484916687,
|
|
0.5076140761375427,
|
|
0.5551019906997681,
|
|
0.37692299485206604,
|
|
0.08484841883182526,
|
|
0.5074625611305237,
|
|
0.29931965470314026,
|
|
0.3797467350959778,
|
|
0.28272244334220886,
|
|
0.6007903814315796,
|
|
0.5098037719726562,
|
|
0.4508668780326843,
|
|
0.4044942855834961,
|
|
0.17272719740867615,
|
|
0.19087132811546326,
|
|
0.2584269046783447,
|
|
0.3523808717727661,
|
|
0.5936071872711182,
|
|
0.48034927248954773,
|
|
0.4021162986755371,
|
|
0.46445485949516296,
|
|
0.09729723632335663,
|
|
0.33720916509628296,
|
|
0.21965309977531433,
|
|
0.5396823883056641,
|
|
0.38141801953315735,
|
|
0.2048192024230957,
|
|
0.11678826063871384,
|
|
0.30150744318962097,
|
|
0.16149060428142548,
|
|
0.2206895798444748,
|
|
0.6931816935539246,
|
|
0.3069306015968323,
|
|
0.16477268934249878,
|
|
0.4756755530834198,
|
|
0.42342329025268555,
|
|
0.38610032200813293,
|
|
0.238805890083313,
|
|
0.2597401440143585,
|
|
0.30409345030784607,
|
|
0.4837207794189453,
|
|
0.2713567018508911,
|
|
0.18867920339107513,
|
|
0.5679011344909668,
|
|
0.46938762068748474,
|
|
0.22727267444133759,
|
|
0.28272244334220886,
|
|
0.13541659712791443,
|
|
0.3069306015968323
|
|
],
|
|
"time": 38.34853609930724,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 0.08084186911582947,
|
|
"val_loss": 3.920304775238037,
|
|
"acc": 33.65,
|
|
"f1": [
|
|
0.5980390906333923,
|
|
0.35714277625083923,
|
|
0.21719448268413544,
|
|
0.21621613204479218,
|
|
0.24539868533611298,
|
|
0.32456132769584656,
|
|
0.34615373611450195,
|
|
0.36018943786621094,
|
|
0.2959182858467102,
|
|
0.3487178385257721,
|
|
0.1862347573041916,
|
|
0.21256029605865479,
|
|
0.3275861144065857,
|
|
0.2357722967863083,
|
|
0.28947362303733826,
|
|
0.2696628272533417,
|
|
0.35416656732559204,
|
|
0.38888880610466003,
|
|
0.25730982422828674,
|
|
0.20392151176929474,
|
|
0.6382977366447449,
|
|
0.44999995827674866,
|
|
0.336633563041687,
|
|
0.4301074147224426,
|
|
0.5698922872543335,
|
|
0.21839071810245514,
|
|
0.20560741424560547,
|
|
0.124260313808918,
|
|
0.5327101349830627,
|
|
0.3406592309474945,
|
|
0.3931623101234436,
|
|
0.29370617866516113,
|
|
0.2754489779472351,
|
|
0.2634729743003845,
|
|
0.24285705387592316,
|
|
0.19689112901687622,
|
|
0.279411643743515,
|
|
0.24390237033367157,
|
|
0.19591830670833588,
|
|
0.44444429874420166,
|
|
0.29166659712791443,
|
|
0.5769229531288147,
|
|
0.2987011969089508,
|
|
0.30456843972206116,
|
|
0.14563101530075073,
|
|
0.2269502729177475,
|
|
0.1777777075767517,
|
|
0.436893105506897,
|
|
0.553672194480896,
|
|
0.4358973503112793,
|
|
0.19108274579048157,
|
|
0.3025829493999481,
|
|
0.42708319425582886,
|
|
0.5510202646255493,
|
|
0.3899998664855957,
|
|
0.06741566956043243,
|
|
0.4431816637516022,
|
|
0.3018867075443268,
|
|
0.44036686420440674,
|
|
0.2786068916320801,
|
|
0.6194689869880676,
|
|
0.4720495045185089,
|
|
0.4215245544910431,
|
|
0.3758388161659241,
|
|
0.16666659712791443,
|
|
0.19289332628250122,
|
|
0.24999991059303284,
|
|
0.34579432010650635,
|
|
0.6399998664855957,
|
|
0.5853657722473145,
|
|
0.30864188075065613,
|
|
0.45121943950653076,
|
|
0.08583684265613556,
|
|
0.31489354372024536,
|
|
0.19323663413524628,
|
|
0.5581393837928772,
|
|
0.6666665077209473,
|
|
0.19730934500694275,
|
|
0.13872826099395752,
|
|
0.30864188075065613,
|
|
0.1546391248703003,
|
|
0.3152708411216736,
|
|
0.6857141256332397,
|
|
0.2937852144241333,
|
|
0.2095237374305725,
|
|
0.4221104085445404,
|
|
0.4102562665939331,
|
|
0.4056602716445923,
|
|
0.20118334889411926,
|
|
0.3287670314311981,
|
|
0.27857133746147156,
|
|
0.49214646220207214,
|
|
0.24675315618515015,
|
|
0.18264833092689514,
|
|
0.5955054759979248,
|
|
0.3999998867511749,
|
|
0.36619704961776733,
|
|
0.35443025827407837,
|
|
0.19209031760692596,
|
|
0.36714968085289
|
|
],
|
|
"time": 39.268080266192555,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 0.07525116950273514,
|
|
"val_loss": 4.013813495635986,
|
|
"acc": 33.55,
|
|
"f1": [
|
|
0.5714284181594849,
|
|
0.45132729411125183,
|
|
0.26086950302124023,
|
|
0.10596020519733429,
|
|
0.23364479839801788,
|
|
0.3152172863483429,
|
|
0.3421051502227783,
|
|
0.3603602349758148,
|
|
0.3102039694786072,
|
|
0.48936155438423157,
|
|
0.10582003742456436,
|
|
0.21576756238937378,
|
|
0.3157893717288971,
|
|
0.21904754638671875,
|
|
0.2870812714099884,
|
|
0.29743579030036926,
|
|
0.3578946590423584,
|
|
0.4418603479862213,
|
|
0.24999991059303284,
|
|
0.210526242852211,
|
|
0.6703909635543823,
|
|
0.4599998891353607,
|
|
0.33050838112831116,
|
|
0.5833332538604736,
|
|
0.612716555595398,
|
|
0.24999989569187164,
|
|
0.2473117560148239,
|
|
0.21145367622375488,
|
|
0.48936155438423157,
|
|
0.3196346163749695,
|
|
0.4044942855834961,
|
|
0.2749998867511749,
|
|
0.2727271616458893,
|
|
0.29437223076820374,
|
|
0.26666656136512756,
|
|
0.09411758184432983,
|
|
0.40641695261001587,
|
|
0.16080394387245178,
|
|
0.2176164984703064,
|
|
0.4114284813404083,
|
|
0.33035704493522644,
|
|
0.5418717861175537,
|
|
0.27343741059303284,
|
|
0.2883720099925995,
|
|
0.16494840383529663,
|
|
0.17112290859222412,
|
|
0.14285708963871002,
|
|
0.5058822631835938,
|
|
0.5299144387245178,
|
|
0.4242422580718994,
|
|
0.15873010456562042,
|
|
0.2561575770378113,
|
|
0.5299144387245178,
|
|
0.5753422975540161,
|
|
0.42290738224983215,
|
|
0.0732983723282814,
|
|
0.5088756084442139,
|
|
0.2996253967285156,
|
|
0.36585354804992676,
|
|
0.23770485818386078,
|
|
0.6666665077209473,
|
|
0.48275846242904663,
|
|
0.47619035840034485,
|
|
0.3444443643093109,
|
|
0.17073163390159607,
|
|
0.22222216427326202,
|
|
0.22321420907974243,
|
|
0.3139533996582031,
|
|
0.6235292553901672,
|
|
0.5821594595909119,
|
|
0.29268282651901245,
|
|
0.5531913042068481,
|
|
0.11228065192699432,
|
|
0.38541653752326965,
|
|
0.2175731509923935,
|
|
0.5523808598518372,
|
|
0.6265058517456055,
|
|
0.15686267614364624,
|
|
0.175572469830513,
|
|
0.3057323694229126,
|
|
0.16580304503440857,
|
|
0.2776024341583252,
|
|
0.6315788626670837,
|
|
0.2890172600746155,
|
|
0.16666659712791443,
|
|
0.3999998867511749,
|
|
0.35643553733825684,
|
|
0.3551400303840637,
|
|
0.17877088487148285,
|
|
0.2807016670703888,
|
|
0.324607253074646,
|
|
0.48888877034187317,
|
|
0.2116401493549347,
|
|
0.22346359491348267,
|
|
0.6374998688697815,
|
|
0.40268445014953613,
|
|
0.32298123836517334,
|
|
0.3121950626373291,
|
|
0.14201176166534424,
|
|
0.2987011969089508
|
|
],
|
|
"time": 39.126505692489445,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 0.06950870901346207,
|
|
"val_loss": 3.9828715324401855,
|
|
"acc": 34.3,
|
|
"f1": [
|
|
0.5798815488815308,
|
|
0.45197728276252747,
|
|
0.2378377616405487,
|
|
0.19047611951828003,
|
|
0.22702695429325104,
|
|
0.2389935851097107,
|
|
0.3874344527721405,
|
|
0.3656715452671051,
|
|
0.4210525155067444,
|
|
0.45637571811676025,
|
|
0.22727267444133759,
|
|
0.22660093009471893,
|
|
0.32369935512542725,
|
|
0.25095051527023315,
|
|
0.2719297707080841,
|
|
0.2769230008125305,
|
|
0.3586955666542053,
|
|
0.48936155438423157,
|
|
0.29166659712791443,
|
|
0.24999991059303284,
|
|
0.6732671856880188,
|
|
0.44444435834884644,
|
|
0.38150280714035034,
|
|
0.5290321707725525,
|
|
0.6305417418479919,
|
|
0.26315781474113464,
|
|
0.2790696918964386,
|
|
0.20264311134815216,
|
|
0.5280897617340088,
|
|
0.3289472758769989,
|
|
0.4347825050354004,
|
|
0.24096375703811646,
|
|
0.267147958278656,
|
|
0.35051536560058594,
|
|
0.24657529592514038,
|
|
0.1725887656211853,
|
|
0.31081071496009827,
|
|
0.21951214969158173,
|
|
0.12499993294477463,
|
|
0.4886362552642822,
|
|
0.3502824008464813,
|
|
0.5714284777641296,
|
|
0.2653060257434845,
|
|
0.28415289521217346,
|
|
0.1240309551358223,
|
|
0.19607838988304138,
|
|
0.1971830278635025,
|
|
0.4647301733493805,
|
|
0.5244443416595459,
|
|
0.44808733463287354,
|
|
0.1855669468641281,
|
|
0.367346853017807,
|
|
0.46913570165634155,
|
|
0.535519003868103,
|
|
0.3865545094013214,
|
|
0.07655496150255203,
|
|
0.4973543584346771,
|
|
0.3307085633277893,
|
|
0.3926379084587097,
|
|
0.2649005651473999,
|
|
0.7179486155509949,
|
|
0.47120407223701477,
|
|
0.4780486822128296,
|
|
0.3726707398891449,
|
|
0.12658223509788513,
|
|
0.20833326876163483,
|
|
0.23788540065288544,
|
|
0.36956506967544556,
|
|
0.5583755373954773,
|
|
0.5652172565460205,
|
|
0.368663489818573,
|
|
0.5979380011558533,
|
|
0.09777770936489105,
|
|
0.32978713512420654,
|
|
0.16279064118862152,
|
|
0.6039602756500244,
|
|
0.5465837121009827,
|
|
0.20600852370262146,
|
|
0.12448127567768097,
|
|
0.30456843972206116,
|
|
0.20408158004283905,
|
|
0.2706766128540039,
|
|
0.6951870322227478,
|
|
0.3084576427936554,
|
|
0.1734103411436081,
|
|
0.37785011529922485,
|
|
0.4594593644142151,
|
|
0.37373724579811096,
|
|
0.17449656128883362,
|
|
0.2599999010562897,
|
|
0.3271027207374573,
|
|
0.43715834617614746,
|
|
0.2276422381401062,
|
|
0.19323663413524628,
|
|
0.5882351398468018,
|
|
0.48044681549072266,
|
|
0.28402355313301086,
|
|
0.29629620909690857,
|
|
0.21186435222625732,
|
|
0.34745752811431885
|
|
],
|
|
"time": 39.2166233221069,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 0.07352782040834427,
|
|
"val_loss": 3.792820453643799,
|
|
"acc": 34.86,
|
|
"f1": [
|
|
0.6467660069465637,
|
|
0.39639630913734436,
|
|
0.2741115987300873,
|
|
0.1990049034357071,
|
|
0.26086950302124023,
|
|
0.283950537443161,
|
|
0.34999990463256836,
|
|
0.39473670721054077,
|
|
0.35862061381340027,
|
|
0.49999988079071045,
|
|
0.143540620803833,
|
|
0.2389935851097107,
|
|
0.37158459424972534,
|
|
0.23529404401779175,
|
|
0.2702701687812805,
|
|
0.16766461730003357,
|
|
0.39999985694885254,
|
|
0.4852069914340973,
|
|
0.23529405891895294,
|
|
0.21951214969158173,
|
|
0.685082733631134,
|
|
0.40999990701675415,
|
|
0.3551400303840637,
|
|
0.47120407223701477,
|
|
0.5999999046325684,
|
|
0.2244897186756134,
|
|
0.24050623178482056,
|
|
0.1938774734735489,
|
|
0.5360823273658752,
|
|
0.3552630543708801,
|
|
0.45871543884277344,
|
|
0.3300969898700714,
|
|
0.26993855834007263,
|
|
0.3208555281162262,
|
|
0.25668442249298096,
|
|
0.13333328068256378,
|
|
0.32978713512420654,
|
|
0.2456139326095581,
|
|
0.14285707473754883,
|
|
0.48387083411216736,
|
|
0.34999990463256836,
|
|
0.6282721161842346,
|
|
0.24186037480831146,
|
|
0.31428566575050354,
|
|
0.16901402175426483,
|
|
0.262711763381958,
|
|
0.21301770210266113,
|
|
0.4899998903274536,
|
|
0.5955054759979248,
|
|
0.37499991059303284,
|
|
0.19047611951828003,
|
|
0.3091786503791809,
|
|
0.517646849155426,
|
|
0.6124400496482849,
|
|
0.3619908392429352,
|
|
0.07446803152561188,
|
|
0.5148513317108154,
|
|
0.31372541189193726,
|
|
0.4433496594429016,
|
|
0.3209875524044037,
|
|
0.7064675688743591,
|
|
0.4550897181034088,
|
|
0.4593299925327301,
|
|
0.3272726535797119,
|
|
0.1459226906299591,
|
|
0.15498147904872894,
|
|
0.24161066114902496,
|
|
0.30909082293510437,
|
|
0.666666567325592,
|
|
0.6048778891563416,
|
|
0.3743841052055359,
|
|
0.5741626024246216,
|
|
0.11594196408987045,
|
|
0.29896897077560425,
|
|
0.2231075018644333,
|
|
0.5964910984039307,
|
|
0.6146787405014038,
|
|
0.16806717216968536,
|
|
0.1789472997188568,
|
|
0.2870369255542755,
|
|
0.1764705330133438,
|
|
0.32291656732559204,
|
|
0.6698111891746521,
|
|
0.28947362303733826,
|
|
0.15957440435886383,
|
|
0.4226802885532379,
|
|
0.4659089744091034,
|
|
0.35121941566467285,
|
|
0.1558440923690796,
|
|
0.34374991059303284,
|
|
0.35483860969543457,
|
|
0.44444435834884644,
|
|
0.23655906319618225,
|
|
0.19277101755142212,
|
|
0.5989846587181091,
|
|
0.4257424473762512,
|
|
0.28571420907974243,
|
|
0.25490185618400574,
|
|
0.2256409376859665,
|
|
0.31775689125061035
|
|
],
|
|
"time": 39.24682158231735,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 0.07502800226211548,
|
|
"val_loss": 3.470146894454956,
|
|
"acc": 35.2,
|
|
"f1": [
|
|
0.6153844594955444,
|
|
0.43442606925964355,
|
|
0.24999991059303284,
|
|
0.15476183593273163,
|
|
0.21782170236110687,
|
|
0.2722512185573578,
|
|
0.3534882664680481,
|
|
0.3354036211967468,
|
|
0.37681150436401367,
|
|
0.4930231273174286,
|
|
0.1764705330133438,
|
|
0.2424241602420807,
|
|
0.37668150663375854,
|
|
0.2378377616405487,
|
|
0.26008957624435425,
|
|
0.25384610891342163,
|
|
0.3804876506328583,
|
|
0.5022025108337402,
|
|
0.30303022265434265,
|
|
0.20920497179031372,
|
|
0.6892654895782471,
|
|
0.5048542022705078,
|
|
0.323809415102005,
|
|
0.5106381177902222,
|
|
0.617283821105957,
|
|
0.19480513036251068,
|
|
0.25531908869743347,
|
|
0.1655171811580658,
|
|
0.4936707317829132,
|
|
0.3535352647304535,
|
|
0.4255318343639374,
|
|
0.3445691764354706,
|
|
0.2541435658931732,
|
|
0.3111110329627991,
|
|
0.33333322405815125,
|
|
0.13483139872550964,
|
|
0.3315507173538208,
|
|
0.07518791407346725,
|
|
0.14666660130023956,
|
|
0.5310733318328857,
|
|
0.3636362850666046,
|
|
0.5714284777641296,
|
|
0.23478256165981293,
|
|
0.29585790634155273,
|
|
0.16033749282360077,
|
|
0.21862342953681946,
|
|
0.14379078149795532,
|
|
0.4402983784675598,
|
|
0.5194804668426514,
|
|
0.40206170082092285,
|
|
0.1912349909543991,
|
|
0.29126206040382385,
|
|
0.5074625611305237,
|
|
0.6071427464485168,
|
|
0.4036695957183838,
|
|
0.10928954929113388,
|
|
0.45581385493278503,
|
|
0.38139525055885315,
|
|
0.40404030680656433,
|
|
0.291139155626297,
|
|
0.6862744092941284,
|
|
0.45976996421813965,
|
|
0.48587560653686523,
|
|
0.36904752254486084,
|
|
0.1497325599193573,
|
|
0.2094240039587021,
|
|
0.2116401493549347,
|
|
0.24154582619667053,
|
|
0.6802029013633728,
|
|
0.579439103603363,
|
|
0.4122805893421173,
|
|
0.5979380011558533,
|
|
0.14634141325950623,
|
|
0.31627896428108215,
|
|
0.21874994039535522,
|
|
0.579234778881073,
|
|
0.595959484577179,
|
|
0.19587622582912445,
|
|
0.16666659712791443,
|
|
0.3351954519748688,
|
|
0.1481480747461319,
|
|
0.29032251238822937,
|
|
0.6874998807907104,
|
|
0.33816415071487427,
|
|
0.23188398778438568,
|
|
0.48044681549072266,
|
|
0.4342104196548462,
|
|
0.3692306876182556,
|
|
0.1921396702528,
|
|
0.3697478175163269,
|
|
0.2793295085430145,
|
|
0.492890864610672,
|
|
0.24516120553016663,
|
|
0.2075471132993698,
|
|
0.5943394899368286,
|
|
0.48205116391181946,
|
|
0.24999991059303284,
|
|
0.31746023893356323,
|
|
0.23469379544258118,
|
|
0.3431371748447418
|
|
],
|
|
"time": 39.22741058841348,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 0.03923175111413002,
|
|
"val_loss": 3.8611412048339844,
|
|
"acc": 34.52,
|
|
"f1": [
|
|
0.5259258151054382,
|
|
0.44239622354507446,
|
|
0.2434781938791275,
|
|
0.1734103411436081,
|
|
0.24999991059303284,
|
|
0.25945934653282166,
|
|
0.28235286474227905,
|
|
0.26573416590690613,
|
|
0.34722214937210083,
|
|
0.47107425332069397,
|
|
0.17511513829231262,
|
|
0.26666656136512756,
|
|
0.37185919284820557,
|
|
0.220779150724411,
|
|
0.25125616788864136,
|
|
0.27329182624816895,
|
|
0.41717782616615295,
|
|
0.4154588282108307,
|
|
0.23214277625083923,
|
|
0.19108274579048157,
|
|
0.6444442868232727,
|
|
0.41935470700263977,
|
|
0.3756905198097229,
|
|
0.5045870542526245,
|
|
0.6403939127922058,
|
|
0.2264150083065033,
|
|
0.28187909722328186,
|
|
0.1706160604953766,
|
|
0.4772725999355316,
|
|
0.38028159737586975,
|
|
0.41964274644851685,
|
|
0.28136876225471497,
|
|
0.2513660192489624,
|
|
0.39106133580207825,
|
|
0.239520862698555,
|
|
0.17511513829231262,
|
|
0.3287670314311981,
|
|
0.22660093009471893,
|
|
0.15757569670677185,
|
|
0.4947367310523987,
|
|
0.3121950626373291,
|
|
0.5862067937850952,
|
|
0.25668442249298096,
|
|
0.3583814203739166,
|
|
0.15609751641750336,
|
|
0.19999992847442627,
|
|
0.2025315910577774,
|
|
0.46280980110168457,
|
|
0.6010927557945251,
|
|
0.37944653630256653,
|
|
0.24761897325515747,
|
|
0.30057793855667114,
|
|
0.487046480178833,
|
|
0.6515835523605347,
|
|
0.4122805893421173,
|
|
0.14678892493247986,
|
|
0.4223601520061493,
|
|
0.3648647665977478,
|
|
0.3999999165534973,
|
|
0.28272244334220886,
|
|
0.7236180305480957,
|
|
0.5026176571846008,
|
|
0.5026736855506897,
|
|
0.35978829860687256,
|
|
0.14201176166534424,
|
|
0.10837431997060776,
|
|
0.2010049670934677,
|
|
0.29074883460998535,
|
|
0.6036034822463989,
|
|
0.5767440795898438,
|
|
0.40517228841781616,
|
|
0.49795907735824585,
|
|
0.09045220911502838,
|
|
0.3249998688697815,
|
|
0.16233761608600616,
|
|
0.5875704884529114,
|
|
0.5467625260353088,
|
|
0.18032780289649963,
|
|
0.1604277491569519,
|
|
0.2906976044178009,
|
|
0.18536579608917236,
|
|
0.26890748739242554,
|
|
0.6627905368804932,
|
|
0.2816900610923767,
|
|
0.16774186491966248,
|
|
0.45631060004234314,
|
|
0.4382021129131317,
|
|
0.36714968085289,
|
|
0.20430098474025726,
|
|
0.3440859317779541,
|
|
0.264317125082016,
|
|
0.4608694612979889,
|
|
0.21951214969158173,
|
|
0.1748633086681366,
|
|
0.6098653674125671,
|
|
0.42753612995147705,
|
|
0.30172407627105713,
|
|
0.3195265531539917,
|
|
0.13872826099395752,
|
|
0.2949307858943939
|
|
],
|
|
"time": 39.19670944660902,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 0.018337029963731766,
|
|
"val_loss": 3.5622096061706543,
|
|
"acc": 36.55,
|
|
"f1": [
|
|
0.6197181344032288,
|
|
0.45581385493278503,
|
|
0.19999991357326508,
|
|
0.2366863340139389,
|
|
0.2794759273529053,
|
|
0.3654821515083313,
|
|
0.3529411256313324,
|
|
0.3414633274078369,
|
|
0.3838382363319397,
|
|
0.45414838194847107,
|
|
0.24472565948963165,
|
|
0.2797926664352417,
|
|
0.36585354804992676,
|
|
0.31034475564956665,
|
|
0.2584269046783447,
|
|
0.28712859749794006,
|
|
0.40476179122924805,
|
|
0.5263156890869141,
|
|
0.23364479839801788,
|
|
0.2622949779033661,
|
|
0.716577410697937,
|
|
0.4869564175605774,
|
|
0.36809808015823364,
|
|
0.48305076360702515,
|
|
0.622641384601593,
|
|
0.24413138628005981,
|
|
0.2980768382549286,
|
|
0.211055189371109,
|
|
0.5421684980392456,
|
|
0.3696681261062622,
|
|
0.4363635182380676,
|
|
0.3139533996582031,
|
|
0.2694299519062042,
|
|
0.3318384885787964,
|
|
0.2812499403953552,
|
|
0.2037036269903183,
|
|
0.40764322876930237,
|
|
0.17948710918426514,
|
|
0.14634141325950623,
|
|
0.5325441956520081,
|
|
0.3171805441379547,
|
|
0.5320196151733398,
|
|
0.2603549063205719,
|
|
0.3775508999824524,
|
|
0.1499999314546585,
|
|
0.1855669468641281,
|
|
0.2258063703775406,
|
|
0.4999998211860657,
|
|
0.5818180441856384,
|
|
0.3983050286769867,
|
|
0.2258063703775406,
|
|
0.31034475564956665,
|
|
0.5188678503036499,
|
|
0.6262625455856323,
|
|
0.41628947854042053,
|
|
0.09195395559072495,
|
|
0.4712642431259155,
|
|
0.3295453190803528,
|
|
0.4886362552642822,
|
|
0.3408070504665375,
|
|
0.741783857345581,
|
|
0.5360823273658752,
|
|
0.4705881178379059,
|
|
0.4245808720588684,
|
|
0.2010049670934677,
|
|
0.1965811401605606,
|
|
0.26395928859710693,
|
|
0.3318776488304138,
|
|
0.6464645266532898,
|
|
0.5520360469818115,
|
|
0.3924049437046051,
|
|
0.5423727631568909,
|
|
0.10600701719522476,
|
|
0.30541861057281494,
|
|
0.19591830670833588,
|
|
0.6249998807907104,
|
|
0.6461536884307861,
|
|
0.2115383893251419,
|
|
0.15384608507156372,
|
|
0.32978713512420654,
|
|
0.16923069953918457,
|
|
0.23923437297344208,
|
|
0.6493505239486694,
|
|
0.26540276408195496,
|
|
0.19178076088428497,
|
|
0.4976957440376282,
|
|
0.43715834617614746,
|
|
0.39810416102409363,
|
|
0.19101116061210632,
|
|
0.345177561044693,
|
|
0.3314284682273865,
|
|
0.4594593644142151,
|
|
0.29107969999313354,
|
|
0.22330091893672943,
|
|
0.616278886795044,
|
|
0.4727271497249603,
|
|
0.3568463623523712,
|
|
0.3316582143306732,
|
|
0.18604643642902374,
|
|
0.34374991059303284
|
|
],
|
|
"time": 39.21903106383979,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 0.015097688883543015,
|
|
"val_loss": 3.636751413345337,
|
|
"acc": 37.08,
|
|
"f1": [
|
|
0.6262625455856323,
|
|
0.48453593254089355,
|
|
0.24875615537166595,
|
|
0.24630534648895264,
|
|
0.299465149641037,
|
|
0.36815908551216125,
|
|
0.35820886492729187,
|
|
0.3722943067550659,
|
|
0.42857131361961365,
|
|
0.47826072573661804,
|
|
0.16666661202907562,
|
|
0.2754489779472351,
|
|
0.3874344527721405,
|
|
0.2569831311702728,
|
|
0.3013697564601898,
|
|
0.28019312024116516,
|
|
0.3794870972633362,
|
|
0.5395347476005554,
|
|
0.31818172335624695,
|
|
0.2735848128795624,
|
|
0.6411482095718384,
|
|
0.5339804887771606,
|
|
0.38578668236732483,
|
|
0.53465336561203,
|
|
0.6190475225448608,
|
|
0.2456139624118805,
|
|
0.30999991297721863,
|
|
0.18090447783470154,
|
|
0.510416567325592,
|
|
0.3468207120895386,
|
|
0.45535701513290405,
|
|
0.2783504128456116,
|
|
0.28571417927742004,
|
|
0.38674020767211914,
|
|
0.28054288029670715,
|
|
0.22222214937210083,
|
|
0.37914684414863586,
|
|
0.20224712789058685,
|
|
0.18972326815128326,
|
|
0.543352484703064,
|
|
0.3510637581348419,
|
|
0.5654449462890625,
|
|
0.3118278682231903,
|
|
0.35616424679756165,
|
|
0.1642511636018753,
|
|
0.238805890083313,
|
|
0.2208588421344757,
|
|
0.5136610269546509,
|
|
0.5697672963142395,
|
|
0.4380951225757599,
|
|
0.22105254232883453,
|
|
0.31818172335624695,
|
|
0.5089284181594849,
|
|
0.5691055655479431,
|
|
0.35483860969543457,
|
|
0.12499994039535522,
|
|
0.48598119616508484,
|
|
0.36065563559532166,
|
|
0.4123710095882416,
|
|
0.35185176134109497,
|
|
0.7255812287330627,
|
|
0.4946235418319702,
|
|
0.5106381177902222,
|
|
0.390243798494339,
|
|
0.15165871381759644,
|
|
0.15476183593273163,
|
|
0.2378377616405487,
|
|
0.32748526334762573,
|
|
0.6326529383659363,
|
|
0.5555554032325745,
|
|
0.40191373229026794,
|
|
0.5809522867202759,
|
|
0.09665421396493912,
|
|
0.3543306291103363,
|
|
0.20353974401950836,
|
|
0.6432158946990967,
|
|
0.6367712020874023,
|
|
0.212290421128273,
|
|
0.20408155024051666,
|
|
0.2578124403953552,
|
|
0.17241372168064117,
|
|
0.2989323139190674,
|
|
0.6567163467407227,
|
|
0.30952370166778564,
|
|
0.22857137024402618,
|
|
0.5023254752159119,
|
|
0.4502616822719574,
|
|
0.3775508999824524,
|
|
0.18848159909248352,
|
|
0.3478259742259979,
|
|
0.2702701687812805,
|
|
0.506912350654602,
|
|
0.2696628272533417,
|
|
0.24999991059303284,
|
|
0.6499998569488525,
|
|
0.4565216302871704,
|
|
0.3195875287055969,
|
|
0.31775689125061035,
|
|
0.21518979966640472,
|
|
0.35714274644851685
|
|
],
|
|
"time": 39.070698250085115,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 0.0069569931365549564,
|
|
"val_loss": 3.4583563804626465,
|
|
"acc": 36.81,
|
|
"f1": [
|
|
0.6341462135314941,
|
|
0.49999988079071045,
|
|
0.24083760380744934,
|
|
0.1899440735578537,
|
|
0.29245272278785706,
|
|
0.3179486393928528,
|
|
0.38251355290412903,
|
|
0.42512065172195435,
|
|
0.4301074147224426,
|
|
0.47619032859802246,
|
|
0.14864858984947205,
|
|
0.26086950302124023,
|
|
0.38775497674942017,
|
|
0.30107519030570984,
|
|
0.29032251238822937,
|
|
0.29319363832473755,
|
|
0.4042551815509796,
|
|
0.49999988079071045,
|
|
0.3417084515094757,
|
|
0.239999920129776,
|
|
0.6903551816940308,
|
|
0.46861910820007324,
|
|
0.3625729978084564,
|
|
0.4363635182380676,
|
|
0.6358972787857056,
|
|
0.239999920129776,
|
|
0.32978713512420654,
|
|
0.2131146788597107,
|
|
0.5189871788024902,
|
|
0.3417084515094757,
|
|
0.44808733463287354,
|
|
0.3196346163749695,
|
|
0.29896897077560425,
|
|
0.367346853017807,
|
|
0.3076922297477722,
|
|
0.1793721318244934,
|
|
0.4081631302833557,
|
|
0.17021268606185913,
|
|
0.14814810454845428,
|
|
0.559139609336853,
|
|
0.3523315489292145,
|
|
0.5789472460746765,
|
|
0.29951682686805725,
|
|
0.3091786503791809,
|
|
0.15217386186122894,
|
|
0.24509796500205994,
|
|
0.19095470011234283,
|
|
0.5360823273658752,
|
|
0.5572138428688049,
|
|
0.39631327986717224,
|
|
0.19830024242401123,
|
|
0.30057793855667114,
|
|
0.49999988079071045,
|
|
0.5925924181938171,
|
|
0.41975298523902893,
|
|
0.09999994933605194,
|
|
0.5074625611305237,
|
|
0.3478260338306427,
|
|
0.44444429874420166,
|
|
0.3179486393928528,
|
|
0.6808508634567261,
|
|
0.5272725820541382,
|
|
0.45833322405815125,
|
|
0.4090908467769623,
|
|
0.1818181276321411,
|
|
0.15642453730106354,
|
|
0.28099164366722107,
|
|
0.3316582143306732,
|
|
0.642857015132904,
|
|
0.5752211213111877,
|
|
0.3692306876182556,
|
|
0.49438196420669556,
|
|
0.1469387263059616,
|
|
0.3348836302757263,
|
|
0.21428564190864563,
|
|
0.620320737361908,
|
|
0.6334840059280396,
|
|
0.1696968972682953,
|
|
0.25688064098358154,
|
|
0.31249991059303284,
|
|
0.188888818025589,
|
|
0.2980768382549286,
|
|
0.6565654873847961,
|
|
0.32704389095306396,
|
|
0.21568621695041656,
|
|
0.4565216302871704,
|
|
0.43786972761154175,
|
|
0.38139525055885315,
|
|
0.1734103411436081,
|
|
0.3300969898700714,
|
|
0.2597402036190033,
|
|
0.5140186548233032,
|
|
0.24615377187728882,
|
|
0.22891558706760406,
|
|
0.6274508833885193,
|
|
0.48888877034187317,
|
|
0.3249998986721039,
|
|
0.321428507566452,
|
|
0.22797919809818268,
|
|
0.34977567195892334
|
|
],
|
|
"time": 38.100445370189846,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 0.0048042237758636475,
|
|
"val_loss": 3.32299542427063,
|
|
"acc": 37.81,
|
|
"f1": [
|
|
0.6774192452430725,
|
|
0.5102038979530334,
|
|
0.2755904495716095,
|
|
0.213483065366745,
|
|
0.29787224531173706,
|
|
0.3743841052055359,
|
|
0.390243798494339,
|
|
0.39520949125289917,
|
|
0.4242422580718994,
|
|
0.5274723768234253,
|
|
0.23913034796714783,
|
|
0.28220847249031067,
|
|
0.367346853017807,
|
|
0.28846150636672974,
|
|
0.2694299519062042,
|
|
0.2775118350982666,
|
|
0.4278606176376343,
|
|
0.5158370137214661,
|
|
0.36144572496414185,
|
|
0.2569831311702728,
|
|
0.683937668800354,
|
|
0.5358850359916687,
|
|
0.3517586886882782,
|
|
0.5221673846244812,
|
|
0.6346153020858765,
|
|
0.26455017924308777,
|
|
0.2769230008125305,
|
|
0.19591830670833588,
|
|
0.5595853924751282,
|
|
0.3478260338306427,
|
|
0.4481326937675476,
|
|
0.327868789434433,
|
|
0.30939218401908875,
|
|
0.3723403513431549,
|
|
0.336633563041687,
|
|
0.2025315910577774,
|
|
0.37185919284820557,
|
|
0.17346931993961334,
|
|
0.19999992847442627,
|
|
0.5488370656967163,
|
|
0.36065563559532166,
|
|
0.5654449462890625,
|
|
0.2976743280887604,
|
|
0.3135133981704712,
|
|
0.1459226906299591,
|
|
0.25125616788864136,
|
|
0.213483065366745,
|
|
0.5167463421821594,
|
|
0.5607475638389587,
|
|
0.4278606176376343,
|
|
0.2404370754957199,
|
|
0.2914979159832001,
|
|
0.5205478072166443,
|
|
0.5940592885017395,
|
|
0.4140968322753906,
|
|
0.08536579459905624,
|
|
0.5140186548233032,
|
|
0.38993698358535767,
|
|
0.43678146600723267,
|
|
0.3398057222366333,
|
|
0.6666665077209473,
|
|
0.4823527932167053,
|
|
0.4259258210659027,
|
|
0.4146340489387512,
|
|
0.19251330196857452,
|
|
0.20289847254753113,
|
|
0.2638297379016876,
|
|
0.3313608467578888,
|
|
0.6813185214996338,
|
|
0.6216214895248413,
|
|
0.42290738224983215,
|
|
0.5045044422149658,
|
|
0.081818126142025,
|
|
0.345177561044693,
|
|
0.20192298293113708,
|
|
0.6516852378845215,
|
|
0.6741572022438049,
|
|
0.18867920339107513,
|
|
0.22916659712791443,
|
|
0.3147207200527191,
|
|
0.179775208234787,
|
|
0.31226757168769836,
|
|
0.7177032232284546,
|
|
0.31632643938064575,
|
|
0.2127658873796463,
|
|
0.45161280035972595,
|
|
0.4347825050354004,
|
|
0.42290738224983215,
|
|
0.23529402911663055,
|
|
0.3549782335758209,
|
|
0.31168824434280396,
|
|
0.5631066560745239,
|
|
0.2843601107597351,
|
|
0.24844713509082794,
|
|
0.6354165077209473,
|
|
0.467661589384079,
|
|
0.3116881847381592,
|
|
0.3084576427936554,
|
|
0.20731700956821442,
|
|
0.38834938406944275
|
|
],
|
|
"time": 39.11825669463724,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 0.004806432407349348,
|
|
"val_loss": 3.3111155033111572,
|
|
"acc": 38.29,
|
|
"f1": [
|
|
0.6530610918998718,
|
|
0.5148513317108154,
|
|
0.29864245653152466,
|
|
0.2430938482284546,
|
|
0.2705313265323639,
|
|
0.33497530221939087,
|
|
0.38775497674942017,
|
|
0.4111110270023346,
|
|
0.3999999165534973,
|
|
0.49999988079071045,
|
|
0.23204411566257477,
|
|
0.2528734505176544,
|
|
0.39560428261756897,
|
|
0.28571420907974243,
|
|
0.2795697748661041,
|
|
0.26728102564811707,
|
|
0.4242422580718994,
|
|
0.5321099162101746,
|
|
0.3157893717288971,
|
|
0.2574256360530853,
|
|
0.6799998879432678,
|
|
0.5388126373291016,
|
|
0.35897424817085266,
|
|
0.48756206035614014,
|
|
0.6411482095718384,
|
|
0.2914571762084961,
|
|
0.3157893717288971,
|
|
0.2115383893251419,
|
|
0.5603863000869751,
|
|
0.34254133701324463,
|
|
0.47004595398902893,
|
|
0.34042540192604065,
|
|
0.2815532982349396,
|
|
0.37735840678215027,
|
|
0.3113206624984741,
|
|
0.22522515058517456,
|
|
0.3874344527721405,
|
|
0.18579228222370148,
|
|
0.19289332628250122,
|
|
0.5490195155143738,
|
|
0.3463686406612396,
|
|
0.5863873362541199,
|
|
0.29319363832473755,
|
|
0.3184078335762024,
|
|
0.12935318052768707,
|
|
0.2888887822628021,
|
|
0.20111726224422455,
|
|
0.5294116735458374,
|
|
0.5405403971672058,
|
|
0.4365480840206146,
|
|
0.2653060257434845,
|
|
0.3157894015312195,
|
|
0.49756085872650146,
|
|
0.590908944606781,
|
|
0.4425530731678009,
|
|
0.10778438299894333,
|
|
0.5096152424812317,
|
|
0.3885713219642639,
|
|
0.42780739068984985,
|
|
0.32195112109184265,
|
|
0.7305934429168701,
|
|
0.5326085686683655,
|
|
0.45714277029037476,
|
|
0.4417177140712738,
|
|
0.21505369246006012,
|
|
0.18009470403194427,
|
|
0.278026819229126,
|
|
0.35897424817085266,
|
|
0.6831682324409485,
|
|
0.5811964869499207,
|
|
0.4174756109714508,
|
|
0.5899998545646667,
|
|
0.08733618259429932,
|
|
0.33333322405815125,
|
|
0.211055189371109,
|
|
0.6428569555282593,
|
|
0.6524062752723694,
