mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-05 20:50:45 +02:00
22029 lines
509 KiB
JSON
22029 lines
509 KiB
JSON
|
{
|
||
|
"Accuracy": 47.77,
|
||
|
"Time": [
|
||
|
6.087827611207031,
|
||
|
0.27736591568734587,
|
||
|
1493.247150612995
|
||
|
],
|
||
|
"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": 3.2933285236358643,
|
||
|
"val_loss": 3.6200060844421387,
|
||
|
"acc": 15.99,
|
||
|
"f1": [
|
||
|
0.34042540192604065,
|
||
|
0.14285708963871002,
|
||
|
0.01851850003004074,
|
||
|
0.03571426123380661,
|
||
|
0.08743163198232651,
|
||
|
0.13333328068256378,
|
||
|
0.13235288858413696,
|
||
|
0.19841262698173523,
|
||
|
0.07526876032352448,
|
||
|
0.24271836876869202,
|
||
|
0.017699090763926506,
|
||
|
0.042327988892793655,
|
||
|
0.19480516016483307,
|
||
|
0.11585361510515213,
|
||
|
0.07758614420890808,
|
||
|
0.0,
|
||
|
0.03921567276120186,
|
||
|
0.26315781474113464,
|
||
|
0.21621616184711456,
|
||
|
0.1764705330133438,
|
||
|
0.2121211439371109,
|
||
|
0.0701754093170166,
|
||
|
0.14754094183444977,
|
||
|
0.3495144844055176,
|
||
|
0.4191615581512451,
|
||
|
0.12030069530010223,
|
||
|
0.0,
|
||
|
0.10322573781013489,
|
||
|
0.14399996399879456,
|
||
|
0.14399996399879456,
|
||
|
0.23688659071922302,
|
||
|
0.04799995943903923,
|
||
|
0.06956518441438675,
|
||
|
0.17054256796836853,
|
||
|
0.1288343071937561,
|
||
|
0.07299264520406723,
|
||
|
0.14814810454845428,
|
||
|
0.1570827215909958,
|
||
|
0.09467453509569168,
|
||
|
0.0938166007399559,
|
||
|
0.05504584312438965,
|
||
|
0.4720495045185089,
|
||
|
0.11851847171783447,
|
||
|
0.09665421396493912,
|
||
|
0.018348604440689087,
|
||
|
0.01851850003004074,
|
||
|
0.0,
|
||
|
0.24060142040252686,
|
||
|
0.11228067427873611,
|
||
|
0.04958673566579819,
|
||
|
0.0,
|
||
|
0.14285707473754883,
|
||
|
0.46753236651420593,
|
||
|
0.12844032049179077,
|
||
|
0.22360244393348694,
|
||
|
0.0,
|
||
|
0.18897633254528046,
|
||
|
0.21428564190864563,
|
||
|
0.11347512155771255,
|
||
|
0.07633582502603531,
|
||
|
0.46808499097824097,
|
||
|
0.20547938346862793,
|
||
|
0.3113771378993988,
|
||
|
0.23255808651447296,
|
||
|
0.04545450210571289,
|
||
|
0.05504584312438965,
|
||
|
0.03389827162027359,
|
||
|
0.06896547973155975,
|
||
|
0.48484835028648376,
|
||
|
0.16806717216968536,
|
||
|
0.085470050573349,
|
||
|
0.3749999403953552,
|
||
|
0.02499994821846485,
|
||
|
0.22999992966651917,
|
||
|
0.018867909908294678,
|
||
|
0.31067955493927,
|
||
|
0.19469021260738373,
|
||
|
0.0,
|
||
|
0.05741621181368828,
|
||
|
0.0754716694355011,
|
||
|
0.01249995082616806,
|
||
|
0.07142851501703262,
|
||
|
0.5273630023002625,
|
||
|
0.12244893610477448,
|
||
|
0.0,
|
||
|
0.12413787841796875,
|
||
|
0.2898550033569336,
|
||
|
0.11111104488372803,
|
||
|
0.09917348623275757,
|
||
|
0.13861380517482758,
|
||
|
0.09230764210224152,
|
||
|
0.2707422971725464,
|
||
|
0.1476922631263733,
|
||
|
0.04733722656965256,
|
||
|
0.10810806602239609,
|
||
|
0.2780747711658478,
|
||
|
0.2191779911518097,
|
||
|
0.12145744264125824,
|
||
|
0.01694912277162075,
|
||
|
0.12499994784593582
|
||
|
],
|
||
|
"time": 9.42071955371648,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 1,
|
||
|
"train_loss": 2.8144888877868652,
|
||
|
"val_loss": 3.2313005924224854,
|
||
|
"acc": 22.81,
|
||
|
"f1": [
|
||
|
0.4090908169746399,
|
||
|
0.29577454924583435,
|
||
|
0.08928567916154861,
|
||
|
0.21111102402210236,
|
||
|
0.09729723632335663,
|
||
|
0.19999994337558746,
|
||
|
0.1449274718761444,
|
||
|
0.2290075570344925,
|
||
|
0.24221445620059967,
|
||
|
0.22222213447093964,
|
||
|
0.1317829042673111,
|
||
|
0.015999965369701385,
|
||
|
0.2686566412448883,
|
||
|
0.15662647783756256,
|
||
|
0.09599995613098145,
|
||
|
0.016806693747639656,
|
||
|
0.2616821527481079,
|
||
|
0.42241373658180237,
|
||
|
0.24096375703811646,
|
||
|
0.20689646899700165,
|
||
|
0.28260865807533264,
|
||
|
0.3892616331577301,
|
||
|
0.23255808651447296,
|
||
|
0.3783782720565796,
|
||
|
0.45138877630233765,
|
||
|
0.12021856009960175,
|
||
|
0.03571426123380661,
|
||
|
0.11320748925209045,
|
||
|
0.22535203397274017,
|
||
|
0.22377613186836243,
|
||
|
0.31249991059303284,
|
||
|
0.18461531400680542,
|
||
|
0.18181811273097992,
|
||
|
0.3521125912666321,
|
||
|
0.14444437623023987,
|
||
|
0.05309731885790825,
|
||
|
0.05357140302658081,
|
||
|
0.15702472627162933,
|
||
|
0.07518791407346725,
|
||
|
0.25870639085769653,
|
||
|
0.16867463290691376,
|
||
|
0.5348835587501526,
|
||
|
0.15662643313407898,
|
||
|
0.0,
|
||
|
0.07042248547077179,
|
||
|
0.07947013527154922,
|
||
|
0.20134222507476807,
|
||
|
0.3661970794200897,
|
||
|
0.31884050369262695,
|
||
|
0.15517237782478333,
|
||
|
0.05031441152095795,
|
||
|
0.18326687812805176,
|
||
|
0.5691055655479431,
|
||
|
0.4242422580718994,
|
||
|
0.32558128237724304,
|
||
|
0.01639341004192829,
|
||
|
0.3597121238708496,
|
||
|
0.1709401160478592,
|
||
|
0.22424235939979553,
|
||
|
0.0707964226603508,
|
||
|
0.6010361909866333,
|
||
|
0.27199992537498474,
|
||
|
0.38888877630233765,
|
||
|
0.14678893983364105,
|
||
|
0.01941746659576893,
|
||
|
0.056603748351335526,
|
||
|
0.14925366640090942,
|
||
|
0.21897803246974945,
|
||
|
0.5649716258049011,
|
||
|
0.38888880610466003,
|
||
|
0.07407403737306595,
|
||
|
0.49659857153892517,
|
||
|
0.08866989612579346,
|
||
|
0.2444443702697754,
|
||
|
0.14285707473754883,
|
||
|
0.45405393838882446,
|
||
|
0.45925915241241455,
|
||
|
0.11464963108301163,
|
||
|
0.18909086287021637,
|
||
|
0.19607838988304138,
|
||
|
0.10204074531793594,
|
||
|
0.13610583543777466,
|
||
|
0.5913977026939392,
|
||
|
0.22009563446044922,
|
||
|
0.06299209594726562,
|
||
|
0.24742262065410614,
|
||
|
0.3540668785572052,
|
||
|
0.23214276134967804,
|
||
|
0.01941746659576893,
|
||
|
0.20535708963871002,
|
||
|
0.09523804485797882,
|
||
|
0.29064032435417175,
|
||
|
0.03773583099246025,
|
||
|
0.037037014961242676,
|
||
|
0.3738316595554352,
|
||
|
0.29906535148620605,
|
||
|
0.1240309551358223,
|
||
|
0.17647051811218262,
|
||
|
0.0,
|
||
|
0.11199995130300522
|
||
|
],
|
||
|
"time": 5.926257506944239,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 2,
|
||
|
"train_loss": 2.570181369781494,
|
||
|
"val_loss": 3.0416500568389893,
|
||
|
"acc": 27.56,
|
||
|
"f1": [
|
||
|
0.48484838008880615,
|
||
|
0.37333324551582336,
|
||
|
0.13333328068256378,
|
||
|
0.19999991357326508,
|
||
|
0.019047604873776436,
|
||
|
0.1729728877544403,
|
||
|
0.2014387845993042,
|
||
|
0.3037973642349243,
|
||
|
0.31764698028564453,
|
||
|
0.18742291629314423,
|
||
|
0.15189866721630096,
|
||
|
0.03636360913515091,
|
||
|
0.26578065752983093,
|
||
|
0.17449656128883362,
|
||
|
0.20320846140384674,
|
||
|
0.22480614483356476,
|
||
|
0.2564101815223694,
|
||
|
0.425855427980423,
|
||
|
0.24892695248126984,
|
||
|
0.21093745529651642,
|
||
|
0.44047608971595764,
|
||
|
0.48314592242240906,
|
||
|
0.29677411913871765,
|
||
|
0.09009005129337311,
|
||
|
0.39805811643600464,
|
||
|
0.22598862648010254,
|
||
|
0.09090904891490936,
|
||
|
0.13333328068256378,
|
||
|
0.36431220173835754,
|
||
|
0.32222211360931396,
|
||
|
0.1061946451663971,
|
||
|
0.274073988199234,
|
||
|
0.278787761926651,
|
||
|
0.2407766431570053,
|
||
|
0.21621614694595337,
|
||
|
0.029850704595446587,
|
||
|
0.18390797078609467,
|
||
|
0.16959059238433838,
|
||
|
0.15856774151325226,
|
||
|
0.308942973613739,
|
||
|
0.25510191917419434,
|
||
|
0.596684992313385,
|
||
|
0.211055189371109,
|
||
|
0.2614377737045288,
|
||
|
0.11023616790771484,
|
||
|
0.08888883143663406,
|
||
|
0.21698106825351715,
|
||
|
0.2879999279975891,
|
||
|
0.5232557058334351,
|
||
|
0.21374039351940155,
|
||
|
0.11403502523899078,
|
||
|
0.2643677294254303,
|
||
|
0.5423727631568909,
|
||
|
0.42105257511138916,
|
||
|
0.43171796202659607,
|
||
|
0.11538457125425339,
|
||
|
0.44274798035621643,
|
||
|
0.2422359436750412,
|
||
|
0.11214949190616608,
|
||
|
0.3058822751045227,
|
||
|
0.6297871470451355,
|
||
|
0.44848471879959106,
|
||
|
0.20512813329696655,
|
||
|
0.31531521677970886,
|
||
|
0.09150320291519165,
|
||
|
0.20168060064315796,
|
||
|
0.2553190290927887,
|
||
|
0.3043477535247803,
|
||
|
0.6305417418479919,
|
||
|
0.32390740513801575,
|
||
|
0.03809521719813347,
|
||
|
0.543859601020813,
|
||
|
0.14201176166534424,
|
||
|
0.24999989569187164,
|
||
|
0.14906825125217438,
|
||
|
0.5714284181594849,
|
||
|
0.47747737169265747,
|
||
|
0.0491802878677845,
|
||
|
0.1639343649148941,
|
||
|
0.2838708758354187,
|
||
|
0.09039541333913803,
|
||
|
0.22772268950939178,
|
||
|
0.625640869140625,
|
||
|
0.2399999350309372,
|
||
|
0.16774186491966248,
|
||
|
0.3692306578159332,
|
||
|
0.33755266666412354,
|
||
|
0.30418241024017334,
|
||
|
0.03636360913515091,
|
||
|
0.3502824008464813,
|
||
|
0.03669722378253937,
|
||
|
0.3519999086856842,
|
||
|
0.09009005129337311,
|
||
|
0.15748025476932526,
|
||
|
0.30095231533050537,
|
||
|
0.33802807331085205,
|
||
|
0.3039999008178711,
|
||
|
0.34579432010650635,
|
||
|
0.10650881379842758,
|
||
|
0.15789470076560974
|
||
|
],
|
||
|
"time": 5.745464958250523,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 3,
|
||
|
"train_loss": 2.1787848472595215,
|
||
|
"val_loss": 2.7867491245269775,
|
||
|
"acc": 33.67,
|
||
|
"f1": [
|
||
|
0.5989303588867188,
|
||
|
0.47210294008255005,
|
||
|
0.18532812595367432,