|
|
0.188888818025589,
|
|
0.238805890083313,
|
|
0.322274774312973,
|
|
0.20304562151432037,
|
|
0.31355923414230347,
|
|
0.6995072364807129,
|
|
0.31914883852005005,
|
|
0.22935770452022552,
|
|
0.4978164732456207,
|
|
0.43181803822517395,
|
|
0.4205606281757355,
|
|
0.20895515382289886,
|
|
0.3304346799850464,
|
|
0.3534882664680481,
|
|
0.5596328973770142,
|
|
0.24615377187728882,
|
|
0.2771083414554596,
|
|
0.6153844594955444,
|
|
0.45263150334358215,
|
|
0.3627450466156006,
|
|
0.27884605526924133,
|
|
0.20930226147174835,
|
|
0.3431371748447418
|
|
],
|
|
"time": 38.15951357036829,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 0.002489656675606966,
|
|
"val_loss": 3.129051446914673,
|
|
"acc": 38.67,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.5257730484008789,
|
|
0.3022221326828003,
|
|
0.2577318847179413,
|
|
0.282828152179718,
|
|
0.31372541189193726,
|
|
0.3904760777950287,
|
|
0.4083768427371979,
|
|
0.40624988079071045,
|
|
0.4899998903274536,
|
|
0.2234041839838028,
|
|
0.28742504119873047,
|
|
0.3627450466156006,
|
|
0.30208322405815125,
|
|
0.28260859847068787,
|
|
0.27488142251968384,
|
|
0.4221104085445404,
|
|
0.5321887135505676,
|
|
0.324607253074646,
|
|
0.24509796500205994,
|
|
0.6766167879104614,
|
|
0.5344826579093933,
|
|
0.40217384696006775,
|
|
0.5221673846244812,
|
|
0.6504853367805481,
|
|
0.26804113388061523,
|
|
0.31999990344047546,
|
|
0.2121211439371109,
|
|
0.582914412021637,
|
|
0.348314493894577,
|
|
0.436893105506897,
|
|
0.306122362613678,
|
|
0.32558128237724304,
|
|
0.38181808590888977,
|
|
0.2944161295890808,
|
|
0.23853203654289246,
|
|
0.4088396728038788,
|
|
0.16853927075862885,
|
|
0.1835748255252838,
|
|
0.5212765336036682,
|
|
0.3678159713745117,
|
|
0.620320737361908,
|
|
0.29850736260414124,
|
|
0.29523801803588867,
|
|
0.1407034695148468,
|
|
0.2999999225139618,
|
|
0.22346359491348267,
|
|
0.5148513317108154,
|
|
0.589371919631958,
|
|
0.4343433380126953,
|
|
0.2812499403953552,
|
|
0.29850736260414124,
|
|
0.517857015132904,
|
|
0.5955554842948914,
|
|
0.4485980272293091,
|
|
0.10778438299894333,
|
|
0.5067872405052185,
|
|
0.3894736170768738,
|
|
0.44444432854652405,
|
|
0.3076922297477722,
|
|
0.7117116451263428,
|
|
0.5106381177902222,
|
|
0.4694834351539612,
|
|
0.4262293577194214,
|
|
0.18947362899780273,
|
|
0.20202013850212097,
|
|
0.2719297707080841,
|
|
0.33333322405815125,
|
|
0.6598983407020569,
|
|
0.5690376162528992,
|
|
0.40999990701675415,
|
|
0.5945944786071777,
|
|
0.07999993860721588,
|
|
0.3383083641529083,
|
|
0.24864855408668518,
|
|
0.6461536884307861,
|
|
0.7035174369812012,
|
|
0.19999992847442627,
|
|
0.23157887160778046,
|
|
0.322274774312973,
|
|
0.19587622582912445,
|
|
0.3209875524044037,
|
|
0.6729856729507446,
|
|
0.3402060866355896,
|
|
0.21568621695041656,
|
|
0.5175436735153198,
|
|
0.44067782163619995,
|
|
0.4266665577888489,
|
|
0.21538454294204712,
|
|
0.33480167388916016,
|
|
0.33333322405815125,
|
|
0.5333331823348999,
|
|
0.24999991059303284,
|
|
0.2485205978155136,
|
|
0.6267279982566833,
|
|
0.5142855644226074,
|
|
0.3367346227169037,
|
|
0.29896897077560425,
|
|
0.2181817591190338,
|
|
0.37288129329681396
|
|
],
|
|
"time": 39.31883702613413,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 0.005353375803679228,
|
|
"val_loss": 3.3959128856658936,
|
|
"acc": 38.58,
|
|
"f1": [
|
|
0.6532661318778992,
|
|
0.5174128413200378,
|
|
0.2895926535129547,
|
|
0.2436547577381134,
|
|
0.3047617971897125,
|
|
0.322274774312973,
|
|
0.3904760777950287,
|
|
0.40394076704978943,
|
|
0.4043714702129364,
|
|
0.46231144666671753,
|
|
0.19767434895038605,
|
|
0.30769217014312744,
|
|
0.36956506967544556,
|
|
0.3152172863483429,
|
|
0.2954544425010681,
|
|
0.2580644190311432,
|
|
0.4242422580718994,
|
|
0.5636362433433533,
|
|
0.36649200320243835,
|
|
0.22772268950939178,
|
|
0.6767675280570984,
|
|
0.5304347276687622,
|
|
0.37894728779792786,
|
|
0.4818180501461029,
|
|
0.6415093541145325,
|
|
0.24175815284252167,
|
|
0.3428570628166199,
|
|
0.19230762124061584,
|
|
0.5728641748428345,
|
|
0.37777766585350037,
|
|
0.45714277029037476,
|
|
0.3186812400817871,
|
|
0.2976743280887604,
|
|
0.37185919284820557,
|
|
0.32258057594299316,
|
|
0.21296289563179016,
|
|
0.4145076870918274,
|
|
0.18934904038906097,
|
|
0.19587622582912445,
|
|
0.5698922872543335,
|
|
0.3352600038051605,
|
|
0.613756537437439,
|
|
0.29319363832473755,
|
|
0.3013697862625122,
|
|
0.1390373706817627,
|
|
0.26600977778434753,
|
|
0.23655906319618225,
|
|
0.5306121110916138,
|
|
0.5660375952720642,
|
|
0.4607841968536377,
|
|
0.2812499403953552,
|
|
0.35714274644851685,
|
|
0.5309733152389526,
|
|
0.587719202041626,
|
|
0.44444435834884644,
|
|
0.1156068742275238,
|
|
0.5045870542526245,
|
|
0.39378228783607483,
|
|
0.432748407125473,
|
|
0.31428563594818115,
|
|
0.7196259498596191,
|
|
0.4999998211860657,
|
|
0.47115376591682434,
|
|
0.41758227348327637,
|
|
0.20689646899700165,
|
|
0.18719203770160675,
|
|
0.26548662781715393,
|
|
0.30357134342193604,
|
|
0.6538460850715637,
|
|
0.5764191746711731,
|
|
0.4059404730796814,
|
|
0.5686272978782654,
|
|
0.09322027862071991,
|
|
0.36619704961776733,
|
|
0.24489787220954895,
|
|
0.6461536884307861,
|
|
0.6634145379066467,
|
|
0.19999992847442627,
|
|
0.238805890083313,
|
|
0.3487178385257721,
|
|
0.1938774734735489,
|
|
0.3304346799850464,
|
|
0.6729856729507446,
|
|
0.3168315887451172,
|
|
0.22105254232883453,
|
|
0.526829183101654,
|
|
0.45348823070526123,
|
|
0.41592907905578613,
|
|
0.21505369246006012,
|
|
0.3290042281150818,
|
|
0.322274774312973,
|
|
0.5550238490104675,
|
|
0.2713567018508911,
|
|
0.2374998927116394,
|
|
0.6346153020858765,
|
|
0.46788978576660156,
|
|
0.31249991059303284,
|
|
0.3024389147758484,
|
|
0.24083760380744934,
|
|
0.36464083194732666
|
|
],
|
|
"time": 38.179290286265314,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 0.002312400611117482,
|
|
"val_loss": 3.11733341217041,
|
|
"acc": 38.83,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5120771527290344,
|
|
0.28571420907974243,
|
|
0.26315781474113464,
|
|
0.3013697862625122,
|
|
0.35121941566467285,
|
|
0.38647329807281494,
|
|
0.4183672070503235,
|
|
0.4083768427371979,
|
|
0.49746179580688477,
|
|
0.19780214130878448,
|
|
0.31284910440444946,
|
|
0.39784935116767883,
|
|
0.30208322405815125,
|
|
0.30526304244995117,
|
|
0.28999990224838257,
|
|
0.42857128381729126,
|
|
0.5470851063728333,
|
|
0.3417084515094757,
|
|
0.23157887160778046,
|
|
0.7083331942558289,
|
|
0.5067872405052185,
|
|
0.3934425115585327,
|
|
0.4927534759044647,
|
|
0.6478871703147888,
|
|
0.2736841142177582,
|
|
0.32978713512420654,
|
|
0.23696675896644592,
|
|
0.5490195155143738,
|
|
0.36158180236816406,
|
|
0.4425530731678009,
|
|
0.32978713512420654,
|
|
0.3121950626373291,
|
|
0.38775497674942017,
|
|
0.31088075041770935,
|
|
0.23744283616542816,
|
|
0.41666656732559204,
|
|
0.18404902517795563,
|
|
0.19905206561088562,
|
|
0.5714284777641296,
|
|
0.3444443643093109,
|
|
0.5979380011558533,
|
|
0.282828152179718,
|
|
0.30331745743751526,
|
|
0.14285708963871002,
|
|
0.2765956223011017,
|
|
0.2275448441505432,
|
|
0.522612988948822,
|
|
0.5887848734855652,
|
|
0.45360812544822693,
|
|
0.28426387906074524,
|
|
0.345177561044693,
|
|
0.5066665410995483,
|
|
0.5904760956764221,
|
|
0.43049317598342896,
|
|
0.09696962684392929,
|
|
0.5120771527290344,
|
|
0.39548009634017944,
|
|
0.44943806529045105,
|
|
0.30999991297721863,
|
|
0.718893826007843,
|
|
0.5108694434165955,
|
|
0.4487804174423218,
|
|
0.43428558111190796,
|
|
0.19459453225135803,
|
|
0.1951218843460083,
|
|
0.28571417927742004,
|
|
0.3301886022090912,
|
|
0.6893202662467957,
|
|
0.5726870894432068,
|
|
0.403755784034729,
|
|
0.579439103603363,
|
|
0.08810566365718842,
|
|
0.3428570628166199,
|
|
0.2264150083065033,
|
|
0.6428569555282593,
|
|
0.7058822512626648,
|
|
0.21111102402210236,
|
|
0.23589736223220825,
|
|
0.331707239151001,
|
|
0.19230762124061584,
|
|
0.31451600790023804,
|
|
0.6764704585075378,
|
|
0.3179486393928528,
|
|
0.20895515382289886,
|
|
0.5283017754554749,
|
|
0.44571414589881897,
|
|
0.434782475233078,
|
|
0.22222214937210083,
|
|
0.3318384885787964,
|
|
0.3362830877304077,
|
|
0.558139443397522,
|
|
0.2446807622909546,
|
|
0.22702695429325104,
|
|
0.6470587849617004,
|
|
0.4799998700618744,
|
|
0.32989683747291565,
|
|
0.31279608607292175,
|
|
0.22727267444133759,
|
|
0.3711339235305786
|
|
],
|
|
"time": 39.24148166086525,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.002260457957163453,
|
|
"val_loss": 3.1629586219787598,
|
|
"acc": 39.07,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.5221673846244812,
|
|
0.2976743280887604,
|
|
0.26041656732559204,
|
|
0.28855711221694946,
|
|
0.3465345501899719,
|
|
0.3999999165534973,
|
|
0.4148934781551361,
|
|
0.39999985694885254,
|
|
0.4897957742214203,
|
|
0.18784524500370026,
|
|
0.30952370166778564,
|
|
0.3838382363319397,
|
|
0.30851057171821594,
|
|
0.31088075041770935,
|
|
0.31372541189193726,
|
|
0.4158414602279663,
|
|
0.5470851063728333,
|
|
0.3350784480571747,
|
|
0.24870456755161285,
|
|
0.6969695687294006,
|
|
0.5022420287132263,
|
|
0.38541653752326965,
|
|
0.48803818225860596,
|
|
0.6602869629859924,
|
|
0.2762430012226105,
|
|
0.34224584698677063,
|
|
0.2314814031124115,
|
|
0.5445024967193604,
|
|
0.37158459424972534,
|
|
0.43835610151290894,
|
|
0.35602086782455444,
|
|
0.3069306015968323,
|
|
0.39195966720581055,
|
|
0.3232322335243225,
|
|
0.23364479839801788,
|
|
0.43093910813331604,
|
|
0.19318175315856934,
|
|
0.20276491343975067,
|
|
0.5775399804115295,
|
|
0.35955044627189636,
|
|
0.589371919631958,
|
|
0.29743579030036926,
|
|
0.3301886022090912,
|
|
0.14705877006053925,
|
|
0.26666656136512756,
|
|
0.22727267444133759,
|
|
0.5435895919799805,
|
|
0.5791853666305542,
|
|
0.45320188999176025,
|
|
0.2871793806552887,
|
|
0.3599999248981476,
|
|
0.5221238136291504,
|
|
0.5740739107131958,
|
|
0.4573989808559418,
|
|
0.10062886029481888,
|
|
0.5118482112884521,
|
|
0.3977271616458893,
|
|
0.44943806529045105,
|
|
0.3047617971897125,
|
|
0.7123286128044128,
|
|
0.5133689045906067,
|
|
0.46728962659835815,
|
|
0.42285704612731934,
|
|
0.194871723651886,
|
|
0.2094240039587021,
|
|
0.28193822503089905,
|
|
0.34482747316360474,
|
|
0.6699506640434265,
|
|
0.570175290107727,
|
|
0.41346144676208496,
|
|
0.5700933337211609,
|
|
0.08780481666326523,
|
|
0.3636362552642822,
|
|
0.23529402911663055,
|
|
0.6461536884307861,
|
|
0.7024388909339905,
|
|
0.213483065366745,
|
|
0.23469379544258118,
|
|
0.3316582143306732,
|
|
0.1862744390964508,
|
|
0.31999990344047546,
|
|
0.6896550059318542,
|
|
0.3399999141693115,
|
|
0.211055189371109,
|
|
0.5221238136291504,
|
|
0.45714274048805237,
|
|
0.40579700469970703,
|
|
0.2340424805879593,
|
|
0.33476385474205017,
|
|
0.34101372957229614,
|
|
0.5497629642486572,
|
|
0.24999991059303284,
|
|
0.228260800242424,
|
|
0.653658390045166,
|
|
0.4780486822128296,
|
|
0.3265305161476135,
|
|
0.2815532982349396,
|
|
0.22352932393550873,
|
|
0.3636362850666046
|
|
],
|
|
"time": 39.11810771096498,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 0.002491135150194168,
|
|
"val_loss": 3.046886920928955,
|
|
"acc": 39.33,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5151513814926147,
|
|
0.29245272278785706,
|
|
0.2577318847179413,
|
|
0.30150744318962097,
|
|
0.3414633274078369,
|
|
0.40394076704978943,
|
|
0.41666656732559204,
|
|
0.4081631302833557,
|
|
0.4923075735569,
|
|
0.213483065366745,
|
|
0.31764698028564453,
|
|
0.37623751163482666,
|
|
0.3118278682231903,
|
|
0.3101603388786316,
|
|
0.31632643938064575,
|
|
0.4158414602279663,
|
|
0.5470851063728333,
|
|
0.3510637581348419,
|
|
0.25125616788864136,
|
|
0.6969695687294006,
|
|
0.49999988079071045,
|
|
0.40677958726882935,
|
|
0.492890864610672,
|
|
0.657142698764801,
|
|
0.2842104732990265,
|
|
0.3267325758934021,
|
|
0.24299058318138123,
|
|
0.5520831942558289,
|
|
0.3586955666542053,
|
|
0.4507041275501251,
|
|
0.34042540192604065,
|
|
0.30999991297721863,
|
|
0.38144323229789734,
|
|
0.3248729705810547,
|
|
0.2244897186756134,
|
|
0.43575406074523926,
|
|
0.19767434895038605,
|
|
0.21319790184497833,
|
|
0.5492226481437683,
|
|
0.3820223808288574,
|
|
0.6122447848320007,
|
|
0.2980768382549286,
|
|
0.3091786503791809,
|
|
0.14583328366279602,
|
|
0.2647058069705963,
|
|
0.22988496720790863,
|
|
0.5408161878585815,
|
|
0.5662099123001099,
|
|
0.467661589384079,
|
|
0.2765956223011017,
|
|
0.34482747316360474,
|
|
0.5281383991241455,
|
|
0.5882351398468018,
|
|
0.44444432854652405,
|
|
0.11249993741512299,
|
|
0.5167463421821594,
|
|
0.4043714702129364,
|
|
0.45454537868499756,
|
|
0.3091786503791809,
|
|
0.7123286128044128,
|
|
0.534031331539154,
|
|
0.47169798612594604,
|
|
0.423912912607193,
|
|
0.1798941045999527,
|
|
0.1990049034357071,
|
|
0.26785707473754883,
|
|
0.3348836302757263,
|
|
0.6698111891746521,
|
|
0.577777624130249,
|
|
0.41148313879966736,
|
|
0.5849055051803589,
|
|
0.09389665722846985,
|
|
0.372548907995224,
|
|
0.239999920129776,
|
|
0.6299998760223389,
|
|
0.6952379941940308,
|
|
0.23529404401779175,
|
|
0.23469379544258118,
|
|
0.3487178385257721,
|
|
0.18181811273097992,
|
|
0.3215685188770294,
|
|
0.6930691599845886,
|
|
0.34343424439430237,
|
|
0.2116401493549347,
|
|
0.5370368957519531,
|
|
0.45976996421813965,
|
|
0.4112148582935333,
|
|
0.24742262065410614,
|
|
0.34024888277053833,
|
|
0.33333322405815125,
|
|
0.5462961196899414,
|
|
0.2713567018508911,
|
|
0.24580998718738556,
|
|
0.6325579881668091,
|
|
0.4812833070755005,
|
|
0.3316061198711395,
|
|
0.309859037399292,
|
|
0.24580998718738556,
|
|
0.37305691838264465
|
|
],
|
|
"time": 39.187993330881,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 0.005010552238672972,
|
|
"val_loss": 3.233320713043213,
|
|
"acc": 39.31,
|
|
"f1": [
|
|
0.6564101576805115,
|
|
0.5177663564682007,
|
|
0.2938387989997864,
|
|
0.2526314854621887,
|
|
0.30392149090766907,
|
|
0.3495144844055176,
|
|
0.41148313879966736,
|
|
0.40206170082092285,
|
|
0.41176459193229675,
|
|
0.49999988079071045,
|
|
0.22598862648010254,
|
|
0.3209875524044037,
|
|
0.38578668236732483,
|
|
0.31088075041770935,
|
|
0.30939218401908875,
|
|
0.3299999237060547,
|
|
0.40975597500801086,
|
|
0.562211811542511,
|
|
0.3389829397201538,
|
|
0.24390237033367157,
|
|
0.6934671998023987,
|
|
0.5022420287132263,
|
|
0.3999998867511749,
|
|
0.5099998712539673,
|
|
0.666666567325592,
|
|
0.28272244334220886,
|
|
0.3157893717288971,
|
|
0.23809516429901123,
|
|
0.5624998807907104,
|
|
0.37288129329681396,
|
|
0.4519229531288147,
|
|
0.34224584698677063,
|
|
0.30366483330726624,
|
|
0.39999985694885254,
|
|
0.3184078335762024,
|
|
0.23188398778438568,
|
|
0.4081631302833557,
|
|
0.19999992847442627,
|
|
0.2115383893251419,
|
|
0.559139609336853,
|
|
0.3820223808288574,
|
|
0.613065242767334,
|
|
0.27999991178512573,
|
|
0.31858399510383606,
|
|
0.1414140909910202,
|
|
0.2653060257434845,
|
|
0.2444443702697754,
|
|
0.5408161878585815,
|
|
0.5844747424125671,
|
|
0.46601933240890503,
|
|
0.28415289521217346,
|
|
0.35748788714408875,
|
|
0.5112106204032898,
|
|
0.6008967757225037,
|
|
0.44239622354507446,
|
|
0.11180117726325989,
|
|
0.5164318084716797,
|
|
0.3999998867511749,
|
|
0.44444432854652405,
|
|
0.32160791754722595,
|
|
0.7123286128044128,
|
|
0.524590015411377,
|
|
0.4651161730289459,
|
|
0.42285704612731934,
|
|
0.18079088628292084,
|
|
0.20512813329696655,
|
|
0.25570768117904663,
|
|
0.3364485204219818,
|
|
0.6699506640434265,
|
|
0.5826086401939392,
|
|
0.403755784034729,
|
|
0.5781989693641663,
|
|
0.09174305200576782,
|
|
0.3743841052055359,
|
|
0.23076917231082916,
|
|
0.6363635063171387,
|
|
0.7128711342811584,
|
|
0.22222214937210083,
|
|
0.23529402911663055,
|
|
0.3417084515094757,
|
|
0.1764705330133438,
|
|
0.329317182302475,
|
|
0.6826921701431274,
|
|
0.33492809534072876,
|
|
0.2099999338388443,
|
|
0.5272725820541382,
|
|
0.44571414589881897,
|
|
0.4036695957183838,
|
|
0.24271836876869202,
|
|
0.3418802320957184,
|
|
0.34615373611450195,
|
|
0.5499998927116394,
|
|
0.2713567018508911,
|
|
0.2340424805879593,
|
|
0.6568626165390015,
|
|
0.4949493706226349,
|
|
0.3367346227169037,
|
|
0.3084111213684082,
|
|
0.27472516894340515,
|
|
0.3578946590423584
|
|
],
|
|
"time": 39.2752429433167,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 0.0045673963613808155,
|
|
"val_loss": 2.8443334102630615,
|
|
"acc": 39.48,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.4951455295085907,
|
|
0.29107969999313354,
|
|
0.2577318847179413,
|
|
0.28571417927742004,
|
|
0.3517586886882782,
|
|
0.39622631669044495,
|
|
0.41269823908805847,
|
|
0.40796008706092834,
|
|
0.505154550075531,
|
|
0.20809243619441986,
|
|
0.30232545733451843,
|
|
0.37623751163482666,
|
|
0.3068782389163971,
|
|
0.29629620909690857,
|
|
0.3251230716705322,
|
|
0.4154588282108307,
|
|
0.5381165146827698,
|
|
0.34972667694091797,
|
|
0.24615377187728882,
|
|
0.7064675688743591,
|
|
0.5110130310058594,
|
|
0.3809523284435272,
|
|
0.492890864610672,
|
|
0.6764704585075378,
|
|
0.2696628272533417,
|
|
0.3369564116001129,
|
|
0.2368420511484146,
|
|
0.5744680166244507,
|
|
0.3771427571773529,
|
|
0.44642844796180725,
|
|
0.35978829860687256,
|
|
0.31249991059303284,
|
|
0.3980098366737366,
|
|
0.31088075041770935,
|
|
0.23963125050067902,
|
|
0.42857128381729126,
|
|
0.21468918025493622,
|
|
0.19811314344406128,
|
|
0.5670101642608643,
|
|
0.39560428261756897,
|
|
0.6161615252494812,
|
|
0.2815532982349396,
|
|
0.32195112109184265,
|
|
0.14705877006053925,
|
|
0.2765956223011017,
|
|
0.25274714827537537,
|
|
0.5373133420944214,
|
|
0.5739909410476685,
|
|
0.4593299925327301,
|
|
0.2886596620082855,
|
|
0.3707316219806671,
|
|
0.517857015132904,
|
|
0.5963301062583923,
|
|
0.46363624930381775,
|
|
0.11249993741512299,
|
|
0.5242717266082764,
|
|
0.4142010807991028,
|
|
0.45976996421813965,
|
|
0.31372541189193726,
|
|
0.7123286128044128,
|
|
0.5291004180908203,
|
|
0.48309168219566345,
|
|
0.4260353744029999,
|
|
0.19791658222675323,
|
|
0.20304562151432037,
|
|
0.271493136882782,
|
|
0.3465345501899719,
|
|
0.6766167879104614,
|
|
0.5764191746711731,
|
|
0.403755784034729,
|
|
0.5673075914382935,
|
|
0.08823523670434952,
|
|
0.3653844892978668,
|
|
0.23157887160778046,
|
|
0.633165717124939,
|
|
0.6923075318336487,
|
|
0.22619038820266724,
|
|
0.23232315480709076,
|
|
0.33333325386047363,
|
|
0.2075471132993698,
|
|
0.33064505457878113,
|
|
0.7093595266342163,
|
|
0.3487178385257721,
|
|
0.2524271011352539,
|
|
0.5377357006072998,
|
|
0.44827571511268616,
|
|
0.4195120930671692,
|
|
0.23834188282489777,
|
|
0.32432422041893005,
|
|
0.3286384046077728,
|
|
0.5529952645301819,
|
|
0.2783504128456116,
|
|
0.22797919809818268,
|
|
0.6476188898086548,
|
|
0.4827585518360138,
|
|
0.3248729705810547,
|
|
0.31249991059303284,
|
|
0.2513660192489624,
|
|
0.3675675094127655
|
|
],
|
|
"time": 39.19278395920992,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 0.004815114662051201,
|
|
"val_loss": 2.7843618392944336,
|
|
"acc": 39.59,
|
|
"f1": [
|
|
0.6702126860618591,
|
|
0.4976075291633606,
|
|
0.30097079277038574,
|
|
0.26881712675094604,
|
|
0.29523801803588867,
|
|
0.37185919284820557,
|
|
0.41346144676208496,
|
|
0.40624988079071045,
|
|
0.4102562665939331,
|
|
0.5079363584518433,
|
|
0.23391805589199066,
|
|
0.31764698028564453,
|
|
0.3743841052055359,
|
|
0.30366483330726624,
|
|
0.3141360282897949,
|
|
0.3084111213684082,
|
|
0.4221104085445404,
|
|
0.5511109828948975,
|
|
0.34224584698677063,
|
|
0.25352105498313904,
|
|
0.7076921463012695,
|
|
0.5083332657814026,
|
|
0.39560428261756897,
|
|
0.5024629235267639,
|
|
0.663461446762085,
|
|
0.27777770161628723,
|
|
0.326315701007843,
|
|
0.23584897816181183,
|
|
0.5624998807907104,
|
|
0.3678159713745117,
|
|
0.4485980272293091,
|
|
0.35602086782455444,
|
|
0.3184078335762024,
|
|
0.39195966720581055,
|
|
0.3157893717288971,
|
|
0.23584897816181183,
|
|
0.4324323236942291,
|
|
0.20454540848731995,
|
|
0.19323663413524628,
|
|
0.5513511896133423,
|
|
0.39560428261756897,
|
|
0.613065242767334,
|
|
0.2786068916320801,
|
|
0.3203882575035095,
|
|
0.14563101530075073,
|
|
0.26262614130973816,
|
|
0.24418595433235168,
|
|
0.5333331823348999,
|
|
0.5789473056793213,
|
|
0.46601933240890503,
|
|
0.28571420907974243,
|
|
0.36815908551216125,
|
|
0.5135133862495422,
|
|
0.6183573603630066,
|
|
0.45581385493278503,
|
|
0.10588229447603226,
|
|
0.5242717266082764,
|
|
0.43333321809768677,
|
|
0.4382021129131317,
|
|
0.3157894015312195,
|
|
0.718893826007843,
|
|
0.5268816351890564,
|
|
0.47619035840034485,
|
|
0.4210525155067444,
|
|
0.21874994039535522,
|
|
0.18811874091625214,
|
|
0.271493136882782,
|
|
0.3428570628166199,
|
|
0.6893202662467957,
|
|
0.5814977288246155,
|
|
0.4306218922138214,
|
|
0.5631066560745239,
|
|
0.09478667378425598,
|
|
0.35748788714408875,
|
|
0.24083760380744934,
|
|
0.6470587849617004,
|
|
0.6857141852378845,
|
|
0.2312137931585312,
|
|
0.23589736223220825,
|
|
0.3417084515094757,
|
|
0.19999992847442627,
|
|
0.32558128237724304,
|
|
0.696078360080719,
|
|
0.3316061198711395,
|
|
0.238805890083313,
|
|
0.5412842631340027,
|
|
0.44571414589881897,
|
|
0.40552979707717896,
|
|
0.24175815284252167,
|
|
0.34745752811431885,
|
|
0.33333325386047363,
|
|
0.5412842631340027,
|
|
0.2769230008125305,
|
|
0.23157887160778046,
|
|
0.6504853367805481,
|
|
0.48756206035614014,
|
|
0.34343424439430237,
|
|
0.3267325758934021,
|
|
0.25945934653282166,
|
|
0.36842095851898193
|
|
],
|
|
"time": 39.26674361620098,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 0.004741789307445288,
|
|
"val_loss": 2.9323227405548096,
|
|
"acc": 39.58,
|
|
"f1": [
|
|
0.6562498807907104,
|
|
0.5177663564682007,
|
|
0.3069306015968323,
|
|
0.253807008266449,
|
|
0.2980768382549286,
|
|
0.3568074107170105,
|
|
0.3999998867511749,
|
|
0.3999998867511749,
|
|
0.4299998879432678,
|
|
0.48421040177345276,
|
|
0.23863628506660461,
|
|
0.30409345030784607,
|
|
0.378109335899353,
|
|
0.3157893717288971,
|
|
0.30303022265434265,
|
|
0.3232322335243225,
|
|
0.41176459193229675,
|
|
0.5662099123001099,
|
|
0.33333325386047363,
|
|
0.26794248819351196,
|
|
0.7070705890655518,
|
|
0.49999988079071045,
|
|
0.382978618144989,
|
|
0.5024153590202332,
|
|
0.6509432196617126,
|
|
0.2553190290927887,
|
|
0.32835814356803894,
|
|
0.2347417026758194,
|
|
0.5654449462890625,
|
|
0.39106133580207825,
|
|
0.4585364758968353,
|
|
0.3510637581348419,
|
|
0.30150744318962097,
|
|
0.40796008706092834,
|
|
0.3186812400817871,
|
|
0.22680403292179108,
|
|
0.43093910813331604,
|
|
0.20765019953250885,
|
|
0.18811874091625214,
|
|
0.5684208869934082,
|
|
0.3977271616458893,
|
|
0.6069650650024414,
|
|
0.31279608607292175,
|
|
0.3269230127334595,
|
|
0.1414140909910202,
|
|
0.2653060257434845,
|
|
0.24096375703811646,
|
|
0.5463916063308716,
|
|
0.5650222897529602,
|
|
0.4541061818599701,
|
|
0.30107519030570984,
|
|
0.3535352647304535,
|
|
0.5205478072166443,
|
|
0.6063346862792969,
|
|
0.4573989808559418,
|
|
0.10404618829488754,
|
|
0.5205478072166443,
|
|
0.4022987186908722,
|
|
0.44444432854652405,
|
|
0.32352936267852783,
|
|
0.7155961990356445,
|
|
0.5240640044212341,
|
|
0.4694834351539612,
|
|
0.4114284813404083,
|
|
0.2061854749917984,
|
|
0.2061854749917984,
|
|
0.275229275226593,
|
|
0.3417084515094757,
|
|
0.6896550059318542,
|
|
0.5991188287734985,
|
|
0.41346144676208496,
|
|
0.5660375952720642,
|
|
0.09661828726530075,
|
|
0.35532984137535095,
|
|
0.2404370754957199,
|
|
0.6567163467407227,
|
|
0.7064675688743591,
|
|
0.23076915740966797,
|
|
0.22549012303352356,
|
|
0.3431371748447418,
|
|
0.17171710729599,
|
|
0.31746023893356323,
|
|
0.6826921701431274,
|
|
0.3203882575035095,
|
|
0.23469379544258118,
|
|
0.5370368957519531,
|
|
0.45454537868499756,
|
|
0.40740731358528137,
|
|
0.2526314854621887,
|
|
0.3559320867061615,
|
|
0.35294109582901,
|
|
0.5700481534004211,
|
|
0.26341456174850464,
|
|
0.2340424805879593,
|
|
0.6511626243591309,
|
|
0.4780486822128296,
|
|
0.34224584698677063,
|
|
0.3091786503791809,
|
|
0.24999991059303284,
|
|
0.37499991059303284
|
|
],
|
|
"time": 38.408860933966935,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 0.0029242520686239004,
|
|
"val_loss": 3.2700068950653076,
|
|
"acc": 39.64,
|
|
"f1": [
|
|
0.6562498807907104,
|
|
0.5125626921653748,
|
|
0.2938387989997864,
|
|
0.2696628272533417,
|
|
0.29107969999313354,
|
|
0.362790584564209,
|
|
0.4190475046634674,
|
|
0.4042551815509796,
|
|
0.3979056477546692,
|
|
0.4947367310523987,
|
|
0.24418595433235168,
|
|
0.3186812400817871,
|
|
0.3838382363319397,
|
|
0.3118278682231903,
|
|
0.3068782389163971,
|
|
0.3267325758934021,
|
|
0.40579700469970703,
|
|
0.5596328973770142,
|
|
0.34254133701324463,
|
|
0.2526314854621887,
|
|
0.7106597423553467,
|
|
0.5126049518585205,
|
|
0.38251355290412903,
|
|
0.4927534759044647,
|
|
0.6509432196617126,
|
|
0.26373615860939026,
|
|
0.32558128237724304,
|
|
0.2524271011352539,
|
|
0.5638296604156494,
|
|
0.38636353611946106,
|
|
0.4607841968536377,
|
|
0.36559128761291504,
|
|
0.3251230716705322,
|
|
0.39215680956840515,
|
|
0.32820504903793335,
|
|
0.2314814031124115,
|
|
0.42780739068984985,
|
|
0.20571422576904297,
|
|
0.19534875452518463,
|
|
0.5578945875167847,
|
|
0.40217384696006775,
|
|
0.5922329425811768,
|
|
0.29951682686805725,
|
|
0.3269230127334595,
|
|
0.14634141325950623,
|
|
0.2713567018508911,
|
|
0.25555548071861267,
|
|
0.5360823273658752,
|
|
0.5638765096664429,
|
|
0.4622640609741211,
|
|
0.2887699604034424,
|
|
0.3609755337238312,
|
|
0.5132741928100586,
|
|
0.623255729675293,
|
|
0.4694834351539612,
|
|
0.11111105233430862,
|
|
0.5192306637763977,
|
|
0.43715834617614746,
|
|
0.44571414589881897,
|
|
0.3272726535797119,
|
|
0.7123286128044128,
|
|
0.5384613871574402,
|
|
0.47169798612594604,
|
|
0.4180789887905121,
|
|
0.2173912227153778,
|
|
0.194871723651886,
|
|
0.28444433212280273,
|
|
0.336633563041687,
|
|
0.6666665077209473,
|
|
0.587719202041626,
|
|
0.4093022048473358,
|
|
0.5607475638389587,
|
|
0.0990990400314331,
|
|
0.32124343514442444,
|
|
0.2446807622909546,
|
|
0.6532661318778992,
|
|
0.6826921701431274,
|
|
0.228571355342865,
|
|
0.23350247740745544,
|
|
0.33816415071487427,
|
|
0.1641024947166443,
|
|
0.32411059737205505,
|
|
0.6794257164001465,
|
|
0.323809415102005,
|
|
0.23157887160778046,
|
|
0.5555554032325745,
|
|
0.43930622935295105,
|
|
0.4210525155067444,
|
|
0.25125616788864136,
|
|
0.3454544246196747,
|
|
0.33179715275764465,
|
|
0.5550238490104675,
|
|
0.26804113388061523,
|
|
0.2446807622909546,
|
|
0.663461446762085,
|
|
0.47222211956977844,
|
|
0.3402060866355896,
|
|
0.33333322405815125,
|
|
0.26804113388061523,
|
|
0.3555554449558258
|
|
],
|
|
"time": 39.181302251294255,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.0030624065548181534,
|
|
"val_loss": 3.1392595767974854,
|
|
"acc": 39.65,
|
|
"f1": [
|
|
0.6631577014923096,
|
|
0.5024629235267639,
|
|
0.29665064811706543,
|
|
0.26395928859710693,
|
|
0.3024389147758484,
|
|
0.3551400303840637,
|
|
0.4077668786048889,
|
|
0.40206170082092285,
|
|
0.3979056477546692,
|
|
0.48958322405815125,
|
|
0.2430938482284546,
|
|
0.32142847776412964,
|
|
0.37999987602233887,
|
|
0.31632643938064575,
|
|
0.30303022265434265,
|
|
0.3253587782382965,
|
|
0.4158414602279663,
|
|
0.5529952645301819,
|
|
0.3406592309474945,
|
|
0.24870456755161285,
|
|
0.7070705890655518,
|
|
0.5232066512107849,
|
|
0.39130425453186035,
|
|
0.506912350654602,
|
|
0.6699027419090271,
|
|
0.251308798789978,
|
|
0.32978713512420654,
|
|
0.24509796500205994,
|
|
0.5698922872543335,
|
|
0.3678159713745117,
|
|
0.44444435834884644,
|
|
0.3586955666542053,
|
|
0.30999991297721863,
|
|
0.4019606411457062,
|
|
0.32989683747291565,
|
|
0.22222216427326202,
|
|
0.4324323236942291,
|
|
0.213483065366745,
|
|
0.19230762124061584,
|
|
0.5621620416641235,
|
|
0.40659332275390625,
|
|
0.5951218605041504,
|
|
0.3018867075443268,
|
|
0.3167419731616974,
|
|
0.15384608507156372,
|
|
0.2599999010562897,
|
|
0.239999920129776,
|
|
0.5333331823348999,
|
|
0.5688887238502502,
|
|
0.4541061818599701,
|
|
0.29508185386657715,
|
|
0.3482586145401001,
|
|
0.5175436735153198,
|
|
0.6255922317504883,
|
|
0.4651161730289459,
|
|
0.10975604504346848,
|
|
0.528846025466919,
|
|
0.4222221076488495,
|
|
0.44444429874420166,
|
|
0.322274774312973,
|
|
0.718893826007843,
|
|
0.5319147706031799,
|
|
0.47846877574920654,
|
|
0.4111110270023346,
|
|
0.21319790184497833,
|
|
0.19191910326480865,
|
|
0.27777767181396484,
|
|
0.33492809534072876,
|
|
0.6763284206390381,
|
|
0.585152804851532,
|
|
0.3999998867511749,
|
|
0.5674417018890381,
|
|
0.11162783950567245,
|
|
0.3880595862865448,
|
|
0.22999992966651917,
|
|
0.6633164882659912,
|
|
0.6859902143478394,
|
|
0.23728805780410767,
|
|
0.24598921835422516,
|
|
0.3414633274078369,
|
|
0.18536579608917236,
|
|
0.3102039694786072,
|
|
0.6824643611907959,
|
|
0.3285022974014282,
|
|
0.2371133416891098,
|
|
0.5504586100578308,
|
|
0.44444429874420166,
|
|
0.40540531277656555,
|
|
0.2613064646720886,
|
|
0.3454544246196747,
|
|
0.33179715275764465,
|
|
0.5352111458778381,
|
|
0.2653060257434845,
|
|
0.21590900421142578,
|
|
0.6759257912635803,
|
|
0.4923075735569,
|
|
0.34554967284202576,
|
|
0.32258057594299316,
|
|
0.2659573554992676,
|
|
0.36559128761291504
|
|
],
|
|
"time": 39.16655984520912,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.00566827692091465,
|
|
"val_loss": 2.909900188446045,
|
|
"acc": 39.56,
|
|
"f1": [
|
|
0.649484395980835,
|
|
0.49999988079071045,
|
|
0.2895926535129547,
|
|
0.25668442249298096,
|
|
0.29523801803588867,
|
|
0.35185176134109497,
|
|
0.4075828194618225,
|
|
0.4042551815509796,
|
|
0.3979056477546692,
|
|
0.4973543584346771,
|
|
0.24580998718738556,
|
|
0.3352600038051605,
|
|
0.38775497674942017,
|
|
0.309278279542923,
|
|
0.3101603388786316,
|
|
0.30999991297721863,
|
|
0.41346144676208496,
|
|
0.5610858201980591,
|
|
0.3351350426673889,
|
|
0.2574256360530853,
|
|
0.7070705890655518,
|
|
0.521008312702179,
|
|
0.38636353611946106,
|
|
0.5073169469833374,
|
|
0.635944664478302,
|
|
0.2598869204521179,
|
|
0.31249991059303284,
|
|
0.23188398778438568,
|
|
0.5760868191719055,
|
|
0.3786981403827667,
|
|
0.4593299925327301,
|
|
0.35978829860687256,
|
|
0.33333322405815125,
|
|
0.3861384987831116,
|
|
0.31999990344047546,
|
|
0.23414628207683563,
|
|
0.4226802885532379,
|
|
0.20930226147174835,
|
|
0.1869158148765564,
|
|
0.5654449462890625,
|
|
0.3999998867511749,
|
|
0.6069650650024414,
|
|
0.29665064811706543,
|
|
0.33962252736091614,
|
|
0.1442307084798813,
|
|
0.26666656136512756,
|
|
0.24277448654174805,
|
|
0.5284972786903381,
|
|
0.5614033937454224,
|
|
0.467661589384079,
|
|
0.29032251238822937,
|
|
0.36893191933631897,
|
|
0.5066665410995483,
|
|
0.6046510338783264,
|
|
0.452830046415329,
|
|
0.09876536577939987,
|
|
0.5242717266082764,
|
|
0.42528724670410156,
|
|
0.44067782163619995,
|
|
0.31884050369262695,
|
|
0.718893826007843,
|
|
0.5319147706031799,
|
|
0.47393354773521423,
|
|
0.4269661605358124,
|
|
0.21782170236110687,
|
|
0.2021275758743286,
|
|
0.28318578004837036,
|
|
0.34482747316360474,
|
|
0.6794257164001465,
|
|
0.5814977288246155,
|
|
0.3999998867511749,
|
|
0.568720281124115,
|
|
0.09478667378425598,
|
|
0.35532984137535095,
|
|
0.2288556545972824,
|
|
0.653658390045166,
|
|
0.696078360080719,
|
|
0.22485199570655823,
|
|
0.24083760380744934,
|
|
0.3398057222366333,
|
|
0.1971830278635025,
|
|
0.31746023893356323,
|
|
0.6923075318336487,
|
|
0.32195112109184265,
|
|
0.24615377187728882,
|
|
0.5363634824752808,
|
|
0.4550897181034088,
|
|
0.4190475046634674,
|
|
0.2173912227153778,
|
|
0.34977567195892334,
|
|
0.3287670314311981,
|
|
0.5412842631340027,
|
|
0.2699999213218689,
|
|
0.23863628506660461,
|
|
0.6698111891746521,
|
|
0.4780486822128296,
|
|
0.35051536560058594,
|
|
0.3211008310317993,
|
|
0.2702701687812805,
|
|
0.348314493894577
|
|
],
|
|
"time": 39.20605367701501,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 0.004970320034772158,
|
|
"val_loss": 2.87471342086792,
|
|
"acc": 39.84,
|
|
"f1": [
|
|
0.6736840605735779,
|
|
0.5076140761375427,
|
|
0.29665064811706543,
|
|
0.2722512185573578,
|
|
0.2938387989997864,
|
|
0.37373724579811096,
|
|
0.40796008706092834,
|
|
0.3939392864704132,
|
|
0.419999897480011,
|
|
0.48756206035614014,
|
|
0.23255808651447296,
|
|
0.31818172335624695,
|
|
0.3838382363319397,
|
|
0.3076922297477722,
|
|
0.299465149641037,
|
|
0.3350784480571747,
|
|
0.40384599566459656,
|
|
0.5545453429222107,
|
|
0.3406592309474945,
|
|
0.2653060257434845,
|
|
0.7135677337646484,
|
|
0.5236050486564636,
|
|
0.3809523284435272,
|
|
0.5327101349830627,
|
|
0.6478871703147888,
|
|
0.24999991059303284,
|
|
0.3315507173538208,
|
|
0.23318377137184143,
|
|
0.5925924777984619,
|
|
0.3882351815700531,
|
|
0.4476189613342285,
|
|
0.36065563559532166,
|
|
0.31372541189193726,
|
|
0.3959389626979828,
|
|
0.3315507173538208,
|
|
0.22222216427326202,
|
|
0.42780739068984985,
|
|
0.20689648389816284,
|
|
0.19138747453689575,
|
|
0.5668447613716125,
|
|
0.40659332275390625,
|
|
0.5951218605041504,
|
|
0.29702961444854736,
|
|
0.323809415102005,
|
|
0.1554403454065323,
|
|
0.26804113388061523,
|
|
0.2793295085430145,
|
|
0.5099998712539673,
|
|
0.570175290107727,
|
|
0.467661589384079,
|
|
0.3043477535247803,
|
|
0.35714274644851685,
|
|
0.5194804668426514,
|
|
0.6118720173835754,
|
|
0.47619035840034485,
|
|
0.11695900559425354,
|
|
0.5238093733787537,
|
|
0.4277455508708954,
|
|
0.45454537868499756,
|
|
0.32195112109184265,
|
|
0.7323941588401794,
|
|
0.5326085686683655,
|
|
0.47846877574920654,
|
|
0.4088396728038788,
|
|
0.20833326876163483,
|
|
0.20408155024051666,
|
|
0.28318578004837036,
|
|
0.34343424439430237,
|
|
0.6761903762817383,
|
|
0.583690881729126,
|
|
0.41666656732559204,
|
|
0.5741626024246216,
|
|
0.10328631848096848,
|
|
0.3592231869697571,
|
|
0.24999991059303284,
|
|
0.6368157267570496,
|
|
0.6886791586875916,
|
|
0.21978014707565308,
|
|
0.24864855408668518,
|
|
0.3469386696815491,
|
|
0.21238930523395538,
|
|
0.31451600790023804,
|
|
0.6889951229095459,
|
|
0.32835814356803894,
|
|
0.24615377187728882,
|
|
0.5488370656967163,
|
|
0.43678146600723267,
|
|
0.4112148582935333,
|
|
0.2564101815223694,
|
|
0.36206886172294617,
|
|
0.32432422041893005,
|
|
0.5462961196899414,
|
|
0.27083322405815125,
|
|
0.23204411566257477,
|
|
0.6570047736167908,
|
|
0.48076915740966797,
|
|
0.3350784480571747,
|
|
0.309859037399292,
|
|
0.2673795819282532,
|
|
0.3586955666542053
|
|
],
|
|
"time": 38.259210765361786,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.0035523646511137486,
|
|
"val_loss": 3.149899482727051,
|
|
"acc": 39.7,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.4976075291633606,
|
|
0.31067952513694763,
|
|
0.26086944341659546,
|
|
0.2922373414039612,
|
|
0.36714968085289,
|
|
0.40975597500801086,
|
|
0.3861384987831116,
|
|
0.39795905351638794,
|
|
0.4824119210243225,
|
|
0.2444443702697754,
|
|
0.30303019285202026,
|
|
0.37563440203666687,
|
|
0.3076922297477722,
|
|
0.2886596620082855,
|
|
0.33502528071403503,
|
|
0.40579700469970703,
|
|
0.5560536980628967,
|
|
0.35532984137535095,
|
|
0.2488037496805191,
|
|
0.7046630382537842,
|
|
0.5350876450538635,
|
|
0.3723403513431549,
|
|
0.5188678503036499,
|
|
0.6448596715927124,
|
|
0.26136353611946106,
|
|
0.326315701007843,
|
|
0.23584897816181183,
|
|
0.5863873362541199,
|
|
0.3999998867511749,
|
|
0.4537035822868347,
|
|
0.3763439953327179,
|
|
0.31249991059303284,
|
|
0.40404030680656433,
|
|
0.3203882575035095,
|
|
0.2536584436893463,
|
|
0.44808733463287354,
|
|
0.19780214130878448,
|
|
0.1951218843460083,
|
|
0.5624998807907104,
|
|
0.4086019992828369,
|
|
0.6030149459838867,
|
|
0.30150744318962097,
|
|
0.3157894015312195,
|
|
0.1485147923231125,
|
|
0.2722512185573578,
|
|
0.23170723021030426,
|
|
0.5230767726898193,
|
|
0.5599998831748962,
|
|
0.4541061818599701,
|
|
0.29473677277565,
|
|
0.3692306876182556,
|
|
0.5191488265991211,
|
|
0.623255729675293,
|
|
0.488262802362442,
|
|
0.11494245380163193,
|
|
0.5242717266082764,
|
|
0.4153004288673401,
|
|
0.4659089744091034,
|
|
0.2955664098262787,
|
|
0.7123286128044128,
|
|
0.5384613871574402,
|
|
0.48076915740966797,
|
|
0.40659332275390625,
|
|
0.19999991357326508,
|
|
0.19999991357326508,
|
|
0.2673266530036926,
|
|
0.34343424439430237,
|
|
0.6865670084953308,
|
|
0.585152804851532,
|
|
0.40384599566459656,
|
|
0.5806450843811035,
|
|
0.10666660219430923,
|
|
0.3523808717727661,
|
|
0.2371133416891098,
|
|
0.639593780040741,
|
|
0.7093595266342163,
|
|
0.23728805780410767,
|
|
0.2569831311702728,
|
|
0.3402060866355896,
|
|
0.19191910326480865,
|
|
0.3058822751045227,
|
|
0.657534122467041,
|
|
0.3267325758934021,
|
|
0.2288556545972824,
|
|
0.5471696853637695,
|
|
0.44444429874420166,
|
|
0.4036695957183838,
|
|
0.23036640882492065,
|
|
0.36909863352775574,
|
|
0.3318776488304138,
|
|
0.5302324295043945,
|
|
0.26041656732559204,
|
|
0.24999991059303284,
|
|
0.6730768084526062,
|
|
0.47572803497314453,
|
|
0.34343424439430237,
|
|
0.32835814356803894,
|
|
0.26666656136512756,
|
|
0.37433144450187683
|
|
],
|
|
"time": 39.20535565633327,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 0.003261981764808297,
|
|
"val_loss": 2.841346025466919,
|
|
"acc": 39.78,
|
|
"f1": [
|
|
0.6461536884307861,
|
|
0.5123152136802673,
|
|
0.3091786503791809,
|
|
0.24864855408668518,
|
|
0.2935778796672821,
|
|
0.34905651211738586,
|
|
0.41176459193229675,
|
|
0.39999985694885254,
|
|
0.4257424473762512,
|
|
0.49484527111053467,
|
|
0.22727267444133759,
|
|
0.31818172335624695,
|
|
0.37563440203666687,
|
|
0.32804223895072937,
|
|
0.30303022265434265,
|
|
0.3179486393928528,
|
|
0.39622631669044495,
|
|
0.5662099123001099,
|
|
0.3502824008464813,
|
|
0.2653060257434845,
|
|
0.7106597423553467,
|
|
0.5232066512107849,
|
|
0.37696322798728943,
|
|
0.5258214473724365,
|
|
0.6330273747444153,
|
|
0.24719089269638062,
|
|
0.32258057594299316,
|
|
0.24509796500205994,
|
|
0.5833332538604736,
|
|
0.4046241343021393,
|
|
0.4507041275501251,
|
|
0.35675665736198425,
|
|
0.31088075041770935,
|
|
0.39999985694885254,
|
|
0.3141360282897949,
|
|
0.22916659712791443,
|
|
0.4299998879432678,
|
|
0.20111726224422455,
|
|
0.19905206561088562,
|
|
0.5714284777641296,
|
|
0.39778995513916016,
|
|
0.6161615252494812,
|
|
0.30701744556427,
|
|
0.31775689125061035,
|
|
0.15384608507156372,
|
|
0.26666656136512756,
|
|
0.239520862698555,
|
|
0.522612988948822,
|
|
0.5840706825256348,
|
|
0.46601933240890503,
|
|
0.28571420907974243,
|
|
0.3627450466156006,
|
|
0.5110130310058594,
|
|
0.6161136031150818,
|
|
0.46601933240890503,
|
|
0.12422355264425278,
|
|
0.528846025466919,
|
|
0.423912912607193,
|
|
0.47398826479911804,
|
|
0.30769219994544983,
|
|
0.7255812287330627,
|
|
0.5297296643257141,
|
|
0.47846877574920654,
|
|
0.40659332275390625,
|
|
0.20202013850212097,
|
|
0.208791121840477,
|
|
0.2882882058620453,
|
|
0.3517586886882782,
|
|
0.6763284206390381,
|
|
0.5765764713287354,
|
|
0.4018690288066864,
|
|
0.5700481534004211,
|
|
0.10280367732048035,
|
|
0.364531934261322,
|
|
0.23834188282489777,
|
|
0.6570047736167908,
|
|
0.6956520080566406,
|
|
0.228571355342865,
|
|
0.24083760380744934,
|
|
0.3487178385257721,
|
|
0.1799999475479126,
|
|
0.3064514994621277,
|
|
0.6728971004486084,
|
|
0.3251230716705322,
|
|
0.24210518598556519,
|
|
0.5555554032325745,
|
|
0.45348823070526123,
|
|
0.4072396755218506,
|
|
0.2561575770378113,
|
|
0.36607131361961365,
|
|
0.33027511835098267,
|
|
0.5363634824752808,
|
|
0.24999991059303284,
|
|
0.24580998718738556,
|
|
0.6634145379066467,
|
|
0.48484835028648376,
|
|
0.36082467436790466,
|
|
0.31531521677970886,
|
|
0.27083322405815125,
|
|
0.3444443643093109
|
|
],
|
|
"time": 39.188173681497574,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.0033810550812631845,
|
|
"val_loss": 2.8818111419677734,
|
|
"acc": 39.84,
|
|
"f1": [
|
|
0.6562498807907104,
|
|
0.4878047704696655,
|
|
0.30331745743751526,
|
|
0.2643677294254303,
|
|
0.3131312429904938,
|
|
0.3584904372692108,
|
|
0.4095236659049988,
|
|
0.3936169147491455,
|
|
0.3936169147491455,
|
|
0.49484527111053467,
|
|
0.2622949779033661,
|
|
0.31818172335624695,
|
|
0.3699999153614044,
|
|
0.3179486393928528,
|
|
0.29629620909690857,
|
|
0.31372541189193726,
|
|
0.40191373229026794,
|
|
0.5570775270462036,
|
|
0.33684200048446655,
|
|
0.26395928859710693,
|
|
0.7106597423553467,
|
|
0.5258619785308838,
|
|
0.382978618144989,
|
|
0.5164318084716797,
|
|
0.6448596715927124,
|
|
0.2643677294254303,
|
|
0.3409090042114258,
|
|
0.22748807072639465,
|
|
0.5882351994514465,
|
|
0.37499991059303284,
|
|
0.4688993990421295,
|
|
0.36269423365592957,
|
|
0.31155768036842346,
|
|
0.39215680956840515,
|
|
0.3179486393928528,
|
|
0.2376236915588379,
|
|
0.43523305654525757,
|
|
0.19318175315856934,
|
|
0.19444438815116882,
|
|
0.5612244009971619,
|
|
0.40217384696006775,
|
|
0.613065242767334,
|
|
0.3041473925113678,
|
|
0.31531521677970886,
|
|
0.15228420495986938,
|
|
0.2686566412448883,
|
|
0.2643677294254303,
|
|
0.529999852180481,
|
|
0.5898616909980774,
|
|
0.46534639596939087,
|
|
0.3169397711753845,
|
|
0.36893191933631897,
|
|
0.5135133862495422,
|
|
0.6272726058959961,
|
|
0.46728962659835815,
|
|
0.13095231354236603,
|
|
0.5238093733787537,
|
|
0.4277455508708954,
|
|
0.45976996421813965,
|
|
0.3069306015968323,
|
|
0.722222089767456,
|
|
0.5414363145828247,
|
|
0.47393354773521423,
|
|
0.42162150144577026,
|
|
0.21568621695041656,
|
|
0.1938774734735489,
|
|
0.27272719144821167,
|
|
0.35714274644851685,
|
|
0.6698111891746521,
|
|
0.5818180441856384,
|
|
0.3942306339740753,
|
|
0.568720281124115,
|
|
0.11764698475599289,
|
|
0.33333325386047363,
|
|
0.23280414938926697,
|
|
0.6733667254447937,
|
|
0.6926827430725098,
|
|
0.2233501821756363,
|
|
0.24598921835422516,
|
|
0.3299999237060547,
|
|
0.2075471132993698,
|
|
0.3234041631221771,
|
|
0.6886791586875916,
|
|
0.3203882575035095,
|
|
0.24509796500205994,
|
|
0.5479451417922974,
|
|
0.44705867767333984,
|
|
0.4210525155067444,
|
|
0.251308798789978,
|
|
0.35454532504081726,
|
|
0.3454544246196747,
|
|
0.5327101349830627,
|
|
0.2525251507759094,
|
|
0.24999991059303284,
|
|
0.6759257912635803,
|
|
0.4811319410800934,
|
|
0.35051536560058594,
|
|
0.32075464725494385,
|
|
0.26881712675094604,
|
|
0.3502824008464813
|
|
],
|
|
"time": 39.192318451590836,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.005718560423702002,
|
|
"val_loss": 2.7689943313598633,
|
|
"acc": 40.0,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5049503445625305,
|
|
0.3047617971897125,
|
|
0.2702701687812805,
|
|
0.3091786503791809,
|
|
0.3568074107170105,
|
|
0.4112148582935333,
|
|
0.4042551815509796,
|
|
0.40999990701675415,
|
|
0.5099998712539673,
|
|
0.2696628272533417,
|
|
0.30232545733451843,
|
|
0.37373724579811096,
|
|
0.3157893717288971,
|
|
0.30107519030570984,
|
|
0.33333322405815125,
|
|
0.4221104085445404,
|
|
0.5585584044456482,
|
|
0.32978713512420654,
|
|
0.25906726717948914,
|
|
0.711340069770813,
|
|
0.5344826579093933,
|
|
0.38888877630233765,
|
|
0.5308055877685547,
|
|
0.6731706857681274,
|
|
0.2513660192489624,
|
|
0.3316582143306732,
|
|
0.22535204887390137,
|
|
0.613756537437439,
|
|
0.3837208151817322,
|
|
0.44976064562797546,
|
|
0.37499991059303284,
|
|
0.3157893717288971,
|
|
0.3939392864704132,
|
|
0.3152172863483429,
|
|
0.22966498136520386,
|
|
0.41666656732559204,
|
|
0.19999992847442627,
|
|
0.19444438815116882,
|
|
0.5492226481437683,
|
|
0.41573023796081543,
|
|
0.6099998950958252,
|
|
0.2914571762084961,
|
|
0.32075464725494385,
|
|
0.14746539294719696,
|
|
0.2694299519062042,
|
|
0.2658958435058594,
|
|
0.520408034324646,
|
|
0.5945944786071777,
|
|
0.4541061818599701,
|
|
0.3060108423233032,
|
|
0.37320560216903687,
|
|
0.5194804668426514,
|
|
0.623255729675293,
|
|
0.47393354773521423,
|
|
0.12048186361789703,
|
|
0.5294116735458374,
|
|
0.4293783903121948,
|
|
0.45810040831565857,
|
|
0.30999991297721863,
|
|
0.7255812287330627,
|
|
0.5434780716896057,
|
|
0.4694834351539612,
|
|
0.4180789887905121,
|
|
0.2010049670934677,
|
|
0.1818181276321411,
|
|
0.28571420907974243,
|
|
0.35532984137535095,
|
|
0.6763284206390381,
|
|
0.580357015132904,
|
|
0.40191373229026794,
|
|
0.5769229531288147,
|
|
0.1449274867773056,
|
|
0.37558677792549133,
|
|
0.2340424805879593,
|
|
0.6633164882659912,
|
|
0.6761903762817383,
|
|
0.2378377616405487,
|
|
0.23834188282489777,
|
|
0.35532984137535095,
|
|
0.19999992847442627,
|
|
0.31872501969337463,
|
|
0.7309643626213074,
|
|
0.32835814356803894,
|
|
0.24120594561100006,
|
|
0.5357142090797424,
|
|
0.4578312039375305,
|
|
0.4230768084526062,
|
|
0.25490185618400574,
|
|
0.3677128851413727,
|
|
0.32599109411239624,
|
|
0.5248867273330688,
|
|
0.24999991059303284,
|
|
0.26373615860939026,
|
|
0.6635512709617615,
|
|
0.5081079602241516,
|
|
0.36082467436790466,
|
|
0.31730762124061584,
|
|
0.2553190290927887,
|
|
0.348314493894577
|
|
],
|
|
"time": 39.21867824904621,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.003418589709326625,
|
|
"val_loss": 2.9087865352630615,
|
|
"acc": 39.99,
|
|
"f1": [
|
|
0.6530610918998718,
|
|
0.507771909236908,
|
|
0.31627896428108215,
|
|
0.26804113388061523,
|
|
0.2962961792945862,
|
|
0.35185176134109497,
|
|
0.4179103374481201,
|
|
0.3999999165534973,
|
|
0.4158414602279663,
|
|
0.48756206035614014,
|
|
0.21556879580020905,
|
|
0.30232545733451843,
|
|
0.37999987602233887,
|
|
0.3369564116001129,
|
|
0.3016759157180786,
|
|
0.3285022974014282,
|
|
0.4230768084526062,
|
|
0.5662099123001099,
|
|
0.3444443643093109,
|
|
0.26262614130973816,
|
|
0.7093595266342163,
|
|
0.5333332419395447,
|
|
0.38043469190597534,
|
|
0.5308055877685547,
|
|
0.6448596715927124,
|
|
0.24719089269638062,
|
|
0.33684200048446655,
|
|
0.23584897816181183,
|
|
0.6178008913993835,
|
|
0.37426888942718506,
|
|
0.4607841968536377,
|
|
0.367346853017807,
|
|
0.3248729705810547,
|
|
0.4019606411457062,
|
|
0.3265305161476135,
|
|
0.23300965130329132,
|
|
0.4081631302833557,
|
|
0.2072538137435913,
|
|
0.18536579608917236,
|
|
0.5624998807907104,
|
|
0.4088396728038788,
|
|
0.6091369390487671,
|
|
0.2938387989997864,
|
|
0.31441038846969604,
|
|
0.1499999463558197,
|
|
0.2736841142177582,
|
|
0.2681563198566437,
|
|
0.5396823883056641,
|
|
0.5936071872711182,
|
|
0.44230756163597107,
|
|
0.30270257592201233,
|
|
0.38914018869400024,
|
|
0.5198236703872681,
|
|
0.6203702688217163,
|
|
0.4811319410800934,
|
|
0.1333332657814026,
|
|
0.5116277933120728,
|
|
0.4245808720588684,
|
|
0.45454537868499756,
|
|
0.29850736260414124,
|
|
0.722222089767456,
|
|
0.5347592234611511,
|
|
0.48076915740966797,
|
|
0.4111110270023346,
|
|
0.20304562151432037,
|
|
0.2054053246974945,
|
|
0.2697673439979553,
|
|
0.3523315489292145,
|
|
0.6698563694953918,
|
|
0.587719202041626,
|
|
0.41176459193229675,
|
|
0.5619046092033386,
|
|
0.11594196408987045,
|
|
0.34343424439430237,
|
|
0.23232315480709076,
|
|
0.6600984334945679,
|
|
0.6826921701431274,
|
|
0.23529404401779175,
|
|
0.23350247740745544,
|
|
0.3482586145401001,
|
|
0.19417467713356018,
|
|
0.3162054419517517,
|
|
0.6990289688110352,
|
|
0.32820504903793335,
|
|
0.2475246638059616,
|
|
0.5446008443832397,
|
|
0.44705867767333984,
|
|
0.42512065172195435,
|
|
0.24154582619667053,
|
|
0.3669723868370056,
|
|
0.33802807331085205,
|
|
0.5420559644699097,
|
|
0.2574256360530853,
|
|
0.2696628272533417,
|
|
0.672810971736908,
|
|
0.49019595980644226,
|
|
0.35602086782455444,
|
|
0.33035704493522644,
|
|
0.2622949779033661,
|
|
0.3626372814178467
|
|
],
|
|
"time": 39.19835730455816,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.003527787746861577,
|
|
"val_loss": 2.991574287414551,
|
|
"acc": 39.98,
|
|
"f1": [
|
|
0.6631577014923096,
|
|
0.48803818225860596,
|
|
0.31279608607292175,
|
|
0.2795697748661041,
|
|
0.30331745743751526,
|
|
0.3523808717727661,
|
|
0.41474640369415283,
|
|
0.4083768427371979,
|
|
0.40999990701675415,
|
|
0.49214646220207214,
|
|
0.206060528755188,
|
|
0.29940110445022583,
|
|
0.37999987602233887,
|
|
0.31088075041770935,
|
|
0.2983424663543701,
|
|
0.33333322405815125,
|
|
0.42639580368995667,
|
|
0.5545453429222107,
|
|
0.3586955666542053,
|
|
0.26315781474113464,
|
|
0.711340069770813,
|
|
0.5321887135505676,
|
|
0.38144323229789734,
|
|
0.5296802520751953,
|
|
0.663461446762085,
|
|
0.24175815284252167,
|
|
0.3478259742259979,
|
|
0.23041465878486633,
|
|
0.6105261445045471,
|
|
0.3882351815700531,
|
|
0.4651161730289459,
|
|
0.39153432846069336,
|
|
0.31088075041770935,
|
|
0.3980098366737366,
|
|
0.31914883852005005,
|
|
0.23041465878486633,
|
|
0.42931926250457764,
|
|
0.21857915818691254,
|
|
0.19534875452518463,
|
|
0.5714284777641296,
|
|
0.41573023796081543,
|
|
0.6078430414199829,
|
|
0.2870812714099884,
|
|
0.32835814356803894,
|
|
0.1485147923231125,
|
|
0.2736841142177582,
|
|
0.27777770161628723,
|
|
0.5174128413200378,
|
|
0.5866665840148926,
|
|
0.4694834351539612,
|
|
0.30270257592201233,
|
|
0.367346853017807,
|
|
0.5191488265991211,
|
|
0.6175113916397095,
|
|
0.4811319410800934,
|
|
0.1226993277668953,
|
|
0.5188678503036499,
|
|
0.42352932691574097,
|
|
0.45454537868499756,
|
|
0.30150744318962097,
|
|
0.722222089767456,
|
|
0.5297296643257141,
|
|
0.47619035840034485,
|
|
0.39784935116767883,
|
|
0.2233501821756363,
|
|
0.19999991357326508,
|
|
0.28571417927742004,
|
|
0.3419688045978546,
|
|
0.663461446762085,
|
|
0.5855854153633118,
|
|
0.40975597500801086,
|
|
0.5767440795898438,
|
|
0.11999993026256561,
|
|
0.3636362552642822,
|
|
0.22549012303352356,
|
|
0.6599999070167542,
|
|
0.6790696382522583,
|
|
0.22702695429325104,
|
|
0.2378377616405487,
|
|
0.3431371748447418,
|
|
0.19607838988304138,
|
|
0.3112839460372925,
|
|
0.7019230127334595,
|
|
0.32989683747291565,
|
|
0.24999991059303284,
|
|
0.5479451417922974,
|
|
0.44444429874420166,
|
|
0.3999998867511749,
|
|
0.23232315480709076,
|
|
0.37004393339157104,
|
|
0.3304346799850464,
|
|
0.5363634824752808,
|
|
0.2574256360530853,
|
|
0.23595495522022247,
|
|
0.6635512709617615,
|
|
0.48756206035614014,
|
|
0.3517586886882782,
|
|
0.3091786503791809,
|
|
0.26373615860939026,
|
|
0.3583814203739166
|
|
],
|
|
"time": 39.161728002130985,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.003707769326865673,
|
|
"val_loss": 2.807560920715332,
|
|
"acc": 40.04,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.49999988079071045,
|
|
0.30697670578956604,
|
|
0.27322396636009216,
|
|
0.3024389147758484,
|
|
0.3568074107170105,
|
|
0.41148313879966736,
|
|
0.39999985694885254,
|
|
0.4221104085445404,
|
|
0.4924621880054474,
|
|
0.23170723021030426,
|
|
0.2906976044178009,
|
|
0.37999987602233887,
|
|
0.3101603388786316,
|
|
0.3043477535247803,
|
|
0.3414633274078369,
|
|
0.41176459193229675,
|
|
0.5511109828948975,
|
|
0.3516482412815094,
|
|
0.2810809910297394,
|
|
0.7040814757347107,
|
|
0.5374448299407959,
|
|
0.3703702688217163,
|
|
0.5258214473724365,
|
|
0.6509432196617126,
|
|
0.24598921835422516,
|
|
0.3295453190803528,
|
|
0.23364479839801788,
|
|
0.6063828468322754,
|
|
0.39285704493522644,
|
|
0.4579438269138336,
|
|
0.37696322798728943,
|
|
0.3265305161476135,
|
|
0.4081631302833557,
|
|
0.3316061198711395,
|
|
0.22522515058517456,
|
|
0.4086019992828369,
|
|
0.2099446803331375,
|
|
0.1862744390964508,
|
|
0.5685278177261353,
|
|
0.4204544126987457,
|
|
0.6122447848320007,
|
|
0.2882882058620453,
|
|
0.3348836302757263,
|
|
0.1499999463558197,
|
|
0.2769230008125305,
|
|
0.2674417495727539,
|
|
0.5252523422241211,
|
|
0.6008967757225037,
|
|
0.45581385493278503,
|
|
0.2967032194137573,
|
|
0.367346853017807,
|
|
0.5087717771530151,
|
|
0.6238530874252319,
|
|
0.4818180501461029,
|
|
0.13095231354236603,
|
|
0.5192306637763977,
|
|
0.4153004288673401,
|
|
0.4766837954521179,
|
|
0.3168315887451172,
|
|
0.722222089767456,
|
|
0.5384613871574402,
|
|
0.48076915740966797,
|
|
0.40659332275390625,
|
|
0.21874994039535522,
|
|
0.20833326876163483,
|
|
0.2790696918964386,
|
|
0.3578946590423584,
|
|
0.6798028349876404,
|
|
0.5765764713287354,
|
|
0.41148313879966736,
|
|
0.5754715800285339,
|
|
0.1361701488494873,
|
|
0.3465345501899719,
|
|
0.2233501821756363,
|
|
0.6507176160812378,
|
|
0.6889951229095459,
|
|
0.228260800242424,
|
|
0.24580998718738556,
|
|
0.3517586886882782,
|
|
0.1971830278635025,
|
|
0.3070864975452423,
|
|
0.7121950387954712,
|
|
0.31999990344047546,
|
|
0.24870456755161285,
|
|
0.5267855525016785,
|
|
0.44705867767333984,
|
|
0.4170615077018738,
|
|
0.23834188282489777,
|
|
0.38181808590888977,
|
|
0.33333325386047363,
|
|
0.5321099162101746,
|
|
0.2577318847179413,
|
|
0.22471901774406433,
|
|
0.6761903762817383,
|
|
0.4924621880054474,
|
|
0.35532984137535095,
|
|
0.3251230716705322,
|
|
0.26455017924308777,
|
|
0.3636362552642822
|
|
],
|
|
"time": 39.149683265946805,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 0.0035911458544433117,
|
|
"val_loss": 2.928225517272949,
|
|
"acc": 40.02,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.518134593963623,
|
|
0.30621999502182007,
|
|
0.2580644488334656,
|
|
0.2909089922904968,
|
|
0.34905651211738586,
|
|
0.4174756109714508,
|
|
0.3874344527721405,
|
|
0.41176459193229675,
|
|
0.48484835028648376,
|
|
0.20930226147174835,
|
|
0.3068180978298187,
|
|
0.38775497674942017,
|
|
0.3248729705810547,
|
|
0.29743579030036926,
|
|
0.3316061198711395,
|
|
0.42857128381729126,
|
|
0.5675674080848694,
|
|
0.3463686406612396,
|
|
0.2653060257434845,
|
|
0.7135677337646484,
|
|
0.5299144387245178,
|
|
0.382978618144989,
|
|
0.5420559644699097,
|
|
0.6418603658676147,
|
|
0.2553190290927887,
|
|
0.3351350426673889,
|
|
0.22748807072639465,
|
|
0.6063828468322754,
|
|
0.37499991059303284,
|
|
0.4549761712551117,
|
|
0.3809523284435272,
|
|
0.3248729705810547,
|
|
0.3980098366737366,
|
|
0.33684200048446655,
|
|
0.23809516429901123,
|
|
0.40624988079071045,
|
|
0.22916659712791443,
|
|
0.18779337406158447,
|
|
0.5641024112701416,
|
|
0.4153004288673401,
|
|
0.6099998950958252,
|
|
0.2956520915031433,
|
|
0.3365383446216583,
|
|
0.15533974766731262,
|
|
0.27083322405815125,
|
|
0.2727271616458893,
|
|
0.5174128413200378,
|
|
0.5866665840148926,
|
|
0.4487804174423218,
|
|
0.30270257592201233,
|
|
0.37914684414863586,
|
|
0.5110130310058594,
|
|
0.6285713315010071,
|
|
0.47619035840034485,
|
|
0.12941168248653412,
|
|
0.5094338655471802,
|
|
0.4180789887905121,
|
|
0.4678361415863037,
|
|
0.29702961444854736,
|
|
0.7348835468292236,
|
|
0.5376343131065369,
|
|
0.47619035840034485,
|
|
0.42780739068984985,
|
|
0.2099999338388443,
|
|
0.20320846140384674,
|
|
0.2621358335018158,
|
|
0.35978829860687256,
|
|
0.696517288684845,
|
|
0.5739909410476685,
|
|
0.4170615077018738,
|
|
0.579439103603363,
|
|
0.13725484907627106,
|
|
0.3417084515094757,
|
|
0.22680403292179108,
|
|
0.6600984334945679,
|
|
0.6857141852378845,
|
|
0.21111102402210236,
|
|
0.23280414938926697,
|
|
0.35643553733825684,
|
|
0.1951218843460083,
|
|
0.31249991059303284,
|
|
0.7093595266342163,
|
|
0.3232322335243225,
|
|
0.25125616788864136,
|
|
0.5462961196899414,
|
|
0.4588233530521393,
|
|
0.4265401363372803,
|
|
0.24999991059303284,
|
|
0.39639630913734436,
|
|
0.3272726535797119,
|
|
0.5370368957519531,
|
|
0.23834188282489777,
|
|
0.2528734505176544,
|
|
0.6697246432304382,
|
|
0.4851484000682831,
|
|
0.33333322405815125,
|
|
0.32352936267852783,
|
|
0.2580644488334656,
|
|
0.3516482412815094
|
|
],
|
|
"time": 39.23462511226535,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 0.003628463950008154,
|
|
"val_loss": 2.98876690864563,
|
|
"acc": 40.15,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.49261072278022766,
|
|
0.3133639991283417,
|
|
0.2622949779033661,
|
|
0.30331745743751526,
|
|
0.3534882664680481,
|
|
0.41148313879966736,
|
|
0.40624988079071045,
|
|
0.4242422580718994,
|
|
0.49261072278022766,
|
|
0.22598862648010254,
|
|
0.29714274406433105,
|
|
0.37373724579811096,
|
|
0.3386242389678955,
|
|
0.3135133981704712,
|
|
0.3316061198711395,
|
|
0.4112148582935333,
|
|
0.562211811542511,
|
|
0.3516482412815094,
|
|
0.2780747711658478,
|
|
0.7179486155509949,
|
|
0.543859601020813,
|
|
0.382978618144989,
|
|
0.5258214473724365,
|
|
0.6418603658676147,
|
|
0.25274714827537537,
|
|
0.34254133701324463,
|
|
0.2376236915588379,
|
|
0.6129031181335449,
|
|
0.3882351815700531,
|
|
0.46009382605552673,
|
|
0.38144323229789734,
|
|
0.3248729705810547,
|
|
0.3999998867511749,
|
|
0.31746023893356323,
|
|
0.22119809687137604,
|
|
0.4102562665939331,
|
|
0.23157887160778046,
|
|
0.20388342440128326,
|
|
0.5643563270568848,
|
|
0.41340771317481995,
|
|
0.6178008913993835,
|
|
0.29824554920196533,
|
|
0.3113206624984741,
|
|
0.15920390188694,
|
|
0.2727271616458893,
|
|
0.26136353611946106,
|
|
0.5312498211860657,
|
|
0.5964910984039307,
|
|
0.4519229531288147,
|
|
0.30107519030570984,
|
|
0.37623751163482666,
|
|
0.5087717771530151,
|
|
0.6418603658676147,
|
|
0.47619035840034485,
|
|
0.13095231354236603,
|
|
0.5242717266082764,
|
|
0.41573023796081543,
|
|
0.47398826479911804,
|
|
0.30541861057281494,
|
|
0.7255812287330627,
|
|
0.5291004180908203,
|
|
0.47004595398902893,
|
|
0.3999998867511749,
|
|
0.22105254232883453,
|
|
0.19251330196857452,
|
|
0.2882882058620453,
|
|
0.35051536560058594,
|
|
0.696078360080719,
|
|
0.5752211213111877,
|
|
0.4174756109714508,
|
|
0.568720281124115,
|
|
0.13824880123138428,
|
|
0.35185176134109497,
|
|
0.22660093009471893,
|
|
0.6732671856880188,
|
|
0.6790696382522583,
|
|
0.22702695429325104,
|
|
0.24999991059303284,
|
|
0.34042540192604065,
|
|
0.19999992847442627,
|
|
0.3064514994621277,
|
|
0.7192116975784302,
|
|
0.3184078335762024,
|
|
0.24083760380744934,
|
|
0.5333332419395447,
|
|
0.44444429874420166,
|
|
0.42253509163856506,
|
|
0.2524271011352539,
|
|
0.39069753885269165,
|
|
0.32258057594299316,
|
|
0.5277776718139648,
|
|
0.2526314854621887,
|
|
0.22988496720790863,
|
|
0.6727271676063538,
|
|
0.4950493574142456,
|
|
0.35532984137535095,
|
|
0.3299999237060547,
|
|
0.2722512185573578,
|
|
0.3516482412815094
|
|
],
|
|
"time": 39.19569388218224,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.0035606990568339825,
|
|
"val_loss": 3.214820384979248,
|
|
"acc": 40.06,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.4903845191001892,
|
|
0.3348415493965149,
|
|
0.27551010251045227,
|
|
0.3047617971897125,
|
|
0.3441859781742096,
|
|
0.4195120930671692,
|
|
0.38775497674942017,
|
|
0.3894736170768738,
|
|
0.4975123405456543,
|
|
0.23595495522022247,
|
|
0.30857133865356445,
|
|
0.3775508999824524,
|
|
0.3265305161476135,
|
|
0.30456843972206116,
|
|
0.3469386696815491,
|
|
0.4174756109714508,
|
|
0.562211811542511,
|
|
0.33684200048446655,
|
|