|
||
|
0.16901402175426483,
|
||
|
0.19999994337558746,
|
||
|
0.2972972095012665,
|
||
|
0.3101603388786316,
|
||
|
0.32191771268844604,
|
||
|
0.3894736170768738,
|
||
|
0.3657141923904419,
|
||
|
0.16455689072608948,
|
||
|
0.11920525878667831,
|
||
|
0.346666544675827,
|
||
|
0.17391297221183777,
|
||
|
0.2705313265323639,
|
||
|
0.2550334632396698,
|
||
|
0.33027511835098267,
|
||
|
0.5614033341407776,
|
||
|
0.25961530208587646,
|
||
|
0.27329182624816895,
|
||
|
0.6728971004486084,
|
||
|
0.4871794283390045,
|
||
|
0.34389129281044006,
|
||
|
0.3703702688217163,
|
||
|
0.4766353964805603,
|
||
|
0.2208588421344757,
|
||
|
0.26388877630233765,
|
||
|
0.2389935851097107,
|
||
|
0.4025558531284332,
|
||
|
0.3676469624042511,
|
||
|
0.3529410660266876,
|
||
|
0.2706766128540039,
|
||
|
0.24817509949207306,
|
||
|
0.4061301648616791,
|
||
|
0.26086950302124023,
|
||
|
0.17554855346679688,
|
||
|
0.3024389147758484,
|
||
|
0.19999994337558746,
|
||
|
0.1826697438955307,
|
||
|
0.490322470664978,
|
||
|
0.2873562276363373,
|
||
|
0.5631066560745239,
|
||
|
0.1391303837299347,
|
||
|
0.35454532504081726,
|
||
|
0.2399999350309372,
|
||
|
0.13846148550510406,
|
||
|
0.1931033730506897,
|
||
|
0.49999988079071045,
|
||
|
0.5537188649177551,
|
||
|
0.45714274048805237,
|
||
|
0.13513506948947906,
|
||
|
0.33884286880493164,
|
||
|
0.33333325386047363,
|
||
|
0.5550238490104675,
|
||
|
0.4620937705039978,
|
||
|
0.1256038099527359,
|
||
|
0.5232066512107849,
|
||
|
0.28426387906074524,
|
||
|
0.3950616121292114,
|
||
|
0.28571417927742004,
|
||
|
0.6559138894081116,
|
||
|
0.3576158285140991,
|
||
|
0.3703702688217163,
|
||
|
0.35820886492729187,
|
||
|
0.17730490863323212,
|
||
|
0.17910441756248474,
|
||
|
0.24719089269638062,
|
||
|
0.32584258913993835,
|
||
|
0.666666567325592,
|
||
|
0.26981446146965027,
|
||
|
0.23448269069194794,
|
||
|
0.5507245063781738,
|
||
|
0.1162789985537529,
|
||
|
0.31249991059303284,
|
||
|
0.1061946451663971,
|
||
|
0.5506072044372559,
|
||
|
0.46153831481933594,
|
||
|
0.1835748255252838,
|
||
|
0.2547769844532013,
|
||
|
0.3468207120895386,
|
||
|
0.04545450210571289,
|
||
|
0.3076922297477722,
|
||
|
0.6635512709617615,
|
||
|
0.2430938482284546,
|
||
|
0.2099999338388443,
|
||
|
0.5287355184555054,
|
||
|
0.39043813943862915,
|
||
|
0.3644443452358246,
|
||
|
0.24489788711071014,
|
||
|
0.39810416102409363,
|
||
|
0.20895513892173767,
|
||
|
0.474226713180542,
|
||
|
0.17834389209747314,
|
||
|
0.1965317279100418,
|
||
|
0.591999888420105,
|
||
|
0.48453593254089355,
|
||
|
0.1594202220439911,
|
||
|
0.2721087336540222,
|
||
|
0.14349770545959473,
|
||
|
0.34736835956573486
|
||
|
],
|
||
|
"time": 5.782838602550328,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 4,
|
||
|
"train_loss": 2.256823778152466,
|
||
|
"val_loss": 2.8084864616394043,
|
||
|
"acc": 33.45,
|
||
|
"f1": [
|
||
|
0.5390069484710693,
|
||
|
0.44268766045570374,
|
||
|
0.28723397850990295,
|
||
|
0.2258063703775406,
|
||
|
0.14723920822143555,
|
||
|
0.3311257064342499,
|
||
|
0.31730762124061584,
|
||
|
0.3350784480571747,
|
||
|
0.3403140604496002,
|
||
|
0.4606059193611145,
|
||
|
0.17391297221183777,
|
||
|
0.2340424805879593,
|
||
|
0.4123710095882416,
|
||
|
0.3394494354724884,
|
||
|
0.27649760246276855,
|
||
|
0.21428564190864563,
|
||
|
0.351144939661026,
|
||
|
0.5340908169746399,
|
||
|
0.3529411256313324,
|
||
|
0.2780747711658478,
|
||
|
0.7039104700088501,
|
||
|
0.5316454172134399,
|
||
|
0.2795698046684265,
|
||
|
0.4907405972480774,
|
||
|
0.5350876450538635,
|
||
|
0.22058817744255066,
|
||
|
0.1940297931432724,
|
||
|
0.20645155012607574,
|
||
|
0.4604315757751465,
|
||
|
0.29864245653152466,
|
||
|
0.36129021644592285,
|
||
|
0.3260868787765503,
|
||
|
0.2695651352405548,
|
||
|
0.42528724670410156,
|
||
|
0.3091786503791809,
|
||
|
0.09302320331335068,
|
||
|
0.3267972767353058,
|
||
|
0.2923975884914398,
|
||
|
0.18677033483982086,
|
||
|
0.30649346113204956,
|
||
|
0.26751580834388733,
|
||
|
0.5603863000869751,
|
||
|
0.20163480937480927,
|
||
|
0.3414633274078369,
|
||
|
0.119999960064888,
|
||
|
0.03669722378253937,
|
||
|
0.2193547636270523,
|
||
|
0.49999988079071045,
|
||
|
0.5773194432258606,
|
||
|
0.38040339946746826,
|
||
|
0.13924044370651245,
|
||
|
0.2762430012226105,
|
||
|
0.5683452486991882,
|
||
|
0.5887848734855652,
|
||
|
0.45714277029037476,
|
||
|
0.05504584312438965,
|
||
|
0.5198236703872681,
|
||
|
0.3636362552642822,
|
||
|
0.3232322335243225,
|
||
|
0.1891891211271286,
|
||
|
0.42962950468063354,
|
||
|
0.2333332598209381,
|
||
|
0.48309168219566345,
|
||
|
0.31818169355392456,
|
||
|
0.21118007600307465,
|
||
|
0.19480513036251068,
|
||
|
0.21965309977531433,
|
||
|
0.11965807527303696,
|
||
|
0.634730339050293,
|
||
|
0.5360823273658752,
|
||
|
0.30769217014312744,
|
||
|
0.19999992847442627,
|
||
|
0.13407814502716064,
|
||
|
0.36704114079475403,
|
||
|
0.22916659712791443,
|
||
|
0.5128204226493835,
|
||
|
0.5657892823219299,
|
||
|
0.1734103411436081,
|
||
|
0.19584567844867706,
|
||
|
0.35398221015930176,
|
||
|
0.04687495157122612,
|
||
|
0.33333325386047363,
|
||
|
0.7052630186080933,
|
||
|
0.26086944341659546,
|
||
|
0.23225797712802887,
|
||
|
0.4792625606060028,
|
||
|
0.3364485502243042,
|
||
|
0.3453236222267151,
|
||
|
0.17948710918426514,
|
||
|
0.35143762826919556,
|
||
|
0.31627896428108215,
|
||
|
0.4192138612270355,
|
||
|
0.24691349267959595,
|
||
|
0.18378373980522156,
|
||
|
0.5362317562103271,
|
||
|
0.46874985098838806,
|
||
|
0.23357655107975006,
|
||
|
0.2686566412448883,
|
||
|
0.030769191682338715,
|
||
|
0.2746478021144867
|
||
|
],
|
||
|
"time": 5.760231829248369,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 5,
|
||
|
"train_loss": 1.8831709623336792,
|
||
|
"val_loss": 2.6482462882995605,
|
||
|
"acc": 34.19,
|
||
|
"f1": [
|
||
|
0.6744184494018555,
|
||
|
0.46486473083496094,
|
||
|
0.2376236915588379,
|
||
|
0.12068961560726166,
|
||
|
0.12987005710601807,
|
||
|
0.38150280714035034,
|
||
|
0.3428570628166199,
|
||
|
0.23869799077510834,
|
||
|
0.4495411515235901,
|
||
|
0.4975123405456543,
|
||
|
0.19047614932060242,
|
||
|
0.19259251654148102,
|
||
|
0.3116881847381592,
|
||
|
0.24999989569187164,
|
||
|
0.22664010524749756,
|
||
|
0.239520862698555,
|
||
|
0.3743841052055359,
|
||
|
0.4179103374481201,
|
||
|
0.3220972716808319,
|
||
|
0.16058386862277985,
|
||
|
0.6699027419090271,
|
||
|
0.5584904551506042,
|
||
|
0.2758620083332062,
|
||
|
0.48421040177345276,
|
||
|
0.2972972095012665,
|
||
|
0.30232545733451843,
|
||
|
0.27160486578941345,
|
||
|
0.19631893932819366,
|
||
|
0.5303866267204285,
|
||
|
0.3636362552642822,
|
||
|
0.43243229389190674,
|
||
|
0.2647058069705963,
|
||
|
0.36842095851898193,
|
||
|
0.39285704493522644,
|
||
|
0.22556383907794952,
|
||
|
0.179775208234787,
|
||
|
0.3493974804878235,
|
||
|
0.20155030488967896,
|
||
|
0.11023616790771484,
|
||
|
0.4186045825481415,
|
||
|
0.36090216040611267,
|
||
|
0.5432097911834717,
|
||
|
0.28193822503089905,
|
||
|
0.18032778799533844,
|
||
|
0.15999992191791534,
|
||
|
0.18532812595367432,
|
||
|
0.12389375269412994,
|
||
|
0.4550263583660126,
|
||
|
0.5175436735153198,
|
||
|
0.436893105506897,
|
||
|
0.13223135471343994,
|
||
|
0.22950811684131622,
|
||
|
0.5221238136291504,
|
||
|
0.48717936873435974,
|
||
|
0.37575745582580566,
|
||
|
0.04838705435395241,
|
||
|
0.6028706431388855,
|
||
|
0.3926379084587097,
|
||
|
0.3787877857685089,
|
||
|
0.3071671426296234,
|
||
|
0.733333170413971,
|
||
|
0.392749160528183,
|
||
|
0.447368323802948,
|
||
|
0.29392966628074646,
|
||
|
0.15384609997272491,
|
||
|
0.2290075719356537,
|
||
|
0.24409443140029907,
|
||
|
0.29126209020614624,
|
||
|
0.7431692481040955,
|
||
|
0.5350316762924194,
|
||
|
0.4236452281475067,
|
||
|
0.3230768144130707,
|
||
|
0.10852707922458649,
|
||
|
0.22377613186836243,
|
||
|
0.1721518635749817,
|
||
|
0.6166664958000183,
|
||
|
0.5787232518196106,
|
||
|
0.12389375269412994,
|
||
|
0.21142850816249847,
|
||
|
0.30604973435401917,
|
||
|
0.10344822704792023,
|
||
|
0.27814561128616333,
|
||
|
0.6902653574943542,
|
||
|
0.3248406946659088,
|
||
|
0.2955664098262787,
|
||
|
0.4365480840206146,
|
||
|
0.38596484065055847,
|
||
|
0.48684197664260864,
|
||
|
0.21794866025447845,
|
||
|
0.4352940320968628,
|
||
|
0.29885047674179077,
|
||
|
0.4520547091960907,
|
||
|
0.08333329111337662,
|
||
|
0.17877088487148285,
|
||
|
0.6143789887428284,
|
||
|
0.44537800550460815,
|
||
|
0.280898779630661,
|
||
|
0.2571427822113037,
|
||
|
0.031745996326208115,
|
||
|
0.38974347710609436
|
||
|
],
|
||
|
"time": 5.804293821565807,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 6,
|
||
|
"train_loss": 1.8668631315231323,
|
||
|
"val_loss": 2.598193645477295,
|
||
|
"acc": 37.78,
|
||
|
"f1": [
|
||
|
0.6530610918998718,
|
||
|
0.4692735970020294,
|
||
|
0.12030069530010223,
|
||
|
0.18478251993656158,
|
||
|
0.19138747453689575,
|
||
|
0.3743841052055359,
|
||
|
0.4161849021911621,
|
||
|
0.3950616121292114,
|
||
|
0.49710968136787415,
|
||
|
0.4936707317829132,
|
||
|
0.19047611951828003,
|
||
|
0.17419350147247314,
|
||
|
0.41975298523902893,
|
||
|
0.2980768382549286,
|
||
|
0.3473052978515625,
|
||
|
0.30769219994544983,
|
||
|
0.42857131361961365,
|
||
|
0.4999998211860657,
|
||
|
0.24637670814990997,
|
||
|
0.36129021644592285,
|
||
|
0.666666567325592,
|
||
|
0.5350876450538635,
|
||
|
0.3272726237773895,
|
||
|
0.5333333015441895,
|
||
|
0.4770641326904297,
|
||
|
0.24999991059303284,
|
||
|
0.3850930631160736,
|
||
|
0.24875615537166595,
|
||
|
0.5347592234611511,
|
||
|
0.34254133701324463,
|
||
|
0.4347825050354004,
|
||
|
0.3444443643093109,
|
||
|
0.3617020547389984,
|
||
|
0.362318754196167,
|
||
|
0.362499862909317,
|
||
|
0.25098028779029846,
|
||
|
0.36065563559532166,
|
||
|
0.2774565517902374,
|
||
|
0.2231075018644333,
|
||
|
0.5521470904350281,
|
||
|
0.35193121433258057,
|
||
|
0.5228214263916016,
|
||
|
0.3037973642349243,
|
||
|
0.3939392864704132,
|
||
|
0.18055549263954163,
|
||
|
0.17142851650714874,
|
||
|
0.2655600905418396,
|
||
|
0.5120771527290344,
|
||
|
0.629441499710083,
|
||
|
0.4258759319782257,
|
||
|
0.22929932177066803,
|
||
|
0.3037973642349243,
|
||
|
0.5533595681190491,
|
||
|
0.5483869910240173,
|
||
|
0.4550897181034088,
|
||
|
0.14201176166534424,
|
||
|
0.6320753693580627,
|
||
|
0.33918121457099915,
|
||
|
0.38153839111328125,
|
||
|
0.3118278682231903,
|
||
|
0.6931816935539246,
|
||
|
0.4594593644142151,
|
||
|
0.46530601382255554,
|
||
|
0.37614670395851135,
|
||
|
0.10687018185853958,
|
||
|
0.2330826371908188,
|
||
|
0.23129244148731232,
|
||
|
0.38181808590888977,
|
||
|
0.61146479845047,
|
||
|
0.5333331823348999,
|
||
|
0.44351452589035034,
|
||
|
0.3823528289794922,
|
||
|
0.10975604504346848,
|
||
|
0.41666656732559204,
|
||
|
0.10937494784593582,
|
||
|
0.663461446762085,
|
||
|
0.603351891040802,
|
||
|
0.16783210635185242,
|
||
|
0.23715409636497498,
|
||
|
0.3563217520713806,
|
||
|
0.11851847171783447,
|
||
|
0.28289467096328735,
|
||
|
0.6413500905036926,
|
||
|
0.3775508999824524,
|
||
|
0.24836592376232147,
|
||
|
0.39130428433418274,
|
||
|
0.33333322405815125,
|
||
|
0.3946187198162079,
|
||
|
0.32950183749198914,
|
||
|
0.3829786479473114,
|
||
|
0.24892699718475342,
|
||
|
0.5024153590202332,
|
||
|
0.17391297221183777,
|
||
|
0.24418595433235168,
|
||
|
0.710382342338562,
|
||
|
0.539215624332428,
|
||
|
0.27338120341300964,
|
||
|
0.2771083414554596,
|
||
|
0.19999991357326508,
|
||
|
0.41212108731269836
|
||
|
],
|
||
|
"time": 5.846095121465623,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 7,
|
||
|
"train_loss": 1.6137726306915283,
|
||
|
"val_loss": 2.8013100624084473,
|
||
|
"acc": 36.13,
|
||
|
"f1": [
|
||
|
0.7040814757347107,
|
||
|
0.4044942855834961,
|
||
|
0.19259251654148102,
|
||
|
0.21395343542099,
|
||
|
0.20224714279174805,
|
||
|
0.31081071496009827,
|
||
|
0.2879999279975891,
|
||
|
0.4217686057090759,
|
||
|
0.3999999165534973,
|
||
|
0.5340908169746399,
|
||
|
0.27173903584480286,
|
||
|
0.2477063536643982,
|
||
|
0.36956506967544556,
|
||
|
0.19199992716312408,
|
||
|
0.31818172335624695,
|
||
|
0.278787761926651,
|
||
|
0.4720495045185089,
|
||
|
0.46575334668159485,
|
||
|
0.3076922297477722,
|
||
|
0.2613064646720886,
|
||
|
0.6325579881668091,
|
||
|
0.5062239766120911,
|
||
|
0.362790584564209,
|
||
|
0.4968552887439728,
|
||
|
0.6122447848320007,
|
||
|
0.2865496575832367,
|
||
|
0.28901728987693787,
|
||
|
0.19999994337558746,
|
||
|
0.44839850068092346,
|
||
|
0.2987011969089508,
|
||
|
0.32191771268844604,
|
||
|
0.30051806569099426,
|
||
|
0.3636362850666046,
|
||
|
0.42696622014045715,
|
||
|
0.3037973642349243,
|
||
|
0.23391805589199066,
|
||
|
0.32432422041893005,
|
||
|
0.20645155012607574,
|
||
|
0.1792452037334442,
|
||
|
0.4229389727115631,
|
||
|
0.38961026072502136,
|
||
|
0.6374998688697815,
|
||
|
0.23696677386760712,
|
||
|
0.38709667325019836,
|
||
|
0.1333332657814026,
|
||
|
0.19004517793655396,
|
||
|
0.22988496720790863,
|
||
|
0.5360823273658752,
|
||
|
0.5393257737159729,
|
||
|
0.43181806802749634,
|
||
|
0.11023616790771484,
|
||
|
0.36144572496414185,
|
||
|
0.5399999022483826,
|
||
|
0.5895952582359314,
|
||
|
0.4533332288265228,
|
||
|
0.11827950179576874,
|
||
|
0.5540539026260376,
|
||
|
0.3776223063468933,
|
||
|
0.47499990463256836,
|
||
|
0.3743841052055359,
|
||
|
0.6745560765266418,
|
||
|
0.4238409399986267,
|
||
|
0.29787224531173706,
|
||
|
0.40935659408569336,
|
||
|
0.13698624074459076,
|
||
|
0.11347512155771255,
|
||
|
0.21608035266399384,
|
||
|
0.2999999225139618,
|
||
|
0.6582276821136475,
|
||
|
0.542713463306427,
|
||
|
0.4545453190803528,
|
||
|
0.49756085872650146,
|
||
|
0.19138747453689575,
|
||
|
0.38815784454345703,
|
||
|
0.20512813329696655,
|
||
|
0.6008967757225037,
|
||
|
0.5657892823219299,
|
||
|
0.18705029785633087,
|
||
|
0.20304562151432037,
|
||
|
0.3636362552642822,
|
||
|
0.03199996426701546,
|
||
|
0.39805811643600464,
|
||
|
0.6951218247413635,
|
||
|
0.25373128056526184,
|
||
|
0.264317125082016,
|
||
|
0.49785396456718445,
|
||
|
0.4088887572288513,
|
||
|
0.43715834617614746,
|
||
|
0.17910441756248474,
|
||
|
0.33783775568008423,
|
||
|
0.36792439222335815,
|
||
|
0.48837196826934814,
|
||
|
0.1240309551358223,
|
||
|
0.1985815018415451,
|
||
|
0.710382342338562,
|
||
|
0.3939392864704132,
|
||
|
0.26388877630233765,
|
||
|
0.37575745582580566,
|
||
|
0.05084741488099098,
|
||
|
0.23794202506542206
|
||
|
],
|
||
|
"time": 5.873711388558149,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 8,
|
||
|
"train_loss": 1.4082591533660889,
|
||
|
"val_loss": 2.8783071041107178,
|
||
|
"acc": 35.38,
|
||
|
"f1": [
|
||
|
0.5416665077209473,
|
||
|
0.39688706398010254,
|
||
|
0.23280414938926697,
|
||
|
0.24390234053134918,
|
||
|
0.1914892941713333,
|
||
|
0.20512811839580536,
|
||
|
0.3271767199039459,
|
||
|
0.32911381125450134,
|
||
|
0.2955465316772461,
|
||
|
0.45801517367362976,
|
||
|
0.22399991750717163,
|
||
|
0.20408158004283905,
|
||
|
0.4120602011680603,
|
||
|
0.21705420315265656,
|
||
|
0.32222211360931396,
|
||
|
0.27472516894340515,
|
||
|
0.4210525155067444,
|
||
|
0.5951218605041504,
|
||
|
0.2347417026758194,
|
||
|
0.28368785977363586,
|
||
|
0.6557375192642212,
|
||
|
0.5780345797538757,
|
||
|
0.3744291365146637,
|
||
|
0.17241373658180237,
|
||
|
0.5951218605041504,
|
||
|
0.24590156972408295,
|
||
|
0.22760283946990967,
|
||
|
0.2482757866382599,
|
||
|
0.5316454172134399,
|
||
|
0.36714968085289,
|
||
|
0.4260868728160858,
|
||
|
0.34013596177101135,
|
||
|
0.3435581922531128,
|
||
|
0.3599999248981476,
|
||
|
0.3711339235305786,
|
||
|
0.1438848376274109,
|
||
|
0.2786068916320801,
|
||
|
0.3456788659095764,
|
||
|
0.2164178341627121,
|
||
|
0.4086955785751343,
|
||
|
0.4087590277194977,
|
||
|
0.5942855477333069,
|
||
|
0.3150182366371155,
|
||
|
0.3152172863483429,
|
||
|
0.133573979139328,
|
||
|
0.15929201245307922,
|
||
|
0.15929199755191803,
|
||
|
0.49549540877342224,
|
||
|
0.5056602954864502,
|
||
|
0.466403067111969,
|
||
|
0.14545448124408722,
|
||
|
0.38095226883888245,
|
||
|
0.5742572546005249,
|
||
|
0.5230767726898193,
|
||
|
0.41717782616615295,
|
||
|
0.07352935522794724,
|
||
|
0.6185566186904907,
|
||
|
0.36158180236816406,
|
||
|
0.494381844997406,
|
||
|
0.3076922297477722,
|
||
|
0.6981130838394165,
|
||
|
0.3597121238708496,
|
||
|
0.42253515124320984,
|
||
|
0.36090216040611267,
|
||
|
0.1717790812253952,
|
||
|
0.19480513036251068,
|
||
|
0.2378377616405487,
|
||
|
0.21556879580020905,
|
||
|
0.7373270392417908,
|
||
|
0.5021275877952576,
|
||
|
0.3386242389678955,
|
||
|
0.5243901014328003,
|
||
|
0.16071423888206482,
|
||
|
0.3096773326396942,
|
||
|
0.23696675896644592,
|
||
|
0.5771142840385437,
|
||
|
0.6309522390365601,
|
||
|
0.11111105233430862,
|
||
|
0.16216209530830383,
|
||
|
0.35897424817085266,
|
||
|
0.08823523670434952,
|
||
|
0.38775497674942017,
|
||
|
0.6519822478294373,
|
||
|
0.3286384046077728,
|
||
|
0.22047236561775208,
|
||
|
0.45814967155456543,
|
||
|
0.4278606176376343,
|
||
|
0.44585973024368286,
|
||
|
0.16216209530830383,
|
||
|
0.4016735553741455,
|
||
|
0.3023254871368408,
|
||
|
0.4096384346485138,
|
||
|
0.2243901938199997,
|
||
|
0.16326524317264557,
|
||
|
0.6749998331069946,
|
||
|
0.44808733463287354,
|
||
|
0.3710406422615051,
|
||
|
0.2891565263271332,
|
||
|
0.21118006110191345,
|
||
|
0.2660753130912781
|
||
|
],
|
||
|
"time": 5.811347619630396,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 9,
|
||
|
"train_loss": 1.3170442581176758,
|
||
|
"val_loss": 3.2324271202087402,
|
||
|
"acc": 33.96,
|
||
|
"f1": [
|
||
|
0.6823527216911316,
|
||
|
0.43165460228919983,
|
||
|
0.2124999314546585,
|
||
|
0.13422814011573792,
|
||
|
0.1818181276321411,
|
||
|
0.30075180530548096,
|
||
|
0.35023030638694763,
|
||
|
0.28699547052383423,
|
||
|
0.4120602011680603,
|
||
|
0.4415583312511444,
|
||
|
0.23021577298641205,
|
||
|
0.13333328068256378,
|
||
|
0.3727271258831024,
|
||
|
0.35918357968330383,
|
||
|
0.2176164984703064,
|
||
|
0.3111110329627991,
|
||
|
0.37499991059303284,
|
||
|
0.25599992275238037,
|
||
|
0.27338123321533203,
|
||
|
0.283950537443161,
|
||
|
0.6971427202224731,
|
||
|
0.6129031181335449,
|
||
|
0.34389129281044006,
|
||
|
0.38028159737586975,
|
||
|
0.5586591362953186,
|
||
|
0.2176869958639145,
|
||
|
0.34024888277053833,
|
||
|
0.19289334118366241,
|
||
|
0.3787877857685089,
|
||
|
0.3157893717288971,
|
||
|
0.4102562963962555,
|
||
|
0.3121386468410492,
|
||
|
0.2614377737045288,
|
||
|
0.4108106791973114,
|
||
|
0.2948717176914215,
|
||
|
0.21714277565479279,
|