0.28415289521217346,
|
|
0.711340069770813,
|
|
0.5391303300857544,
|
|
0.38541653752326965,
|
|
0.5333331823348999,
|
|
0.6448596715927124,
|
|
0.2456139326095581,
|
|
0.33918121457099915,
|
|
0.23255807161331177,
|
|
0.6041665077209473,
|
|
0.3771427571773529,
|
|
0.4519229531288147,
|
|
0.3809523284435272,
|
|
0.3232322335243225,
|
|
0.3999998867511749,
|
|
0.3208555281162262,
|
|
0.23255807161331177,
|
|
0.4083768427371979,
|
|
0.22099439799785614,
|
|
0.19534875452518463,
|
|
0.5728641748428345,
|
|
0.41340771317481995,
|
|
0.6122447848320007,
|
|
0.30769219994544983,
|
|
0.3251230716705322,
|
|
0.16438350081443787,
|
|
0.2797926664352417,
|
|
0.2681563198566437,
|
|
0.5399999022483826,
|
|
0.5953487157821655,
|
|
0.4509802758693695,
|
|
0.2967032194137573,
|
|
0.3823528587818146,
|
|
0.5155554413795471,
|
|
0.6216214895248413,
|
|
0.4727271497249603,
|
|
0.12738847732543945,
|
|
0.528846025466919,
|
|
0.4180789887905121,
|
|
0.4946235418319702,
|
|
0.3069306015968323,
|
|
0.722222089767456,
|
|
0.5263156890869141,
|
|
0.4651161730289459,
|
|
0.40659332275390625,
|
|
0.21874994039535522,
|
|
0.2054053246974945,
|
|
0.27488142251968384,
|
|
0.35416656732559204,
|
|
0.6796115040779114,
|
|
0.5882351398468018,
|
|
0.40740731358528137,
|
|
0.5727698802947998,
|
|
0.1153845563530922,
|
|
0.3534882664680481,
|
|
0.22916659712791443,
|
|
0.6633164882659912,
|
|
0.6857141852378845,
|
|
0.2065216600894928,
|
|
0.23913034796714783,
|
|
0.3402060866355896,
|
|
0.20276491343975067,
|
|
0.3058822751045227,
|
|
0.6886791586875916,
|
|
0.3152708411216736,
|
|
0.2436547577381134,
|
|
0.5352111458778381,
|
|
0.44444429874420166,
|
|
0.4018690288066864,
|
|
0.24489787220954895,
|
|
0.3926939368247986,
|
|
0.33333325386047363,
|
|
0.5377357006072998,
|
|
0.2446807622909546,
|
|
0.23529404401779175,
|
|
0.6576575636863708,
|
|
0.4949493706226349,
|
|
0.3523315489292145,
|
|
0.3286384046077728,
|
|
0.2659573554992676,
|
|
0.35955044627189636
|
|
],
|
|
"time": 39.17035756073892,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 0.005613882094621658,
|
|
"val_loss": 2.797161340713501,
|
|
"acc": 40.07,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.49019595980644226,
|
|
0.31279608607292175,
|
|
0.2702701687812805,
|
|
0.29906532168388367,
|
|
0.3470318615436554,
|
|
0.42156851291656494,
|
|
0.3939392864704132,
|
|
0.4195120930671692,
|
|
0.4717947542667389,
|
|
0.2124999314546585,
|
|
0.2923975884914398,
|
|
0.378109335899353,
|
|
0.3316061198711395,
|
|
0.326315701007843,
|
|
0.3300969898700714,
|
|
0.42156851291656494,
|
|
0.5610858201980591,
|
|
0.3387977182865143,
|
|
0.2783504128456116,
|
|
0.7106597423553467,
|
|
0.5414846539497375,
|
|
0.37158459424972534,
|
|
0.5418717861175537,
|
|
0.6301368474960327,
|
|
0.24580998718738556,
|
|
0.34883710741996765,
|
|
0.22857137024402618,
|
|
0.6195651292800903,
|
|
0.3707864284515381,
|
|
0.46829259395599365,
|
|
0.3794870972633362,
|
|
0.32124343514442444,
|
|
0.3940885663032532,
|
|
0.3299999237060547,
|
|
0.23255807161331177,
|
|
0.40609124302864075,
|
|
0.2340424805879593,
|
|
0.20202013850212097,
|
|
0.5643563270568848,
|
|
0.4222221076488495,
|
|
0.6030149459838867,
|
|
0.2949307858943939,
|
|
0.3317534327507019,
|
|
0.1584157794713974,
|
|
0.2727271616458893,
|
|
0.262857049703598,
|
|
0.5221673846244812,
|
|
0.6063346862792969,
|
|
0.4593299925327301,
|
|
0.28723397850990295,
|
|
0.3831774890422821,
|
|
0.5132741928100586,
|
|
0.6291078925132751,
|
|
0.4684683382511139,
|
|
0.12499993294477463,
|
|
0.5217390656471252,
|
|
0.4022987186908722,
|
|
0.4725273549556732,
|
|
0.306122362613678,
|
|
0.7255812287330627,
|
|
0.5347592234611511,
|
|
0.46728962659835815,
|
|
0.4043714702129364,
|
|
0.22222213447093964,
|
|
0.2054053246974945,
|
|
0.28971952199935913,
|
|
0.35602086782455444,
|
|
0.6796115040779114,
|
|
0.5829595327377319,
|
|
0.41474640369415283,
|
|
0.5727270841598511,
|
|
0.12060294300317764,
|
|
0.35121941566467285,
|
|
0.23232315480709076,
|
|
0.6599999070167542,
|
|
0.6857141852378845,
|
|
0.210526242852211,
|
|
0.2446807622909546,
|
|
0.3399999141693115,
|
|
0.1951218843460083,
|
|
0.31325292587280273,
|
|
0.7199999094009399,
|
|
0.31632643938064575,
|
|
0.239999920129776,
|
|
0.5436891913414001,
|
|
0.43902432918548584,
|
|
0.4090907871723175,
|
|
0.239999920129776,
|
|
0.39130425453186035,
|
|
0.33333322405815125,
|
|
0.5363634824752808,
|
|
0.24999991059303284,
|
|
0.23255808651447296,
|
|
0.6607141494750977,
|
|
0.4924621880054474,
|
|
0.35532984137535095,
|
|
0.32195112109184265,
|
|
0.26519328355789185,
|
|
0.3555554449558258
|
|
],
|
|
"time": 38.10979067347944,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.003423028625547886,
|
|
"val_loss": 2.964738368988037,
|
|
"acc": 40.07,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.5208331942558289,
|
|
0.3157894015312195,
|
|
0.2673795819282532,
|
|
0.3184078335762024,
|
|
0.3524228036403656,
|
|
0.43523305654525757,
|
|
0.37894728779792786,
|
|
0.4226802885532379,
|
|
0.5071768760681152,
|
|
0.22352932393550873,
|
|
0.29714274406433105,
|
|
0.36893191933631897,
|
|
0.33333322405815125,
|
|
0.2934781610965729,
|
|
0.35051536560058594,
|
|
0.419999897480011,
|
|
0.5520360469818115,
|
|
0.3586955666542053,
|
|
0.2762430012226105,
|
|
0.7171715497970581,
|
|
0.5422221422195435,
|
|
0.38251355290412903,
|
|
0.5345621109008789,
|
|
0.6388887763023376,
|
|
0.24175815284252167,
|
|
0.34482747316360474,
|
|
0.21198150515556335,
|
|
0.6073297262191772,
|
|
0.3882351815700531,
|
|
0.4593299925327301,
|
|
0.382978618144989,
|
|
0.3248729705810547,
|
|
0.39603951573371887,
|
|
0.31632643938064575,
|
|
0.23255807161331177,
|
|
0.40641695261001587,
|
|
0.21621613204479218,
|
|
0.20289847254753113,
|
|
0.5583755373954773,
|
|
0.4148934781551361,
|
|
0.619289219379425,
|
|
0.30555546283721924,
|
|
0.32195112109184265,
|
|
0.16438350081443787,
|
|
0.2713567018508911,
|
|
0.2681563198566437,
|
|
0.5247523188591003,
|
|
0.580357015132904,
|
|
0.4577113389968872,
|
|
0.2934781610965729,
|
|
0.3804876506328583,
|
|
0.5152837038040161,
|
|
0.6384975910186768,
|
|
0.4792625606060028,
|
|
0.11976040154695511,
|
|
0.5188678503036499,
|
|
0.41711217164993286,
|
|
0.4640882611274719,
|
|
0.322274774312973,
|
|
0.722222089767456,
|
|
0.5347592234611511,
|
|
0.48076915740966797,
|
|
0.3934425115585327,
|
|
0.2072538137435913,
|
|
0.2054053246974945,
|
|
0.28855711221694946,
|
|
0.3417084515094757,
|
|
0.6760562062263489,
|
|
0.5936071872711182,
|
|
0.4186045527458191,
|
|
0.5781989693641663,
|
|
0.12727266550064087,
|
|
0.33816415071487427,
|
|
0.23834188282489777,
|
|
0.6632652282714844,
|
|
0.6759257912635803,
|
|
0.21989519894123077,
|
|
0.2543351650238037,
|
|
0.33333322405815125,
|
|
0.2046510875225067,
|
|
0.29249006509780884,
|
|
0.6886791586875916,
|
|
0.3265305161476135,
|
|
0.24120594561100006,
|
|
0.5277776718139648,
|
|
0.45348823070526123,
|
|
0.4088887572288513,
|
|
0.22916659712791443,
|
|
0.39285701513290405,
|
|
0.3318384885787964,
|
|
0.5209301114082336,
|
|
0.24210518598556519,
|
|
0.2485874742269516,
|
|
0.679245114326477,
|
|
0.4878047704696655,
|
|
0.3517586886882782,
|
|
0.32160791754722595,
|
|
0.25945934653282166,
|
|
0.36871495842933655
|
|
],
|
|
"time": 39.177781351841986,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.0034655199851840734,
|
|
"val_loss": 2.8977620601654053,
|
|
"acc": 39.96,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.4975123405456543,
|
|
0.3113206624984741,
|
|
0.27322396636009216,
|
|
0.3018867075443268,
|
|
0.3474177420139313,
|
|
0.4154588282108307,
|
|
0.3894736170768738,
|
|
0.4020099639892578,
|
|
0.48958322405815125,
|
|
0.2181817591190338,
|
|
0.27777770161628723,
|
|
0.3636362552642822,
|
|
0.33684200048446655,
|
|
0.306122362613678,
|
|
0.32258057594299316,
|
|
0.4365480840206146,
|
|
0.5560536980628967,
|
|
0.35955044627189636,
|
|
0.28260859847068787,
|
|
0.7253884673118591,
|
|
0.5350876450538635,
|
|
0.37563440203666687,
|
|
0.5402842164039612,
|
|
0.6478871703147888,
|
|
0.2446807622909546,
|
|
0.33333322405815125,
|
|
0.23255807161331177,
|
|
0.6129031181335449,
|
|
0.3885713219642639,
|
|
0.4577113389968872,
|
|
0.38144323229789734,
|
|
0.31746023893356323,
|
|
0.3999999165534973,
|
|
0.3384614586830139,
|
|
0.24271836876869202,
|
|
0.4108106791973114,
|
|
0.24598921835422516,
|
|
0.19905206561088562,
|
|
0.5714284777641296,
|
|
0.4302324652671814,
|
|
0.6185566186904907,
|
|
0.2869197428226471,
|
|
0.32075464725494385,
|
|
0.1507537066936493,
|
|
0.2780747711658478,
|
|
0.25555548071861267,
|
|
0.522612988948822,
|
|
0.6055043935775757,
|
|
0.4541061818599701,
|
|
0.29032251238822937,
|
|
0.364531934261322,
|
|
0.5175436735153198,
|
|
0.6203702688217163,
|
|
0.4905658960342407,
|
|
0.12422355264425278,
|
|
0.5320196151733398,
|
|
0.41758227348327637,
|
|
0.4919784665107727,
|
|
0.31088075041770935,
|
|
0.722222089767456,
|
|
0.5376343131065369,
|
|
0.47393354773521423,
|
|
0.38674020767211914,
|
|
0.20202013850212097,
|
|
0.2072538137435913,
|
|
0.26794248819351196,
|
|
0.3469386696815491,
|
|
0.6794257164001465,
|
|
0.5855854153633118,
|
|
0.3899998664855957,
|
|
0.5767440795898438,
|
|
0.12440184503793716,
|
|
0.3482586145401001,
|
|
0.22680403292179108,
|
|
0.6570047736167908,
|
|
0.6759257912635803,
|
|
0.2116401493549347,
|
|
0.2444443702697754,
|
|
0.35051536560058594,
|
|
0.20909084379673004,
|
|
0.3070864975452423,
|
|
0.7121950387954712,
|
|
0.31999990344047546,
|
|
0.24630534648895264,
|
|
0.5283017754554749,
|
|
0.4670657217502594,
|
|
0.40358731150627136,
|
|
0.23232315480709076,
|
|
0.3783782124519348,
|
|
0.3290042281150818,
|
|
0.5327101349830627,
|
|
0.22999992966651917,
|
|
0.239520862698555,
|
|
0.6698563694953918,
|
|
0.49261072278022766,
|
|
0.3535352647304535,
|
|
0.31730762124061584,
|
|
0.2622949779033661,
|
|
0.3675675094127655
|
|
],
|
|
"time": 39.20879343152046,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.003557467134669423,
|
|
"val_loss": 2.8290069103240967,
|
|
"acc": 40.09,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.48803818225860596,
|
|
0.3203882575035095,
|
|
0.28260859847068787,
|
|
0.30275216698646545,
|
|
0.34234222769737244,
|
|
0.43349742889404297,
|
|
0.3917524814605713,
|
|
0.39130425453186035,
|
|
0.4897957742214203,
|
|
0.24277448654174805,
|
|
0.30409345030784607,
|
|
0.37305691838264465,
|
|
0.3152708411216736,
|
|
0.29189181327819824,
|
|
0.3265305161476135,
|
|
0.4242422580718994,
|
|
0.5753422975540161,
|
|
0.36065563559532166,
|
|
0.2621358335018158,
|
|
0.711340069770813,
|
|
0.5281383991241455,
|
|
0.38674020767211914,
|
|
0.5370368957519531,
|
|
0.6244342923164368,
|
|
0.24999988079071045,
|
|
0.34254133701324463,
|
|
0.21698106825351715,
|
|
0.6021503806114197,
|
|
0.3882351815700531,
|
|
0.47169798612594604,
|
|
0.37563440203666687,
|
|
0.3147207200527191,
|
|
0.3999998867511749,
|
|
0.3232322335243225,
|
|
0.23076917231082916,
|
|
0.4183672070503235,
|
|
0.212290421128273,
|
|
0.19230762124061584,
|
|
0.5612244009971619,
|
|
0.41379299759864807,
|
|
0.6153844594955444,
|
|
0.3148147463798523,
|
|
0.3211008310317993,
|
|
0.15458931028842926,
|
|
0.26600977778434753,
|
|
0.2424241602420807,
|
|
0.5024629235267639,
|
|
0.5814977288246155,
|
|
0.4519229531288147,
|
|
0.30270257592201233,
|
|
0.3804876506328583,
|
|
0.5130433440208435,
|
|
0.639269232749939,
|
|
0.48598119616508484,
|
|
0.11764698475599289,
|
|
0.5164318084716797,
|
|
0.4153004288673401,
|
|
0.48913031816482544,
|
|
0.3184078335762024,
|
|
0.7255812287330627,
|
|
0.5434780716896057,
|
|
0.4854367673397064,
|
|
0.40659332275390625,
|
|
0.23157887160778046,
|
|
0.1989527940750122,
|
|
0.2938387989997864,
|
|
0.34343424439430237,
|
|
0.6934671998023987,
|
|
0.5990782380104065,
|
|
0.415094256401062,
|
|
0.5833331942558289,
|
|
0.12871280312538147,
|
|
0.3523808717727661,
|
|
0.2376236915588379,
|
|
0.666666567325592,
|
|
0.7053138613700867,
|
|
0.21319790184497833,
|
|
0.2378377616405487,
|
|
0.3384614586830139,
|
|
0.19999992847442627,
|
|
0.3089430034160614,
|
|
0.6886791586875916,
|
|
0.3265305161476135,
|
|
0.24083760380744934,
|
|
0.5302324295043945,
|
|
0.44970402121543884,
|
|
0.40740731358528137,
|
|
0.2288556545972824,
|
|
0.3982299864292145,
|
|
0.31999990344047546,
|
|
0.5420559644699097,
|
|
0.24598921835422516,
|
|
0.2333332598209381,
|
|
0.6849313974380493,
|
|
0.4975123405456543,
|
|
0.3535352647304535,
|
|
0.32835814356803894,
|
|
0.2580644488334656,
|
|
0.3666665554046631
|
|
],
|
|
"time": 39.19256987795234,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.003608903381973505,
|
|
"val_loss": 3.0415496826171875,
|
|
"acc": 40.08,
|
|
"f1": [
|
|
0.6597937345504761,
|
|
0.4975123405456543,
|
|
0.3299999237060547,
|
|
0.27472516894340515,
|
|
0.30541861057281494,
|
|
0.3478260338306427,
|
|
0.4387753903865814,
|
|
0.38974347710609436,
|
|
0.4158414602279663,
|
|
0.49999988079071045,
|
|
0.2275448441505432,
|
|
0.2891565263271332,
|
|
0.36893191933631897,
|
|
0.32124343514442444,
|
|
0.30851057171821594,
|
|
0.3203882575035095,
|
|
0.41148313879966736,
|
|
0.5624998807907104,
|
|
0.3478259742259979,
|
|
0.26395928859710693,
|
|
0.7244896292686462,
|
|
0.5422221422195435,
|
|
0.3723403513431549,
|
|
0.5302324295043945,
|
|
0.6540283560752869,
|
|
0.2580644488334656,
|
|
0.3370785713195801,
|
|
0.21698106825351715,
|
|
0.6086955666542053,
|
|
0.3905324339866638,
|
|
0.46829259395599365,
|
|
0.38190943002700806,
|
|
0.32820504903793335,
|
|
0.40796008706092834,
|
|
0.3195875287055969,
|
|
0.24154582619667053,
|
|
0.40641695261001587,
|
|
0.22222213447093964,
|
|
0.19417467713356018,
|
|
0.561576247215271,
|
|
0.4262293577194214,
|
|
0.6169153451919556,
|
|
0.29864245653152466,
|
|
0.3251230716705322,
|
|
0.15023468434810638,
|
|
0.2673795819282532,
|
|
0.2598869204521179,
|
|
0.5273630023002625,
|
|
0.575107216835022,
|
|
0.46009382605552673,
|
|
0.29787227511405945,
|
|
0.3823528587818146,
|
|
0.5110130310058594,
|
|
0.6325579881668091,
|
|
0.4814813435077667,
|
|
0.11180117726325989,
|
|
0.5238093733787537,
|
|
0.41379299759864807,
|
|
0.4756755530834198,
|
|
0.30999991297721863,
|
|
0.722222089767456,
|
|
0.5326085686683655,
|
|
0.4694834351539612,
|
|
0.4022345542907715,
|
|
0.2072538137435913,
|
|
0.1938774734735489,
|
|
0.29126206040382385,
|
|
0.35051536560058594,
|
|
0.6796115040779114,
|
|
0.590908944606781,
|
|
0.41628947854042053,
|
|
0.5781989693641663,
|
|
0.12745091319084167,
|
|
0.35748788714408875,
|
|
0.21463409066200256,
|
|
0.6476188898086548,
|
|
0.6952379941940308,
|
|
0.21505369246006012,
|
|
0.23655906319618225,
|
|
0.34374991059303284,
|
|
0.20289847254753113,
|
|
0.28685250878334045,
|
|
0.7087377309799194,
|
|
0.32195112109184265,
|
|
0.23589736223220825,
|
|
0.5321099162101746,
|
|
0.46511611342430115,
|
|
0.4186045527458191,
|
|
0.23834188282489777,
|
|
0.38738730549812317,
|
|
0.33333322405815125,
|
|
0.5412842631340027,
|
|
0.23834188282489777,
|
|
0.22988496720790863,
|
|
0.6605502963066101,
|
|
0.5098037719726562,
|
|
0.3535352647304535,
|
|
0.30456843972206116,
|
|
0.26373615860939026,
|
|
0.3657141625881195
|
|
],
|
|
"time": 39.19901420176029,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.003696752479299903,
|
|
"val_loss": 2.802267551422119,
|
|
"acc": 39.96,
|
|
"f1": [
|
|
0.6532661318778992,
|
|
0.5024629235267639,
|
|
0.31884050369262695,
|
|
0.2886596620082855,
|
|
0.3203882575035095,
|
|
0.33789944648742676,
|
|
0.42051267623901367,
|
|
0.3917524814605713,
|
|
0.39999985694885254,
|
|
0.487046480178833,
|
|
0.2470587193965912,
|
|
0.29885047674179077,
|
|
0.3609755337238312,
|
|
0.326315701007843,
|
|
0.31999990344047546,
|
|
0.3317534327507019,
|
|
0.4292682111263275,
|
|
0.5753422975540161,
|
|
0.34920626878738403,
|
|
0.2736841142177582,
|
|
0.7179486155509949,
|
|
0.5374448299407959,
|
|
0.38461530208587646,
|
|
0.5358850359916687,
|
|
0.6478871703147888,
|
|
0.23280414938926697,
|
|
0.320441871881485,
|
|
0.22748807072639465,
|
|
0.6236557960510254,
|
|
0.3786981403827667,
|
|
0.4688993990421295,
|
|
0.37499991059303284,
|
|
0.31999990344047546,
|
|
0.4019606411457062,
|
|
0.31632643938064575,
|
|
0.24271836876869202,
|
|
0.3979056477546692,
|
|
0.21111102402210236,
|
|
0.19323663413524628,
|
|
0.5555554032325745,
|
|
0.4204544126987457,
|
|
0.5940592885017395,
|
|
0.300884872674942,
|
|
0.3267325758934021,
|
|
0.16037730872631073,
|
|
0.28272244334220886,
|
|
0.280898779630661,
|
|
0.5333331823348999,
|
|
0.5882351398468018,
|
|
0.44776105880737305,
|
|
0.30851057171821594,
|
|
0.38834938406944275,
|
|
0.5066665410995483,
|
|
0.6320753693580627,
|
|
0.4905658960342407,
|
|
0.12121205776929855,
|
|
0.5213268995285034,
|
|
0.4043714702129364,
|
|
0.4692735970020294,
|
|
0.30541861057281494,
|
|
0.7155961990356445,
|
|
0.5376343131065369,
|
|
0.4666665494441986,
|
|
0.4046241343021393,
|
|
0.20588228106498718,
|
|
0.2094240039587021,
|
|
0.2775118350982666,
|
|
0.3402060866355896,
|
|
0.696078360080719,
|
|
0.5814977288246155,
|
|
0.41666656732559204,
|
|
0.5674417018890381,
|
|
0.12962956726551056,
|
|
0.33502528071403503,
|
|
0.2167486995458603,
|
|
0.6476188898086548,
|
|
0.7024388909339905,
|
|
0.2094240039587021,
|
|
0.24580998718738556,
|
|
0.3578946590423584,
|
|
0.20535708963871002,
|
|
0.3096233606338501,
|
|
0.6952379941940308,
|
|
0.3184078335762024,
|
|
0.22346359491348267,
|
|
0.5345621109008789,
|
|
0.46153831481933594,
|
|
0.4253392219543457,
|
|
0.23589736223220825,
|
|
0.38914018869400024,
|
|
0.32579174637794495,
|
|
0.5321099162101746,
|
|
0.23115570843219757,
|
|
0.23529404401779175,
|
|
0.6729856729507446,
|
|
0.4878047704696655,
|
|
0.345177561044693,
|
|
0.3091786503791809,
|
|
0.25945934653282166,
|
|
0.3626372814178467
|
|
],
|
|
"time": 39.103456074371934,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 151,
|
|
"train_loss": 0.003780508879572153,
|
|
"val_loss": 2.7000677585601807,
|
|
"acc": 40.16,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5128204226493835,
|
|
0.3133639991283417,
|
|
0.27777770161628723,
|
|
0.31279608607292175,
|
|
0.35023030638694763,
|
|
0.42639580368995667,
|
|
0.36649200320243835,
|
|
0.4083768427371979,
|
|
0.5164318084716797,
|
|
0.239520862698555,
|
|
0.30057793855667114,
|
|
0.3692306876182556,
|
|
0.3350784480571747,
|
|
0.31914883852005005,
|
|
0.3269230127334595,
|
|
0.4230768084526062,
|
|
0.543859601020813,
|
|
0.3555554449558258,
|
|
0.290502667427063,
|
|
0.7099998593330383,
|
|
0.5333332419395447,
|
|
0.3783782720565796,
|
|
0.5188678503036499,
|
|
0.657142698764801,
|
|
0.2444443702697754,
|
|
0.34482747316360474,
|
|
0.2095237374305725,
|
|
0.6187844276428223,
|
|
0.39325833320617676,
|
|
0.44776105880737305,
|
|
0.36815908551216125,
|
|
0.32291656732559204,
|
|
0.3940885663032532,
|
|
0.2967032194137573,
|
|
0.21359217166900635,
|
|
0.4137929677963257,
|
|
0.23157887160778046,
|
|
0.210526242852211,
|
|
0.5384613871574402,
|
|
0.4293783903121948,
|
|
0.6153844594955444,
|
|
0.3041473925113678,
|
|
0.3228698670864105,
|
|
0.1844659447669983,
|
|
0.253807008266449,
|
|
0.28571420907974243,
|
|
0.5118482112884521,
|
|
0.6090908050537109,
|
|
0.4593299925327301,
|
|
0.2934781610965729,
|
|
0.38144323229789734,
|
|
0.5043476819992065,
|
|
0.6203702688217163,
|
|
0.488262802362442,
|
|
0.13095231354236603,
|
|
0.5170730352401733,
|
|
0.39560428261756897,
|
|
0.5027931928634644,
|
|
0.3251230716705322,
|
|
0.722222089767456,
|
|
0.5425531268119812,
|
|
0.46009382605552673,
|
|
0.4086019992828369,
|
|
0.2099999338388443,
|
|
0.2054053246974945,
|
|
0.28571420907974243,
|
|
0.3398057222366333,
|
|
0.6796115040779114,
|
|
0.5945944786071777,
|
|
0.41818171739578247,
|
|
0.5779815316200256,
|
|
0.1461186707019806,
|
|
0.3619908392429352,
|
|
0.23157887160778046,
|
|
0.6567163467407227,
|
|
0.6757989525794983,
|
|
0.22916659712791443,
|
|
0.24999991059303284,
|
|
0.34554967284202576,
|
|
0.19230762124061584,
|
|
0.2966100871562958,
|
|
0.7336682677268982,
|
|
0.3184078335762024,
|
|
0.2574256360530853,
|
|
0.5302324295043945,
|
|
0.46511611342430115,
|
|
0.42727261781692505,
|
|
0.2256409376859665,
|
|
0.40358731150627136,
|
|
0.31050220131874084,
|
|
0.5333331823348999,
|
|
0.24615377187728882,
|
|
0.23834188282489777,
|
|
0.6697246432304382,
|
|
0.5025123953819275,
|
|
0.3469386696815491,
|
|
0.32160791754722595,
|
|
0.2694299519062042,
|
|
0.3636362552642822
|
|
],
|
|
"time": 39.23591340892017,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 152,
|
|
"train_loss": 0.0036611766554415226,
|
|
"val_loss": 2.9921512603759766,
|
|
"acc": 40.18,
|
|
"f1": [
|
|
0.6806281208992004,
|
|
0.5050503611564636,
|
|
0.3196346163749695,
|
|
0.2696628272533417,
|
|
0.3091786503791809,
|
|
0.3636362552642822,
|
|
0.42639580368995667,
|
|
0.38578668236732483,
|
|
0.4242422580718994,
|
|
0.4927534759044647,
|
|
0.2366863340139389,
|
|
0.2954544425010681,
|
|
0.372548907995224,
|
|
0.3315507173538208,
|
|
0.32820504903793335,
|
|
0.3248729705810547,
|
|
0.4179103374481201,
|
|
0.5674417018890381,
|
|
0.3555554449558258,
|
|
0.27999991178512573,
|
|
0.7135677337646484,
|
|
0.5446427464485168,
|
|
0.38918909430503845,
|
|
0.5308055877685547,
|
|
0.639269232749939,
|
|
0.2622949779033661,
|
|
0.3463686406612396,
|
|
0.22009563446044922,
|
|
0.6113988757133484,
|
|
0.38888877630233765,
|
|
0.46601933240890503,
|
|
0.3783782720565796,
|
|
0.32124343514442444,
|
|
0.39603951573371887,
|
|
0.3141360282897949,
|
|
0.23255807161331177,
|
|
0.39378228783607483,
|
|
0.22702695429325104,
|
|
0.18518511950969696,
|
|
0.5638296604156494,
|
|
0.4153004288673401,
|
|
0.613065242767334,
|
|
0.30275216698646545,
|
|
0.32888880372047424,
|
|
0.16666659712791443,
|
|
0.24870456755161285,
|
|
0.262857049703598,
|
|
0.5199998617172241,
|
|
0.6027396321296692,
|
|
0.45544540882110596,
|
|
0.2934781610965729,
|
|
0.396135151386261,
|
|
0.49999988079071045,
|
|
0.6350710391998291,
|
|
0.47963786125183105,
|
|
0.11111105233430862,
|
|
0.5188678503036499,
|
|
0.39778995513916016,
|
|
0.4705881178379059,
|
|
0.3157894015312195,
|
|
0.718893826007843,
|
|
0.5319147706031799,
|
|
0.47169798612594604,
|
|
0.40659332275390625,
|
|
0.21505369246006012,
|
|
0.20105813443660736,
|
|
0.2815532982349396,
|
|
0.3510637581348419,
|
|
0.6826921701431274,
|
|
0.5829595327377319,
|
|
0.41666656732559204,
|
|
0.579710066318512,
|
|
0.12785382568836212,
|
|
0.34482747316360474,
|
|
0.23834188282489777,
|
|
0.669999897480011,
|
|
0.6889951229095459,
|
|
0.21621613204479218,
|
|
0.24719089269638062,
|
|
0.36815908551216125,
|
|
0.19534875452518463,
|
|
0.3064514994621277,
|
|
0.7156862020492554,
|
|
0.3184078335762024,
|
|
0.2488037496805191,
|
|
0.5381165146827698,
|
|
0.4606740176677704,
|
|
0.41628947854042053,
|
|
0.2371133416891098,
|
|
0.3946187198162079,
|
|
0.32888880372047424,
|
|
0.5402842164039612,
|
|
0.2371133416891098,
|
|
0.239999920129776,
|
|
0.6727271676063538,
|
|
0.4924621880054474,
|
|
0.3465345501899719,
|
|
0.3179486393928528,
|
|
0.27173903584480286,
|
|
0.3636362552642822
|
|
],
|
|
"time": 39.105943001806736,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 153,
|
|
"train_loss": 0.0036560490261763334,
|
|
"val_loss": 3.013077974319458,
|
|
"acc": 40.16,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.5099998712539673,
|
|
0.31775689125061035,
|
|
0.28415289521217346,
|
|
0.3113206624984741,
|
|
0.3534882664680481,
|
|
0.43216070532798767,
|
|
0.38775497674942017,
|
|
0.4123710095882416,
|
|
0.49999988079071045,
|
|
0.239999920129776,
|
|
0.30120471119880676,
|
|
0.367346853017807,
|
|
0.3147207200527191,
|
|
0.324607253074646,
|
|
0.336633563041687,
|
|
0.4343433380126953,
|
|
0.5624998807907104,
|
|
0.3516482412815094,
|
|
0.28272244334220886,
|
|
0.7171715497970581,
|
|
0.5374448299407959,
|
|
0.39325833320617676,
|
|
0.5302324295043945,
|
|
0.6301368474960327,
|
|
0.25396814942359924,
|
|
0.34254133701324463,
|
|
0.21395343542099,
|
|
0.6086955666542053,
|
|
0.38150280714035034,
|
|
0.47115376591682434,
|
|
0.36842095851898193,
|
|
0.3251230716705322,
|
|
0.39795905351638794,
|
|
0.31088075041770935,
|
|
0.22748807072639465,
|
|
0.40624988079071045,
|
|
0.2234041839838028,
|
|
0.1990049034357071,
|
|
0.5699480772018433,
|
|
0.4262293577194214,
|
|
0.6069650650024414,
|
|
0.29665064811706543,
|
|
0.321428507566452,
|
|
0.15533974766731262,
|
|
0.24598921835422516,
|
|
0.2643677294254303,
|
|
0.522612988948822,
|
|
0.5990782380104065,
|
|
0.47115376591682434,
|
|
0.29032251238822937,
|
|
0.38647329807281494,
|
|
0.5044246912002563,
|
|
0.6261681318283081,
|
|
0.47747737169265747,
|
|
0.11464963108301163,
|
|
0.5188678503036499,
|
|
0.4148934781551361,
|
|
0.4861876964569092,
|
|
0.30769219994544983,
|
|
0.718893826007843,
|
|
0.5396823883056641,
|
|
0.48076915740966797,
|
|
0.41340771317481995,
|
|
0.2127658873796463,
|
|
0.2021275758743286,
|
|
0.2976743280887604,
|
|
0.34374991059303284,
|
|
0.6829267144203186,
|
|
0.5936071872711182,
|
|
0.40552979707717896,
|
|
0.5821594595909119,
|
|
0.12440184503793716,
|
|
0.3431371748447418,
|
|
0.22916659712791443,
|
|
0.6633662581443787,
|
|
0.688372015953064,
|
|
0.20765019953250885,
|
|
0.23280414938926697,
|
|
0.34554967284202576,
|
|
0.19266046583652496,
|
|
0.3107568919658661,
|
|
0.6985644102096558,
|
|
0.31999990344047546,
|
|
0.23232315480709076,
|
|
0.5248867273330688,
|
|
0.47190994024276733,
|
|
0.4170615077018738,
|
|
0.23280414938926697,
|
|
0.39285701513290405,
|
|
0.3231440484523773,
|
|
0.5370368957519531,
|
|
0.24598921835422516,
|
|
0.2473117560148239,
|
|
0.6761903762817383,
|
|
0.4951455295085907,
|
|
0.35897424817085266,
|
|
0.30999991297721863,
|
|
0.2795697748661041,
|
|
0.37499991059303284
|
|
],
|
|
"time": 38.10515264514834,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 154,
|
|
"train_loss": 0.003809908404946327,
|
|
"val_loss": 2.7098495960235596,
|
|
"acc": 40.04,
|
|
"f1": [
|
|
0.6530610918998718,
|
|
0.5099998712539673,
|
|
0.3287670314311981,
|
|
0.26519328355789185,
|
|
0.300884872674942,
|
|
0.3577980697154999,
|
|
0.40975597500801086,
|
|
0.3934425115585327,
|
|
0.39795905351638794,
|
|
0.4899998903274536,
|
|
0.23463678359985352,
|
|
0.29714274406433105,
|
|
0.37696322798728943,
|
|
0.3147207200527191,
|
|
0.31746023893356323,
|
|
0.323809415102005,
|
|
0.43781083822250366,
|
|
0.5806450843811035,
|
|
0.35955044627189636,
|
|
0.2810809910297394,
|
|
0.7150257229804993,
|
|
0.5446427464485168,
|
|
0.38502663373947144,
|
|
0.5333331823348999,
|
|
0.6330273747444153,
|
|
0.23463678359985352,
|
|
0.3260868787765503,
|
|
0.24186037480831146,
|
|
0.6229507327079773,
|
|
0.38095223903656006,
|
|
0.467661589384079,
|
|
0.38578668236732483,
|
|
0.32352936267852783,
|
|
0.3999999165534973,
|
|
0.31155768036842346,
|
|
0.23636355996131897,
|
|
0.3979056477546692,
|
|
0.20338977873325348,
|
|
0.19730934500694275,
|
|
0.5599998831748962,
|
|
0.41935470700263977,
|
|
0.6069650650024414,
|
|
0.31428563594818115,
|
|
0.321428507566452,
|
|
0.16326524317264557,
|
|
0.25945934653282166,
|
|
0.2643677294254303,
|
|
0.5279186367988586,
|
|
0.5840706825256348,
|
|
0.4705880880355835,
|
|
0.28571417927742004,
|
|
0.37209296226501465,
|
|
0.502282977104187,
|
|
0.6255922317504883,
|
|
0.492890864610672,
|
|
0.12941168248653412,
|
|
0.5196077227592468,
|
|
0.4043714702129364,
|
|
0.4692735970020294,
|
|
0.31155768036842346,
|
|
0.7247704863548279,
|
|
0.5388599634170532,
|
|
0.4827585518360138,
|
|
0.39548009634017944,
|
|
0.2061854749917984,
|
|
0.20408155024051666,
|
|
0.2938387989997864,
|
|
0.3300969898700714,
|
|
0.6995072364807129,
|
|
0.5990782380104065,
|
|
0.40579700469970703,
|
|
0.5714284777641296,
|
|
0.1357465535402298,
|
|
0.35643553733825684,
|
|
0.21999992430210114,
|
|
0.6507176160812378,
|
|
0.7053138613700867,
|
|
0.208791121840477,
|
|
0.23655906319618225,
|
|
0.34224584698677063,
|
|
0.20588228106498718,
|
|
0.3070538640022278,
|
|
0.6919430494308472,
|
|
0.31999990344047546,
|
|
0.2256409376859665,
|
|
0.5363634824752808,
|
|
0.47674402594566345,
|
|
0.41964274644851685,
|
|
0.23232315480709076,
|
|
0.38938042521476746,
|
|
0.3277309536933899,
|
|
0.5420559644699097,
|
|
0.2376236915588379,
|
|
0.23391805589199066,
|
|
0.6857141852378845,
|
|
0.4951455295085907,
|
|
0.367346853017807,
|
|
0.32978713512420654,
|
|
0.2622949779033661,
|
|
0.34883710741996765
|
|
],
|
|
"time": 38.471317370422184,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 155,
|
|
"train_loss": 0.004426333121955395,
|
|
"val_loss": 2.6318345069885254,
|
|
"acc": 40.12,
|
|
"f1": [
|
|
0.6435642242431641,
|
|
0.5128204226493835,
|
|
0.33502528071403503,
|
|
0.27777770161628723,
|
|
0.3041473925113678,
|
|
0.3568074107170105,
|
|
0.4365480840206146,
|
|
0.38541653752326965,
|
|
0.41414129734039307,
|
|
0.48803818225860596,
|
|
0.24175815284252167,
|
|
0.28402355313301086,
|
|
0.3636362850666046,
|
|
0.3195875287055969,
|
|
0.3135133981704712,
|
|
0.33497530221939087,
|
|
0.42512065172195435,
|
|
0.5700933337211609,
|
|
0.3350784480571747,
|
|
0.28571417927742004,
|
|
0.7216493487358093,
|
|
0.5446427464485168,
|
|
0.37305691838264465,
|
|
0.5490195155143738,
|
|
0.6363635063171387,
|
|
0.251308798789978,
|
|
0.3389829397201538,
|
|
0.22549012303352356,
|
|
0.6120217442512512,
|
|
0.38150280714035034,
|
|
0.4630540609359741,
|
|
0.3775508999824524,
|
|
0.32989683747291565,
|
|
0.3980098366737366,
|
|
0.30270257592201233,
|
|
0.23076917231082916,
|
|
0.413043349981308,
|
|
0.22459883987903595,
|
|
0.1990049034357071,
|
|
0.5641024112701416,