||
|
0.3453236222267151,
|
||
|
0.24615375697612762,
|
||
|
0.17272719740867615,
|
||
|
0.28148141503334045,
|
||
|
0.25675666332244873,
|
||
|
0.5555554628372192,
|
||
|
0.2673795819282532,
|
||
|
0.3487178385257721,
|
||
|
0.10344821214675903,
|
||
|
0.1634240448474884,
|
||
|
0.24050623178482056,
|
||
|
0.3971630334854126,
|
||
|
0.5829958915710449,
|
||
|
0.37151700258255005,
|
||
|
0.1844659447669983,
|
||
|
0.3054754436016083,
|
||
|
0.5488958358764648,
|
||
|
0.5673075914382935,
|
||
|
0.5212765336036682,
|
||
|
0.0447760745882988,
|
||
|
0.5517240166664124,
|
||
|
0.3708608150482178,
|
||
|
0.40268445014953613,
|
||
|
0.2580644488334656,
|
||
|
0.7312772870063782,
|
||
|
0.48076915740966797,
|
||
|
0.40677955746650696,
|
||
|
0.3797467350959778,
|
||
|
0.17187494039535522,
|
||
|
0.1398600935935974,
|
||
|
0.2592591643333435,
|
||
|
0.18803411722183228,
|
||
|
0.5142856240272522,
|
||
|
0.5189871788024902,
|
||
|
0.4684683382511139,
|
||
|
0.22608686983585358,
|
||
|
0.12972965836524963,
|
||
|
0.37563440203666687,
|
||
|
0.23045262694358826,
|
||
|
0.5244754552841187,
|
||
|
0.4558822512626648,
|
||
|
0.17435890436172485,
|
||
|
0.16763000190258026,
|
||
|
0.2424241602420807,
|
||
|
0.21857915818691254,
|
||
|
0.3832334280014038,
|
||
|
0.666666567325592,
|
||
|
0.30526304244995117,
|
||
|
0.3265305161476135,
|
||
|
0.5445024967193604,
|
||
|
0.2786884307861328,
|
||
|
0.46242761611938477,
|
||
|
0.19767434895038605,
|
||
|
0.318471223115921,
|
||
|
0.3411763310432434,
|
||
|
0.38775497674942017,
|
||
|
0.20125779509544373,
|
||
|
0.1656804084777832,
|
||
|
0.5850338339805603,
|
||
|
0.4210525453090668,
|
||
|
0.16455689072608948,
|
||
|
0.3350784480571747,
|
||
|
0.13235288858413696,
|
||
|
0.30857136845588684
|
||
|
],
|
||
|
"time": 5.833278201520443,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 10,
|
||
|
"train_loss": 0.988852858543396,
|
||
|
"val_loss": 3.2427823543548584,
|
||
|
"acc": 35.06,
|
||
|
"f1": [
|
||
|
0.5681816935539246,
|
||
|
0.44444432854652405,
|
||
|
0.21428565680980682,
|
||
|
0.2288556545972824,
|
||
|
0.10071936994791031,
|
||
|
0.21582730114459991,
|
||
|
0.32298123836517334,
|
||
|
0.3950616121292114,
|
||
|
0.47619035840034485,
|
||
|
0.5207098722457886,
|
||
|
0.2784809172153473,
|
||
|
0.2470587193965912,
|
||
|
0.31155768036842346,
|
||
|
0.14285710453987122,
|
||
|
0.2976189851760864,
|
||
|
0.24999991059303284,
|
||
|
0.36842095851898193,
|
||
|
0.3722083866596222,
|
||
|
0.3267325758934021,
|
||
|
0.19753079116344452,
|
||
|
0.6451612114906311,
|
||
|
0.3972601890563965,
|
||
|
0.28363627195358276,
|
||
|
0.278787761926651,
|
||
|
0.5241934061050415,
|
||
|
0.20469078421592712,
|
||
|
0.3537413775920868,
|
||
|
0.2526315152645111,
|
||
|
0.49999988079071045,
|
||
|
0.3649634122848511,
|
||
|
0.3803679943084717,
|
||
|
0.31914883852005005,
|
||
|
0.2519684433937073,
|
||
|
0.39285701513290405,
|
||
|
0.30303022265434265,
|
||
|
0.15999993681907654,
|
||
|
0.292035311460495,
|
||
|
0.2569831311702728,
|
||
|
0.21800939738750458,
|
||
|
0.4330707788467407,
|
||
|
0.4021162986755371,
|
||
|
0.5495494604110718,
|
||
|
0.2985073924064636,
|
||
|
0.364531934261322,
|
||
|
0.13496926426887512,
|
||
|
0.2176869958639145,
|
||
|
0.23188398778438568,
|
||
|
0.4731181561946869,
|
||
|
0.5925924181938171,
|
||
|
0.37349388003349304,
|
||
|
0.1764705330133438,
|
||
|
0.40740731358528137,
|
||
|
0.49214646220207214,
|
||
|
0.5296802520751953,
|
||
|
0.45197728276252747,
|
||
|
0.1028570905327797,
|
||
|
0.5497074723243713,
|
||
|
0.3797467350959778,
|
||
|
0.42682915925979614,
|
||
|
0.3529410660266876,
|
||
|
0.5695792436599731,
|
||
|
0.40789464116096497,
|
||
|
0.37499991059303284,
|
||
|
0.3880595862865448,
|
||
|
0.12448127567768097,
|
||
|
0.1862068474292755,
|
||
|
0.29714274406433105,
|
||
|
0.2795698046684265,
|
||
|
0.5925925374031067,
|
||
|
0.44628089666366577,
|
||
|
0.30555543303489685,
|
||
|
0.4358208477497101,
|
||
|
0.19217076897621155,
|
||
|
0.37623751163482666,
|
||
|
0.22222216427326202,
|
||
|
0.5316454768180847,
|
||
|
0.509803831577301,
|
||
|
0.18260863423347473,
|
||
|
0.1379309892654419,
|
||
|
0.3478259742259979,
|
||
|
0.17518241703510284,
|
||
|
0.4043714702129364,
|
||
|
0.6289306282997131,
|
||
|
0.299999862909317,
|
||
|
0.20168058574199677,
|
||
|
0.37096771597862244,
|
||
|
0.40178558230400085,
|
||
|
0.4071427583694458,
|
||
|
0.20547938346862793,
|
||
|
0.2745096981525421,
|
||
|
0.33333325386047363,
|
||
|
0.509090781211853,
|
||
|
0.22988496720790863,
|
||
|
0.20689646899700165,
|
||
|
0.5791504979133606,
|
||
|
0.45555540919303894,
|
||
|
0.35071080923080444,
|
||
|
0.30337071418762207,
|
||
|
0.24615377187728882,
|
||
|
0.42982450127601624
|
||
|
],
|
||
|
"time": 6.0017826510593295,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 11,
|
||
|
"train_loss": 0.9378035068511963,
|
||
|
"val_loss": 3.018742322921753,
|
||
|
"acc": 37.37,
|
||
|
"f1": [
|
||
|
0.6745560765266418,
|
||
|
0.4402514398097992,
|
||
|
0.2588233947753906,
|
||
|
0.15555550158023834,
|
||
|
0.19672125577926636,
|
||
|
0.3374998867511749,
|
||
|
0.368663489818573,
|
||
|
0.43749985098838806,
|
||
|
0.5057469606399536,
|
||
|
0.49756085872650146,
|
||
|
0.30065348744392395,
|
||
|
0.206060528755188,
|
||
|
0.40740731358528137,
|
||
|
0.33035704493522644,
|
||
|
0.36046499013900757,
|
||
|
0.26086950302124023,
|
||
|
0.3838382363319397,
|
||
|
0.5060240030288696,
|
||
|
0.2456139326095581,
|
||
|
0.2658958435058594,
|
||
|
0.6574072241783142,
|
||
|
0.4620937705039978,
|
||
|
0.34999990463256836,
|
||
|
0.5599998831748962,
|
||
|
0.5951218605041504,
|
||
|
0.2532750070095062,
|
||
|
0.40298497676849365,
|
||
|
0.23529404401779175,
|
||
|
0.5743588209152222,
|
||
|
0.3855420649051666,
|
||
|
0.4195120930671692,
|
||
|
0.2983050048351288,
|
||
|
0.2879999279975891,
|
||
|
0.39639630913734436,
|
||
|
0.3580785095691681,
|
||
|
0.24710416793823242,
|
||
|
0.3657141625881195,
|
||
|
0.2783504128456116,
|
||
|
0.24999992549419403,
|
||
|
0.5020574927330017,
|
||
|
0.3523315489292145,
|
||
|
0.6243385076522827,
|
||
|
0.2867382764816284,
|
||
|
0.3295453190803528,
|
||
|
0.13636356592178345,
|
||
|
0.22471901774406433,
|
||
|
0.26600977778434753,
|
||
|
0.45751625299453735,
|
||
|
0.6069650650024414,
|
||
|
0.47674402594566345,
|
||
|
0.15686269104480743,
|
||
|
0.329268217086792,
|
||
|
0.5167463421821594,
|
||
|
0.5666665434837341,
|
||
|
0.5208331942558289,
|
||
|
0.06993001699447632,
|
||
|
0.6249998807907104,
|
||
|
0.38144323229789734,
|
||
|
0.4623654782772064,
|
||
|
0.3247862458229065,
|
||
|
0.7298576831817627,
|
||
|
0.46808499097824097,
|
||
|
0.4411763548851013,
|
||
|
0.3414633274078369,
|
||
|
0.1354581117630005,
|
||
|
0.22377613186836243,
|
||
|
0.24262291193008423,
|
||
|
0.24691346287727356,
|
||
|
0.6772485375404358,
|
||
|
0.5092591643333435,
|
||
|
0.4588233530521393,
|
||
|
0.5588234066963196,
|
||
|
0.1693810522556305,
|
||
|
0.35483863949775696,
|
||
|
0.20689646899700165,
|
||
|
0.6145831942558289,
|
||
|
0.40712466835975647,
|
||
|
0.17567561566829681,
|
||
|
0.19047613441944122,
|
||
|
0.3373492956161499,
|
||
|
0.12021850794553757,
|
||
|
0.39446356892585754,
|
||
|
0.6631014943122864,
|
||
|
0.32558128237724304,
|
||
|
0.24999989569187164,
|
||
|
0.46938762068748474,
|
||
|
0.43930622935295105,
|
||
|
0.41717782616615295,
|
||
|
0.16438350081443787,
|
||
|
0.3373492956161499,
|
||
|
0.25396817922592163,
|
||
|
0.5189871788024902,
|
||
|
0.2553190588951111,
|
||
|
0.18978095054626465,
|
||
|
0.7005074620246887,
|
||
|
0.4324323236942291,
|
||
|
0.38124993443489075,
|
||
|
0.29787227511405945,
|
||
|
0.19999995827674866,
|
||
|
0.33939382433891296
|
||
|
],
|
||
|
"time": 5.941209093667567,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 12,
|
||
|
"train_loss": 0.7972468733787537,
|
||
|
"val_loss": 3.512286424636841,
|
||
|
"acc": 34.31,
|
||
|
"f1": [
|
||
|
0.4857141673564911,
|
||
|
0.4410255253314972,
|
||
|
0.17610056698322296,
|
||
|
0.12121206521987915,
|
||
|
0.20359273254871368,
|
||
|
0.32467523217201233,
|
||
|
0.34513264894485474,
|
||
|
0.39655160903930664,
|
||
|
0.308139443397522,
|
||
|
0.47524741291999817,
|
||
|
0.35294109582901,
|
||
|
0.14765094220638275,
|
||
|
0.339152067899704,
|
||
|
0.2662721276283264,
|
||
|
0.28289467096328735,
|
||
|
0.23913034796714783,
|
||
|
0.3946187198162079,
|
||
|
0.4697985351085663,
|
||
|
0.2574256360530853,
|
||
|
0.23129244148731232,
|
||
|
0.6818180680274963,
|
||
|
0.4645159840583801,
|
||
|
0.3999998867511749,
|
||
|
0.34482747316360474,
|
||
|
0.5374998450279236,
|
||
|
0.29787227511405945,
|
||
|
0.2885245084762573,
|
||
|
0.2142856866121292,
|
||
|
0.5520831942558289,
|
||
|
0.29864245653152466,
|
||
|
0.34415575861930847,
|
||
|
0.23437494039535522,
|
||
|
0.34013596177101135,
|
||
|
0.4299998879432678,
|
||
|
0.2891565263271332,
|
||
|
0.16058386862277985,
|
||
|
0.18487386405467987,
|
||
|
0.2938387989997864,
|
||
|
0.06622510403394699,
|
||
|
0.3409668803215027,
|
||
|
0.37777766585350037,
|
||
|
0.5232066512107849,
|
||
|
0.27555546164512634,
|
||
|
0.10714281350374222,
|
||
|
0.06374496221542358,
|
||
|
0.1256038099527359,
|
||
|
0.2558138370513916,
|
||
|
0.4897957742214203,
|
||
|
0.4414893090724945,
|
||
|
0.4615383744239807,
|
||
|
0.16438350081443787,
|
||
|
0.2647058069705963,
|
||
|