|
|
0.423912912607193,
|
|
0.5933012366294861,
|
|
0.300884872674942,
|
|
0.3271027207374573,
|
|
0.16267937421798706,
|
|
0.26041656732559204,
|
|
0.26136353611946106,
|
|
0.5399999022483826,
|
|
0.585152804851532,
|
|
0.43999987840652466,
|
|
0.299465149641037,
|
|
0.3904760777950287,
|
|
0.5022420287132263,
|
|
0.6249998807907104,
|
|
0.4837207794189453,
|
|
0.10714280605316162,
|
|
0.5314008593559265,
|
|
0.413043349981308,
|
|
0.4699452221393585,
|
|
0.319248765707016,
|
|
0.7247704863548279,
|
|
0.5319147706031799,
|
|
0.4651161730289459,
|
|
0.4090908467769623,
|
|
0.2061854749917984,
|
|
0.19999991357326508,
|
|
0.2938387989997864,
|
|
0.35602086782455444,
|
|
0.6829267144203186,
|
|
0.5990782380104065,
|
|
0.4205606281757355,
|
|
0.5818180441856384,
|
|
0.12322267889976501,
|
|
0.3431371748447418,
|
|
0.2256409376859665,
|
|
0.6470587849617004,
|
|
0.6948355436325073,
|
|
0.21111102402210236,
|
|
0.23655906319618225,
|
|
0.35602086782455444,
|
|
0.19178074598312378,
|
|
0.3058822751045227,
|
|
0.7192116975784302,
|
|
0.3251230716705322,
|
|
0.24742262065410614,
|
|
0.5229355692863464,
|
|
0.45976996421813965,
|
|
0.42727261781692505,
|
|
0.23469379544258118,
|
|
0.40740731358528137,
|
|
0.33027511835098267,
|
|
0.525345504283905,
|
|
0.2424241602420807,
|
|
0.24999991059303284,
|
|
0.6635943651199341,
|
|
0.4927534759044647,
|
|
0.3469386696815491,
|
|
0.3113206624984741,
|
|
0.26086944341659546,
|
|
0.3771427571773529
|
|
],
|
|
"time": 39.255291040986776,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 156,
|
|
"train_loss": 0.0038574854843318462,
|
|
"val_loss": 2.9904918670654297,
|
|
"acc": 40.17,
|
|
"f1": [
|
|
0.6701569557189941,
|
|
0.5050503611564636,
|
|
0.3157894015312195,
|
|
0.2584269046783447,
|
|
0.31279608607292175,
|
|
0.3508771061897278,
|
|
0.40384599566459656,
|
|
0.39378228783607483,
|
|
0.40206170082092285,
|
|
0.5123152136802673,
|
|
0.23170723021030426,
|
|
0.28402355313301086,
|
|
0.36180898547172546,
|
|
0.31155768036842346,
|
|
0.32804223895072937,
|
|
0.3414633274078369,
|
|
0.4365480840206146,
|
|
0.562211811542511,
|
|
0.34224584698677063,
|
|
0.28260859847068787,
|
|
0.727272629737854,
|
|
0.5398228764533997,
|
|
0.3976607024669647,
|
|
0.5428570508956909,
|
|
0.6363635063171387,
|
|
0.2658958435058594,
|
|
0.3428570628166199,
|
|
0.22325573861598969,
|
|
0.6187844276428223,
|
|
0.3793102502822876,
|
|
0.4734298884868622,
|
|
0.3636362552642822,
|
|
0.31632643938064575,
|
|
0.39378228783607483,
|
|
0.3286384046077728,
|
|
0.23853203654289246,
|
|
0.4083768427371979,
|
|
0.2525251507759094,
|
|
0.19266046583652496,
|
|
0.5714284777641296,
|
|
0.413043349981308,
|
|
0.6099998950958252,
|
|
0.2999999225139618,
|
|
0.322274774312973,
|
|
0.16981124877929688,
|
|
0.2577318847179413,
|
|
0.2598869204521179,
|
|
0.5174128413200378,
|
|
0.5981307029724121,
|
|
0.4585364758968353,
|
|
0.28260859847068787,
|
|
0.37914684414863586,
|
|
0.5112106204032898,
|
|
0.623255729675293,
|
|
0.4753361940383911,
|
|
0.10843367874622345,
|
|
0.5092591643333435,
|
|
0.41573023796081543,
|
|
0.4777776598930359,
|
|
0.3299999237060547,
|
|
0.7281104326248169,
|
|
0.5513511896133423,
|
|
0.46728962659835815,
|
|
0.40659332275390625,
|
|
0.21857915818691254,
|
|
0.2176164984703064,
|
|
0.2829267382621765,
|
|
0.3529410660266876,
|
|
0.6760562062263489,
|
|
0.6018517017364502,
|
|
0.40552979707717896,
|
|
0.5887848734855652,
|
|
0.12322267889976501,
|
|
0.3599999248981476,
|
|
0.22222216427326202,
|
|
0.6415093541145325,
|
|
0.6857141852378845,
|
|
0.2256409376859665,
|
|
0.2404370754957199,
|
|
0.35643553733825684,
|
|
0.19626161456108093,
|
|
0.3023254871368408,
|
|
0.6985644102096558,
|
|
0.3168315887451172,
|
|
0.21989519894123077,
|
|
0.5205478072166443,
|
|
0.4942527115345001,
|
|
0.4210525155067444,
|
|
0.22916659712791443,
|
|
0.39639630913734436,
|
|
0.31441038846969604,
|
|
0.5277776718139648,
|
|
0.2446807622909546,
|
|
0.24418595433235168,
|
|
0.679245114326477,
|
|
0.49999988079071045,
|
|
0.35051536560058594,
|
|
0.3248729705810547,
|
|
0.27322396636009216,
|
|
0.3756905198097229
|
|
],
|
|
"time": 39.12930196803063,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 157,
|
|
"train_loss": 0.003899295348674059,
|
|
"val_loss": 2.9629087448120117,
|
|
"acc": 40.1,
|
|
"f1": [
|
|
0.6632652282714844,
|
|
0.5098037719726562,
|
|
0.31279608607292175,
|
|
0.2886596620082855,
|
|
0.3148147463798523,
|
|
0.3362830877304077,
|
|
0.419999897480011,
|
|
0.38341957330703735,
|
|
0.4041449725627899,
|
|
0.4976075291633606,
|
|
0.2485205978155136,
|
|
0.2891565263271332,
|
|
0.3636362850666046,
|
|
0.3147207200527191,
|
|
0.326315701007843,
|
|
0.32160791754722595,
|
|
0.42639580368995667,
|
|
0.5674417018890381,
|
|
0.33333322405815125,
|
|
0.2765956223011017,
|
|
0.7106597423553467,
|
|
0.5374448299407959,
|
|
0.39583319425582886,
|
|
0.5112106204032898,
|
|
0.6363635063171387,
|
|
0.21857915818691254,
|
|
0.3428570628166199,
|
|
0.20289847254753113,
|
|
0.5989846587181091,
|
|
0.3905324339866638,
|
|
0.4549761712551117,
|
|
0.3692306876182556,
|
|
0.3232322335243225,
|
|
0.4042551815509796,
|
|
0.30051806569099426,
|
|
0.23584897816181183,
|
|
0.4021162986755371,
|
|
0.26315781474113464,
|
|
0.18867918848991394,
|
|
0.5742572546005249,
|
|
0.3936169147491455,
|
|
0.6060605049133301,
|
|
0.30909082293510437,
|
|
0.322274774312973,
|
|
0.17021268606185913,
|
|
0.26804113388061523,
|
|
0.2598869204521179,
|
|
0.5294116735458374,
|
|
0.6183573603630066,
|
|
0.4585364758968353,
|
|
0.30270257592201233,
|
|
0.3880595862865448,
|
|
0.50862056016922,
|
|
0.6261681318283081,
|
|
0.5048542022705078,
|
|
0.1226993277668953,
|
|
0.5314008593559265,
|
|
0.38636353611946106,
|
|
0.48913031816482544,
|
|
0.3184078335762024,
|
|
0.7155961990356445,
|
|
0.5416665077209473,
|
|
0.47169798612594604,
|
|
0.39778995513916016,
|
|
0.21538454294204712,
|
|
0.2094240039587021,
|
|
0.2980768382549286,
|
|
0.3267325758934021,
|
|
0.6798028349876404,
|
|
0.577777624130249,
|
|
0.4205606281757355,
|
|
0.5806450843811035,
|
|
0.11981560289859772,
|
|
0.36190465092658997,
|
|
0.23036640882492065,
|
|
0.6451612114906311,
|
|
0.6759257912635803,
|
|
0.21111102402210236,
|
|
0.23036640882492065,
|
|
0.35602086782455444,
|
|
0.19444438815116882,
|
|
0.2991451919078827,
|
|
0.7192116975784302,
|
|
0.32352936267852783,
|
|
0.23280414938926697,
|
|
0.5185183882713318,
|
|
0.4705880880355835,
|
|
0.4266665577888489,
|
|
0.22916659712791443,
|
|
0.3926939368247986,
|
|
0.3228698670864105,
|
|
0.5296802520751953,
|
|
0.23958325386047363,
|
|
0.2366863340139389,
|
|
0.672645628452301,
|
|
0.4951455295085907,
|
|
0.3440859317779541,
|
|
0.32820504903793335,
|
|
0.2622949779033661,
|
|
0.37158459424972534
|
|
],
|
|
"time": 38.923171093687415,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 158,
|
|
"train_loss": 0.003771162824705243,
|
|
"val_loss": 2.7970547676086426,
|
|
"acc": 40.24,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.518134593963623,
|
|
0.32034626603126526,
|
|
0.29508185386657715,
|
|
0.31428563594818115,
|
|
0.346320241689682,
|
|
0.4158414602279663,
|
|
0.36649200320243835,
|
|
0.40975597500801086,
|
|
0.5074625611305237,
|
|
0.23391805589199066,
|
|
0.2754489779472351,
|
|
0.36180898547172546,
|
|
0.3131312429904938,
|
|
0.31746023893356323,
|
|
0.3431371748447418,
|
|
0.4343433380126953,
|
|
0.5727698802947998,
|
|
0.34920626878738403,
|
|
0.2999999225139618,
|
|
0.7135677337646484,
|
|
0.5462961196899414,
|
|
0.37696322798728943,
|
|
0.5402842164039612,
|
|
0.6448596715927124,
|
|
0.23036640882492065,
|
|
0.3409090042114258,
|
|
0.22857137024402618,
|
|
0.6263735294342041,
|
|
0.3953487277030945,
|
|
0.4549761712551117,
|
|
0.38251355290412903,
|
|
0.3248729705810547,
|
|
0.40796008706092834,
|
|
0.2871793806552887,
|
|
0.22325573861598969,
|
|
0.4123710095882416,
|
|
0.26395928859710693,
|
|
0.1935483068227768,
|
|
0.5670101642608643,
|
|
0.413043349981308,
|
|
0.6122447848320007,
|
|
0.3041473925113678,
|
|
0.31441038846969604,
|
|
0.1764705330133438,
|
|
0.26455017924308777,
|
|
0.27428561449050903,
|
|
0.5326631665229797,
|
|
0.6203702688217163,
|
|
0.45631060004234314,
|
|
0.3118278682231903,
|
|
0.3846152722835541,
|
|
0.5089284181594849,
|
|
0.6320753693580627,
|
|
0.4905658960342407,
|
|
0.11042939126491547,
|
|
0.5094338655471802,
|
|
0.39106133580207825,
|
|
0.47190994024276733,
|
|
0.31999990344047546,
|
|
0.722222089767456,
|
|
0.5454544425010681,
|
|
0.4770641028881073,
|
|
0.413043349981308,
|
|
0.2094240039587021,
|
|
0.21111102402210236,
|
|
0.30097079277038574,
|
|
0.3419688045978546,
|
|
0.6862744092941284,
|
|
0.5963301062583923,
|
|
0.4200912117958069,
|
|
0.5753422975540161,
|
|
0.13824880123138428,
|
|
0.35748788714408875,
|
|
0.23036640882492065,
|
|
0.6599999070167542,
|
|
0.6794257164001465,
|
|
0.22797919809818268,
|
|
0.23655906319618225,
|
|
0.34999990463256836,
|
|
0.1909089982509613,
|
|
0.29752060770988464,
|
|
0.7149757146835327,
|
|
0.3084576427936554,
|
|
0.23923437297344208,
|
|
0.529999852180481,
|
|
0.4678361415863037,
|
|
0.4125559628009796,
|
|
0.23589736223220825,
|
|
0.4090907871723175,
|
|
0.33035704493522644,
|
|
0.5296802520751953,
|
|
0.24210518598556519,
|
|
0.2514968812465668,
|
|
0.6697246432304382,
|
|
0.5024629235267639,
|
|
0.37373724579811096,
|
|
0.31372541189193726,
|
|
0.2727271616458893,
|
|
0.3583814203739166
|
|
],
|
|
"time": 39.27948631718755,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 159,
|
|
"train_loss": 0.003696530358865857,
|
|
"val_loss": 2.7000813484191895,
|
|
"acc": 40.0,
|
|
"f1": [
|
|
0.6632122993469238,
|
|
0.5076140761375427,
|
|
0.31884050369262695,
|
|
0.2736841142177582,
|
|
0.31428563594818115,
|
|
0.33913031220436096,
|
|
0.4226802885532379,
|
|
0.37894728779792786,
|
|
0.41346144676208496,
|
|
0.5046727657318115,
|
|
0.24277448654174805,
|
|
0.29268282651901245,
|
|
0.3692306876182556,
|
|
0.3147207200527191,
|
|
0.324607253074646,
|
|
0.3251230716705322,
|
|
0.4174756109714508,
|
|
0.5688071846961975,
|
|
0.3459458649158478,
|
|
0.2727271616458893,
|
|
0.7236180305480957,
|
|
0.5374448299407959,
|
|
0.3809523284435272,
|
|
0.5410627126693726,
|
|
0.6311109066009521,
|
|
0.22950810194015503,
|
|
0.3314915895462036,
|
|
0.22330091893672943,
|
|
0.6031745076179504,
|
|
0.3786981403827667,
|
|
0.45631060004234314,
|
|
0.37305691838264465,
|
|
0.3350784480571747,
|
|
0.4041449725627899,
|
|
0.30456843972206116,
|
|
0.24186037480831146,
|
|
0.43181803822517395,
|
|
0.24742262065410614,
|
|
0.19230762124061584,
|
|
0.5549736618995667,
|
|
0.41573023796081543,
|
|
0.6122447848320007,
|
|
0.2976743280887604,
|
|
0.32835814356803894,
|
|
0.16080394387245178,
|
|
0.24999991059303284,
|
|
0.2681563198566437,
|
|
0.5125626921653748,
|
|
0.590908944606781,
|
|
0.4630540609359741,
|
|
0.29508185386657715,
|
|
0.3823528587818146,
|
|
0.49785396456718445,
|
|
0.624390184879303,
|
|
0.5024153590202332,
|
|
0.12121205776929855,
|
|
0.5092591643333435,
|
|
0.4044942855834961,
|
|
0.46739116311073303,
|
|
0.31730762124061584,
|
|
0.718893826007843,
|
|
0.5291004180908203,
|
|
0.47169798612594604,
|
|
0.4111110270023346,
|
|
0.22916659712791443,
|
|
0.21111102402210236,
|
|
0.2830187678337097,
|
|
0.3469386696815491,
|
|
0.6862744092941284,
|
|
0.5840706825256348,
|
|
0.40384599566459656,
|
|
0.5727270841598511,
|
|
0.12206566333770752,
|
|
0.3428570628166199,
|
|
0.22797919809818268,
|
|
0.6542055010795593,
|
|
0.6952379941940308,
|
|
0.2176164984703064,
|
|
0.2430938482284546,
|
|
0.35051536560058594,
|
|
0.19417467713356018,
|
|
0.3058822751045227,
|
|
0.6952379941940308,
|
|
0.31999990344047546,
|
|
0.23188398778438568,
|
|
0.5370368957519531,
|
|
0.45348823070526123,
|
|
0.41379299759864807,
|
|
0.2244897186756134,
|
|
0.3964756429195404,
|
|
0.33027511835098267,
|
|
0.525345504283905,
|
|
0.2424241602420807,
|
|
0.2456139326095581,
|
|
0.6790696382522583,
|
|
0.48803818225860596,
|
|
0.3351350426673889,
|
|
0.31155768036842346,
|
|
0.26086944341659546,
|
|
0.36046499013900757
|
|
],
|
|
"time": 39.203937627375126,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 160,
|
|
"train_loss": 0.005243557970970869,
|
|
"val_loss": 2.706380605697632,
|
|
"acc": 40.1,
|
|
"f1": [
|
|
0.6530610918998718,
|
|
0.49999988079071045,
|
|
0.33179715275764465,
|
|
0.27322396636009216,
|
|
0.30275216698646545,
|
|
0.3348415493965149,
|
|
0.4195120930671692,
|
|
0.37894728779792786,
|
|
0.4081631302833557,
|
|
0.5023695826530457,
|
|
0.22891558706760406,
|
|
0.2906976044178009,
|
|
0.36180898547172546,
|
|
0.3084576427936554,
|
|
0.32124343514442444,
|
|
0.34343424439430237,
|
|
0.44976064562797546,
|
|
0.5596328973770142,
|
|
0.3367346227169037,
|
|
0.2810809910297394,
|
|
0.7142855525016785,
|
|
0.5446427464485168,
|
|
0.38888877630233765,
|
|
0.5384615063667297,
|
|
0.6425337791442871,
|
|
0.25668442249298096,
|
|
0.32941165566444397,
|
|
0.22325573861598969,
|
|
0.6073297262191772,
|
|
0.38596484065055847,
|
|
0.4579438269138336,
|
|
0.3809523284435272,
|
|
0.32124343514442444,
|
|
0.40624988079071045,
|
|
0.2886596620082855,
|
|
0.2272726446390152,
|
|
0.41052618622779846,
|
|
0.2473117560148239,
|
|
0.19230762124061584,
|
|
0.5445543527603149,
|
|
0.4180789887905121,
|
|
0.613065242767334,
|
|
0.300884872674942,
|
|
0.323809415102005,
|
|
0.17171710729599,
|
|
0.26804113388061523,
|
|
0.2643677294254303,
|
|
0.526829183101654,
|
|
0.5866665840148926,
|
|
0.4577113389968872,
|
|
0.28415289521217346,
|
|
0.3827749788761139,
|
|
0.5110130310058594,
|
|
0.6261681318283081,
|
|
0.4837207794189453,
|
|
0.11464963108301163,
|
|
0.5164318084716797,
|
|
0.3977271616458893,
|
|
0.48387083411216736,
|
|
0.3300969898700714,
|
|
0.7239817380905151,
|
|
0.5543476939201355,
|
|
0.4694834351539612,
|
|
0.39784935116767883,
|
|
0.2234041839838028,
|
|
0.2121211439371109,
|
|
0.2959182858467102,
|
|
0.3510637581348419,
|
|
0.6862744092941284,
|
|
0.5936071872711182,
|
|
0.40384599566459656,
|
|
0.5791853666305542,
|
|
0.12745091319084167,
|
|
0.3398057222366333,
|
|
0.22797919809818268,
|
|
0.6603772640228271,
|
|
0.6893202662467957,
|
|
0.20833326876163483,
|
|
0.24719089269638062,
|
|
0.3636362552642822,
|
|
0.20814472436904907,
|
|
0.30522075295448303,
|
|
0.7019230127334595,
|
|
0.31632643938064575,
|
|
0.20792071521282196,
|
|
0.5296802520751953,
|
|
0.4678361415863037,
|
|
0.41284388303756714,
|
|
0.23469379544258118,
|
|
0.3946187198162079,
|
|
0.3290042281150818,
|
|
0.5135133862495422,
|
|
0.23350247740745544,
|
|
0.24096375703811646,
|
|
0.6698563694953918,
|
|
0.48309168219566345,
|
|
0.3487178385257721,
|
|
0.324607253074646,
|
|
0.2702701687812805,
|
|
0.3764704465866089
|
|
],
|
|
"time": 39.098447506316006,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 161,
|
|
"train_loss": 0.004243304952979088,
|
|
"val_loss": 2.9179162979125977,
|
|
"acc": 40.07,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5024153590202332,
|
|
0.3240739703178406,
|
|
0.27173903584480286,
|
|
0.31067952513694763,
|
|
0.33962252736091614,
|
|
0.4158414602279663,
|
|
0.3874344527721405,
|
|
0.3959389626979828,
|
|
0.5024153590202332,
|
|
0.251428484916687,
|
|
0.2873562276363373,
|
|
0.3609755337238312,
|
|
0.32124343514442444,
|
|
0.3195875287055969,
|
|
0.33027511835098267,
|
|
0.4343433380126953,
|
|
0.5520360469818115,
|
|
0.3351350426673889,
|
|
0.2937852144241333,
|
|
0.7208120226860046,
|
|
0.5462961196899414,
|
|
0.38974347710609436,
|
|
0.5358850359916687,
|
|
0.6574072241783142,
|
|
0.23076915740966797,
|
|
0.3208555281162262,
|
|
0.21319790184497833,
|
|
0.6120217442512512,
|
|
0.3798881769180298,
|
|
0.4705880880355835,
|
|
0.3794870972633362,
|
|
0.3248729705810547,
|
|
0.41346144676208496,
|
|
0.2887699604034424,
|
|
0.22115376591682434,
|
|
0.3999998867511749,
|
|
0.22702695429325104,
|
|
0.20095685124397278,
|
|
0.5492226481437683,
|
|
0.4198893904685974,
|
|
0.6030149459838867,
|
|
0.30275216698646545,
|
|
0.31390124559402466,
|
|
0.18536579608917236,
|
|
0.24615377187728882,
|
|
0.2558138370513916,
|
|
0.5242717266082764,
|
|
0.6095237135887146,
|
|
0.44670039415359497,
|
|
0.3101603388786316,
|
|
0.3939392864704132,
|
|
0.49999988079071045,
|
|
0.6267279982566833,
|
|
0.4837207794189453,
|
|
0.11180117726325989,
|
|
0.5192306637763977,
|
|
0.40677958726882935,
|
|
0.4705881178379059,
|
|
0.3253587782382965,
|
|
0.7247704863548279,
|
|
0.5405403971672058,
|
|
0.47004595398902893,
|
|
0.39784935116767883,
|
|
0.22105254232883453,
|
|
0.2054053246974945,
|
|
0.30097079277038574,
|
|
0.35532984137535095,
|
|
0.6889951229095459,
|
|
0.5936071872711182,
|
|
0.40740731358528137,
|
|
0.5727698802947998,
|
|
0.12307685613632202,
|
|
0.34482747316360474,
|
|
0.23232315480709076,
|
|
0.6701029539108276,
|
|
0.6822428703308105,
|
|
0.21538454294204712,
|
|
0.24137921631336212,
|
|
0.35602086782455444,
|
|
0.1913042813539505,
|
|
0.30567678809165955,
|
|
0.7149757146835327,
|
|
0.3253587782382965,
|
|
0.24742262065410614,
|
|
0.5302324295043945,
|
|
0.47513800859451294,
|
|
0.4120170772075653,
|
|
0.22797919809818268,
|
|
0.39631327986717224,
|
|
0.3318776488304138,
|
|
0.5370368957519531,
|
|
0.23834188282489777,
|
|
0.2404370754957199,
|
|
0.6763284206390381,
|
|
0.48803818225860596,
|
|
0.3419688045978546,
|
|
0.29951682686805725,
|
|
0.2622949779033661,
|
|
0.37288129329681396
|
|
],
|
|
"time": 38.110551262274384,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 162,
|
|
"train_loss": 0.0037430168595165014,
|
|
"val_loss": 2.8116981983184814,
|
|
"acc": 40.19,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.4999999403953552,
|
|
0.30275216698646545,
|
|
0.27173903584480286,
|
|
0.3133639991283417,
|
|
0.34389129281044006,
|
|
0.4056602716445923,
|
|
0.3894736170768738,
|
|
0.4154588282108307,
|
|
0.49999988079071045,
|
|
0.24580998718738556,
|
|
0.29714274406433105,
|
|
0.3654821515083313,
|
|
0.3179486393928528,
|
|
0.3195875287055969,
|
|
0.3383083641529083,
|
|
0.43523305654525757,
|
|
0.5781989693641663,
|
|
0.35359105467796326,
|
|
0.29508185386657715,
|
|
0.7164177894592285,
|
|
0.5429863333702087,
|
|
0.3999999165534973,
|
|
0.5352111458778381,
|
|
0.6454544067382812,
|
|
0.22471901774406433,
|
|
0.3463686406612396,
|
|
0.22115376591682434,
|
|
0.5937498807907104,
|
|
0.38251355290412903,
|
|
0.4607841968536377,
|
|
0.37305691838264465,
|
|
0.32989683747291565,
|
|
0.4081631302833557,
|
|
0.30150744318962097,
|
|
0.23414628207683563,
|
|
0.39999985694885254,
|
|
0.23463678359985352,
|
|
0.19811314344406128,
|
|
0.5520831942558289,
|
|
0.42285704612731934,
|
|
0.5980390906333923,
|
|
0.3097344636917114,
|
|
0.3167419731616974,
|
|
0.1844659447669983,
|
|
0.24999991059303284,
|
|
0.262857049703598,
|
|
0.5070421695709229,
|
|
0.6018517017364502,
|
|
0.45918354392051697,
|
|
0.30107519030570984,
|
|
0.38834938406944275,
|
|
0.5130433440208435,
|
|
0.6238530874252319,
|
|
0.49523797631263733,
|
|
0.11612897366285324,
|
|
0.5142855644226074,
|
|
0.3999998867511749,
|
|
0.46739116311073303,
|
|
0.3179486393928528,
|
|
0.7247704863548279,
|
|
0.5473682880401611,
|
|
0.4744184911251068,
|
|
0.40659332275390625,
|
|
0.22222213447093964,
|
|
0.22099439799785614,
|
|
0.30097079277038574,
|
|
0.35714274644851685,
|
|
0.6730768084526062,
|
|
0.580357015132904,
|
|
0.3861384987831116,
|
|
0.5714284777641296,
|
|
0.1256038099527359,
|
|
0.3478260338306427,
|
|
0.23115570843219757,
|
|
0.6633164882659912,
|
|
0.6790696382522583,
|
|
0.20765019953250885,
|
|
0.24999991059303284,
|
|
0.3487178385257721,
|
|
0.1891890913248062,
|
|
0.3217390477657318,
|
|
0.7121950387954712,
|
|
0.32352936267852783,
|
|
0.2258063703775406,
|
|
0.5395347476005554,
|
|
0.48044681549072266,
|
|
0.4140968322753906,
|
|
0.2371133416891098,
|
|
0.4070795178413391,
|
|
0.31034475564956665,
|
|
0.5395347476005554,
|
|
0.2424241602420807,
|
|
0.23728805780410767,
|
|
0.6763284206390381,
|
|
0.5025123953819275,
|
|
0.35714274644851685,
|
|
0.31999990344047546,
|
|
0.26519328355789185,
|
|
0.3657141625881195
|
|
],
|
|
"time": 39.14349790196866,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 163,
|
|
"train_loss": 0.003655631560832262,
|
|
"val_loss": 2.9270384311676025,
|
|
"acc": 40.23,
|
|
"f1": [
|
|
0.6597937345504761,
|
|
0.5096152424812317,
|
|
0.3203882575035095,
|
|
0.2598869204521179,
|
|
0.2918454110622406,
|
|
0.35071080923080444,
|
|
0.40975597500801086,
|
|
0.37894728779792786,
|
|
0.41052618622779846,
|
|
0.49019595980644226,
|
|
0.23255808651447296,
|
|
0.28402355313301086,
|
|
0.35467973351478577,
|
|
0.32160791754722595,
|
|
0.32820504903793335,
|
|
0.34482747316360474,
|
|
0.4623654782772064,
|
|
0.5700933337211609,
|
|
0.34972667694091797,
|
|
0.2810809910297394,
|
|
0.727272629737854,
|
|
0.5304347276687622,
|
|
0.40641695261001587,
|
|
0.5377357006072998,
|
|
0.6481480002403259,
|
|
0.24864855408668518,
|
|
0.34224584698677063,
|
|
0.22999992966651917,
|
|
0.6187844276428223,
|
|
0.3798881769180298,
|
|
0.4607841968536377,
|
|
0.37999987602233887,
|
|
0.31372541189193726,
|
|
0.3899998664855957,
|
|
0.3195875287055969,
|
|
0.23423415422439575,
|
|
0.4021162986755371,
|
|
0.26262614130973816,
|
|
0.19534875452518463,
|
|
0.5531913042068481,
|
|
0.4198893904685974,
|
|
0.5980390906333923,
|
|
0.2959640622138977,
|
|
0.31441038846969604,
|
|
0.1747572273015976,
|
|
0.25945934653282166,
|
|
0.27118635177612305,
|
|
0.5170730352401733,
|
|
0.5945944786071777,
|
|
0.4729062616825104,
|
|
0.2967032194137573,
|
|
0.3842363655567169,
|
|
0.5042015910148621,
|
|
0.6168223023414612,
|
|
0.488262802362442,
|
|
0.1226993277668953,
|
|
0.5192306637763977,
|
|
0.3977271616458893,
|
|
0.47398826479911804,
|
|
0.31155768036842346,
|
|
0.7247704863548279,
|
|
0.5454544425010681,
|
|
0.47393354773521423,
|
|
0.38709667325019836,
|
|
0.22222213447093964,
|
|
0.213483065366745,
|
|
0.3022221326828003,
|
|
0.3402060866355896,
|
|
0.6729856729507446,
|
|
0.580357015132904,
|
|
0.415094256401062,
|
|
0.5860464572906494,
|
|
0.11650479584932327,
|
|
0.3428570628166199,
|
|
0.22330091893672943,
|
|
0.6764704585075378,
|
|
0.6851851344108582,
|
|
0.22352932393550873,
|
|
0.24175815284252167,
|
|
0.34920626878738403,
|
|
0.19999992847442627,
|
|
0.3089430034160614,
|
|
0.7093595266342163,
|
|
0.32352936267852783,
|
|
0.24615377187728882,
|
|
0.5490195155143738,
|
|
0.4772725999355316,
|
|
0.4140968322753906,
|
|
0.239999920129776,
|
|
0.4018263518810272,
|
|
0.31489354372024536,
|
|
0.5388126373291016,
|
|
0.24615377187728882,
|
|
0.2528734505176544,
|
|
0.6826921701431274,
|
|
0.49999988079071045,
|
|
0.33684200048446655,
|
|
0.326315701007843,
|
|
0.27472516894340515,
|
|
0.37499991059303284
|
|
],
|
|
"time": 39.181314752437174,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 164,
|
|
"train_loss": 0.0035985601134598255,
|
|
"val_loss": 2.7807118892669678,
|
|
"acc": 40.37,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5148513317108154,
|
|
0.3175964951515198,
|
|
0.28571420907974243,
|
|
0.30555546283721924,
|
|
0.34389129281044006,
|
|
0.4195120930671692,
|
|
0.38144323229789734,
|
|
0.4183672070503235,
|
|
0.4999999403953552,
|
|
0.24277448654174805,
|
|
0.29268282651901245,
|
|
0.37499991059303284,
|
|
0.3131312429904938,
|
|
0.33333325386047363,
|
|
0.34482747316360474,
|
|
0.43564343452453613,
|
|
0.5741626024246216,
|
|
0.3516482412815094,
|
|
0.29032251238822937,
|
|
0.7282050251960754,
|
|
0.5339365601539612,
|
|
0.38674020767211914,
|
|
0.5358850359916687,
|
|
0.6511626243591309,
|
|
0.24864855408668518,
|
|
0.32584258913993835,
|
|
0.22222216427326202,
|
|
0.6256982088088989,
|
|
0.3975902497768402,
|
|
0.46231144666671753,
|
|
0.38144323229789734,
|
|
0.3184078335762024,
|
|
0.3874344527721405,
|
|
0.29166659712791443,
|
|
0.20192298293113708,
|
|
0.3940885663032532,
|
|
0.2659573554992676,
|
|
0.20512813329696655,
|
|
0.5654449462890625,
|
|
0.43181803822517395,
|
|
0.619289219379425,
|
|
0.31067952513694763,
|
|
0.3290042281150818,
|
|
0.19323663413524628,
|
|
0.2613064646720886,
|
|
0.2643677294254303,
|
|
0.5242717266082764,
|
|
0.6132074594497681,
|
|
0.4607841968536377,
|
|
0.30337071418762207,
|
|
0.3940885663032532,
|
|
0.5132741928100586,
|
|
0.6126124858856201,
|
|
0.4792625606060028,
|
|
0.1325300633907318,
|
|
0.5217390656471252,
|
|
0.382978618144989,
|
|
0.47826072573661804,
|
|
0.3251230716705322,
|
|
0.7289717793464661,
|
|
0.5531913042068481,
|
|
0.4744184911251068,
|
|
0.4022345542907715,
|
|
0.2176164984703064,
|
|
0.19587622582912445,
|
|
0.30621999502182007,
|
|
0.34554967284202576,
|
|
0.6826921701431274,
|
|
0.590908944606781,
|
|
0.39810416102409363,
|
|
0.579439103603363,
|
|
0.1357465535402298,
|
|
0.34615373611450195,
|
|
0.23529404401779175,
|
|
0.663461446762085,
|
|
0.6851851344108582,
|
|
0.2234041839838028,
|
|
0.2430938482284546,
|
|
0.36082467436790466,
|
|
0.20264311134815216,
|
|
0.3112839460372925,
|
|
0.7121950387954712,
|
|
0.3168315887451172,
|
|
0.22105254232883453,
|
|
0.5192306637763977,
|
|
0.4861876964569092,
|
|
0.41964274644851685,
|
|
0.23157887160778046,
|
|
0.3999998867511749,
|
|
0.3166666030883789,
|
|
0.5377357006072998,
|
|
0.23589736223220825,
|
|
0.24418595433235168,
|
|
0.6880732178688049,
|
|
0.4976075291633606,
|
|
0.35714274644851685,
|
|
0.3248729705810547,
|
|
0.2795697748661041,
|
|
0.3793102502822876
|
|
],
|
|
"time": 39.27066911943257,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 165,
|
|
"train_loss": 0.003729283344000578,
|
|
"val_loss": 2.9154059886932373,
|
|
"acc": 40.21,
|
|
"f1": [
|
|
0.6736840605735779,
|
|
0.5096152424812317,
|
|
0.3211008310317993,
|
|
0.2934781610965729,
|
|
0.3113206624984741,
|
|
0.3421051502227783,
|
|
0.41176459193229675,
|
|
0.39153432846069336,
|
|
0.4162435233592987,
|
|
0.4999999403953552,
|
|
0.23170723021030426,
|
|
0.283950537443161,
|
|
0.3636362850666046,
|
|
0.3147207200527191,
|
|
0.3265305161476135,
|
|
0.3414633274078369,
|
|
0.43564343452453613,
|
|
0.5675674080848694,
|
|
0.34224584698677063,
|
|
0.2934781610965729,
|
|
0.7192116975784302,
|
|
0.5244443416595459,
|
|
0.40677958726882935,
|
|
0.5402842164039612,
|
|
0.6484017372131348,
|
|
0.2433861643075943,
|
|
0.3389829397201538,
|
|
0.22772268950939178,
|
|
0.613756537437439,
|
|
0.3798881769180298,
|
|
0.4585364758968353,
|
|
0.3723403513431549,
|
|
0.326315701007843,
|
|
0.39215680956840515,
|
|
0.2999999225139618,
|
|
0.22907482087612152,
|
|
0.4042551815509796,
|
|
0.2526314854621887,
|
|
0.19999992847442627,
|
|
0.5538460612297058,
|
|
0.4148934781551361,
|
|
0.6030149459838867,
|
|
0.3119265139102936,
|
|
0.322274774312973,
|
|
0.16326524317264557,
|
|
0.24875615537166595,
|
|
0.27472516894340515,
|
|
0.5242717266082764,
|
|
0.5903083086013794,
|
|
0.44554442167282104,
|
|
0.28571420907974243,
|
|
0.38647329807281494,
|
|
0.5087717771530151,
|
|
0.6267279982566833,
|
|
0.4684683382511139,
|
|
0.10928954929113388,
|
|
0.5192306637763977,
|
|
0.40677958726882935,
|
|
0.46739116311073303,
|
|
0.31632643938064575,
|
|
0.7281104326248169,
|
|
0.5513511896133423,
|
|
0.4854367673397064,
|
|
0.3977271616458893,
|
|
0.22105254232883453,
|
|
0.21857915818691254,
|
|
0.3147207200527191,
|
|
0.3555554449558258,
|
|
0.6990289688110352,
|
|
0.6074764728546143,
|
|
0.41314542293548584,
|
|
0.5754715800285339,
|
|
0.11981560289859772,
|
|
0.35135123133659363,
|
|
0.2256409376859665,
|
|
0.6699506640434265,
|
|
0.6981130838394165,
|
|
0.21857915818691254,
|
|
0.2430938482284546,
|
|
0.34920626878738403,
|
|
0.2037036269903183,
|
|
0.304526686668396,
|
|
0.6985644102096558,
|
|
0.3152708411216736,
|
|
0.210526242852211,
|
|
0.5273630023002625,
|
|
0.46242761611938477,
|
|
0.41592907905578613,
|
|
0.24083760380744934,
|
|
0.3982299864292145,
|
|
0.3175964951515198,
|
|
0.5155554413795471,
|
|
0.24210518598556519,
|
|
0.23863628506660461,
|
|
0.6854459643363953,
|
|
0.4927534759044647,
|
|
0.35897424817085266,
|
|
0.3179486393928528,
|
|
0.25945934653282166,
|
|
0.3707864284515381
|
|
],
|
|
"time": 38.992491863667965,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 166,
|
|
"train_loss": 0.0034793661907315254,
|
|
"val_loss": 2.7740461826324463,
|
|
"acc": 40.31,
|
|
"f1": [
|
|
0.6597937345504761,
|
|
0.5102038979530334,
|
|
0.3196346163749695,
|
|
0.27083322405815125,
|
|
0.30357134342193604,
|
|
0.3454544246196747,
|
|
0.4158414602279663,
|
|
0.3874344527721405,
|
|
0.4174756109714508,
|
|
0.49756085872650146,
|
|
0.2208588421344757,
|
|
0.28742504119873047,
|
|
0.367346853017807,
|
|
0.3195875287055969,
|
|
0.3131312429904938,
|
|
0.3399999141693115,
|
|
0.4387753903865814,
|
|
0.5700933337211609,
|
|
0.35359105467796326,
|
|
0.28260859847068787,
|
|
0.7192116975784302,
|
|
0.5147678852081299,
|
|
0.39778995513916016,
|
|
0.5428570508956909,
|
|
0.639269232749939,
|
|
0.2404370754957199,
|
|
0.34482747316360474,
|
|
0.21782170236110687,
|
|
0.6010361909866333,
|
|
0.38596484065055847,
|
|
0.4593299925327301,
|
|
0.37185919284820557,
|
|
0.32820504903793335,
|
|
0.390243798494339,
|
|
0.29896897077560425,
|
|
0.23008842766284943,
|
|
0.4148934781551361,
|
|
0.25906726717948914,
|
|
0.19801974296569824,
|
|
0.5612244009971619,
|
|
0.42285704612731934,
|
|
0.5999999046325684,
|
|
0.30555546283721924,
|
|
0.3272726535797119,
|
|
0.16931210458278656,
|
|
0.26395928859710693,
|
|
0.27472516894340515,
|
|
0.5242717266082764,
|
|
0.6027396321296692,
|
|
0.47619035840034485,
|
|
0.30270257592201233,
|
|
0.39215680956840515,
|
|
0.5065500736236572,
|
|
0.622641384601593,
|
|
0.492890864610672,
|
|
0.1219511553645134,
|
|
0.5167463421821594,
|
|
0.3841806650161743,
|
|
0.47513800859451294,
|
|
0.3251230716705322,
|
|
0.7155961990356445,
|
|
0.5483869910240173,
|
|
0.47393354773521423,
|
|
0.3999998867511749,
|
|
0.22105254232883453,
|
|
0.2127658873796463,
|
|
0.29523801803588867,
|
|
0.33333325386047363,
|
|
0.6798028349876404,
|
|
0.590908944606781,
|
|
0.41474640369415283,
|
|
0.5660375952720642,
|
|
0.12621353566646576,
|
|
0.35071080923080444,
|
|
0.22999992966651917,
|
|
0.6868685483932495,
|
|
0.6915886998176575,
|
|
0.21621613204479218,
|
|
0.2404370754957199,
|
|
0.35416656732559204,
|
|
0.21256029605865479,
|
|
0.3122362196445465,
|
|
0.704761803150177,
|
|
0.3152708411216736,
|
|
0.2512076497077942,
|
|
0.5302324295043945,
|
|
0.48587560653686523,
|
|
0.4266665577888489,
|
|
0.23232315480709076,
|
|
0.4075828194618225,
|
|
0.3271027207374573,
|
|
0.5412842631340027,
|
|
0.24083760380744934,
|
|
0.22988496720790863,
|
|
0.6756755113601685,
|
|
0.49523797631263733,
|
|
0.34374991059303284,
|
|
0.31632643938064575,
|
|
0.27322396636009216,
|
|
0.37288129329681396
|
|
],
|
|
"time": 39.138775426894426,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 167,
|
|
"train_loss": 0.003720698179677129,
|
|
"val_loss": 2.802692174911499,
|
|
"acc": 40.23,
|
|
"f1": [
|
|
0.6564101576805115,
|
|
0.49999988079071045,
|
|
0.34449753165245056,
|
|
0.28272244334220886,
|
|
0.3203882575035095,
|
|
0.33928561210632324,
|
|
0.4137929677963257,
|
|
0.37563440203666687,
|
|
0.3899998664855957,
|
|
0.504761815071106,
|
|
0.2470587193965912,
|
|
0.30952370166778564,
|
|
0.3711339235305786,
|
|
0.3131312429904938,
|
|
0.31914883852005005,
|
|
0.345177561044693,
|
|
0.4343433380126953,
|
|
0.579439103603363,
|
|
0.34254133701324463,
|
|
0.27472516894340515,
|
|
0.7208120226860046,
|
|
0.5236050486564636,
|
|
0.39778995513916016,
|
|
0.5365853309631348,
|
|
0.6484017372131348,
|
|
0.251308798789978,
|
|
0.3295453190803528,
|
|
0.236453115940094,
|
|
0.6276593804359436,
|
|
0.39106133580207825,
|
|
0.467661589384079,
|
|
0.37305691838264465,
|
|
0.3168315887451172,
|
|
0.3917524814605713,
|
|
0.2871793806552887,
|
|
0.2262442708015442,
|
|
0.3999999165534973,
|
|
0.2473117560148239,
|
|
0.20192298293113708,
|
|
0.5668447613716125,
|
|
0.4083768427371979,
|
|
0.6091369390487671,
|
|
0.3047617971897125,
|
|
0.3157893717288971,
|
|
0.1799999475479126,
|
|
0.253807008266449,
|
|
0.280898779630661,
|
|
0.5185183882713318,
|
|
0.5898616909980774,
|
|
0.4734298884868622,
|
|
0.29508185386657715,
|
|
0.38190943002700806,
|
|
0.5191488265991211,
|
|
0.622641384601593,
|
|
0.46636757254600525,
|
|
0.11464963108301163,
|
|
0.49999988079071045,
|
|
0.39106133580207825,
|
|
0.46486473083496094,
|
|
0.336633563041687,
|
|
0.7289717793464661,
|
|
0.5561496019363403,
|
|
0.46728962659835815,
|
|
0.4022345542907715,
|
|
0.2256409376859665,
|
|
0.20320846140384674,
|
|
0.29665064811706543,
|
|
0.3316582143306732,
|
|
0.6824643611907959,
|
|
0.5963301062583923,
|
|
0.41095879673957825,
|
|
0.5645932555198669,
|
|
0.12499994039535522,
|
|
0.33816415071487427,
|
|
0.2167486995458603,
|
|
0.6570047736167908,
|
|
0.6948355436325073,
|
|
0.2127658873796463,
|
|
0.2404370754957199,
|
|
0.36842095851898193,
|
|
0.19095470011234283,
|
|
0.30769219994544983,
|
|
0.7219511270523071,
|
|
0.3285022974014282,
|
|
0.22105254232883453,
|
|
0.5283017754554749,
|
|
0.47190994024276733,
|
|
0.42342329025268555,
|
|
0.23469379544258118,
|
|
0.4036695957183838,
|
|
0.32579174637794495,
|
|
0.5402842164039612,
|
|
0.24083760380744934,
|
|
0.23863628506660461,
|
|
0.6822428703308105,
|
|
0.4927534759044647,
|
|
0.34554967284202576,
|
|
0.32804223895072937,
|
|
0.2622949779033661,
|
|
0.3793102502822876
|
|
],
|
|
"time": 39.23035054281354,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 168,
|
|
"train_loss": 0.0036728093400597572,
|
|
"val_loss": 2.7202916145324707,
|
|
"acc": 40.4,
|
|
"f1": [
|
|
0.6701029539108276,
|
|
0.5125626921653748,
|
|
0.3111110329627991,
|
|
0.28272244334220886,
|
|
0.323809415102005,
|
|
0.3441859781742096,
|
|
0.39999985694885254,
|
|
0.3917524814605713,
|
|
0.4145076870918274,
|
|
0.5099998712539673,
|
|
0.24999988079071045,
|
|
0.29813653230667114,
|
|
0.3599999248981476,
|
|
0.3131312429904938,
|
|
0.3135133981704712,
|
|
0.3301886022090912,
|
|
0.4476189613342285,
|
|
0.5860464572906494,
|
|
0.36158180236816406,
|
|
0.2887699604034424,
|
|
0.7150257229804993,
|
|
0.5327510237693787,
|
|
0.38251355290412903,
|
|
0.5402842164039612,
|
|
0.6451612114906311,
|
|
0.22988496720790863,
|
|
0.3428570628166199,
|
|
0.22222216427326202,
|
|
0.6170212030410767,
|
|
0.3837208151817322,
|
|
0.46601933240890503,
|
|
0.3917524814605713,
|
|
0.3152708411216736,
|
|
0.39583319425582886,
|
|
0.30999991297721863,
|
|
0.22807011008262634,
|
|
0.4020099639892578,
|
|
0.2722512185573578,
|
|
0.20388342440128326,
|
|
0.5567008852958679,
|
|
0.4324323236942291,
|
|
0.6153844594955444,
|
|
0.3041473925113678,
|
|
0.3179915249347687,
|
|
0.18999992311000824,
|
|
0.2580644488334656,
|
|
0.28415289521217346,
|
|
0.5492226481437683,
|
|
0.6118720173835754,
|
|
0.45320188999176025,
|
|
0.2967032194137573,
|
|
0.38834938406944275,
|
|
0.5022420287132263,
|
|
0.6082947254180908,
|
|
0.5048542022705078,
|
|
0.12345672398805618,
|
|
0.5221673846244812,
|
|
0.37777766585350037,
|
|
0.4886362552642822,
|
|
0.3203882575035095,
|
|
0.722222089767456,
|
|
0.5531913042068481,
|
|
0.5023695826530457,
|
|
0.4108106791973114,
|
|
0.21999992430210114,
|
|
0.194871723651886,
|
|
0.3041473925113678,
|
|
0.3399999141693115,
|
|
0.6896550059318542,
|
|
0.5855854153633118,
|
|
0.4200912117958069,
|
|
0.5779815316200256,
|
|
0.12871280312538147,
|
|
0.3431371748447418,
|
|
0.2256409376859665,
|
|
0.663461446762085,
|
|
0.6952379941940308,
|
|
0.2099446803331375,
|
|
0.23036640882492065,
|
|
0.3636362850666046,
|
|
0.198198139667511,
|
|
0.30833324790000916,
|
|
0.7236180305480957,
|
|
0.32352936267852783,
|
|
0.2256409376859665,
|
|
0.5238093733787537,
|
|
0.4588233530521393,
|
|
0.42342329025268555,
|
|
0.24615377187728882,
|
|
0.3999998867511749,
|
|
0.32888880372047424,
|
|
0.5327101349830627,
|
|
0.24598921835422516,
|
|
0.23809516429901123,
|
|
0.6818180680274963,
|
|
0.49523797631263733,
|
|
0.3711339235305786,
|
|
0.3253587782382965,
|
|
0.26455017924308777,
|
|
0.37288129329681396
|
|
],
|
|
"time": 38.113917615264654,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 169,
|
|
"train_loss": 0.0036951086949557066,
|
|
"val_loss": 2.875659465789795,
|
|
"acc": 40.18,
|
|
"f1": [
|
|
0.6597937345504761,
|
|
0.5049503445625305,
|
|
0.3269230127334595,
|
|
0.2751321792602539,
|
|
0.3133639991283417,
|
|
0.3414633274078369,
|
|
0.419999897480011,
|
|
0.3838382363319397,
|
|
0.4020099639892578,
|
|
0.5070421695709229,
|
|
0.23030294477939606,
|
|
0.2909089922904968,
|
|
0.3654821515083313,
|
|
0.3147207200527191,
|
|
0.3195875287055969,
|
|
0.31428563594818115,
|
|
0.4365480840206146,
|
|
0.5781989693641663,
|
|
0.3440859317779541,
|
|
0.2944161295890808,
|
|
0.7128711342811584,
|
|
0.5191488265991211,
|
|
0.39560428261756897,
|
|
0.5428570508956909,
|
|
0.6425337791442871,
|
|
0.23529404401779175,
|
|
0.3444443643093109,
|
|
0.23350247740745544,
|
|
0.6178008913993835,
|
|
0.38150280714035034,
|
|
0.4646463394165039,
|
|
0.36815908551216125,
|
|
0.3179486393928528,
|
|
0.38647329807281494,
|
|
0.2934781610965729,
|
|
0.22935770452022552,
|
|
0.4083768427371979,
|
|
0.26315781474113464,
|
|
0.18867918848991394,
|
|
0.5641024112701416,
|
|
0.41711217164993286,
|
|
0.5999999046325684,
|
|
0.30097079277038574,
|
|
0.3240739703178406,
|
|
0.1725887656211853,
|
|
0.25396814942359924,
|
|
0.251428484916687,
|
|
0.5148513317108154,
|
|
0.6082947254180908,
|
|
0.4545453190803528,
|
|
0.2888887822628021,
|
|
0.39215680956840515,
|
|
0.5110130310058594,
|
|
0.6197181344032288,
|
|
0.4999999403953552,
|
|
0.1219511553645134,
|
|
0.5118482112884521,
|
|
0.39548009634017944,
|
|
0.4745761454105377,
|
|
0.3076922297477722,
|
|
0.718893826007843,
|
|
0.5425531268119812,
|
|
0.47169798612594604,
|
|
0.39778995513916016,
|
|
0.22459883987903595,
|
|
0.20430098474025726,
|
|
0.2976743280887604,
|
|
0.336633563041687,
|
|
0.6896550059318542,
|
|
0.5882351398468018,
|
|
0.41666656732559204,
|
|
0.5674417018890381,
|
|
0.12244890630245209,
|
|
0.34579432010650635,
|
|
0.2233501821756363,
|
|
0.663461446762085,
|
|
0.6820275187492371,
|
|
0.22916659712791443,
|
|
0.2404370754957199,
|
|
0.36082467436790466,
|
|
0.19811314344406128,
|
|
0.30769219994544983,
|
|
0.7115383744239807,
|
|
0.31730762124061584,
|
|
0.24271836876869202,
|
|
0.53465336561203,
|
|
0.4659089744091034,
|
|
0.4192138612270355,
|
|
0.23232315480709076,
|
|
0.3946187198162079,
|
|
0.32034626603126526,
|
|
0.5333331823348999,
|
|
0.24598921835422516,
|
|
0.23863628506660461,
|
|
0.672810971736908,
|
|
0.49765241146087646,
|
|
0.37373724579811096,
|
|
0.326315701007843,
|
|
0.27322396636009216,
|
|
0.3736262619495392
|
|
],
|
|
"time": 39.21426761709154,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 170,
|
|
"train_loss": 0.003758458187803626,
|
|
"val_loss": 2.8406355381011963,
|
|
"acc": 40.2,
|
|
"f1": [
|
|
0.6631577014923096,
|
|
0.4999999403953552,
|
|
0.3285022974014282,
|
|
0.2588233947753906,
|
|
0.3022221326828003,
|
|
0.3376622498035431,
|
|
0.4077668786048889,
|
|
0.3775508999824524,
|
|
0.41176459193229675,
|
|
0.4976075291633606,
|
|
0.22360241413116455,
|
|
0.2807016372680664,
|
|
0.3654821515083313,
|
|
0.3131312429904938,
|
|
0.30366483330726624,
|
|
0.331707239151001,
|
|
0.4411763548851013,
|
|
0.5662099123001099,
|
|
0.3248729705810547,
|
|
0.2840908169746399,
|
|
0.7164177894592285,
|
|
0.5345621109008789,
|
|
0.39560428261756897,
|
|
0.5352111458778381,
|
|
0.6454544067382812,
|
|
0.2312137931585312,
|
|
0.3575417995452881,
|
|
0.2243901938199997,
|
|
0.609625518321991,
|
|
0.3771427571773529,
|
|
0.45714277029037476,
|
|
0.378109335899353,
|
|
0.32160791754722595,
|
|
0.39603951573371887,
|
|
0.3121950626373291,
|
|
0.22831043601036072,
|
|
0.39583319425582886,
|
|
0.24580998718738556,
|
|
0.20289847254753113,
|
|
0.5595853924751282,
|
|
0.4111110270023346,
|
|
0.6069650650024414,
|
|
0.309859037399292,
|
|
0.319248765707016,
|
|
0.18957340717315674,
|
|
0.25510191917419434,
|
|
0.2558138370513916,
|
|
0.5242717266082764,
|
|
0.5936071872711182,
|
|
0.46829259395599365,
|
|
0.27777770161628723,
|
|
0.3861384987831116,
|
|
0.5152837038040161,
|
|
0.6285713315010071,
|
|
0.48598119616508484,
|
|
0.11249993741512299,
|
|
0.5242717266082764,
|
|
0.4090908467769623,
|
|
0.4756755530834198,
|
|
0.32160791754722595,
|
|
0.7272725701332092,
|
|
0.5473682880401611,
|
|
0.4766353964805603,
|
|
0.39784935116767883,
|
|
0.23157887160778046,
|
|
0.213483065366745,
|
|
0.29245272278785706,
|
|
0.3523315489292145,
|
|
0.6899998784065247,
|
|
0.5963301062583923,
|
|
0.40191373229026794,
|
|
0.568720281124115,
|
|
0.14084503054618835,
|
|
0.34449753165245056,
|
|
0.2167486995458603,
|
|
0.6603772640228271,
|
|
0.6820275187492371,
|
|
0.22598862648010254,
|
|
0.24719089269638062,
|
|
0.3510637581348419,
|
|
0.20487797260284424,
|
|
0.30833324790000916,
|
|
0.7184464335441589,
|
|
0.3168315887451172,
|
|
0.238805890083313,
|
|
0.5213268995285034,
|
|
0.46511611342430115,
|
|
0.4292236268520355,
|
|
0.239999920129776,
|
|
0.4125559628009796,
|
|
0.31858399510383606,
|
|
0.5233643651008606,
|
|
0.2436547577381134,
|
|
0.239999920129776,
|
|
0.6790696382522583,
|
|
0.4951455295085907,
|
|
0.36815908551216125,
|
|
0.3147207200527191,
|
|
0.26666656136512756,
|
|
0.37433144450187683
|
|
],
|
|
"time": 38.45972081553191,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 171,
|
|
"train_loss": 0.003787142224609852,
|
|
"val_loss": 2.861975908279419,
|
|
"acc": 40.16,
|
|
"f1": [
|
|
0.6631577014923096,
|
|
0.5073169469833374,
|
|
0.31372541189193726,
|
|
0.27173903584480286,
|
|
0.31428563594818115,
|
|
0.3474177420139313,
|
|
0.40999990701675415,
|
|
0.3794870972633362,
|
|
0.40641695261001587,
|
|
0.5073169469833374,
|
|
0.24999991059303284,
|
|
0.27218925952911377,
|
|
0.3692306876182556,
|
|
0.3131312429904938,
|
|
0.31632643938064575,
|
|
0.3367346227169037,
|
|
0.44554442167282104,
|
|
0.5688887238502502,
|
|
0.32352936267852783,
|
|
0.2783504128456116,
|
|
0.7244896292686462,
|
|
0.5304347276687622,
|
|
0.3934425115585327,
|
|
0.5377357006072998,
|
|
0.6425337791442871,
|
|
0.24870456755161285,
|
|
0.3295453190803528,
|
|
0.2244897186756134,
|
|
0.6086955666542053,
|
|
0.38596484065055847,
|
|
0.46534639596939087,
|
|
0.38341957330703735,
|
|
0.3232322335243225,
|
|
0.4102562665939331,
|
|
0.2886596620082855,
|
|
0.2512076497077942,
|
|
0.39378228783607483,
|
|
0.2577318847179413,
|
|
0.18957340717315674,
|
|
0.5786800384521484,
|
|
0.423912912607193,
|
|
0.5990337133407593,
|
|
0.30555546283721924,
|
|
0.32075464725494385,
|
|
0.17910441756248474,
|
|
0.2526314854621887,
|
|
0.26136353611946106,
|
|
0.5123152136802673,
|
|
0.5919281840324402,
|
|
0.45320188999176025,
|
|
0.29508185386657715,
|
|
0.3939392864704132,
|
|
0.5130433440208435,
|
|
0.6249998807907104,
|
|
0.4814813435077667,
|
|
0.10650881379842758,
|
|
0.5242717266082764,
|
|
0.393063485622406,
|
|
0.4731181561946869,
|
|
0.3232322335243225,
|
|
0.7214610576629639,
|
|
0.5454544425010681,
|
|
0.47169798612594604,
|
|
0.3999998867511749,
|
|
0.2121211439371109,
|
|
0.2176164984703064,
|
|
0.29107969999313354,
|
|
0.3386242389678955,
|
|
0.6826921701431274,
|
|
0.5726870894432068,
|
|
0.40191373229026794,
|
|
0.5849055051803589,
|
|
0.12621353566646576,
|
|
0.3495144844055176,
|
|
0.22680403292179108,
|
|
0.6451612114906311,
|
|
0.6886791586875916,
|
|
0.212290421128273,
|
|
0.22916659712791443,
|
|
0.3529410660266876,
|
|
0.2075471132993698,
|
|
0.3037974238395691,
|
|
0.7149757146835327,
|
|
0.3203882575035095,
|
|
0.2475246638059616,
|
|
0.5209301114082336,
|
|
0.4685713052749634,
|
|
0.4253392219543457,
|
|
0.23115570843219757,
|
|
0.40540531277656555,
|
|
0.3290042281150818,
|
|
0.5181816816329956,
|
|
0.24210518598556519,
|
|
0.25157222151756287,
|
|
0.6824643611907959,
|
|
0.49765241146087646,
|
|
0.35532984137535095,
|
|
0.30331745743751526,
|
|
0.27428561449050903,
|
|
0.3756905198097229
|
|
],
|
|
"time": 39.27801250293851,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 172,
|
|
"train_loss": 0.0035157972015440464,
|
|
"val_loss": 2.6962318420410156,
|
|
"acc": 40.15,
|
|
"f1": [
|
|
0.6770831346511841,
|
|
0.5073169469833374,
|
|
0.32558128237724304,
|
|
0.26804113388061523,
|
|
0.3269230127334595,
|
|
0.34234222769737244,
|
|
0.4226802885532379,
|
|
0.38502663373947144,
|
|
0.39603951573371887,
|
|
0.4951455295085907,
|
|
0.23030294477939606,
|
|
0.2906976044178009,
|
|
0.3636362850666046,
|
|
0.3084576427936554,
|
|
0.3260868787765503,
|
|
0.3286384046077728,
|
|
0.43349742889404297,
|
|
0.5663716197013855,
|
|
0.35359105467796326,
|
|
0.28571417927742004,
|
|
0.7236180305480957,
|
|
0.5258619785308838,
|
|
0.38918909430503845,
|
|
0.525345504283905,
|
|
0.6454544067382812,
|
|
0.23913034796714783,
|
|
0.3409090042114258,
|
|
0.211055189371109,
|
|
0.6170212030410767,
|
|
0.3771427571773529,
|
|
0.4541061818599701,
|
|
0.3794870972633362,
|
|
0.3121950626373291,
|
|
0.3980098366737366,
|
|
0.29743579030036926,
|
|
0.22807011008262634,
|
|
0.3939392864704132,
|
|
0.2653060257434845,
|
|
0.19266046583652496,
|
|
0.5595853924751282,
|
|
0.4153004288673401,
|
|
0.6060605049133301,
|
|
0.30046939849853516,
|
|
0.33789944648742676,
|
|
0.18905465304851532,
|
|
0.2340424805879593,
|
|
0.2727271616458893,
|
|
0.528846025466919,
|
|
0.5963301062583923,
|
|
0.46009382605552673,
|
|
0.3043477535247803,
|
|
0.38834938406944275,
|
|
0.49777767062187195,
|
|
0.6168223023414612,
|
|
0.47747737169265747,
|
|
0.12121205776929855,
|
|
0.5188678503036499,
|
|
0.4043714702129364,
|
|
0.4699452221393585,
|
|
0.33333322405815125,
|
|
0.7181816697120667,
|
|
0.5483869910240173,
|
|
0.4788731336593628,
|
|
0.38461530208587646,
|
|
0.2121211439371109,
|
|
0.2116401493549347,
|
|
0.29951682686805725,
|
|
0.3510637581348419,
|
|
0.6862744092941284,
|
|
0.5829595327377319,
|
|
0.4018690288066864,
|
|
0.5660375952720642,
|
|
0.11881181597709656,
|
|
0.3523808717727661,
|
|
0.23529404401779175,
|
|
0.669999897480011,
|
|
0.6915886998176575,
|
|
0.21621613204479218,
|
|
0.24580998718738556,
|
|
0.3459458649158478,
|
|
0.19444438815116882,
|
|
0.2956520915031433,
|
|
0.6981130838394165,
|
|
0.3131312429904938,
|
|
0.2054053246974945,
|
|
0.5352111458778381,
|
|
0.4685713052749634,
|
|
0.4210525453090668,
|
|
0.23469379544258118,
|
|
0.4075828194618225,
|
|
0.33035704493522644,
|
|
0.5321099162101746,
|
|
0.23232315480709076,
|
|
0.24390234053134918,
|
|
0.6759257912635803,
|
|
0.4927534759044647,
|
|
0.35978829860687256,
|
|
0.3350784480571747,
|
|
0.26086944341659546,
|
|
0.37426888942718506
|
|
],
|
|
"time": 39.165486976504326,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 173,
|
|
"train_loss": 0.003778057172894478,
|
|
"val_loss": 3.0538926124572754,
|
|
"acc": 40.23,
|
|
"f1": [
|
|
0.6596857309341431,
|
|
0.5074625611305237,
|
|
0.3251230716705322,
|
|
0.2622949779033661,
|
|
0.3113206624984741,
|
|
0.34234222769737244,
|
|
0.3999999165534973,
|
|
0.38709667325019836,
|
|
0.40609124302864075,
|
|
0.49765241146087646,
|
|
0.24277448654174805,
|
|
0.2891565263271332,
|
|
0.367346853017807,
|
|
0.31155768036842346,
|
|
0.3141360282897949,
|
|
0.3465345501899719,
|
|
0.45544540882110596,
|
|
0.5675674080848694,
|
|
0.3367346227169037,
|
|
0.28571417927742004,
|
|
0.7244896292686462,
|
|
0.5191488265991211,
|
|
0.3934425115585327,
|
|
0.5352111458778381,
|
|
0.6451612114906311,
|
|
0.26041656732559204,
|
|
0.3444443643093109,
|
|
0.22105254232883453,
|
|
0.6162160634994507,
|
|
0.393063485622406,
|
|
0.4499998688697815,
|
|
0.37563440203666687,
|
|
0.32160791754722595,
|
|
0.39603951573371887,
|
|
0.28571420907974243,
|
|
0.23008842766284943,
|
|
0.3980098366737366,
|
|
0.2526314854621887,
|
|
0.20095685124397278,
|
|
0.5517240166664124,
|
|
0.4222221076488495,
|
|
0.6224488615989685,
|
|
0.3119265139102936,
|
|
0.3119265139102936,
|
|
0.17085421085357666,
|
|
0.2526314854621887,
|
|
0.2643677294254303,
|
|
0.5196077227592468,
|
|
0.6027396321296692,
|
|
0.46153831481933594,
|
|
0.2983424663543701,
|
|
0.38647329807281494,
|
|
0.5155554413795471,
|
|
0.6267279982566833,
|
|
0.5048542022705078,
|
|
0.11042939126491547,
|
|
0.5273630023002625,
|
|
0.3841806650161743,
|
|
0.4812833070755005,
|
|
0.33497530221939087,
|
|
0.718893826007843,
|
|
0.559139609336853,
|
|
0.4834122061729431,
|
|
0.39106133580207825,
|
|
0.21538454294204712,
|
|
0.21390368044376373,
|
|
0.2976743280887604,
|
|
0.3316061198711395,
|
|
0.6829267144203186,
|
|
0.5882351398468018,
|
|
0.4056602716445923,
|
|
0.5700933337211609,
|
|
0.1256038099527359,
|
|
0.33333322405815125,
|
|
0.21999992430210114,
|
|
0.6699027419090271,
|
|
0.6915886998176575,
|
|
0.21505369246006012,
|
|
0.2444443702697754,
|
|
0.35675665736198425,
|
|
0.19266046583652496,
|
|
0.2904563546180725,
|
|
0.7184464335441589,
|
|
0.3269230127334595,
|
|
0.2288556545972824,
|
|
0.5283017754554749,
|
|
0.4685713052749634,
|
|
0.4331796169281006,
|
|
0.23834188282489777,
|
|
0.4072396755218506,
|
|
0.3290042281150818,
|
|
0.5209301114082336,
|
|
0.23834188282489777,
|
|
0.2514968812465668,
|
|
0.6727271676063538,
|
|
0.49523797631263733,
|
|
0.36458322405815125,
|
|
0.3267325758934021,
|
|
0.26666656136512756,
|
|
0.38150280714035034
|
|
],
|
|
"time": 39.22682974487543,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 174,
|
|
"train_loss": 0.003674002131447196,
|
|
"val_loss": 2.794229745864868,
|
|
"acc": 40.25,
|
|
"f1": [
|
|
0.6596857309341431,
|
|
0.5071768760681152,
|
|
0.3091786503791809,
|
|
0.2934781610965729,
|
|
0.3113206624984741,
|
|
0.32432422041893005,
|
|
0.40975597500801086,
|
|
0.37696322798728943,
|
|
0.39795905351638794,
|
|
0.5070421695709229,
|
|
0.24390234053134918,
|
|
0.2906976044178009,
|
|
0.36180898547172546,
|
|
0.3147207200527191,
|
|
0.31914883852005005,
|
|
0.3398057222366333,
|
|
0.44554442167282104,
|
|
0.5607475638389587,
|
|
0.33333322405815125,
|
|
0.29166659712791443,
|
|
0.7064675688743591,
|
|
0.5479451417922974,
|
|
0.39778995513916016,
|
|
0.5358850359916687,
|
|
0.639269232749939,
|
|
0.23463678359985352,
|
|
0.34883710741996765,
|
|
0.23076917231082916,
|
|
0.6170212030410767,
|
|
0.38150280714035034,
|
|
0.46534639596939087,
|
|
0.3794870972633362,
|
|
0.32291656732559204,
|
|
0.39603951573371887,
|
|
0.30303022265434265,
|
|
0.23300965130329132,
|
|
0.40641695261001587,
|
|
0.25396814942359924,
|
|
0.18779337406158447,
|
|
0.5599998831748962,
|
|
0.4123710095882416,
|
|
0.625640869140625,
|
|
0.30555546283721924,
|
|
0.31775689125061035,
|
|
0.19289332628250122,
|
|
0.253807008266449,
|
|
0.2727271616458893,
|
|
0.5096152424812317,
|
|
0.5953487157821655,
|
|
0.45320188999176025,
|
|
0.2999999225139618,
|
|
0.39215680956840515,
|
|
0.5172412395477295,
|
|
0.6197181344032288,
|
|
0.488262802362442,
|
|
0.1156068742275238,
|
|
0.5118482112884521,
|
|
0.3841806650161743,
|
|
0.47826072573661804,
|
|
0.3232322335243225,
|
|
0.7181816697120667,
|
|
0.5483869910240173,
|
|
0.47619035840034485,
|
|
0.3999998867511749,
|
|
0.2234041839838028,
|
|
0.2021275758743286,
|
|
0.3069306015968323,
|
|
0.3578946590423584,
|
|
0.6730768084526062,
|
|
0.5945944786071777,
|
|
0.4112148582935333,
|
|
0.5675674080848694,
|
|
0.1365852952003479,
|
|
0.3653844892978668,
|
|
0.22680403292179108,
|
|
0.666666567325592,
|
|
0.6952379941940308,
|
|
0.22099439799785614,
|
|
0.2444443702697754,
|
|
0.3487178385257721,
|
|
0.20289847254753113,
|
|
0.3032785952091217,
|
|
0.7219511270523071,
|
|
0.3267325758934021,
|
|
0.20833326876163483,
|
|
0.5233643651008606,
|
|
0.4712642431259155,
|
|
0.41739121079444885,
|
|
0.2256409376859665,
|
|
0.41284388303756714,
|
|
0.30278873443603516,
|
|
0.5248867273330688,
|
|
0.24210518598556519,
|
|
0.23463678359985352,
|
|
0.6727271676063538,
|
|
0.4927534759044647,
|
|
0.3692306876182556,
|
|
0.3131312429904938,
|
|
0.27118635177612305,
|
|
0.38461530208587646
|
|
],
|
|
"time": 38.381357999518514,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 175,
|
|
"train_loss": 0.004051374737173319,
|
|
"val_loss": 2.766392230987549,
|
|
"acc": 40.09,
|
|
"f1": [
|
|
0.6772485375404358,
|
|
0.5148513317108154,
|
|
0.33333322405815125,
|
|
0.2793295085430145,
|
|
0.30697670578956604,
|
|
0.3318776488304138,
|
|
0.4179103374481201,
|
|
0.3809523284435272,
|
|
0.3917524814605713,
|
|
0.48803818225860596,
|
|
0.2470587193965912,
|
|
0.2923975884914398,
|
|
0.3478260338306427,
|
|
0.3232322335243225,
|
|
0.326315701007843,
|
|
0.31730762124061584,
|
|
0.45320188999176025,
|
|
0.5727698802947998,
|
|
0.3516482412815094,
|
|
0.29743579030036926,
|
|
0.7208120226860046,
|
|
0.5169490575790405,
|
|
0.39560428261756897,
|
|
0.5302324295043945,
|
|
0.6542055010795593,
|
|
0.24418595433235168,
|
|
0.3295453190803528,
|
|
0.22680403292179108,
|
|
0.620320737361908,
|
|
0.3908045291900635,
|
|
0.44976064562797546,
|
|
0.37999987602233887,
|
|
0.30392149090766907,
|
|
0.3980098366737366,
|
|
0.29166659712791443,
|
|
0.22321420907974243,
|
|
0.3959389626979828,
|
|
0.2473117560148239,
|
|
0.19266046583652496,
|
|
0.5510202646255493,
|
|
0.4148934781551361,
|
|
0.6030149459838867,
|
|
0.30697670578956604,
|
|
0.3083699643611908,
|
|
0.17391297221183777,
|
|
0.24742262065410614,
|
|
0.2702701687812805,
|
|
0.522612988948822,
|
|
0.5936071872711182,
|
|
0.44776105880737305,
|
|
0.290502667427063,
|
|
0.390243798494339,
|
|
0.5045044422149658,
|
|
0.623255729675293,
|
|
0.5074625611305237,
|
|
0.1219511553645134,
|
|
0.5242717266082764,
|
|
0.39548009634017944,
|
|
0.4835163354873657,
|
|
0.322274774312973,
|
|
0.718893826007843,
|
|
0.5434780716896057,
|
|
0.4811319410800934,
|
|
0.39106133580207825,
|
|
0.22222213447093964,
|
|
0.2234041839838028,
|
|
0.3069306015968323,
|
|
0.34554967284202576,
|
|
0.6859902143478394,
|
|
0.6095237135887146,
|
|
0.41314542293548584,
|
|
0.5648146867752075,
|
|
0.12499994039535522,
|
|
0.34977567195892334,
|
|
0.2167486995458603,
|
|
0.666666567325592,
|
|
0.6919430494308472,
|
|
0.21505369246006012,
|
|
0.2404370754957199,
|
|
0.35978829860687256,
|
|
0.2095237374305725,
|
|
0.2959999144077301,
|
|
0.7149757146835327,
|
|
0.31999990344047546,
|
|
0.21999992430210114,
|
|
0.5242717266082764,
|
|
0.4745761454105377,
|
|
0.4259258210659027,
|
|
0.23232315480709076,
|
|
0.3981899321079254,
|
|
0.31441038846969604,
|
|
0.5277776718139648,
|
|
0.24083760380744934,
|
|
0.23204411566257477,
|
|
0.6849313974380493,
|
|
0.4854367673397064,
|
|
0.35602086782455444,
|
|
0.32124343514442444,
|
|
0.26666656136512756,
|
|
0.3793102502822876
|
|
],
|
|
"time": 38.08431635051966,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 176,
|
|
"train_loss": 0.0036664986982941628,
|
|
"val_loss": 2.8521785736083984,
|
|
"acc": 40.31,
|
|
"f1": [
|
|
0.6701569557189941,
|
|
0.5098037719726562,
|
|
0.31390124559402466,
|
|
0.2797926664352417,
|
|
0.3113206624984741,
|
|
0.34101372957229614,
|
|
0.4183672070503235,
|
|
0.38341957330703735,
|
|
0.41052618622779846,
|
|
0.5049503445625305,
|
|
0.2366863340139389,
|
|
0.283950537443161,
|
|
0.3599999248981476,
|
|
0.31632643938064575,
|
|
0.3386242389678955,
|
|
0.3398057222366333,
|
|
0.46231144666671753,
|
|
0.5779815316200256,
|
|
0.35955044627189636,
|
|
0.2872926890850067,
|
|
0.7064675688743591,
|
|
0.5357142090797424,
|
|
0.3783782720565796,
|
|
0.5377357006072998,
|
|
0.6454544067382812,
|
|
0.23204411566257477,
|
|
0.34972667694091797,
|
|
0.22009563446044922,
|
|
0.6195651292800903,
|
|
0.37288129329681396,
|
|
0.4630540609359741,
|
|
0.3703702688217163,
|
|
0.3251230716705322,
|
|
0.3939392864704132,
|
|
0.29292917251586914,
|
|
0.21917803585529327,
|
|
0.3980098366737366,
|
|
0.2526314854621887,
|
|
0.19999992847442627,
|
|
0.5544553399085999,
|
|
0.4042551815509796,
|
|
0.5970147848129272,
|
|
0.30909082293510437,
|
|
0.33333325386047363,
|
|
0.1844659447669983,
|
|
0.2613064646720886,
|
|
0.280898779630661,
|
|
0.5118482112884521,
|
|
0.6118720173835754,
|
|
0.46376800537109375,
|
|
0.30851057171821594,
|
|
0.3714284896850586,
|
|
0.5110130310058594,
|
|
0.622641384601593,
|
|
0.4953269362449646,
|
|
0.1282050609588623,
|
|
0.5142855644226074,
|
|
0.4108106791973114,
|
|
0.4615383446216583,
|
|
0.32160791754722595,
|
|
0.7281104326248169,
|
|
0.5531913042068481,
|
|
0.4878047704696655,
|
|
0.39130425453186035,
|
|
0.22459883987903595,
|
|
0.19780214130878448,
|
|
0.2999999225139618,
|
|
0.33497530221939087,
|
|
0.6799998879432678,
|
|
0.6018517017364502,
|
|
0.42790690064430237,
|
|
0.568720281124115,
|
|
0.12844030559062958,
|
|
0.34449753165245056,
|
|
0.22999992966651917,
|
|
0.6568626165390015,
|
|
0.688372015953064,
|
|
0.22797919809818268,
|
|
0.2444443702697754,
|
|
0.34920626878738403,
|
|
0.19626161456108093,
|
|
0.2966100871562958,
|
|
0.7236180305480957,
|
|
0.3299999237060547,
|
|
0.23232315480709076,
|
|
0.5248867273330688,
|
|
0.4685713052749634,
|
|
0.42727261781692505,
|
|
0.238805890083313,
|
|
0.4056602716445923,
|
|
0.3274335563182831,
|
|
0.5352111458778381,
|
|
0.24083760380744934,
|
|
0.24277448654174805,
|
|
0.6820275187492371,
|
|
0.49999988079071045,
|
|
0.3636362850666046,
|
|
0.3316061198711395,
|
|
0.28571417927742004,
|
|
0.3636362850666046
|
|
],
|
|
"time": 39.26062369719148,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 177,
|
|
"train_loss": 0.0035124339628964663,
|
|
"val_loss": 2.795358419418335,
|
|
"acc": 40.06,
|
|
"f1": [
|
|
0.6461536884307861,
|
|
0.5096152424812317,
|
|
0.31884050369262695,
|
|
0.28571420907974243,
|
|
0.32352936267852783,
|
|
0.3348836302757263,
|
|
0.3999999165534973,
|
|
0.38341957330703735,
|
|
0.4019606411457062,
|
|
0.5023695826530457,
|
|
0.22093015909194946,
|
|
0.30057793855667114,
|
|
0.367346853017807,
|
|
0.3147207200527191,
|
|
0.3141360282897949,
|
|
0.336633563041687,
|
|
0.43564343452453613,
|
|
0.5700933337211609,
|
|
0.3350784480571747,
|
|
0.2751321792602539,
|
|
0.7093595266342163,
|
|
0.5169490575790405,
|
|
0.37894728779792786,
|
|
0.5277776718139648,
|
|
0.6543776988983154,
|
|
0.2333332598209381,
|
|
0.33333322405815125,
|
|
0.2211054563522339,
|
|
0.6170212030410767,
|
|
0.3882351815700531,
|
|
0.46534639596939087,
|
|
0.36842095851898193,
|
|
0.3195875287055969,
|
|
0.3880595862865448,
|
|
0.306122362613678,
|
|
0.23529402911663055,
|
|
0.41884803771972656,
|
|
0.2404370754957199,
|
|
0.19323663413524628,
|
|
0.5472635626792908,
|
|
0.42162150144577026,
|
|
0.6030149459838867,
|
|
0.30331745743751526,
|
|
0.3211008310317993,
|
|
0.18719203770160675,
|
|
0.253807008266449,
|
|
0.251428484916687,
|
|
0.5023695826530457,
|
|
0.6046510338783264,
|
|
0.45320188999176025,
|
|
0.29508185386657715,
|
|
0.38095229864120483,
|
|
0.5126049518585205,
|
|
0.6175113916397095,
|
|
0.4905658960342407,
|
|
0.11976040154695511,
|
|
0.5192306637763977,
|
|
0.40659332275390625,
|
|
0.45901623368263245,
|
|
0.3152708411216736,
|
|
0.7272725701332092,
|
|
0.5425531268119812,
|
|
0.48803818225860596,
|
|
0.3936169147491455,
|
|
0.21649475395679474,
|
|
0.22222214937210083,
|
|
0.30097079277038574,
|
|
0.34736835956573486,
|
|
0.6831682324409485,
|
|
0.6046510338783264,
|
|
0.41314542293548584,
|
|
0.5754715800285339,