0.5426355600357056,
|
||
|
0.5610858201980591,
|
||
|
0.4705880880355835,
|
||
|
0.09999994933605194,
|
||
|
0.5730992555618286,
|
||
|
0.2959640622138977,
|
||
|
0.4036695957183838,
|
||
|
0.28776970505714417,
|
||
|
0.6818180680274963,
|
||
|
0.5056177973747253,
|
||
|
0.41891881823539734,
|
||
|
0.3464565873146057,
|
||
|
0.15517237782478333,
|
||
|
0.16666661202907562,
|
||
|
0.2206895798444748,
|
||
|
0.3711339235305786,
|
||
|
0.631578803062439,
|
||
|
0.5073169469833374,
|
||
|
0.42528724670410156,
|
||
|
0.45833322405815125,
|
||
|
0.11111105233430862,
|
||
|
0.3669723868370056,
|
||
|
0.2754489779472351,
|
||
|
0.6170212030410767,
|
||
|
0.5637581944465637,
|
||
|
0.2116401493549347,
|
||
|
0.19422569870948792,
|
||
|
0.25954192876815796,
|
||
|
0.07407400757074356,
|
||
|
0.26794248819351196,
|
||
|
0.5724636912345886,
|
||
|
0.3258785307407379,
|
||
|
0.2647058069705963,
|
||
|
0.4712642431259155,
|
||
|
0.4036695957183838,
|
||
|
0.41568616032600403,
|
||
|
0.18548381328582764,
|
||
|
0.29467079043388367,
|
||
|
0.2758620083332062,
|
||
|
0.494381844997406,
|
||
|
0.23376615345478058,
|
||
|
0.2264150083065033,
|
||
|
0.7283235192298889,
|
||
|
0.434782475233078,
|
||
|
0.18604643642902374,
|
||
|
0.26153838634490967,
|
||
|
0.18292675912380219,
|
||
|
0.3376622498035431
|
||
|
],
|
||
|
"time": 5.882071118801832,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 13,
|
||
|
"train_loss": 0.6514735221862793,
|
||
|
"val_loss": 3.242032766342163,
|
||
|
"acc": 38.98,
|
||
|
"f1": [
|
||
|
0.6334840059280396,
|
||
|
0.4578312039375305,
|
||
|
0.2116401493549347,
|
||
|
0.1957446187734604,
|
||
|
0.21596238017082214,
|
||
|
0.3549782335758209,
|
||
|
0.3199998736381531,
|
||
|
0.42857131361961365,
|
||
|
0.5371427536010742,
|
||
|
0.5028570294380188,
|
||
|
0.24324317276477814,
|
||
|
0.24175815284252167,
|
||
|
0.3957218527793884,
|
||
|
0.326315701007843,
|
||
|
0.30714282393455505,
|
||
|
0.24096375703811646,
|
||
|
0.385650098323822,
|
||
|
0.572916567325592,
|
||
|
0.3505153954029083,
|
||
|
0.2796609401702881,
|
||
|
0.7179486155509949,
|
||
|
0.5714284777641296,
|
||
|
0.35978829860687256,
|
||
|
0.6081869602203369,
|
||
|
0.6122447848320007,
|
||
|
0.2545453906059265,
|
||
|
0.3076922297477722,
|
||
|
0.22619038820266724,
|
||
|
0.49606287479400635,
|
||
|
0.3699420988559723,
|
||
|
0.3727271258831024,
|
||
|
0.28358203172683716,
|
||
|
0.29585790634155273,
|
||
|
0.3439999520778656,
|
||
|
0.32432422041893005,
|
||
|
0.2264150083065033,
|
||
|
0.4096384644508362,
|
||
|
0.29585790634155273,
|
||
|
0.1951218843460083,
|
||
|
0.5948716402053833,
|
||
|
0.39784935116767883,
|
||
|
0.6346153020858765,
|
||
|
0.3269230127334595,
|
||
|
0.39130425453186035,
|
||
|
0.19883033633232117,
|
||
|
0.20359273254871368,
|
||
|
0.2693876624107361,
|
||
|
0.45833322405815125,
|
||
|
0.6181816458702087,
|
||
|
0.4105958938598633,
|
||
|
0.1775147169828415,
|
||
|
0.39495787024497986,
|
||
|
0.5668014883995056,
|
||
|
0.666666567325592,
|
||
|
0.43850257992744446,
|
||
|
0.1648350954055786,
|
||
|
0.5187968015670776,
|
||
|
0.35365843772888184,
|
||
|
0.5185183882713318,
|
||
|
0.36363622546195984,
|
||
|
0.7262568473815918,
|
||
|
0.44303786754608154,
|
||
|
0.45054933428764343,
|
||
|
0.36501890420913696,
|
||
|
0.13888882100582123,
|
||
|
0.21999992430210114,
|
||
|
0.28685250878334045,
|
||
|
0.30621999502182007,
|
||
|
0.6918917894363403,
|
||
|
0.6249998807907104,
|
||
|
0.40579700469970703,
|
||
|
0.6285712718963623,
|
||
|
0.20689646899700165,
|
||
|
0.37499991059303284,
|
||
|
0.20264311134815216,
|
||
|
0.6291078925132751,
|
||
|
0.5977010130882263,
|
||
|
0.2091502547264099,
|
||
|
0.1612902730703354,
|
||
|
0.36649200320243835,
|
||
|
0.14847156405448914,
|
||
|
0.3502824008464813,
|
||
|
0.6981130838394165,
|
||
|
0.3692306876182556,
|
||
|
0.367346853017807,
|
||
|
0.4976957440376282,
|
||
|
0.45833322405815125,
|
||
|
0.3804876506328583,
|
||
|
0.28571417927742004,
|
||
|
0.44791656732559204,
|
||
|
0.3444443643093109,
|
||
|
0.49606287479400635,
|
||
|
0.23728807270526886,
|
||
|
0.21839071810245514,
|
||
|
0.626865565776825,
|
||
|
0.3636362552642822,
|
||
|
0.33962252736091614,
|
||
|
0.3694266378879547,
|
||
|
0.24166658520698547,
|
||
|
0.40170925855636597
|
||
|
],
|
||
|
"time": 6.3075158493593335,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 14,
|
||
|
"train_loss": 0.4537108242511749,
|
||
|
"val_loss": 3.563955545425415,
|
||
|
"acc": 36.69,
|
||
|
"f1": [
|
||
|
0.6521738171577454,
|
||
|
0.4835163354873657,
|
||
|
0.27999991178512573,
|
||
|
0.1655171811580658,
|
||
|
0.1704544872045517,
|
||
|
0.3636362552642822,
|
||
|
0.3066665530204773,
|
||
|
0.4324323236942291,
|
||
|
0.31034478545188904,
|
||
|
0.5408803224563599,
|
||
|
0.30357134342193604,
|
||
|
0.19081267714500427,
|
||
|
0.3206750154495239,
|
||
|
0.3050846755504608,
|
||
|
0.3170730471611023,
|
||
|
0.24615375697612762,
|
||
|
0.34306561946868896,
|
||
|
0.47747737169265747,
|
||
|
0.16666659712791443,
|
||
|
0.23129244148731232,
|
||
|
0.666666567325592,
|
||
|
0.5575755834579468,
|
||
|
0.32713744044303894,
|
||
|
0.4604315757751465,
|
||
|
0.6244342923164368,
|
||
|
0.2436547577381134,
|
||
|
0.346666544675827,
|
||
|
0.1916666179895401,
|
||
|
0.5502644181251526,
|
||
|
0.38251355290412903,
|
||
|
0.3980098366737366,
|
||
|
0.39285704493522644,
|
||
|
0.3793102502822876,
|
||
|
0.3957218527793884,
|
||
|
0.3157894015312195,
|
||
|
0.25961530208587646,
|
||
|
0.32624104619026184,
|
||
|
0.32131141424179077,
|
||
|
0.19926193356513977,
|
||
|
0.4023667871952057,
|
||
|
0.3022221326828003,
|
||
|
0.5638765096664429,
|
||
|
0.25531908869743347,
|
||
|
0.29197070002555847,
|
||
|
0.12987005710601807,
|
||
|
0.24870456755161285,
|
||
|
0.21698106825351715,
|
||
|
0.5196077227592468,
|
||
|
0.4158877730369568,
|
||
|
0.3249998986721039,
|
||
|
0.210526242852211,
|
||
|
0.3300969898700714,
|
||
|
0.5957446098327637,
|
||
|
0.5620913505554199,
|
||
|
0.42857134342193604,
|
||
|
0.13930343091487885,
|
||
|
0.5989846587181091,
|
||
|
0.31788066029548645,
|
||
|
0.40397343039512634,
|
||
|
0.3557691276073456,
|
||
|
0.72251296043396,
|
||
|
0.40277767181396484,
|
||
|
0.3563217520713806,
|
||
|
0.39735087752342224,
|
||
|
0.2399999350309372,
|
||
|
0.17391300201416016,
|
||
|
0.29166656732559204,
|
||
|
0.3803679943084717,
|
||
|
0.6463412642478943,
|
||
|
0.49006614089012146,
|
||
|
0.4245808720588684,
|
||
|
0.5795453190803528,
|
||
|
0.13432830572128296,
|
||
|
0.4410255253314972,
|
||
|
0.2521738111972809,
|
||
|
0.5972849726676941,
|
||
|
0.4927534759044647,
|
||
|
0.2696628272533417,
|
||
|
0.19950120151042938,
|
||
|
0.3493974804878235,
|
||
|
0.07142851501703262,
|
||
|
0.4170615077018738,
|
||
|
0.6576575636863708,
|
||
|
0.34246566891670227,
|
||
|
0.32369929552078247,
|
||
|
0.45833322405815125,
|
||
|
0.4607841968536377,
|
||
|
0.4615383744239807,
|
||
|
0.2430938482284546,
|
||
|
0.38578668236732483,
|
||
|
0.31764698028564453,
|
||
|
0.42962953448295593,
|
||
|
0.08620686084032059,
|
||
|
0.22702695429325104,
|
||
|
0.6903551816940308,
|
||
|
0.45544540882110596,
|
||
|
0.256410151720047,
|
||
|
0.318471223115921,
|
||
|
0.15172408521175385,
|
||
|
0.3431951701641083
|
||
|
],
|
||
|
"time": 6.234556839801371,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 15,
|
||
|
"train_loss": 0.47088727355003357,
|
||
|
"val_loss": 3.192049026489258,
|
||
|
"acc": 37.2,
|
||
|
"f1": [
|
||
|
0.6411482095718384,
|
||
|
0.4765956401824951,
|
||
|
0.24460424482822418,
|
||
|
0.2138364166021347,
|
||
|
0.24580998718738556,
|
||
|
0.3150182366371155,
|
||
|
0.37301579117774963,
|
||
|
0.4387753903865814,
|
||
|
0.5212765336036682,
|
||
|
0.45714274048805237,
|
||
|
0.2898550033569336,
|
||
|
0.21794864535331726,
|
||
|
0.4238409399986267,
|
||
|
0.29752060770988464,
|
||
|
0.23204411566257477,
|
||
|
0.2550334632396698,
|
||
|
0.41935470700263977,
|
||
|
0.42647045850753784,
|
||
|
0.24113468825817108,
|
||
|
0.25157222151756287,
|
||
|
0.716762900352478,
|
||
|
0.5066665410995483,
|
||
|
0.44970402121543884,
|
||
|
0.5291827917098999,
|
||
|
0.6034481525421143,
|
||
|
0.21897803246974945,
|
||
|
0.2635658085346222,
|
||
|
0.20472435653209686,
|
||
|
0.5306121706962585,
|
||
|
0.4022987186908722,
|
||
|
0.4122805893421173,
|
||
|
0.3295453190803528,
|
||
|
0.3524228036403656,
|
||
|
0.3809523284435272,
|
||
|
0.3195265531539917,
|
||
|
0.23655906319618225,
|
||
|
0.2682925760746002,
|
||
|
0.2999999225139618,
|
||
|
0.11382109671831131,
|
||
|
0.5432096719741821,
|
||
|
0.25499996542930603,
|
||
|
0.6039602756500244,
|
||
|
0.18461529910564423,
|
||
|
0.2148759514093399,
|
||
|
0.1282050609588623,
|
||
|
0.22797919809818268,
|
||
|
0.2181817591190338,
|
||
|
0.5094338655471802,
|
||
|
0.6666664481163025,
|
||
|
0.4907405972480774,
|
||
|
0.165217325091362,
|
||
|
0.3251230716705322,
|
||
|
0.542713463306427,
|
||
|
0.6054052114486694,
|
||
|
0.4022987186908722,
|
||
|
0.1390373706817627,
|
||
|
0.5737703442573547,
|
||
|
0.4204544126987457,
|
||
|
0.39560431241989136,
|
||
|
0.3141360282897949,
|
||
|
0.4507041275501251,
|
||
|
0.5595237016677856,
|
||
|
0.41840997338294983,
|
||
|
0.35064926743507385,
|
||
|
0.07299264520406723,
|
||
|
0.20814472436904907,
|
||
|
0.26415085792541504,
|
||
|
0.2886596620082855,
|
||
|
0.6927372813224792,
|
||
|
0.49785396456718445,
|
||
|
0.4204544126987457,
|
||
|
0.4510384798049927,
|
||
|
0.19811314344406128,
|
||
|
0.2347417026758194,
|
||
|
0.14659680426120758,
|
||
|
0.6592177152633667,
|
||
|
0.6836733222007751,
|
||
|
0.20618551969528198,
|
||
|
0.18705029785633087,
|
||
|
0.37563440203666687,
|
||
|
0.16666659712791443,
|
||
|
0.32638880610466003,
|
||
|
0.5999999046325684,
|
||
|
0.38578668236732483,
|
||
|
0.2674417495727539,
|
||
|
0.32812488079071045,
|
||
|
0.46009382605552673,
|
||
|
0.42372873425483704,
|
||
|
0.23923437297344208,
|
||
|
0.30864188075065613,
|
||
|
0.3402777314186096,
|
||
|
0.46564874053001404,
|
||
|
0.28461533784866333,
|
||
|
0.2366863340139389,
|
||
|
0.6790696382522583,
|
||
|
0.3693180978298187,
|
||
|
0.3537413775920868,
|
||
|
0.3720929026603699,
|
||
|
0.2010049670934677,
|
||
|
0.43428558111190796
|
||
|
],
|
||
|
"time": 6.26099350862205,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 16,
|
||
|
"train_loss": 0.3314513862133026,
|
||
|
"val_loss": 3.5802931785583496,
|
||
|
"acc": 37.89,
|
||
|
"f1": [
|
||
|
0.6255505681037903,
|
||
|
0.47393354773521423,
|
||
|
0.2824857831001282,
|
||
|
0.18749994039535522,
|
||
|
0.19138747453689575,
|
||
|
0.31788066029548645,
|
||
|
0.32388654351234436,
|
||
|
0.4023667275905609,
|
||
|
0.4840763211250305,
|
||
|
0.5444443225860596,
|
||
|
0.23529404401779175,
|
||
|
0.2096773386001587,
|
||
|
0.3884296715259552,
|
||
|
0.3473052978515625,
|
||
|
0.3418802320957184,
|
||
|
0.22222216427326202,
|
||
|
0.44808733463287354,
|
||
|
0.5727270841598511,
|
||
|
0.3424123525619507,
|
||
|
0.29714274406433105,
|
||
|
0.6517856121063232,
|
||
|
0.525345504283905,
|
||
|
0.35897424817085266,
|
||
|
0.5447153449058533,
|
||
|
0.6326529383659363,
|
||
|
0.3249998986721039,
|
||
|
0.3468207120895386,
|
||
|
0.24096375703811646,
|
||
|
0.5276594758033752,
|
||
|
0.36269423365592957,
|
||
|
0.3648647665977478,
|
||
|
0.34686335921287537,
|
||
|
0.24999991059303284,
|
||
|
0.36649200320243835,
|
||
|
0.27096763253211975,
|
||
|
0.1965317279100418,
|
||
|
0.3837208151817322,
|
||
|
0.3076922297477722,
|
||
|
0.20242910087108612,
|
||
|
0.5988698601722717,
|
||
|
0.29702961444854736,
|
||
|
0.5444443225860596,
|
||
|
0.259109228849411,
|
||
|
0.3374998867511749,
|
||
|
0.21965309977531433,
|
||
|
0.22222214937210083,
|
||
|
0.28402355313301086,
|
||
|
0.45454534888267517,
|
||
|
0.6274508833885193,
|
||
|
0.4639998972415924,
|
||
|
0.20512813329696655,
|
||
|
0.3535352647304535,
|
||
|
0.5054942965507507,
|
||
|
0.4202897548675537,
|
||
|
0.4561402499675751,
|
||
|
0.0960698127746582,
|
||
|
0.6057141423225403,
|
||
|
0.43749991059303284,
|
||
|
0.43055543303489685,
|
||
|
0.40217384696006775,
|
||
|
0.7379677891731262,
|
||
|
0.44047608971595764,
|
||
|
0.4036695957183838,
|
||
|
0.3504272401332855,
|
||
|
0.18932034075260162,
|
||
|
0.19736838340759277,
|
||
|
0.28947359323501587,
|
||
|
0.27777767181396484,
|
||
|
0.6927372813224792,
|
||
|
0.6170212030410767,
|
||
|
0.4541061818599701,
|
||
|
0.5963301062583923,
|
||
|
0.15789468586444855,
|
||
|
0.3157893717288971,
|
||
|
0.23208186030387878,
|
||
|
0.5728154182434082,
|
||
|
0.5827337503433228,
|
||
|
0.24539868533611298,
|
||
|
0.2547769844532013,
|
||
|
0.38636353611946106,
|
||
|
0.1914892941713333,
|
||
|
0.3453236222267151,
|
||
|
0.6625765562057495,
|
||
|
0.24999992549419403,
|
||
|
0.24539868533611298,
|
||
|
0.5058822631835938,
|
||
|
0.44444432854652405,
|
||
|
0.45685264468193054,
|
||
|
0.1935483068227768,
|
||
|
0.3976607024669647,
|
||
|
0.39548009634017944,
|
||
|
0.42145586013793945,
|
||
|
0.28846150636672974,
|
||
|
0.2622949779033661,
|
||
|
0.7431692481040955,
|
||
|
0.3833332657814026,
|
||
|
0.36619704961776733,
|
||
|
0.2779660224914551,
|
||
|
0.18705028295516968,
|
||
|
0.39285701513290405
|
||
|
],
|
||
|
"time": 6.229438720270991,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 17,
|
||
|
"train_loss": 0.33673322200775146,
|
||
|
"val_loss": 3.532940626144409,
|
||
|
"acc": 38.89,
|
||
|
"f1": [
|
||
|
0.6515835523605347,
|
||
|
0.42857134342193604,
|
||
|
0.16993455588817596,
|
||
|
0.13749992847442627,
|
||
|
0.198198139667511,
|
||
|
0.358024537563324,
|
||
|
0.3644443452358246,
|
||
|
0.3577980697154999,
|
||
|
0.5090908408164978,
|
||
|
0.5149698853492737,
|
||
|
0.28571417927742004,
|
||
|
0.19913412630558014,
|
||
|
0.3999998867511749,
|
||
|
0.2643677294254303,
|
||
|
0.27678564190864563,
|
||
|
0.28999990224838257,
|
||
|
0.4236452281475067,
|
||
|
0.5436891913414001,
|
||
|
0.3053891360759735,
|
||
|
0.2485874742269516,
|
||
|
0.7187498211860657,
|
||
|
0.5367964506149292,
|
||
|
0.3609755337238312,
|
||
|
0.6122447848320007,
|
||
|
0.5988698601722717,
|
||
|
0.2658958435058594,
|
||
|
0.3804876506328583,
|
||
|
0.21714277565479279,
|
||
|
0.5870645046234131,
|
||
|
0.36158180236816406,
|
||
|
0.40251561999320984,
|
||
|
0.3352600038051605,
|
||
|
0.28806576132774353,
|
||
|
0.38345855474472046,
|
||
|
0.31249991059303284,
|
||
|
0.21800939738750458,
|
||
|
0.3666665554046631,
|
||
|
0.3636362552642822,
|
||
|
0.206060528755188,
|
||
|
0.5492226481437683,
|
||
|
0.35467973351478577,
|
||
|
0.6470586061477661,
|
||
|
0.27631568908691406,
|
||
|
0.4148934781551361,
|
||
|
0.20588228106498718,
|
||
|
0.20833326876163483,
|
||
|
0.13235288858413696,
|
||
|
0.5056177973747253,
|
||
|
0.5988022685050964,
|
||
|
0.5230767726898193,
|
||
|
0.17499995231628418,
|
||
|
0.2949307858943939,
|
||
|
0.5592415928840637,
|
||
|
0.5681816935539246,
|
||
|
0.4299998879432678,
|
||
|
0.19863007962703705,
|
||
|
0.6195651292800903,
|
||
|
0.39603951573371887,
|
||
|
0.38157883286476135,
|
||
|
0.3934425115585327,
|
||
|
0.6913577914237976,
|
||
|
0.4969695806503296,
|
||
|
0.43601882457733154,
|
||
|
0.3803679943084717,
|
||
|
0.20134222507476807,
|
||
|
0.17391300201416016,
|
||
|
0.3068782389163971,
|
||
|
0.27631568908691406,
|
||
|
0.735751211643219,
|
||
|
0.5764704942703247,
|
||
|
0.3703702688217163,
|
||
|
0.6105261445045471,
|
||
|
0.13235288858413696,
|
||
|
0.3387977182865143,
|
||
|
0.24154582619667053,
|
||
|
0.5899998545646667,
|
||
|
0.6557375192642212,
|
||
|
0.231999933719635,
|
||
|
0.14814810454845428,
|
||
|
0.38056668639183044,
|
||
|
0.20895515382289886,
|
||
|
0.44239622354507446,
|
||
|
0.6912441253662109,
|
||
|
0.3829786479473114,
|
||
|
0.31531521677970886,
|
||
|
0.5174128413200378,
|
||
|
0.5043476819992065,
|
||
|
0.525139570236206,
|
||
|
0.2727271318435669,
|
||
|
0.3977271616458893,
|
||
|
0.4578312039375305,
|
||
|
0.5309733152389526,
|
||
|
0.26206889748573303,
|
||
|
0.2751321792602539,
|
||
|
0.7199998497962952,
|
||
|
0.4232803285121918,
|
||
|
0.38144323229789734,
|
||
|
0.36464083194732666,
|
||
|
0.2471909523010254,
|
||
|
0.36704114079475403
|
||
|
],
|
||
|
"time": 6.030370420776308,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 18,
|
||
|
"train_loss": 0.4032677412033081,
|
||
|
"val_loss": 3.8588404655456543,
|
||
|
"acc": 38.2,
|
||
|
"f1": [
|
||
|
0.7150257229804993,
|
||
|
0.4291844367980957,
|
||
|
0.24050623178482056,
|
||
|
0.09836061298847198,
|
||
|
0.2765956223011017,
|
||
|
0.3248729705810547,
|
||
|
0.38636353611946106,
|
||
|
0.4347825050354004,
|
||
|
0.4773661196231842,
|
||
|
0.4615384042263031,
|
||
|
0.3076922297477722,
|
||
|
0.1857142299413681,
|
||
|
0.3926939368247986,
|
||
|
0.2901553809642792,
|
||
|
0.2558138370513916,
|
||
|
0.2783504128456116,
|
||
|
0.3677128851413727,
|
||
|
0.5398228764533997,
|
||
|
0.2536230981349945,
|
||
|
0.33816415071487427,
|
||
|
0.630251944065094,
|
||
|
0.5230767726898193,
|
||
|
0.33684200048446655,
|
||
|
0.4459458291530609,
|
||
|
0.6363635063171387,
|
||
|
0.30621999502182007,
|
||
|
0.3304346799850464,
|
||
|
0.21359217166900635,
|
||
|
0.5644170045852661,
|
||
|
0.30701744556427,
|
||
|
0.33333322405815125,
|
||
|
0.31999990344047546,
|
||
|
0.3764704465866089,
|
||
|
0.3421051800251007,
|
||
|
0.2923975884914398,
|
||
|
0.16783210635185242,
|
||
|
0.3878786563873291,
|
||
|
0.22784805297851562,
|
||
|
0.22317588329315186,
|
||
|
0.49107134342193604,
|
||
|
0.3398057222366333,
|
||
|
0.5846152901649475,
|
||
|
0.2702701687812805,
|
||
|
0.4177214205265045,
|
||
|
0.19292598962783813,
|
||
|
0.21719448268413544,
|
||
|
0.20645155012607574,
|
||
|
0.5142855644226074,
|
||
|
0.6378377079963684,
|
||
|
0.41212108731269836,
|
||
|
0.19444438815116882,
|
||
|
0.33532923460006714,
|
||
|
0.559139609336853,
|
||
|
0.6260868310928345,
|
||
|
0.47393354773521423,
|
||
|
0.12121205776929855,
|
||
|
0.5917158722877502,
|
||
|
0.3298244774341583,
|
||
|
0.5022025108337402,
|
||
|
0.40789464116096497,
|
||
|
0.7081711292266846,
|
||
|
0.4910178482532501,
|
||
|
0.42285704612731934,
|
||
|
0.45454534888267517,
|
||
|
0.1775147169828415,
|
||
|
0.19047611951828003,
|
||
|
0.26751580834388733,
|
||
|
0.2176164984703064,
|
||
|
0.6741572022438049,
|
||
|
0.5436891913414001,
|
||
|
0.48167529702186584,
|
||
|
0.5989303588867188,
|
||
|
0.16915416717529297,
|
||
|
0.35627520084381104,
|
||
|
0.18502195179462433,
|
||
|
0.5497074723243713,
|
||
|
0.6274508833885193,
|
||
|
0.2264150232076645,
|
||
|
0.21660645306110382,
|
||
|
0.3666665554046631,
|
||
|
0.14723920822143555,
|
||
|
0.3385826051235199,
|
||
|
0.7374299764633179,
|
||
|
0.36792439222335815,
|
||
|
0.2692306935787201,
|
||
|
0.47107425332069397,
|
||
|