|
|
0.12380944937467575,
|
|
0.3584904372692108,
|
|
0.2233501821756363,
|
|
0.6699027419090271,
|
|
0.6985644102096558,
|
|
0.20111726224422455,
|
|
0.24137921631336212,
|
|
0.35978829860687256,
|
|
0.19266046583652496,
|
|
0.31451600790023804,
|
|
0.7149757146835327,
|
|
0.31067952513694763,
|
|
0.2094240039587021,
|
|
0.525345504283905,
|
|
0.4561401903629303,
|
|
0.4242423474788666,
|
|
0.2256409376859665,
|
|
0.4070795178413391,
|
|
0.31896543502807617,
|
|
0.5161288380622864,
|
|
0.24083760380744934,
|
|
0.24418595433235168,
|
|
0.663461446762085,
|
|
0.49746179580688477,
|
|
0.36082467436790466,
|
|
0.3131312429904938,
|
|
0.27118635177612305,
|
|
0.3699420988559723
|
|
],
|
|
"time": 39.17579545918852,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 178,
|
|
"train_loss": 0.0048124101012945175,
|
|
"val_loss": 2.800363779067993,
|
|
"acc": 40.18,
|
|
"f1": [
|
|
0.6564101576805115,
|
|
0.5048542022705078,
|
|
0.30697670578956604,
|
|
0.2681563198566437,
|
|
0.31279608607292175,
|
|
0.34389129281044006,
|
|
0.4137929677963257,
|
|
0.38502663373947144,
|
|
0.40206170082092285,
|
|
0.5024153590202332,
|
|
0.23529404401779175,
|
|
0.28571417927742004,
|
|
0.3592231869697571,
|
|
0.3131312429904938,
|
|
0.32291656732559204,
|
|
0.33816415071487427,
|
|
0.4343433380126953,
|
|
0.5740739107131958,
|
|
0.3459458649158478,
|
|
0.2887699604034424,
|
|
0.7208120226860046,
|
|
0.5244443416595459,
|
|
0.39560428261756897,
|
|
0.5377357006072998,
|
|
0.6513760089874268,
|
|
0.2526314854621887,
|
|
0.33918121457099915,
|
|
0.21999992430210114,
|
|
0.6162160634994507,
|
|
0.3820223808288574,
|
|
0.47236168384552,
|
|
0.38541653752326965,
|
|
0.3152708411216736,
|
|
0.39603951573371887,
|
|
0.29787227511405945,
|
|
0.22321420907974243,
|
|
0.40641695261001587,
|
|
0.26804113388061523,
|
|
0.19323663413524628,
|
|
0.5595853924751282,
|
|
0.4153004288673401,
|
|
0.6030149459838867,
|
|
0.30769219994544983,
|
|
0.323809415102005,
|
|
0.20289847254753113,
|
|
0.24999991059303284,
|
|
0.2598869204521179,
|
|
0.5217390656471252,
|
|
0.5981307029724121,
|
|
0.4666665494441986,
|
|
0.2999999225139618,
|
|
0.38647329807281494,
|
|
0.49999988079071045,
|
|
0.6203702688217163,
|
|
0.4770641028881073,
|
|
0.11249993741512299,
|
|
0.5142855644226074,
|
|
0.38674020767211914,
|
|
0.4705881178379059,
|
|
0.33816415071487427,
|
|
0.7239817380905151,
|
|
0.5502644181251526,
|
|
0.46788978576660156,
|
|
0.3783782720565796,
|
|
0.22105254232883453,
|
|
0.21319790184497833,
|
|
0.29107969999313354,
|
|
0.34374991059303284,
|
|
0.6862744092941284,
|
|
0.6103284358978271,
|
|
0.403755784034729,
|
|
0.5700481534004211,
|
|
0.12499994039535522,
|
|
0.36018943786621094,
|
|
0.2256409376859665,
|
|
0.6699506640434265,
|
|
0.6915886998176575,
|
|
0.21390368044376373,
|
|
0.2485874742269516,
|
|
0.35483860969543457,
|
|
0.19178074598312378,
|
|
0.30578503012657166,
|
|
0.7149757146835327,
|
|
0.31884050369262695,
|
|
0.23469379544258118,
|
|
0.5302324295043945,
|
|
0.4606740176677704,
|
|
0.4177776873111725,
|
|
0.2340424805879593,
|
|
0.4070795178413391,
|
|
0.32599109411239624,
|
|
0.5345621109008789,
|
|
0.24120594561100006,
|
|
0.2424241602420807,
|
|
0.6859902143478394,
|
|
0.4899998903274536,
|
|
0.35416656732559204,
|
|
0.3285022974014282,
|
|
0.26373615860939026,
|
|
0.37499991059303284
|
|
],
|
|
"time": 39.186730325222015,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 179,
|
|
"train_loss": 0.005535581149160862,
|
|
"val_loss": 2.9147393703460693,
|
|
"acc": 40.21,
|
|
"f1": [
|
|
0.649484395980835,
|
|
0.5123152136802673,
|
|
0.3253587782382965,
|
|
0.2598869204521179,
|
|
0.30697670578956604,
|
|
0.3274335563182831,
|
|
0.4226802885532379,
|
|
0.3894736170768738,
|
|
0.3999998867511749,
|
|
0.49765241146087646,
|
|
0.24999991059303284,
|
|
0.28048771619796753,
|
|
0.3557691276073456,
|
|
0.31155768036842346,
|
|
0.31914883852005005,
|
|
0.33497530221939087,
|
|
0.43781083822250366,
|
|
0.5754715800285339,
|
|
0.3386242389678955,
|
|
0.2871793806552887,
|
|
0.7282050251960754,
|
|
0.5429863333702087,
|
|
0.39130425453186035,
|
|
0.5277776718139648,
|
|
0.6484017372131348,
|
|
0.2577318847179413,
|
|
0.34883710741996765,
|
|
0.22680403292179108,
|
|
0.6162160634994507,
|
|
0.38150280714035034,
|
|
0.46534639596939087,
|
|
0.38144323229789734,
|
|
0.3152708411216736,
|
|
0.40394076704978943,
|
|
0.30051806569099426,
|
|
0.22119809687137604,
|
|
0.39795905351638794,
|
|
0.26315781474113464,
|
|
0.19417467713356018,
|
|
0.5583755373954773,
|
|
0.425531804561615,
|
|
0.6185566186904907,
|
|
0.31428563594818115,
|
|
0.31304338574409485,
|
|
0.18905465304851532,
|
|
0.26395928859710693,
|
|
0.2456139326095581,
|
|
0.5145629644393921,
|
|
0.6153844594955444,
|
|
0.43564343452453613,
|
|
0.30270257592201233,
|
|
0.37558677792549133,
|
|
0.5089284181594849,
|
|
0.6139533519744873,
|
|
0.4792625606060028,
|
|
0.11764700710773468,
|
|
0.5094338655471802,
|
|
0.39784935116767883,
|
|
0.48936155438423157,
|
|
0.336633563041687,
|
|
0.7239817380905151,
|
|
0.5445024967193604,
|
|
0.4857141971588135,
|
|
0.40677958726882935,
|
|
0.21874994039535522,
|
|
0.2127658873796463,
|
|
0.28971952199935913,
|
|
0.345177561044693,
|
|
0.6831682324409485,
|
|
0.590908944606781,
|
|
0.3999998867511749,
|
|
0.5610858201980591,
|
|
0.13084106147289276,
|
|
0.3568074107170105,
|
|
0.22222216427326202,
|
|
0.6601940989494324,
|
|
0.6981130838394165,
|
|
0.208791121840477,
|
|
0.251428484916687,
|
|
0.3617020547389984,
|
|
0.19444438815116882,
|
|
0.3076922297477722,
|
|
0.704761803150177,
|
|
0.3253587782382965,
|
|
0.21568621695041656,
|
|
0.5089284181594849,
|
|
0.47398826479911804,
|
|
0.43243229389190674,
|
|
0.24210518598556519,
|
|
0.403755784034729,
|
|
0.3240739703178406,
|
|
0.5283017754554749,
|
|
0.23589736223220825,
|
|
0.24539868533611298,
|
|
0.6759257912635803,
|
|
0.4949493706226349,
|
|
0.36815908551216125,
|
|
0.32804223895072937,
|
|
0.27428561449050903,
|
|
0.3625729978084564
|
|
],
|
|
"time": 39.24158129654825,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 180,
|
|
"train_loss": 0.0038837508764117956,
|
|
"val_loss": 2.7201220989227295,
|
|
"acc": 40.14,
|
|
"f1": [
|
|
0.6562498807907104,
|
|
0.5076140761375427,
|
|
0.30630621314048767,
|
|
0.2751321792602539,
|
|
0.3119265139102936,
|
|
0.33480167388916016,
|
|
0.4019606411457062,
|
|
0.37696322798728943,
|
|
0.4102562665939331,
|
|
0.5049503445625305,
|
|
0.25301194190979004,
|
|
0.29268282651901245,
|
|
0.3654821515083313,
|
|
0.31632643938064575,
|
|
0.3147207200527191,
|
|
0.3523315489292145,
|
|
0.4646463394165039,
|
|
0.5806450843811035,
|
|
0.33502528071403503,
|
|
0.299465149641037,
|
|
0.7064675688743591,
|
|
0.5412842631340027,
|
|
0.3953487277030945,
|
|
0.5277776718139648,
|
|
0.639269232749939,
|
|
0.2433861643075943,
|
|
0.33720916509628296,
|
|
0.23041465878486633,
|
|
0.609625518321991,
|
|
0.3837208151817322,
|
|
0.4607841968536377,
|
|
0.38541653752326965,
|
|
0.3131312429904938,
|
|
0.40404030680656433,
|
|
0.29126206040382385,
|
|
0.20909084379673004,
|
|
0.3959389626979828,
|
|
0.2378377616405487,
|
|
0.19801974296569824,
|
|
0.5612244009971619,
|
|
0.41269823908805847,
|
|
0.6091369390487671,
|
|
0.31627896428108215,
|
|
0.3111110329627991,
|
|
0.17840369045734406,
|
|
0.2617800235748291,
|
|
0.2424241602420807,
|
|
0.5170730352401733,
|
|
0.6103284358978271,
|
|
0.45544540882110596,
|
|
0.29508185386657715,
|
|
0.38974347710609436,
|
|
0.5021644234657288,
|
|
0.6175113916397095,
|
|
0.49999988079071045,
|
|
0.11042939126491547,
|
|
0.5217390656471252,
|
|
0.39548009634017944,
|
|
0.4756755530834198,
|
|
0.32352936267852783,
|
|
0.7272725701332092,
|
|
0.5543476939201355,
|
|
0.4878047704696655,
|
|
0.4021162986755371,
|
|
0.22680403292179108,
|
|
0.21874994039535522,
|
|
0.28440356254577637,
|
|
0.3399999141693115,
|
|
0.6862744092941284,
|
|
0.5981307029724121,
|
|
0.4075828194618225,
|
|
0.5727698802947998,
|
|
0.1339712291955948,
|
|
0.3568074107170105,
|
|
0.22680403292179108,
|
|
0.6538460850715637,
|
|
0.704761803150177,
|
|
0.20833326876163483,
|
|
0.23913034796714783,
|
|
0.35483860969543457,
|
|
0.18957340717315674,
|
|
0.3122362196445465,
|
|
0.7115383744239807,
|
|
0.31884050369262695,
|
|
0.23157887160778046,
|
|
0.5327101349830627,
|
|
0.4699452221393585,
|
|
0.4292236268520355,
|
|
0.22916659712791443,
|
|
0.4090907871723175,
|
|
0.31390124559402466,
|
|
0.5352111458778381,
|
|
0.2371133416891098,
|
|
0.23595495522022247,
|
|
0.6822428703308105,
|
|
0.4976075291633606,
|
|
0.3510637581348419,
|
|
0.331707239151001,
|
|
0.26315781474113464,
|
|
0.3529410660266876
|
|
],
|
|
"time": 39.30390094872564,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 181,
|
|
"train_loss": 0.003728605108335614,
|
|
"val_loss": 2.8734962940216064,
|
|
"acc": 40.08,
|
|
"f1": [
|
|
0.649484395980835,
|
|
0.4975123405456543,
|
|
0.3318384885787964,
|
|
0.2622949779033661,
|
|
0.3084111213684082,
|
|
0.33027511835098267,
|
|
0.40191373229026794,
|
|
0.38674020767211914,
|
|
0.3999998867511749,
|
|
0.5123152136802673,
|
|
0.251428484916687,
|
|
0.28571417927742004,
|
|
0.35748788714408875,
|
|
0.30999991297721863,
|
|
0.3076922297477722,
|
|
0.34482747316360474,
|
|
0.44444435834884644,
|
|
0.5740739107131958,
|
|
0.33502528071403503,
|
|
0.29508185386657715,
|
|
0.7099998593330383,
|
|
0.5221238136291504,
|
|
0.40677958726882935,
|
|
0.5402842164039612,
|
|
0.6396394968032837,
|
|
0.25668442249298096,
|
|
0.35359105467796326,
|
|
0.2243901938199997,
|
|
0.6187844276428223,
|
|
0.38150280714035034,
|
|
0.4585364758968353,
|
|
0.36815908551216125,
|
|
0.3168315887451172,
|
|
0.4081631302833557,
|
|
0.30150744318962097,
|
|
0.22222214937210083,
|
|
0.40394076704978943,
|
|
0.2446807622909546,
|
|
0.19626161456108093,
|
|
0.5555554032325745,
|
|
0.42162150144577026,
|
|
0.602040708065033,
|
|
0.3041473925113678,
|
|
0.3148147463798523,
|
|
0.1869158148765564,
|
|
0.2524271011352539,
|
|
0.2485205978155136,
|
|
0.5199998617172241,
|
|
0.6161136031150818,
|
|
0.44221094250679016,
|
|
0.29508185386657715,
|
|
0.3699999153614044,
|
|
0.4978164732456207,
|
|
0.6203702688217163,
|
|
0.4905658960342407,
|
|
0.11464963108301163,
|
|
0.5118482112884521,
|
|
0.39548009634017944,
|
|
0.4731181561946869,
|
|
0.3069306015968323,
|
|
0.7247704863548279,
|
|
0.559139609336853,
|
|
0.4811319410800934,
|
|
0.38918909430503845,
|
|
0.22222213447093964,
|
|
0.2099446803331375,
|
|
0.3024389147758484,
|
|
0.3417084515094757,
|
|
0.6889951229095459,
|
|
0.6018517017364502,
|
|
0.4190475046634674,
|
|
0.5607475638389587,
|
|
0.1256038099527359,
|
|
0.35616424679756165,
|
|
0.21782170236110687,
|
|
0.666666567325592,
|
|
0.6981130838394165,
|
|
0.22222214937210083,
|
|
0.2430938482284546,
|
|
0.3510637581348419,
|
|
0.1891890913248062,
|
|
0.29508188366889954,
|
|
0.7184464335441589,
|
|
0.3168315887451172,
|
|
0.23529404401779175,
|
|
0.5209301114082336,
|
|
0.4772725999355316,
|
|
0.42290738224983215,
|
|
0.2340424805879593,
|
|
0.41071420907974243,
|
|
0.3196346163749695,
|
|
0.5258214473724365,
|
|
0.24083760380744934,
|
|
0.2430938482284546,
|
|
0.6794257164001465,
|
|
0.4878047704696655,
|
|
0.35416656732559204,
|
|
0.326315701007843,
|
|
0.2795697748661041,
|
|
0.3793102502822876
|
|
],
|
|
"time": 39.17127161938697,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 182,
|
|
"train_loss": 0.003598785260692239,
|
|
"val_loss": 2.7933061122894287,
|
|
"acc": 40.09,
|
|
"f1": [
|
|
0.6596857309341431,
|
|
0.5120771527290344,
|
|
0.3228698670864105,
|
|
0.2807016372680664,
|
|
0.30357134342193604,
|
|
0.3470318615436554,
|
|
0.41414129734039307,
|
|
0.3874344527721405,
|
|
0.3979056477546692,
|
|
0.5048542022705078,
|
|
0.23391805589199066,
|
|
0.28048771619796753,
|
|
0.35121941566467285,
|
|
0.3147207200527191,
|
|
0.3179486393928528,
|
|
0.33497530221939087,
|
|
0.43999987840652466,
|
|
0.5714284777641296,
|
|
0.3350784480571747,
|
|
0.2886596620082855,
|
|
0.7128711342811584,
|
|
0.5291478633880615,
|
|
0.39778995513916016,
|
|
0.5418717861175537,
|
|
0.639269232749939,
|
|
0.24580998718738556,
|
|
0.3387977182865143,
|
|
0.22857137024402618,
|
|
0.6129031181335449,
|
|
0.3999998867511749,
|
|
0.45918354392051697,
|
|
0.38341957330703735,
|
|
0.3147207200527191,
|
|
0.4020099639892578,
|
|
0.30999991297721863,
|
|
0.2105262577533722,
|
|
0.4021162986755371,
|
|
0.24598921835422516,
|
|
0.20289847254753113,
|
|
0.561576247215271,
|
|
0.43678146600723267,
|
|
0.6099998950958252,
|
|
0.309859037399292,
|
|
0.3228698670864105,
|
|
0.19047613441944122,
|
|
0.2424241602420807,
|
|
0.27118635177612305,
|
|
0.5167463421821594,
|
|
0.5990782380104065,
|
|
0.44559577107429504,
|
|
0.2888887822628021,
|
|
0.38974347710609436,
|
|
0.5022025108337402,
|
|
0.6197181344032288,
|
|
0.4748857021331787,
|
|
0.11764698475599289,
|
|
0.5118482112884521,
|
|
0.3885713219642639,
|
|
0.4756755530834198,
|
|
0.3091786503791809,
|
|
0.7155961990356445,
|
|
0.5502644181251526,
|
|
0.47222211956977844,
|
|
0.4044942855834961,
|
|
0.2061854749917984,
|
|
0.19565211236476898,
|
|
0.29787224531173706,
|
|
0.3529410660266876,
|
|
0.6796115040779114,
|
|
0.6074764728546143,
|
|
0.3999998867511749,
|
|
0.579439103603363,
|
|
0.14150936901569366,
|
|
0.3594468832015991,
|
|
0.23280414938926697,
|
|
0.666666567325592,
|
|
0.6985644102096558,
|
|
0.21714277565479279,
|
|
0.23655906319618225,
|
|
0.35051536560058594,
|
|
0.1869158148765564,
|
|
0.30830031633377075,
|
|
0.7014216780662537,
|
|
0.3152708411216736,
|
|
0.2211054563522339,
|
|
0.5384615063667297,
|
|
0.4685713052749634,
|
|
0.42201822996139526,
|
|
0.23529404401779175,
|
|
0.4018263518810272,
|
|
0.33035704493522644,
|
|
0.5283017754554749,
|
|
0.23958325386047363,
|
|
0.23255808651447296,
|
|
0.6756755113601685,
|
|
0.488262802362442,
|
|
0.34920626878738403,
|
|
0.3384614586830139,
|
|
0.25945934653282166,
|
|
0.3841806650161743
|
|
],
|
|
"time": 39.16404598206282,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 183,
|
|
"train_loss": 0.003555264323949814,
|
|
"val_loss": 2.8694276809692383,
|
|
"acc": 40.1,
|
|
"f1": [
|
|
0.6701569557189941,
|
|
0.5098037719726562,
|
|
0.31428563594818115,
|
|
0.26666656136512756,
|
|
0.30275216698646545,
|
|
0.32888880372047424,
|
|
0.42051267623901367,
|
|
0.39784935116767883,
|
|
0.39195966720581055,
|
|
0.5048542022705078,
|
|
0.251428484916687,
|
|
0.2807016372680664,
|
|
0.35294109582901,
|
|
0.3147207200527191,
|
|
0.326315701007843,
|
|
0.3398057222366333,
|
|
0.4466018080711365,
|
|
0.5727270841598511,
|
|
0.3555554449558258,
|
|
0.29629620909690857,
|
|
0.7179486155509949,
|
|
0.5281383991241455,
|
|
0.38502663373947144,
|
|
0.5277776718139648,
|
|
0.6367712020874023,
|
|
0.2404370754957199,
|
|
0.3542855978012085,
|
|
0.21782170236110687,
|
|
0.6082472205162048,
|
|
0.3771427571773529,
|
|
0.46999987959861755,
|
|
0.3794870972633362,
|
|
0.31632643938064575,
|
|
0.40206170082092285,
|
|
0.29629620909690857,
|
|
0.22119809687137604,
|
|
0.3979056477546692,
|
|
0.2553190290927887,
|
|
0.18604646623134613,
|
|
0.5685278177261353,
|
|
0.40609124302864075,
|
|
0.6069650650024414,
|
|
0.29906532168388367,
|
|
0.3286384046077728,
|
|
0.20289847254753113,
|
|
0.24489787220954895,
|
|
0.2824857831001282,
|
|
0.5192306637763977,
|
|
0.5963301062583923,
|
|
0.44554442167282104,
|
|
0.28571420907974243,
|
|
0.3980098366737366,
|
|
0.49999988079071045,
|
|
0.6161136031150818,
|
|
0.48401811718940735,
|
|
0.1162789985537529,
|
|
0.5188678503036499,
|
|
0.39548009634017944,
|
|
0.46739116311073303,
|
|
0.31428563594818115,
|
|
0.7214610576629639,
|
|
0.5445024967193604,
|
|
0.47846877574920654,
|
|
0.38674020767211914,
|
|
0.21568621695041656,
|
|
0.2061854749917984,
|
|
0.2938387989997864,
|
|
0.3440859317779541,
|
|
0.6829267144203186,
|
|
0.5925924181938171,
|
|
0.4056602716445923,
|
|
0.5700933337211609,
|
|
0.1194029152393341,
|
|
0.36607131361961365,
|
|
0.2244897186756134,
|
|
0.6766167879104614,
|
|
0.6952379941940308,
|
|
0.2173912227153778,
|
|
0.2444443702697754,
|
|
0.3387977182865143,
|
|
0.19417467713356018,
|
|
0.3039999008178711,
|
|
0.7184464335441589,
|
|
0.32160791754722595,
|
|
0.22105254232883453,
|
|
0.5302324295043945,
|
|
0.4712642431259155,
|
|
0.4260868728160858,
|
|
0.23958325386047363,
|
|
0.40540531277656555,
|
|
0.3167419731616974,
|
|
0.5327101349830627,
|
|
0.2513660192489624,
|
|
0.23391805589199066,
|
|
0.6697673201560974,
|
|
0.49261072278022766,
|
|
0.3369564116001129,
|
|
0.3265305161476135,
|
|
0.25668442249298096,
|
|
0.3636362552642822
|
|
],
|
|
"time": 38.232391758821905,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 184,
|
|
"train_loss": 0.005849273409694433,
|
|
"val_loss": 2.743499755859375,
|
|
"acc": 40.13,
|
|
"f1": [
|
|
0.6772485375404358,
|
|
0.5074625611305237,
|
|
0.3167419731616974,
|
|
0.2727271616458893,
|
|
0.31627896428108215,
|
|
0.33179715275764465,
|
|
0.40609124302864075,
|
|
0.39153432846069336,
|
|
0.4162435233592987,
|
|
0.4951455295085907,
|
|
0.24137921631336212,
|
|
0.2906976044178009,
|
|
0.35820886492729187,
|
|
0.3147207200527191,
|
|
0.32291656732559204,
|
|
0.3365383446216583,
|
|
0.4519229531288147,
|
|
0.5860464572906494,
|
|
0.345177561044693,
|
|
0.29787227511405945,
|
|
0.7058822512626648,
|
|
0.5405403971672058,
|
|
0.39106133580207825,
|
|
0.5454544425010681,
|
|
0.6396394968032837,
|
|
0.23595495522022247,
|
|
0.36065563559532166,
|
|
0.2403845638036728,
|
|
0.6063828468322754,
|
|
0.3820223808288574,
|
|
0.46999987959861755,
|
|
0.38144323229789734,
|
|
0.3141360282897949,
|
|
0.39583319425582886,
|
|
0.29292917251586914,
|
|
0.21596238017082214,
|
|
0.3979056477546692,
|
|
0.251308798789978,
|
|
0.18867918848991394,
|
|
0.5685278177261353,
|
|
0.4198893904685974,
|
|
0.5940592885017395,
|
|
0.30630621314048767,
|
|
0.3363635540008545,
|
|
0.1835748255252838,
|
|
0.25396814942359924,
|
|
0.2643677294254303,
|
|
0.5024629235267639,
|
|
0.5999999046325684,
|
|
0.4585364758968353,
|
|
0.27777770161628723,
|
|
0.390243798494339,
|
|
0.5108224153518677,
|
|
0.6190475225448608,
|
|
0.5023254752159119,
|
|
0.11249993741512299,
|
|
0.5217390656471252,
|
|
0.4044942855834961,
|
|
0.46486473083496094,
|
|
0.3179486393928528,
|
|
0.7214610576629639,
|
|
0.5473682880401611,
|
|
0.49019595980644226,
|
|
0.39778995513916016,
|
|
0.2176164984703064,
|
|
0.20689648389816284,
|
|
0.29126206040382385,
|
|
0.34554967284202576,
|
|
0.6826921701431274,
|
|
0.590908944606781,
|
|
0.415094256401062,
|
|
0.5700481534004211,
|
|
0.12844030559062958,
|
|
0.3568074107170105,
|
|
0.2244897186756134,
|
|
0.657142698764801,
|
|
0.6948355436325073,
|
|
0.2116401493549347,
|
|
0.24580998718738556,
|
|
0.3617020547389984,
|
|
0.19444438815116882,
|
|
0.304526686668396,
|
|
0.7135677337646484,
|
|
0.3267325758934021,
|
|
0.1989527940750122,
|
|
0.5188678503036499,
|
|
0.4685713052749634,
|
|
0.3999999165534973,
|
|
0.23350247740745544,
|
|
0.40358731150627136,
|
|
0.31623923778533936,
|
|
0.5137613415718079,
|
|
0.24999991059303284,
|
|
0.2430938482284546,
|
|
0.6728971004486084,
|
|
0.49261072278022766,
|
|
0.3510637581348419,
|
|
0.3265305161476135,
|
|
0.26373615860939026,
|
|
0.3657141625881195
|
|
],
|
|
"time": 39.26337928045541,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 185,
|
|
"train_loss": 0.004086596891283989,
|
|
"val_loss": 2.809527635574341,
|
|
"acc": 40.15,
|
|
"f1": [
|
|
0.6598983407020569,
|
|
0.5098037719726562,
|
|
0.33179715275764465,
|
|
0.2888887822628021,
|
|
0.30697670578956604,
|
|
0.3364485204219818,
|
|
0.4179103374481201,
|
|
0.38709667325019836,
|
|
0.39583319425582886,
|
|
0.4927534759044647,
|
|
0.2528734505176544,
|
|
0.2923975884914398,
|
|
0.3636362850666046,
|
|
0.3184078335762024,
|
|
0.32432422041893005,
|
|
0.3285022974014282,
|
|
0.4509802758693695,
|
|
0.5714284777641296,
|
|
0.36158180236816406,
|
|
0.29166659712791443,
|
|
0.7208120226860046,
|
|
0.5258619785308838,
|
|
0.38502663373947144,
|
|
0.5454544425010681,
|
|
0.6513760089874268,
|
|
0.2340424805879593,
|
|
0.34254133701324463,
|
|
0.23584897816181183,
|
|
0.6178008913993835,
|
|
0.38888877630233765,
|
|
0.4607841968536377,
|
|
0.38190943002700806,
|
|
0.31155768036842346,
|
|
0.39378228783607483,
|
|
0.29896897077560425,
|
|
0.21296289563179016,
|
|
0.39999985694885254,
|
|
0.23913034796714783,
|
|
0.19047613441944122,
|
|
0.5641024112701416,
|
|
0.41269823908805847,
|
|
0.6030149459838867,
|
|
0.3041473925113678,
|
|
0.3196346163749695,
|
|
0.18090447783470154,
|
|
0.2473117560148239,
|
|
0.2569831311702728,
|
|
0.5073169469833374,
|
|
0.6046510338783264,
|
|
0.45226117968559265,
|
|
0.30270257592201233,
|
|
0.37681150436401367,
|
|
0.5147678852081299,
|
|
0.6132074594497681,
|
|
0.492890864610672,
|
|
0.12578611075878143,
|
|
0.5192306637763977,
|
|
0.3820223808288574,
|
|
0.4565216302871704,
|
|
0.32352936267852783,
|
|
0.7214610576629639,
|
|
0.5473682880401611,
|
|
0.4878047704696655,
|
|
0.39325833320617676,
|
|
0.2258063703775406,
|
|
0.20833326876163483,
|
|
0.3047617971897125,
|
|
0.3399999141693115,
|
|
0.6893202662467957,
|
|
0.5963301062583923,
|
|
0.415094256401062,
|
|
0.5648146867752075,
|
|
0.12093015760183334,
|
|
0.35748788714408875,
|
|
0.2404370754957199,
|
|
0.6666665077209473,
|
|
0.6915886998176575,
|
|
0.2065216600894928,
|
|
0.2485874742269516,
|
|
0.36649200320243835,
|
|
0.1891890913248062,
|
|
0.29875513911247253,
|
|
0.7093595266342163,
|
|
0.32195112109184265,
|
|
0.2173912227153778,
|
|
0.5302324295043945,
|
|
0.4712642431259155,
|
|
0.42982450127601624,
|
|
0.2256409376859665,
|
|
0.3999998867511749,
|
|
0.31858399510383606,
|
|
0.5277776718139648,
|
|
0.24210518598556519,
|
|
0.23076915740966797,
|
|
0.666666567325592,
|
|
0.4976075291633606,
|
|
0.3386242389678955,
|
|
0.3195875287055969,
|
|
0.2702701687812805,
|
|
0.3657141625881195
|
|
],
|
|
"time": 38.45232723746449,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 186,
|
|
"train_loss": 0.004373560193926096,
|
|
"val_loss": 2.935523748397827,
|
|
"acc": 40.16,
|
|
"f1": [
|
|
0.6701029539108276,
|
|
0.5221673846244812,
|
|
0.3240739703178406,
|
|
0.2842104732990265,
|
|
0.3049326539039612,
|
|
0.33802807331085205,
|
|
0.41884803771972656,
|
|
0.3794870972633362,
|
|
0.4154588282108307,
|
|
0.5096152424812317,
|
|
0.23529404401779175,
|
|
0.283950537443161,
|
|
0.34615373611450195,
|
|
0.3147207200527191,
|
|
0.3265305161476135,
|
|
0.3365383446216583,
|
|
0.4577113389968872,
|
|
0.5741626024246216,
|
|
0.3440859317779541,
|
|
0.3043477535247803,
|
|
0.7164177894592285,
|
|
0.5258619785308838,
|
|
0.38918909430503845,
|
|
0.5402842164039612,
|
|
0.6396394968032837,
|
|
0.24489787220954895,
|
|
0.3409090042114258,
|
|
0.2176164984703064,
|
|
0.5937498807907104,
|
|
0.3882351815700531,
|
|
0.45631060004234314,
|
|
0.37305691838264465,
|
|
0.32124343514442444,
|
|
0.3861384987831116,
|
|
0.28272244334220886,
|
|
0.21198150515556335,
|
|
0.40206170082092285,
|
|
0.2694299519062042,
|
|
0.19230762124061584,
|
|
0.5555554032325745,
|
|
0.4111110270023346,
|
|
0.6185566186904907,
|
|
0.3013697862625122,
|
|
0.31884050369262695,
|
|
0.1844659447669983,
|
|
0.24598921835422516,
|
|
0.27472516894340515,
|
|
0.5145629644393921,
|
|
0.6124400496482849,
|
|
0.43999987840652466,
|
|
0.2888887822628021,
|
|
0.39603951573371887,
|
|
0.5043476819992065,
|
|
0.6255922317504883,
|
|
0.4976075291633606,
|
|
0.12121205776929855,
|
|
0.5213268995285034,
|
|
0.38636353611946106,
|
|
0.46739116311073303,
|
|
0.3203882575035095,
|
|
0.7247704863548279,
|
|
0.5473682880401611,
|
|
0.4811319410800934,
|
|
0.4043714702129364,
|
|
0.21428564190864563,
|
|
0.2094240039587021,
|
|
0.3024389147758484,
|
|
0.3465345501899719,
|
|
0.6796115040779114,
|
|
0.5936071872711182,
|
|
0.4186045527458191,
|
|
0.5714284181594849,
|
|
0.1256038099527359,
|
|
0.34905651211738586,
|
|
0.21782170236110687,
|
|
0.6698563694953918,
|
|
0.6915886998176575,
|
|
0.22459883987903595,
|
|
0.24719089269638062,
|
|
0.35978829860687256,
|
|
0.2095237374305725,
|
|
0.30769219994544983,
|
|
0.7290639281272888,
|
|
0.31999990344047546,
|
|
0.23350247740745544,
|
|
0.5164318084716797,
|
|
0.46242761611938477,
|
|
0.4135020077228546,
|
|
0.2211054563522339,
|
|
0.415094256401062,
|
|
0.3111110329627991,
|
|
0.5283017754554749,
|
|
0.24598921835422516,
|
|
0.23463678359985352,
|
|
0.6698111891746521,
|
|
0.4878047704696655,
|
|
0.34554967284202576,
|
|
0.32291656732559204,
|
|
0.27472516894340515,
|
|
0.3678159713745117
|
|
],
|
|
"time": 39.27787515800446,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 187,
|
|
"train_loss": 0.003842724487185478,
|
|
"val_loss": 2.802406072616577,
|
|
"acc": 40.3,
|
|
"f1": [
|
|
0.6461536884307861,
|
|
0.5170730352401733,
|
|
0.3152708411216736,
|
|
0.2780747711658478,
|
|
0.31730762124061584,
|
|
0.3376622498035431,
|
|
0.40999990701675415,
|
|
0.38341957330703735,
|
|
0.4059404730796814,
|
|
0.4903845191001892,
|
|
0.23255808651447296,
|
|
0.2976189851760864,
|
|
0.36180898547172546,
|
|
0.3131312429904938,
|
|
0.32804223895072937,
|
|
0.35416656732559204,
|
|
0.4545453190803528,
|
|
0.5700933337211609,
|
|
0.3402060866355896,
|
|
0.29629620909690857,
|
|
0.7099998593330383,
|
|
0.5357142090797424,
|
|
0.3957218527793884,
|
|
0.5327101349830627,
|
|
0.6451612114906311,
|
|
0.24870456755161285,
|
|
0.3444443643093109,
|
|
0.23115570843219757,
|
|
0.6229507327079773,
|
|
0.3793102502822876,
|
|
0.45631060004234314,
|
|
0.37499991059303284,
|
|
0.32820504903793335,
|
|
0.39999985694885254,
|
|
0.30769219994544983,
|
|
0.2262442708015442,
|
|
0.39378228783607483,
|
|
0.26041656732559204,
|
|
0.19534875452518463,
|
|
0.5643563270568848,
|
|
0.43715834617614746,
|
|
0.6099998950958252,
|
|
0.31050220131874084,
|
|
0.321428507566452,
|
|
0.19323663413524628,
|
|
0.2580644488334656,
|
|
0.27428561449050903,
|
|
0.5145629644393921,
|
|
0.5963301062583923,
|
|
0.4585364758968353,
|
|
0.3016759157180786,
|
|
0.3980098366737366,
|
|
0.5089284181594849,
|
|
0.6168223023414612,
|
|
0.4905658960342407,
|
|
0.11249993741512299,
|
|
0.5142855644226074,
|
|
0.39106133580207825,
|
|
0.46808499097824097,
|
|
0.32075464725494385,
|
|
0.7272725701332092,
|
|
0.5502644181251526,
|
|
0.4878047704696655,
|
|
0.39548009634017944,
|
|
0.22459883987903595,
|
|
0.2176164984703064,
|
|
0.30150744318962097,
|
|
0.3350784480571747,
|
|
0.696078360080719,
|
|
0.5936071872711182,
|
|
0.3999998867511749,
|
|
0.5714284777641296,
|
|
0.12612608075141907,
|
|
0.3594468832015991,
|
|
0.23529404401779175,
|
|
0.6634145379066467,
|
|
0.6919430494308472,
|
|
0.22099439799785614,
|
|
0.2378377616405487,
|
|
0.36649200320243835,
|
|
0.19266046583652496,
|
|
0.30522075295448303,
|
|
0.7115383744239807,
|
|
0.3152708411216736,
|
|
0.21390368044376373,
|
|
0.5225224494934082,
|
|
0.47398826479911804,
|
|
0.43243229389190674,
|
|
0.23157887160778046,
|
|
0.4052862524986267,
|
|
0.3217390477657318,
|
|
0.5225224494934082,
|
|
0.23958325386047363,
|
|
0.24539868533611298,
|
|
0.6764704585075378,
|
|
0.49261072278022766,
|
|
0.36269423365592957,
|
|
0.3285022974014282,
|
|
0.2681563198566437,
|
|
0.3699420988559723
|
|
],
|
|
"time": 38.26377976126969,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 188,
|
|
"train_loss": 0.0036430261097848415,
|
|
"val_loss": 2.781892776489258,
|
|
"acc": 40.16,
|
|
"f1": [
|
|
0.6734693050384521,
|
|
0.4950493574142456,
|
|
0.3267325758934021,
|
|
0.2673795819282532,
|
|
0.30275216698646545,
|
|
0.34123215079307556,
|
|
0.4226802885532379,
|
|
0.3809523284435272,
|
|
0.3917524814605713,
|
|
0.49999988079071045,
|
|
0.23728805780410767,
|
|
0.2873562276363373,
|
|
0.3495144844055176,
|
|
0.30541861057281494,
|
|
0.32978713512420654,
|
|
0.3348836302757263,
|
|
0.4411763548851013,
|
|
0.5550238490104675,
|
|
0.3440859317779541,
|
|
0.3050846457481384,
|
|
0.7244896292686462,
|
|
0.5357142090797424,
|
|
0.3809523284435272,
|
|
0.5233643651008606,
|
|
0.6396394968032837,
|
|
0.2553190290927887,
|
|
0.3444443643093109,
|
|
0.22772268950939178,
|
|
0.609625518321991,
|
|
0.3837208151817322,
|
|
0.46999987959861755,
|
|
0.38341957330703735,
|
|
0.3152708411216736,
|
|
0.38775497674942017,
|
|
0.28571420907974243,
|
|
0.22325573861598969,
|
|
0.38974347710609436,
|
|
0.2713567018508911,
|
|
0.1935483068227768,
|
|
0.5714284181594849,
|
|
0.4210525155067444,
|
|
0.6153844594955444,
|
|
0.31067952513694763,
|
|
0.3272726535797119,
|
|
0.18719203770160675,
|
|
0.2526314854621887,
|
|
0.2643677294254303,
|
|
0.5217390656471252,
|
|
0.6132074594497681,
|
|
0.4599998891353607,
|
|
0.280898779630661,
|
|
0.3842363655567169,
|
|
0.517857015132904,
|
|
0.6310677528381348,
|
|
0.492890864610672,
|
|
0.11764698475599289,
|
|
0.5242717266082764,
|
|
0.40641695261001587,
|
|
0.4756755530834198,
|
|
0.31428563594818115,
|
|
0.7214610576629639,
|
|
0.5445024967193604,
|
|
0.47393354773521423,
|
|
0.39778995513916016,
|
|
0.21649475395679474,
|
|
0.2116401493549347,
|
|
0.2938387989997864,
|
|
0.3523315489292145,
|
|
0.6926827430725098,
|
|
0.5990782380104065,
|
|
0.415094256401062,
|
|
0.5781989693641663,
|
|
0.13145533204078674,
|
|
0.33816415071487427,
|
|
0.21999992430210114,
|
|
0.6764704585075378,
|
|
0.6952379941940308,
|
|
0.20765019953250885,
|
|
0.2444443702697754,
|
|
0.35897424817085266,
|
|
0.18867918848991394,
|
|
0.30278873443603516,
|
|
0.7149757146835327,
|
|
0.3152708411216736,
|
|
0.24615377187728882,
|
|
0.5302324295043945,
|
|
0.45810040831565857,
|
|
0.42477864027023315,