0.4472048580646515,
|
||
|
0.3999998867511749,
|
||
|
0.19696961343288422,
|
||
|
0.33333319425582886,
|
||
|
0.34579432010650635,
|
||
|
0.49107134342193604,
|
||
|
0.2967032194137573,
|
||
|
0.24778753519058228,
|
||
|
0.626865565776825,
|
||
|
0.425531804561615,
|
||
|
0.38738730549812317,
|
||
|
0.3414632976055145,
|
||
|
0.13698624074459076,
|
||
|
0.44067782163619995
|
||
|
],
|
||
|
"time": 6.06452496163547,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 19,
|
||
|
"train_loss": 0.3210030496120453,
|
||
|
"val_loss": 3.5996062755584717,
|
||
|
"acc": 38.2,
|
||
|
"f1": [
|
||
|
0.566037654876709,
|
||
|
0.4214046001434326,
|
||
|
0.2025315910577774,
|
||
|
0.15999993681907654,
|
||
|
0.24203814566135406,
|
||
|
0.28571420907974243,
|
||
|
0.44444435834884644,
|
||
|
0.40641695261001587,
|
||
|
0.41538453102111816,
|
||
|
0.547485888004303,
|
||
|
0.2523658573627472,
|
||
|
0.19534875452518463,
|
||
|
0.44303786754608154,
|
||
|
0.3232322335243225,
|
||
|
0.2999999225139618,
|
||
|
0.30769219994544983,
|
||
|
0.46540868282318115,
|
||
|
0.5595237016677856,
|
||
|
0.2790696918964386,
|
||
|
0.2793295085430145,
|
||
|
0.7218933701515198,
|
||
|
0.5217390656471252,
|
||
|
0.43333321809768677,
|
||
|
0.5849055051803589,
|
||
|
0.6272726058959961,
|
||
|
0.35454532504081726,
|
||
|
0.3216782510280609,
|
||
|
0.18439710140228271,
|
||
|
0.5603863000869751,
|
||
|
0.37320560216903687,
|
||
|
0.3999999165534973,
|
||
|
0.3141360282897949,
|
||
|
0.2376236915588379,
|
||
|
0.33121007680892944,
|
||
|
0.2697673439979553,
|
||
|
0.231999933719635,
|
||
|
0.31249991059303284,
|
||
|
0.29166656732559204,
|
||
|
0.2585032880306244,
|
||
|
0.5798815488815308,
|
||
|
0.23323608934879303,
|
||
|
0.6309522390365601,
|
||
|
0.27218925952911377,
|
||
|
0.3495144844055176,
|
||
|
0.21890540421009064,
|
||
|
0.2211054563522339,
|
||
|
0.2795697748661041,
|
||
|
0.5082871913909912,
|
||
|
0.696132481098175,
|
||
|
0.5741626024246216,
|
||
|
0.1989527940750122,
|
||
|
0.3113206624984741,
|
||
|
0.5297296643257141,
|
||
|
0.5467126965522766,
|
||
|
0.40394076704978943,
|
||
|
0.14448663592338562,
|
||
|
0.6299998760223389,
|
||
|
0.3428570628166199,
|
||
|
0.3708608150482178,
|
||
|
0.42857131361961365,
|
||
|
0.7109003663063049,
|
||
|
0.4646463394165039,
|
||
|
0.4206008017063141,
|
||
|
0.37914684414863586,
|
||
|
0.1990949511528015,
|
||
|
0.2212388664484024,
|
||
|
0.30097079277038574,
|
||
|
0.3146066665649414,
|
||
|
0.6896550059318542,
|
||
|
0.5555554628372192,
|
||
|
0.4210525155067444,
|
||
|
0.5312498807907104,
|
||
|
0.15730330348014832,
|
||
|
0.2694299519062042,
|
||
|
0.15384607017040253,
|
||
|
0.6060605049133301,
|
||
|
0.6568626165390015,
|
||
|
0.21402208507061005,
|
||
|
0.20689649879932404,
|
||
|
0.37623751163482666,
|
||
|
0.1909089982509613,
|
||
|
0.36241599917411804,
|
||
|
0.6779659986495972,
|
||
|
0.3522011637687683,
|
||
|
0.3249998986721039,
|
||
|
0.4999998211860657,
|
||
|
0.38095226883888245,
|
||
|
0.4416665732860565,
|
||
|
0.3018867075443268,
|
||
|
0.3999999463558197,
|
||
|
0.40251561999320984,
|
||
|
0.48214277625083923,
|
||
|
0.28571420907974243,
|
||
|
0.2660549581050873,
|
||
|
0.6527194976806641,
|
||
|
0.44444429874420166,
|
||
|
0.38961026072502136,
|
||
|
0.30270257592201233,
|
||
|
0.14847156405448914,
|
||
|
0.34042543172836304
|
||
|
],
|
||
|
"time": 5.92801661323756,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 20,
|
||
|
"train_loss": 0.32754209637641907,
|
||
|
"val_loss": 3.7011866569519043,
|
||
|
"acc": 36.62,
|
||
|
"f1": [
|
||
|
0.6831682324409485,
|
||
|
0.4860556721687317,
|
||
|
0.22831043601036072,
|
||
|
0.17441853880882263,
|
||
|
0.1818181276321411,
|
||
|
0.29861101508140564,
|
||
|
0.36144572496414185,
|
||
|
0.41095879673957825,
|
||
|
0.44351452589035034,
|
||
|
0.5380709171295166,
|
||
|
0.2682925760746002,
|
||
|
0.11249993741512299,
|
||
|
0.38983041048049927,
|
||
|
0.30107519030570984,
|
||
|
0.31325289607048035,
|
||
|
0.19631893932819366,
|
||
|
0.4090907871723175,
|
||
|
0.5164318084716797,
|
||
|
0.20833326876163483,
|
||
|
0.2909089922904968,
|
||
|
0.6173911690711975,
|
||
|
0.5529952645301819,
|
||
|
0.3265305161476135,
|
||
|
0.19298239052295685,
|
||
|
0.5161288976669312,
|
||
|
0.253869891166687,
|
||
|
0.34736835956573486,
|
||
|
0.22222214937210083,
|
||
|
0.5490195155143738,
|
||
|
0.2930402159690857,
|
||
|
0.3599999248981476,
|
||
|
0.28742504119873047,
|
||
|
0.3144652843475342,
|
||
|
0.2424241602420807,
|
||
|
0.2890624403953552,
|
||
|
0.23041465878486633,
|
||
|
0.210526242852211,
|
||
|
0.2652328908443451,
|
||
|
0.21965309977531433,
|
||
|
0.47619038820266724,
|
||
|
0.3167419731616974,
|
||
|
0.5999999046325684,
|
||
|
0.3285022974014282,
|
||
|
0.36241599917411804,
|
||
|
0.1333332657814026,
|
||
|
0.1910112053155899,
|
||
|
0.19753079116344452,
|
||
|
0.44198882579803467,
|
||
|
0.583690881729126,
|
||
|
0.43708598613739014,
|
||
|
0.18518511950969696,
|
||
|
0.21582727134227753,
|
||
|
0.5263156890869141,
|
||
|
0.5875704884529114,
|
||
|
0.47398826479911804,
|
||
|
0.08938541263341904,
|
||
|
0.6243385076522827,
|
||
|
0.3661970794200897,
|
||
|
0.4202897548675537,
|
||
|
0.43181803822517395,
|
||
|
0.6528924107551575,
|
||
|
0.5420559644699097,
|
||
|
0.43373486399650574,
|
||
|
0.35460981726646423,
|
||
|
0.14634139835834503,
|
||
|
0.23391805589199066,
|
||
|
0.21794864535331726,
|
||
|
0.3111110329627991,
|
||
|
0.6436780691146851,
|
||
|
0.6384975910186768,
|
||
|
0.506493330001831,
|
||
|
0.5141065120697021,
|
||
|
0.14432983100414276,
|
||
|
0.3699999153614044,
|
||
|
0.23728805780410767,
|
||
|
0.574585497379303,
|
||
|
0.6380366683006287,
|
||
|
0.09009005129337311,
|
||
|
0.2612243890762329,
|
||
|
0.31944435834884644,
|
||
|
0.1226993277668953,
|
||
|
0.30662015080451965,
|
||
|
0.696132481098175,
|
||
|
0.33802807331085205,
|
||
|
0.3013697862625122,
|
||
|
0.3926379084587097,
|
||
|
0.4946235418319702,
|
||
|
0.3673468828201294,
|
||
|
0.2424241602420807,
|
||
|
0.282828152179718,
|
||
|
0.33755266666412354,
|
||
|
0.42914968729019165,
|
||
|
0.31632643938064575,
|
||
|
0.22222214937210083,
|
||
|
0.6517856121063232,
|
||
|
0.4810125529766083,
|
||
|
0.26845628023147583,
|
||
|
0.36046499013900757,
|
||
|
0.2276422381401062,
|
||
|
0.3948496878147125
|
||
|
],
|
||
|
"time": 6.245270495302975,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 21,
|
||
|
"train_loss": 0.31535011529922485,
|
||
|
"val_loss": 3.598146677017212,
|
||
|
"acc": 37.01,
|
||
|
"f1": [
|
||
|
0.6927372813224792,
|
||
|
0.5301203727722168,
|
||
|
0.300884872674942,
|
||
|
0.1857142299413681,
|
||
|
0.16279064118862152,
|
||
|
0.33576634526252747,
|
||
|
0.4072396755218506,
|
||
|
0.4727271497249603,
|
||
|
0.47398826479911804,
|
||
|
0.5844154953956604,
|
||
|
0.210526242852211,
|
||
|
0.16560502350330353,
|
||
|
0.47747737169265747,
|
||
|
0.3428570628166199,
|
||
|
0.2784809172153473,
|
||
|
0.33333322405815125,
|
||
|
0.37499991059303284,
|
||
|
0.5418717861175537,
|
||
|
0.277108371257782,
|
||
|
0.2571427822113037,
|
||
|
0.7283235192298889,
|
||
|
0.5841582417488098,
|
||
|
0.36206886172294617,
|
||
|
0.5431033372879028,
|
||
|
0.6145250201225281,
|
||
|
0.2583731412887573,
|
||
|
0.299465149641037,
|
||
|
0.15686267614364624,
|
||
|
0.5402297377586365,
|
||
|
0.37908485531806946,
|
||
|
0.4086019992828369,
|
||
|
0.3636362850666046,
|
||
|
0.2762430012226105,
|
||
|
0.3026314675807953,
|
||
|
0.31746023893356323,
|
||
|
0.20987647771835327,
|
||
|
0.3771427571773529,
|
||
|
0.36046499013900757,
|
||
|
0.1694914698600769,
|
||
|
0.3097344636917114,
|
||
|
0.43428558111190796,
|
||
|
0.5935482978820801,
|
||
|
0.26297569274902344,
|
||
|
0.40178558230400085,
|
||
|
0.15023468434810638,
|
||
|
0.14778319001197815,
|
||
|
0.29107969999313354,
|
||
|
0.4666665494441986,
|
||
|
0.6063828468322754,
|
||
|
0.3999999165534973,
|
||
|
0.21495321393013,
|
||
|
0.20799992978572845,
|
||
|
0.4978901743888855,
|
||
|
0.6103284358978271,
|
||
|
0.46082934737205505,
|
||
|
0.11458326876163483,
|
||
|
0.5032256245613098,
|
||
|
0.39069753885269165,
|
||
|
0.44808733463287354,
|
||
|
0.3804876506328583,
|
||
|
0.6424240469932556,
|
||
|
0.5242717266082764,
|
||
|
0.4692735970020294,
|
||
|
0.3720929026603699,
|
||
|
0.26666659116744995,
|
||
|
0.1965317279100418,
|
||
|
0.2784809172153473,
|
||
|
0.24999995529651642,
|
||
|
0.6413041353225708,
|
||
|
0.5269460082054138,
|
||
|
0.418032705783844,
|
||
|
0.4342104196548462,
|
||
|
0.14326642453670502,
|
||
|
0.280373752117157,
|
||
|
0.20610681176185608,
|
||
|
0.5699480772018433,
|
||
|
0.6666665077209473,
|
||
|
0.23923437297344208,
|
||
|
0.2333332747220993,
|
||
|
0.3692306876182556,
|
||
|
0.127999946475029,
|
||
|
0.3515150547027588,
|
||
|
0.6702126860618591,
|
||
|
0.31372538208961487,
|
||
|
0.27173903584480286,
|
||
|
0.48799988627433777,
|
||
|
0.46445485949516296,
|
||
|
0.47513800859451294,
|
||
|
0.19444438815116882,
|
||
|
0.3267972767353058,
|
||
|
0.3837208151817322,
|
||
|
0.4698793888092041,
|
||
|
0.23728805780410767,
|
||
|
0.17460311949253082,
|
||
|
0.6081079244613647,
|
||
|
0.4537814259529114,
|
||
|
0.35744670033454895,
|
||
|
0.4232803285121918,
|
||
|
0.2753622531890869,
|
||
|
0.31802111864089966
|
||
|
],
|
||
|
"time": 6.104227064177394,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 22,