|
|
0.23232315480709076,
|
|
0.4036695957183838,
|
|
0.32034626603126526,
|
|
0.5308055877685547,
|
|
0.24870456755161285,
|
|
0.2485205978155136,
|
|
0.6604650020599365,
|
|
0.49756085872650146,
|
|
0.35416656732559204,
|
|
0.3299999237060547,
|
|
0.26519328355789185,
|
|
0.3636362552642822
|
|
],
|
|
"time": 39.23125304095447,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 189,
|
|
"train_loss": 0.0037620316725224257,
|
|
"val_loss": 2.6222996711730957,
|
|
"acc": 40.14,
|
|
"f1": [
|
|
0.6632652282714844,
|
|
0.49999988079071045,
|
|
0.3084111213684082,
|
|
0.24580998718738556,
|
|
0.31279608607292175,
|
|
0.34389129281044006,
|
|
0.4183672070503235,
|
|
0.38341957330703735,
|
|
0.42051267623901367,
|
|
0.492890864610672,
|
|
0.23391805589199066,
|
|
0.28415289521217346,
|
|
0.3428570628166199,
|
|
0.3131312429904938,
|
|
0.3316061198711395,
|
|
0.3414633274078369,
|
|
0.4236452281475067,
|
|
0.579439103603363,
|
|
0.3529410660266876,
|
|
0.30107519030570984,
|
|
0.7058822512626648,
|
|
0.5405403971672058,
|
|
0.3841806650161743,
|
|
0.5410627126693726,
|
|
0.6311109066009521,
|
|
0.2446807622909546,
|
|
0.35359105467796326,
|
|
0.24390237033367157,
|
|
0.6162160634994507,
|
|
0.3885713219642639,
|
|
0.45685264468193054,
|
|
0.36649200320243835,
|
|
0.3147207200527191,
|
|
0.4123710095882416,
|
|
0.2944161295890808,
|
|
0.24390237033367157,
|
|
0.3979056477546692,
|
|
0.2727271616458893,
|
|
0.19417467713356018,
|
|
0.5699480772018433,
|
|
0.4183672070503235,
|
|
0.6039602756500244,
|
|
0.3084111213684082,
|
|
0.33333322405815125,
|
|
0.1844659447669983,
|
|
0.2526314854621887,
|
|
0.2424241602420807,
|
|
0.5096152424812317,
|
|
0.587719202041626,
|
|
0.44554442167282104,
|
|
0.280898779630661,
|
|
0.3940885663032532,
|
|
0.5108224153518677,
|
|
0.6341462135314941,
|
|
0.4711109697818756,
|
|
0.11764698475599289,
|
|
0.5167463421821594,
|
|
0.4088396728038788,
|
|
0.47619032859802246,
|
|
0.31632643938064575,
|
|
0.7214610576629639,
|
|
0.5531913042068481,
|
|
0.47222211956977844,
|
|
0.38674020767211914,
|
|
0.22222213447093964,
|
|
0.210526242852211,
|
|
0.2870812714099884,
|
|
0.35416656732559204,
|
|
0.6764704585075378,
|
|
0.5919281840324402,
|
|
0.4075828194618225,
|
|
0.5765764713287354,
|
|
0.12745091319084167,
|
|
0.3540668785572052,
|
|
0.2167486995458603,
|
|
0.6509432196617126,
|
|
0.6952379941940308,
|
|
0.22916659712791443,
|
|
0.24580998718738556,
|
|
0.34972667694091797,
|
|
0.18867918848991394,
|
|
0.29803910851478577,
|
|
0.7128711342811584,
|
|
0.31884050369262695,
|
|
0.2121211439371109,
|
|
0.5242717266082764,
|
|
0.45238080620765686,
|
|
0.41379299759864807,
|
|
0.2371133416891098,
|
|
0.41666656732559204,
|
|
0.3287670314311981,
|
|
0.5233643651008606,
|
|
0.24083760380744934,
|
|
0.22727267444133759,
|
|
0.6886791586875916,
|
|
0.4878047704696655,
|
|
0.35602086782455444,
|
|
0.3248729705810547,
|
|
0.27428561449050903,
|
|
0.38888877630233765
|
|
],
|
|
"time": 39.18865329120308,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 190,
|
|
"train_loss": 0.005830402486026287,
|
|
"val_loss": 2.6962506771087646,
|
|
"acc": 39.99,
|
|
"f1": [
|
|
0.6528496146202087,
|
|
0.5098037719726562,
|
|
0.33333322405815125,
|
|
0.25730982422828674,
|
|
0.2972972095012665,
|
|
0.33027511835098267,
|
|
0.3999998867511749,
|
|
0.3794870972633362,
|
|
0.40206170082092285,
|
|
0.5023695826530457,
|
|
0.22619038820266724,
|
|
0.27380943298339844,
|
|
0.3428570628166199,
|
|
0.31632643938064575,
|
|
0.31632643938064575,
|
|
0.3517586886882782,
|
|
0.4365480840206146,
|
|
0.5663716197013855,
|
|
0.33684200048446655,
|
|
0.29885047674179077,
|
|
0.7263681292533875,
|
|
0.5412842631340027,
|
|
0.39130425453186035,
|
|
0.5454544425010681,
|
|
0.6454544067382812,
|
|
0.23655906319618225,
|
|
0.3440859317779541,
|
|
0.22321420907974243,
|
|
0.6263735294342041,
|
|
0.37426888942718506,
|
|
0.46153831481933594,
|
|
0.3636362552642822,
|
|
0.3184078335762024,
|
|
0.40404030680656433,
|
|
0.2901553809642792,
|
|
0.2262442708015442,
|
|
0.39378228783607483,
|
|
0.23280414938926697,
|
|
0.1935483068227768,
|
|
0.5595853924751282,
|
|
0.43333321809768677,
|
|
0.6161615252494812,
|
|
0.3022221326828003,
|
|
0.3271027207374573,
|
|
0.18811874091625214,
|
|
0.251308798789978,
|
|
0.25730982422828674,
|
|
0.5120771527290344,
|
|
0.6124400496482849,
|
|
0.44444435834884644,
|
|
0.28571417927742004,
|
|
0.37999987602233887,
|
|
0.5132741928100586,
|
|
0.6197181344032288,
|
|
0.492890864610672,
|
|
0.11180117726325989,
|
|
0.5170730352401733,
|
|
0.39106133580207825,
|
|
0.4725273549556732,
|
|
0.3203882575035095,
|
|
0.7214610576629639,
|
|
0.5531913042068481,
|
|
0.47222211956977844,
|
|
0.39106133580207825,
|
|
0.21538454294204712,
|
|
0.20765019953250885,
|
|
0.29951682686805725,
|
|
0.3399999141693115,
|
|
0.6862744092941284,
|
|
0.5972849726676941,
|
|
0.41666656732559204,
|
|
0.5674417018890381,
|
|
0.13698625564575195,
|
|
0.3482586145401001,
|
|
0.21568621695041656,
|
|
0.6635069251060486,
|
|
0.6896550059318542,
|
|
0.22916659712791443,
|
|
0.24175815284252167,
|
|
0.35675665736198425,
|
|
0.20175431668758392,
|
|
0.304526686668396,
|
|
0.7115383744239807,
|
|
0.31372541189193726,
|
|
0.20833326876163483,
|
|
0.5277776718139648,
|
|
0.47674402594566345,
|
|
0.4085105359554291,
|
|
0.2340424805879593,
|
|
0.4090907871723175,
|
|
0.31623923778533936,
|
|
0.5229355692863464,
|
|
0.251308798789978,
|
|
0.23809516429901123,
|
|
0.6698563694953918,
|
|
0.4854367673397064,
|
|
0.36082467436790466,
|
|
0.32124343514442444,
|
|
0.27118635177612305,
|
|
0.38674020767211914
|
|
],
|
|
"time": 39.31188508309424,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 191,
|
|
"train_loss": 0.00362452887929976,
|
|
"val_loss": 2.8760409355163574,
|
|
"acc": 40.23,
|
|
"f1": [
|
|
0.6701569557189941,
|
|
0.5048542022705078,
|
|
0.3091786503791809,
|
|
0.28260859847068787,
|
|
0.3168315887451172,
|
|
0.3364485204219818,
|
|
0.41666656732559204,
|
|
0.3979056477546692,
|
|
0.4041449725627899,
|
|
0.4857141971588135,
|
|
0.262857049703598,
|
|
0.28402355313301086,
|
|
0.3699999153614044,
|
|
0.3147207200527191,
|
|
0.32989683747291565,
|
|
0.3482586145401001,
|
|
0.4507041275501251,
|
|
0.5791853666305542,
|
|
0.34920626878738403,
|
|
0.28415289521217346,
|
|
0.7244896292686462,
|
|
0.5281383991241455,
|
|
0.38461530208587646,
|
|
0.5377357006072998,
|
|
0.6396394968032837,
|
|
0.24210518598556519,
|
|
0.3411763310432434,
|
|
0.21874994039535522,
|
|
0.6263735294342041,
|
|
0.38596484065055847,
|
|
0.45544540882110596,
|
|
0.37305691838264465,
|
|
0.3265305161476135,
|
|
0.3917524814605713,
|
|
0.30392149090766907,
|
|
0.23008842766284943,
|
|
0.39378228783607483,
|
|
0.25668442249298096,
|
|
0.19138747453689575,
|
|
0.5555554032325745,
|
|
0.41269823908805847,
|
|
0.6138612627983093,
|
|
0.30697670578956604,
|
|
0.321428507566452,
|
|
0.19801974296569824,
|
|
0.24615377187728882,
|
|
0.27428561449050903,
|
|
0.5242717266082764,
|
|
0.6063346862792969,
|
|
0.4509802758693695,
|
|
0.3060108423233032,
|
|
0.3846152722835541,
|
|
0.5045044422149658,
|
|
0.6341462135314941,
|
|
0.48598119616508484,
|
|
0.11834313720464706,
|
|
0.5221673846244812,
|
|
0.4111110270023346,
|
|
0.4705881178379059,
|
|
0.331707239151001,
|
|
0.7281104326248169,
|
|
0.5445024967193604,
|
|
0.4744184911251068,
|
|
0.3977271616458893,
|
|
0.22222213447093964,
|
|
0.19251330196857452,
|
|
0.2976743280887604,
|
|
0.34343424439430237,
|
|
0.6764704585075378,
|
|
0.5714285373687744,
|
|
0.4093022048473358,
|
|
0.5688071846961975,
|
|
0.12621353566646576,
|
|
0.36448585987091064,
|
|
0.22222216427326202,
|
|
0.6603772640228271,
|
|
0.6666665077209473,
|
|
0.228260800242424,
|
|
0.23463678359985352,
|
|
0.35483860969543457,
|
|
0.19178074598312378,
|
|
0.29875513911247253,
|
|
0.7164177894592285,
|
|
0.3121950626373291,
|
|
0.2072538137435913,
|
|
0.5277776718139648,
|
|
0.4588233530521393,
|
|
0.4210525453090668,
|
|
0.239999920129776,
|
|
0.4036695957183838,
|
|
0.3231440484523773,
|
|
0.5296802520751953,
|
|
0.23834188282489777,
|
|
0.25157222151756287,
|
|
0.6930691599845886,
|
|
0.48803818225860596,
|
|
0.36559128761291504,
|
|
0.33333322405815125,
|
|
0.26455017924308777,
|
|
0.36904752254486084
|
|
],
|
|
"time": 37.75886773876846,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 192,
|
|
"train_loss": 0.0038921446539461613,
|
|
"val_loss": 2.930506467819214,
|
|
"acc": 40.14,
|
|
"f1": [
|
|
0.6735749840736389,
|
|
0.5123152136802673,
|
|
0.31627896428108215,
|
|
0.24598921835422516,
|
|
0.30555546283721924,
|
|
0.33333325386047363,
|
|
0.3959389626979828,
|
|
0.38144323229789734,
|
|
0.4081631302833557,
|
|
0.5098037719726562,
|
|
0.23529404401779175,
|
|
0.28571417927742004,
|
|
0.3599999248981476,
|
|
0.3179486393928528,
|
|
0.3147207200527191,
|
|
0.3398057222366333,
|
|
0.4410255253314972,
|
|
0.5585584044456482,
|
|
0.33684200048446655,
|
|
0.29629620909690857,
|
|
0.7142855525016785,
|
|
0.5327510237693787,
|
|
0.3894736170768738,
|
|
0.5277776718139648,
|
|
0.6454544067382812,
|
|
0.23280414938926697,
|
|
0.33720916509628296,
|
|
0.2234041839838028,
|
|
0.5979380011558533,
|
|
0.3905324339866638,
|
|
0.46534639596939087,
|
|
0.3723403513431549,
|
|
0.3168315887451172,
|
|
0.4041449725627899,
|
|
0.2842104732990265,
|
|
0.2202642410993576,
|
|
0.4020099639892578,
|
|
0.24999991059303284,
|
|
0.18999992311000824,
|
|
0.5685278177261353,
|
|
0.4090908467769623,
|
|
0.6091369390487671,
|
|
0.3148147463798523,
|
|
0.33492809534072876,
|
|
0.19095470011234283,
|
|
0.2513660192489624,
|
|
0.27428561449050903,
|
|
0.5120771527290344,
|
|
0.6206895112991333,
|
|
0.4688993990421295,
|
|
0.31249991059303284,
|
|
0.3980098366737366,
|
|
0.5110130310058594,
|
|
0.6315788626670837,
|
|
0.488262802362442,
|
|
0.10909084975719452,
|
|
0.5145629644393921,
|
|
0.39778995513916016,
|
|
0.4808742105960846,
|
|
0.3301886022090912,
|
|
0.7214610576629639,
|
|
0.5531913042068481,
|
|
0.47004595398902893,
|
|
0.39778995513916016,
|
|
0.21319790184497833,
|
|
0.21621613204479218,
|
|
0.30331745743751526,
|
|
0.33502528071403503,
|
|
0.6730768084526062,
|
|
0.6046510338783264,
|
|
0.41474640369415283,
|
|
0.5660375952720642,
|
|
0.1282050758600235,
|
|
0.36111101508140564,
|
|
0.23232315480709076,
|
|
0.6802029013633728,
|
|
0.6854459643363953,
|
|
0.23280414938926697,
|
|
0.23728805780410767,
|
|
0.34554967284202576,
|
|
0.1866665780544281,
|
|
0.2999999523162842,
|
|
0.7115383744239807,
|
|
0.3168315887451172,
|
|
0.23469379544258118,
|
|
0.5277776718139648,
|
|
0.48314592242240906,
|
|
0.4266665577888489,
|
|
0.22916659712791443,
|
|
0.4077668786048889,
|
|
0.31168824434280396,
|
|
0.5185183882713318,
|
|
0.24083760380744934,
|
|
0.2470587193965912,
|
|
0.6760562062263489,
|
|
0.49261072278022766,
|
|
0.35532984137535095,
|
|
0.3316582143306732,
|
|
0.2702701687812805,
|
|
0.37288129329681396
|
|
],
|
|
"time": 39.261747596785426,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 193,
|
|
"train_loss": 0.003689093515276909,
|
|
"val_loss": 2.7965030670166016,
|
|
"acc": 40.09,
|
|
"f1": [
|
|
0.6632652282714844,
|
|
0.5024153590202332,
|
|
0.32352936267852783,
|
|
0.27428561449050903,
|
|
0.3152708411216736,
|
|
0.3348415493965149,
|
|
0.40999990701675415,
|
|
0.38541653752326965,
|
|
0.4020099639892578,
|
|
0.5023695826530457,
|
|
0.22988496720790863,
|
|
0.28235283493995667,
|
|
0.35532984137535095,
|
|
0.3147207200527191,
|
|
0.32291656732559204,
|
|
0.32558128237724304,
|
|
0.43216070532798767,
|
|
0.5779815316200256,
|
|
0.3316061198711395,
|
|
0.28260859847068787,
|
|
0.7208120226860046,
|
|
0.5286343097686768,
|
|
0.3934425115585327,
|
|
0.5428570508956909,
|
|
0.6425337791442871,
|
|
0.251428484916687,
|
|
0.3389829397201538,
|
|
0.22999992966651917,
|
|
0.609625518321991,
|
|
0.37499991059303284,
|
|
0.4630540609359741,
|
|
0.36815908551216125,
|
|
0.30999991297721863,
|
|
0.38775497674942017,
|
|
0.29629620909690857,
|
|
0.22935770452022552,
|
|
0.4042551815509796,
|
|
0.25274714827537537,
|
|
0.19801974296569824,
|
|
0.5699480772018433,
|
|
0.41935470700263977,
|
|
0.5999999046325684,
|
|
0.30046939849853516,
|
|
0.33333322405815125,
|
|
0.18274106085300446,
|
|
0.2536584436893463,
|
|
0.2528734505176544,
|
|
0.5192306637763977,
|
|
0.6132074594497681,
|
|
0.46376800537109375,
|
|
0.29189181327819824,
|
|
0.37735840678215027,
|
|
0.49999988079071045,
|
|
0.6310677528381348,
|
|
0.4905658960342407,
|
|
0.11464963108301163,
|
|
0.5167463421821594,
|
|
0.39548009634017944,
|
|
0.46808499097824097,
|
|
0.3271027207374573,
|
|
0.718893826007843,
|
|
0.5473682880401611,
|
|
0.4657532870769501,
|
|
0.3934425115585327,
|
|
0.22222213447093964,
|
|
0.2173912227153778,
|
|
0.28846150636672974,
|
|
0.34374991059303284,
|
|
0.6829267144203186,
|
|
0.6074764728546143,
|
|
0.4112148582935333,
|
|
0.5674417018890381,
|
|
0.13100433349609375,
|
|
0.3669723868370056,
|
|
0.21782170236110687,
|
|
0.6699506640434265,
|
|
0.6919430494308472,
|
|
0.21505369246006012,
|
|
0.24999991059303284,
|
|
0.36458322405815125,
|
|
0.19534875452518463,
|
|
0.3039999008178711,
|
|
0.7184464335441589,
|
|
0.3184078335762024,
|
|
0.23834188282489777,
|
|
0.5233643651008606,
|
|
0.46242761611938477,
|
|
0.42982450127601624,
|
|
0.23232315480709076,
|
|
0.3926939368247986,
|
|
0.31999990344047546,
|
|
0.5233643651008606,
|
|
0.24489787220954895,
|
|
0.23728805780410767,
|
|
0.6666665077209473,
|
|
0.49261072278022766,
|
|
0.33684200048446655,
|
|
0.3203882575035095,
|
|
0.2681563198566437,
|
|
0.3657141625881195
|
|
],
|
|
"time": 38.56147252488881,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 194,
|
|
"train_loss": 0.005344809964299202,
|
|
"val_loss": 2.9975786209106445,
|
|
"acc": 40.21,
|
|
"f1": [
|
|
0.6530610918998718,
|
|
0.5049503445625305,
|
|
0.3203882575035095,
|
|
0.28272244334220886,
|
|
0.3121950626373291,
|
|
0.3394494354724884,
|
|
0.41414129734039307,
|
|
0.38578668236732483,
|
|
0.4102562665939331,
|
|
0.488262802362442,
|
|
0.2366863340139389,
|
|
0.278787761926651,
|
|
0.3654821515083313,
|
|
0.32160791754722595,
|
|
0.3141360282897949,
|
|
0.32558128237724304,
|
|
0.46601933240890503,
|
|
0.563380241394043,
|
|
0.3419688045978546,
|
|
0.28723397850990295,
|
|
0.7064675688743591,
|
|
0.5213673710823059,
|
|
0.4090908467769623,
|
|
0.5428570508956909,
|
|
0.6484017372131348,
|
|
0.24742262065410614,
|
|
0.3463686406612396,
|
|
0.2376236915588379,
|
|
0.613756537437439,
|
|
0.3905324339866638,
|
|
0.45320188999176025,
|
|
0.36649200320243835,
|
|
0.31999990344047546,
|
|
0.3917524814605713,
|
|
0.28571420907974243,
|
|
0.2264150083065033,
|
|
0.3959389626979828,
|
|
0.2727271616458893,
|
|
0.19801974296569824,
|
|
0.5641024112701416,
|
|
0.4248703718185425,
|
|
0.6009851098060608,
|
|
0.3133639991283417,
|
|
0.3271027207374573,
|
|
0.20487797260284424,
|
|
0.24870456755161285,
|
|
0.2658958435058594,
|
|
0.5196077227592468,
|
|
0.5982142090797424,
|
|
0.43781083822250366,
|
|
0.29508185386657715,
|
|
0.38647329807281494,
|
|
0.5022420287132263,
|
|
0.622641384601593,
|
|
0.4748857021331787,
|
|
0.11180117726325989,
|
|
0.5242717266082764,
|
|
0.3999998867511749,
|
|
0.4756755530834198,
|
|
0.32195112109184265,
|
|
0.7214610576629639,
|
|
0.5531913042068481,
|
|
0.4694834351539612,
|
|
0.4046241343021393,
|
|
0.21649475395679474,
|
|
0.2021275758743286,
|
|
0.31155768036842346,
|
|
0.3419688045978546,
|
|
0.6862744092941284,
|
|
0.590908944606781,
|
|
0.40579700469970703,
|
|
0.5700933337211609,
|
|
0.12440184503793716,
|
|
0.3587442934513092,
|
|
0.23157887160778046,
|
|
0.6570047736167908,
|
|
0.6886791586875916,
|
|
0.21978014707565308,
|
|
0.23529404401779175,
|
|
0.35675665736198425,
|
|
0.19004517793655396,
|
|
0.3089430034160614,
|
|
0.7184464335441589,
|
|
0.32195112109184265,
|
|
0.20895515382289886,
|
|
0.5238093733787537,
|
|
0.4799998700618744,
|
|
0.42857131361961365,
|
|
0.23469379544258118,
|
|
0.403755784034729,
|
|
0.33035704493522644,
|
|
0.5090908408164978,
|
|
0.253807008266449,
|
|
0.24539868533611298,
|
|
0.6796115040779114,
|
|
0.4903845191001892,
|
|
0.35978829860687256,
|
|
0.3300969898700714,
|
|
0.2622949779033661,
|
|
0.38674020767211914
|
|
],
|
|
"time": 39.338939438574016,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 195,
|
|
"train_loss": 0.00386658008210361,
|
|
"val_loss": 2.7984001636505127,
|
|
"acc": 40.11,
|
|
"f1": [
|
|
0.6598983407020569,
|
|
0.5071768760681152,
|
|
0.3179486393928528,
|
|
0.2588233947753906,
|
|
0.30555546283721924,
|
|
0.34101372957229614,
|
|
0.39805811643600464,
|
|
0.3838382363319397,
|
|
0.40609124302864075,
|
|
0.49999988079071045,
|
|
0.21428564190864563,
|
|
0.2807016372680664,
|
|
0.34449753165245056,
|
|
0.30456843972206116,
|
|
0.33333325386047363,
|
|
0.32258057594299316,
|
|
0.4343433380126953,
|
|
0.5610858201980591,
|
|
0.34042540192604065,
|
|
0.29189181327819824,
|
|
0.7156862020492554,
|
|
0.5244443416595459,
|
|
0.3999999165534973,
|
|
0.5308055877685547,
|
|
0.6543776988983154,
|
|
0.2433861643075943,
|
|
0.3260868787765503,
|
|
0.21999992430210114,
|
|
0.6162160634994507,
|
|
0.3793102502822876,
|
|
0.467661589384079,
|
|
0.3699999153614044,
|
|
0.31632643938064575,
|
|
0.39583319425582886,
|
|
0.306122362613678,
|
|
0.22935770452022552,
|
|
0.39795905351638794,
|
|
0.26666656136512756,
|
|
0.1951218843460083,
|
|
0.5641024112701416,
|
|
0.4293783903121948,
|
|
0.619289219379425,
|
|
0.30621999502182007,
|
|
0.3253587782382965,
|
|
0.18274106085300446,
|
|
0.24875615537166595,
|
|
0.2470587193965912,
|
|
0.5120771527290344,
|
|
0.6046510338783264,
|
|
0.45595842599868774,
|
|
0.30107519030570984,
|
|
0.3823528587818146,
|
|
0.5132741928100586,
|
|
0.6063346862792969,
|
|
0.4792625606060028,
|
|
0.11612897366285324,
|
|
0.5142855644226074,
|
|
0.38461530208587646,
|
|
0.4812833070755005,
|
|
0.30999991297721863,
|
|
0.7214610576629639,
|
|
0.559139609336853,
|
|
0.46788978576660156,
|
|
0.39130425453186035,
|
|
0.21874994039535522,
|
|
0.22459883987903595,
|
|
0.2898550033569336,
|
|
0.37158459424972534,
|
|
0.696078360080719,
|
|
0.6074764728546143,
|
|
0.4205606281757355,
|
|
0.5607475638389587,
|
|
0.13131305575370789,
|
|
0.3465345501899719,
|
|
0.21782170236110687,
|
|
0.663461446762085,
|
|
0.6822428703308105,
|
|
0.21978014707565308,
|
|
0.24137921631336212,
|
|
0.36559128761291504,
|
|
0.1843317300081253,
|
|
0.3146066665649414,
|
|
0.7219511270523071,
|
|
0.31730762124061584,
|
|
0.2403845638036728,
|
|
0.5229355692863464,
|
|
0.4561401903629303,
|
|
0.4120170772075653,
|
|
0.23469379544258118,
|
|
0.4036695957183838,
|
|
0.3175964951515198,
|
|
0.525345504283905,
|
|
0.24999991059303284,
|
|
0.24137921631336212,
|
|
0.6796115040779114,
|
|
0.49019595980644226,
|
|
0.35897424817085266,
|
|
0.32160791754722595,
|
|
0.2696628272533417,
|
|
0.3841806650161743
|
|
],
|
|
"time": 39.46271382179111,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 196,
|
|
"train_loss": 0.0038088602013885975,
|
|
"val_loss": 3.1165521144866943,
|
|
"acc": 40.04,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5208331942558289,
|
|
0.3113206624984741,
|
|
0.282828152179718,
|
|
0.29824554920196533,
|
|
0.3364485204219818,
|
|
0.40796008706092834,
|
|
0.38502663373947144,
|
|
0.4123710095882416,
|
|
0.4834122061729431,
|
|
0.2208588421344757,
|
|
0.28402355313301086,
|
|
0.3654821515083313,
|
|
0.32160791754722595,
|
|
0.31249991059303284,
|
|
0.31730762124061584,
|
|
0.43999987840652466,
|
|
0.5631066560745239,
|
|
0.3516482412815094,
|
|
0.2783504128456116,
|
|
0.7029701471328735,
|
|
0.5429863333702087,
|
|
0.3934425115585327,
|
|
0.5377357006072998,
|
|
0.6425337791442871,
|
|
0.24719089269638062,
|
|
0.3516482412815094,
|
|
0.2243901938199997,
|
|
0.6105261445045471,
|
|
0.3841806650161743,
|
|
0.45631060004234314,
|
|
0.3743841052055359,
|
|
0.31632643938064575,
|
|
0.39583319425582886,
|
|
0.28571420907974243,
|
|
0.2264150083065033,
|
|
0.39999985694885254,
|
|
0.28712859749794006,
|
|
0.18779337406158447,
|
|
0.5435895919799805,
|
|
0.4123710095882416,
|
|
0.5999999046325684,
|
|
0.29906532168388367,
|
|
0.3364485204219818,
|
|
0.1855669468641281,
|
|
0.25125616788864136,
|
|
0.2485205978155136,
|
|
0.5170730352401733,
|
|
0.6008967757225037,
|
|
0.45320188999176025,
|
|
0.2983424663543701,
|
|
0.3846152722835541,
|
|
0.5064376592636108,
|
|
0.6197181344032288,
|
|
0.492890864610672,
|
|
0.12422355264425278,
|
|
0.5192306637763977,
|
|
0.38674020767211914,
|
|
0.4659089744091034,
|
|
0.3147207200527191,
|
|
0.7123286128044128,
|
|
0.5502644181251526,
|
|
0.4834122061729431,
|
|
0.38502663373947144,
|
|
0.2099999338388443,
|
|
0.20765019953250885,
|
|
0.3196346163749695,
|
|
0.336633563041687,
|
|
0.6766167879104614,
|
|
0.5829595327377319,
|
|
0.41314542293548584,
|
|
0.562211811542511,
|
|
0.12682920694351196,
|
|
0.3474177420139313,
|
|
0.22797919809818268,
|
|
0.6699506640434265,
|
|
0.6886791586875916,
|
|
0.2127658873796463,
|
|
0.2333332598209381,
|
|
0.34920626878738403,
|
|
0.19266046583652496,
|
|
0.3037974238395691,
|
|
0.7219511270523071,
|
|
0.32195112109184265,
|
|
0.210526242852211,
|
|
0.5410627126693726,
|
|
0.4606740176677704,
|
|
0.4206008017063141,
|
|
0.23350247740745544,
|
|
0.3999998867511749,
|
|
0.32599109411239624,
|
|
0.5384615063667297,
|
|
0.23958325386047363,
|
|
0.2528734505176544,
|
|
0.672810971736908,
|
|
0.4951455295085907,
|
|
0.34920626878738403,
|
|
0.3399999141693115,
|
|
0.26519328355789185,
|
|
0.3798881769180298
|
|
],
|
|
"time": 39.595922131091356,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 197,
|
|
"train_loss": 0.003821857739239931,
|
|
"val_loss": 2.877858877182007,
|
|
"acc": 39.99,
|
|
"f1": [
|
|
0.6596857309341431,
|
|
0.5070421695709229,
|
|
0.30769219994544983,
|
|
0.2702701687812805,
|
|
0.3049326539039612,
|
|
0.33333325386047363,
|
|
0.40206170082092285,
|
|
0.38541653752326965,
|
|
0.4059404730796814,
|
|
0.488262802362442,
|
|
0.22619038820266724,
|
|
0.29213473200798035,
|
|
0.3692306876182556,
|
|
0.31632643938064575,
|
|
0.3315507173538208,
|
|
0.3285022974014282,
|
|
0.44670039415359497,
|
|
0.5560973882675171,
|
|
0.3575417995452881,
|
|
0.30051806569099426,
|
|
0.7070705890655518,
|
|
0.5083332657814026,
|
|
0.39130425453186035,
|
|
0.5358850359916687,
|
|
0.6425337791442871,
|
|
0.23913034796714783,
|
|
0.3516482412815094,
|
|
0.239999920129776,
|
|
0.6270268559455872,
|
|
0.37777766585350037,
|
|
0.4476189613342285,
|
|
0.36842095851898193,
|
|
0.3084576427936554,
|
|
0.38775497674942017,
|
|
0.2959182858467102,
|
|
0.22222214937210083,
|
|
0.4019606411457062,
|
|
0.24999991059303284,
|
|
0.19999992847442627,
|
|
0.5482232570648193,
|
|
0.4148934781551361,
|
|
0.6060605049133301,
|
|
0.31050220131874084,
|
|
0.3133639991283417,
|
|
0.18274106085300446,
|
|
0.23958325386047363,
|
|
0.2584269046783447,
|
|
0.5024153590202332,
|
|
0.6018517017364502,
|
|
0.4630540609359741,
|
|
0.29508185386657715,
|
|
0.3899998664855957,
|
|
0.50862056016922,
|
|
0.6285713315010071,
|
|
0.4907405972480774,
|
|
0.1226993277668953,
|
|
0.5217390656471252,
|
|
0.3885713219642639,
|
|
0.46486473083496094,
|
|
0.31730762124061584,
|
|
0.722222089767456,
|
|
0.5513511896133423,
|
|
0.48039206862449646,
|
|
0.38888877630233765,
|
|
0.2233501821756363,
|
|
0.22459883987903595,
|
|
0.30331745743751526,
|
|
0.34920626878738403,
|
|
0.6865670084953308,
|
|
0.5882351398468018,
|
|
0.38834938406944275,
|
|
0.579710066318512,
|
|
0.1142856553196907,
|
|
0.3594468832015991,
|
|
0.2233501821756363,
|
|
0.6602869629859924,
|
|
0.6981130838394165,
|
|
0.22459883987903595,
|
|
0.24580998718738556,
|
|
0.3586955666542053,
|
|
0.1971830278635025,
|
|
0.31355923414230347,
|
|
0.7192116975784302,
|
|
0.3316582143306732,
|
|
0.208791121840477,
|
|
0.5137613415718079,
|
|
0.4632767140865326,
|
|
0.41666656732559204,
|
|
0.23469379544258118,
|
|
0.4075828194618225,
|
|
0.31441038846969604,
|
|
0.5402842164039612,
|
|
0.23958325386047363,
|
|
0.239999920129776,
|
|
0.6760562062263489,
|
|
0.4903845191001892,
|
|
0.33684200048446655,
|
|
0.32989683747291565,
|
|
0.25945934653282166,
|
|
0.3699420988559723
|
|
],
|
|
"time": 39.767335437238216,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 198,
|
|
"train_loss": 0.003606109879910946,
|
|
"val_loss": 2.7628612518310547,
|
|
"acc": 40.19,
|
|
"f1": [
|
|
0.6666665077209473,
|
|
0.5048542022705078,
|
|
0.32258057594299316,
|
|
0.28272244334220886,
|
|
0.31775689125061035,
|
|
0.33802807331085205,
|
|
0.4102562665939331,
|
|
0.38709667325019836,
|
|
0.38775497674942017,
|
|
0.5118482112884521,
|
|
0.2485205978155136,
|
|
0.2890172600746155,
|
|
0.3599999248981476,
|
|
0.3147207200527191,
|
|
0.32989683747291565,
|
|
0.3211008310317993,
|
|
0.4499998688697815,
|
|
0.5767440795898438,
|
|
0.3575417995452881,
|
|
0.2736841142177582,
|
|
0.7282050251960754,
|
|
0.5194804668426514,
|
|
0.3809523284435272,
|
|
0.5454544425010681,
|
|
0.6396394968032837,
|
|
0.25274714827537537,
|
|
0.3502824008464813,
|
|
0.2347417026758194,
|
|
0.6145831942558289,
|
|
0.3841806650161743,
|
|
0.4577113389968872,
|
|
0.3699999153614044,
|
|
0.32160791754722595,
|
|
0.3899998664855957,
|
|
0.29166659712791443,
|
|
0.2062779664993286,
|
|
0.4019606411457062,
|
|
0.26315781474113464,
|
|
0.19444438815116882,
|
|
0.5502644181251526,
|
|
0.4248703718185425,
|
|
0.5970147848129272,
|
|
0.30621999502182007,
|
|
0.31818172335624695,
|
|
0.19791658222675323,
|
|
0.24999991059303284,
|
|
0.262857049703598,
|
|
0.5099998712539673,
|
|
0.6161136031150818,
|
|
0.45544540882110596,
|
|
0.30270257592201233,
|
|
0.38497641682624817,
|
|
0.5021644234657288,
|
|
0.6197181344032288,
|
|
0.492890864610672,
|
|
0.12121205776929855,
|
|
0.5070421695709229,
|
|
0.3885713219642639,
|
|
0.4615383446216583,
|
|
0.31730762124061584,
|
|
0.7214610576629639,
|
|
0.5561496019363403,
|
|
0.4857141971588135,
|
|
0.3934425115585327,
|
|
0.22950810194015503,
|
|
0.20765019953250885,
|
|
0.3069306015968323,
|
|
0.35897424817085266,
|
|
0.6635069251060486,
|
|
0.6018517017364502,
|
|
0.4170615077018738,
|
|
0.5714284181594849,
|
|
0.12871280312538147,
|
|
0.3677128851413727,
|
|
0.2244897186756134,
|
|
0.6699027419090271,
|
|
0.6952379941940308,
|
|
0.2234041839838028,
|
|
0.23595495522022247,
|
|
0.35978829860687256,
|
|
0.2018347978591919,
|
|
0.3096233606338501,
|
|
0.7184464335441589,
|
|
0.31372541189193726,
|
|
0.21319790184497833,
|
|
0.5326631665229797,
|
|
0.4678361415863037,
|
|
0.41739121079444885,
|
|
0.23834188282489777,
|
|
0.3999998867511749,
|
|
0.31531521677970886,
|
|
0.5205478072166443,
|
|
0.24210518598556519,
|
|
0.2312137931585312,
|
|
0.6729856729507446,
|
|
0.4927534759044647,
|
|
0.34554967284202576,
|
|
0.326315701007843,
|
|
0.27472516894340515,
|
|
0.3771427571773529
|
|
],
|
|
"time": 39.04450930748135,
|
|
"param": null
|
|
},
|
|
{
|
|
"epoch": 199,
|
|
"train_loss": 0.005376559216529131,
|
|
"val_loss": 2.7138724327087402,
|
|
"acc": 40.01,
|
|
"f1": [
|
|
0.6596857309341431,
|
|
0.5199998617172241,
|
|
0.3203882575035095,
|
|
0.2780747711658478,
|
|
0.2976743280887604,
|
|
0.33027511835098267,
|
|
0.4120602011680603,
|
|
0.37894728779792786,
|
|
0.3939392864704132,
|
|
0.4927534759044647,
|
|
0.24418595433235168,
|
|
0.30409345030784607,
|
|
0.35820886492729187,
|
|
0.30999991297721863,
|
|
0.3152172863483429,
|
|
0.3402060866355896,
|
|
0.4299998879432678,
|
|
0.5754715800285339,
|
|
0.34224584698677063,
|
|
0.29787227511405945,
|
|
0.7244896292686462,
|
|
0.5363634824752808,
|
|
0.38502663373947144,
|
|
0.5436891913414001,
|
|
0.6425337791442871,
|
|
0.23529404401779175,
|
|
0.3369564116001129,
|
|
0.23655906319618225,
|
|
0.6162160634994507,
|
|
0.38596484065055847,
|
|
0.4585364758968353,
|
|
0.38775497674942017,
|
|
0.324607253074646,
|
|
0.38578668236732483,
|
|
0.2941175699234009,
|
|
0.21904754638671875,
|
|
0.4042551815509796,
|
|
0.2783504128456116,
|
|
0.19642849266529083,
|
|
0.5555554032325745,
|
|
0.413043349981308,
|
|
0.5951218605041504,
|
|
0.31050220131874084,
|
|
0.322274774312973,
|
|
0.17435890436172485,
|
|
0.2424241602420807,
|
|
0.251428484916687,
|
|
0.5170730352401733,
|
|
0.5955554842948914,
|
|
0.44444435834884644,
|
|
0.2793295085430145,
|
|
0.37864065170288086,
|
|
0.5110130310058594,
|
|
0.6315788626670837,
|
|
0.48598119616508484,
|
|
0.11049716919660568,
|
|
0.5320196151733398,
|
|
0.3885713219642639,
|
|
0.4731181561946869,
|
|
0.30541861057281494,
|
|
0.7247704863548279,
|
|
0.5405403971672058,
|
|
0.46788978576660156,
|
|
0.38541653752326965,
|
|
0.21390368044376373,
|
|
0.2333332598209381,
|
|
0.292035311460495,
|
|
0.35978829860687256,
|
|
0.6956520080566406,
|
|
0.5855854153633118,
|
|
0.403755784034729,
|
|
0.5714284777641296,
|
|
0.11926598846912384,
|
|
0.34123215079307556,
|
|
0.2167486995458603,
|
|
0.6732671856880188,
|
|
0.7014216780662537,
|
|
0.21857915818691254,
|
|
0.2430938482284546,
|
|
0.3523315489292145,
|
|
0.19905206561088562,
|
|
0.2992125153541565,
|
|
0.7115383744239807,
|
|
0.3152708411216736,
|
|
0.2244897186756134,
|
|
0.5358850359916687,
|
|
0.4632767140865326,
|
|
0.41379299759864807,
|
|
0.22680403292179108,
|
|
0.4125559628009796,
|
|
0.31896543502807617,
|
|
0.5258214473724365,
|
|
0.24210518598556519,
|
|
0.2424241602420807,
|
|
0.6698111891746521,
|
|
0.48803818225860596,
|
|
0.36082467436790466,
|
|
0.3267325758934021,
|
|
0.26519328355789185,
|
|
0.3820223808288574
|
|
],
|
|
"time": 39.14794017095119,
|
|
"param": null
|
|
}
|
|
]
|
|
} |