|
||
|
"train_loss": 0.30482301115989685,
|
||
|
"val_loss": 3.393021821975708,
|
||
|
"acc": 37.01,
|
||
|
"f1": [
|
||
|
0.5846152901649475,
|
||
|
0.5247523188591003,
|
||
|
0.18879052996635437,
|
||
|
0.18285706639289856,
|
||
|
0.24615377187728882,
|
||
|
0.27322396636009216,
|
||
|
0.37499985098838806,
|
||
|
0.39999985694885254,
|
||
|
0.4823527932167053,
|
||
|
0.5279186367988586,
|
||
|
0.1734103411436081,
|
||
|
0.1818181276321411,
|
||
|
0.44444429874420166,
|
||
|
0.30939218401908875,
|
||
|
0.30303019285202026,
|
||
|
0.3301886022090912,
|
||
|
0.3615383505821228,
|
||
|
0.5407723784446716,
|
||
|
0.2580644190311432,
|
||
|
0.23030294477939606,
|
||
|
0.6766167879104614,
|
||
|
0.4858298599720001,
|
||
|
0.30996301770210266,
|
||
|
0.4852069914340973,
|
||
|
0.6519335508346558,
|
||
|
0.23529402911663055,
|
||
|
0.3386242389678955,
|
||
|
0.19736838340759277,
|
||
|
0.5638296604156494,
|
||
|
0.3699420988559723,
|
||
|
0.5095540285110474,
|
||
|
0.36714968085289,
|
||
|
0.2613064646720886,
|
||
|
0.3809523284435272,
|
||
|
0.28048771619796753,
|
||
|
0.1793721318244934,
|
||
|
0.28695645928382874,
|
||
|
0.30232545733451843,
|
||
|
0.2649571895599365,
|
||
|
0.5238093733787537,
|
||
|
0.3025829493999481,
|
||
|
0.6195651292800903,
|
||
|
0.27705615758895874,
|
||
|
0.2944784462451935,
|
||
|
0.1156068742275238,
|
||
|
0.2580644488334656,
|
||
|
0.2340424656867981,
|
||
|
0.48510628938674927,
|
||
|
0.6249998807907104,
|
||
|
0.4861876964569092,
|
||
|
0.21090902388095856,
|
||
|
0.30065348744392395,
|
||
|
0.5483869910240173,
|
||
|
0.5913977026939392,
|
||
|
0.4425530731678009,
|
||
|
0.1481480747461319,
|
||
|
0.5921786427497864,
|
||
|
0.3924049437046051,
|
||
|
0.39735087752342224,
|
||
|
0.425531804561615,
|
||
|
0.6914892196655273,
|
||
|
0.5048542022705078,
|
||
|
0.38190943002700806,
|
||
|
0.36111101508140564,
|
||
|
0.1951218843460083,
|
||
|
0.1844659447669983,
|
||
|
0.21978014707565308,
|
||
|
0.28048771619796753,
|
||
|
0.6526314616203308,
|
||
|
0.6280191540718079,
|
||
|
0.2436547577381134,
|
||
|
0.5340908169746399,
|
||
|
0.1548386514186859,
|
||
|
0.42639580368995667,
|
||
|
0.1951218694448471,
|
||
|
0.5824174284934998,
|
||
|
0.6298341155052185,
|
||
|
0.2127659022808075,
|
||
|
0.21505369246006012,
|
||
|
0.32846707105636597,
|
||
|
0.22222216427326202,
|
||
|
0.36714968085289,
|
||
|
0.6081079244613647,
|
||
|
0.33333322405815125,
|
||
|
0.2761903405189514,
|
||
|
0.5527637004852295,
|
||
|
0.41346144676208496,
|
||
|
0.41628947854042053,
|
||
|
0.31088075041770935,
|
||
|
0.3946187198162079,
|
||
|
0.3904760777950287,
|
||
|
0.5652172565460205,
|
||
|
0.27564093470573425,
|
||
|
0.26041656732559204,
|
||
|
0.6403507590293884,
|
||
|
0.4183005392551422,
|
||
|
0.24050623178482056,
|
||
|
0.3389829397201538,
|
||
|
0.19081267714500427,
|
||
|
0.3523808717727661
|
||
|
],
|
||
|
"time": 6.096613461151719,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 23,
|
||
|
"train_loss": 0.26610231399536133,
|
||
|
"val_loss": 3.3306198120117188,
|
||
|
"acc": 38.18,
|
||
|
"f1": [
|
||
|
0.6940637826919556,
|
||
|
0.5435895919799805,
|
||
|
0.24806194007396698,
|
||
|
0.21782170236110687,
|
||
|
0.2251655012369156,
|
||
|
0.39195966720581055,
|
||
|
0.3365383446216583,
|
||
|
0.42639580368995667,
|
||
|
0.5333331823348999,
|
||
|
0.4496123194694519,
|
||
|
0.1655171811580658,
|
||
|
0.20377352833747864,
|
||
|
0.397163063287735,
|
||
|
0.2616821527481079,
|
||
|
0.3778800964355469,
|
||
|
0.30208322405815125,
|
||
|
0.3688523471355438,
|
||
|
0.5666665434837341,
|
||
|
0.3024389147758484,
|
||
|
0.2749998867511749,
|
||
|
0.6633662581443787,
|
||
|
0.5769228935241699,
|
||
|
0.36470577120780945,
|
||
|
0.42528724670410156,
|
||
|
0.624203622341156,
|
||
|
0.2594141364097595,
|
||
|
0.2754489779472351,
|
||
|
0.22222216427326202,
|
||
|
0.529999852180481,
|
||
|
0.3797467350959778,
|
||
|
0.32467523217201233,
|
||
|
0.27303746342658997,
|
||
|
0.31531521677970886,
|
||
|
0.38356152176856995,
|
||
|
0.32888880372047424,
|
||
|
0.21719448268413544,
|
||
|
0.3096773326396942,
|
||
|
0.333333283662796,
|
||
|
0.2906976044178009,
|
||
|
0.6477271318435669,
|
||
|
0.29965147376060486,
|
||
|
0.5608464479446411,
|
||
|
0.29787227511405945,
|
||
|
0.38578668236732483,
|
||
|
0.18279562890529633,
|
||
|
0.282828152179718,
|
||
|
0.2136751413345337,
|
||
|
0.46009382605552673,
|
||
|
0.6551722884178162,
|
||
|
0.4113473892211914,
|
||
|
0.2105262726545334,
|
||
|
0.3179915249347687,
|
||
|
0.43037962913513184,
|
||
|
0.48611095547676086,
|
||
|
0.4609052240848541,
|
||
|
0.1759258508682251,
|
||
|
0.5840706825256348,
|
||
|
0.4204544126987457,
|
||
|
0.43678146600723267,
|
||
|
0.3489931523799896,
|
||
|
0.735293984413147,
|
||
|
0.5185183882713318,
|
||
|
0.4366810917854309,
|
||
|
0.36018943786621094,
|
||
|
0.18791939318180084,
|
||
|
0.21951211988925934,
|
||
|
0.2424241602420807,
|
||
|
0.2944784462451935,
|
||
|
0.6798028349876404,
|
||
|
0.5436891913414001,
|
||
|
0.4222221076488495,
|
||
|
0.579710066318512,
|
||
|
0.0504201278090477,
|
||
|
0.3568074107170105,
|
||
|
0.23589736223220825,
|
||
|
0.6321837902069092,
|
||
|
0.6457397937774658,
|
||
|
0.1925925314426422,
|
||
|
0.1857142299413681,
|
||
|
0.3626372814178467,
|
||
|
0.19642853736877441,
|
||
|
0.4022987186908722,
|
||
|
0.6375544667243958,
|
||
|
0.33720916509628296,
|
||
|
0.2727271616458893,
|
||
|
0.5194803476333618,
|
||
|
0.4413144290447235,
|
||
|
0.35483866930007935,
|
||
|
0.2723003923892975,
|
||
|
0.3431951701641083,
|
||
|
0.34482747316360474,
|
||
|
0.5174128413200378,
|
||
|
0.3351350426673889,
|
||
|
0.23129244148731232,
|
||
|
0.6938773989677429,
|
||
|
0.48076915740966797,
|
||
|
0.40174663066864014,
|
||
|
0.3484319746494293,
|
||
|
0.1916166990995407,
|
||
|
0.3289472758769989
|
||
|
],
|
||
|
"time": 6.157335878349841,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 24,
|
||
|
"train_loss": 0.29325705766677856,
|
||
|
"val_loss": 3.6054906845092773,
|
||
|
"acc": 38.79,
|
||
|
"f1": [
|
||
|
0.6301368474960327,
|
||
|
0.5161288380622864,
|
||
|
0.2512076497077942,
|
||
|
0.2147650271654129,
|
||
|
0.23076917231082916,
|
||
|
0.37499985098838806,
|
||
|
0.36078423261642456,
|
||
|
0.40384599566459656,
|
||
|
0.47761180996894836,
|
||
|
0.5120771527290344,
|
||
|
0.26751580834388733,
|
||
|
0.24113468825817108,
|
||
|
0.415094256401062,
|
||
|
0.1911763846874237,
|
||
|
0.3265305161476135,
|
||
|
0.27737218141555786,
|
||
|
0.4459458291530609,
|
||
|
0.5490195155143738,
|
||
|
0.2686566412448883,
|
||
|
0.23232315480709076,
|
||
|
0.7035174369812012,
|
||
|
0.5628740787506104,
|
||
|
0.37158459424972534,
|
||
|
0.5517240166664124,
|
||
|
0.5619046092033386,
|
||
|
0.2816900908946991,
|
||
|
0.30864188075065613,
|
||
|
0.19217076897621155,
|
||
|
0.5681816935539246,
|
||
|
0.32941165566444397,
|
||
|
0.44036686420440674,
|
||
|
0.318471223115921,
|
||
|
0.27884605526924133,
|
||
|
0.3999998867511749,
|
||
|
0.34736835956573486,
|
||
|
0.22485199570655823,
|
||
|
0.38341957330703735,
|
||
|
0.18064509332180023,
|
||
|
0.21874994039535522,
|
||
|
0.5567008852958679,
|
||
|
0.36363622546195984,
|
||
|
0.6236557960510254,
|
||
|
0.2716048061847687,
|
||
|
0.3885713219642639,
|
||
|
0.16891886293888092,
|
||
|
0.25730982422828674,
|
||
|
0.24999989569187164,
|
||
|
0.4814813435077667,
|
||
|
0.6770831346511841,
|
||
|
0.48076915740966797,
|
||
|
0.13402055203914642,
|
||
|
0.3068180978298187,
|
||
|
0.5024629235267639,
|
||
|
0.6347824931144714,
|
||
|
0.3999998867511749,
|
||
|
0.14096909761428833,
|
||
|
0.6055043935775757,
|
||
|
0.4424777626991272,
|
||
|
0.4123710095882416,
|
||
|
0.382978618144989,
|
||
|
0.6254294514656067,
|
||
|
0.5628139972686768,
|
||
|
0.4320986270904541,
|
||
|
0.4162435233592987,
|
||
|
0.18279562890529633,
|
||
|
0.22222216427326202,
|
||
|
0.30051806569099426,
|
||
|
0.314606636762619,
|
||
|
0.7099998593330383,
|
||
|
0.6037734746932983,
|
||
|
0.4111110270023346,
|
||
|
0.6176469922065735,
|
||
|
0.1028570905327797,
|
||
|
0.36714968085289,
|
||
|
0.2005012184381485,
|
||
|
0.5828570127487183,
|
||
|
0.662650465965271,
|
||
|
0.23437495529651642,
|
||
|
0.20408158004283905,
|
||
|
0.35467973351478577,
|
||
|
0.1965317279100418,
|
||
|
0.3398691415786743,
|
||
|
0.6244724988937378,
|
||
|
0.35897424817085266,
|
||
|
0.34177201986312866,
|
||
|
0.46274495124816895,
|
||
|
0.4508668780326843,
|
||
|
0.47916653752326965,
|
||
|
0.26086950302124023,
|
||
|
0.35532984137535095,
|
||
|
0.3170730471611023,
|
||
|
0.5188283324241638,
|
||
|
0.20858889818191528,
|
||
|
0.25730982422828674,
|
||
|
0.7351350784301758,
|
||
|
0.46511611342430115,
|
||
|
0.35602086782455444,
|
||
|
0.4158414602279663,
|
||
|
0.21590900421142578,
|
||
|
0.34693869948387146
|
||
|
],
|
||
|
"time": 5.873835572972894,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 25,
|
||
|
"train_loss": 0.2362864762544632,
|
||
|
"val_loss": 3.3154852390289307,
|
||
|
"acc": 39.05,
|
||
|
"f1": [
|
||
|
0.6598983407020569,
|
||
|
0.5132741928100586,
|
||
|
0.20983602106571198,
|
||
|
0.1635219305753708,
|
||
|
0.22727267444133759,
|
||
|
0.40609124302864075,
|
||
|
0.4056602716445923,
|
||
|
0.4411763548851013,
|
||
|
0.5142855644226074,
|
||
|
0.5125626921653748,
|
||
|
0.2397002875804901,
|
||
|
0.1556885540485382,
|
||
|
0.429447740316391,
|
||
|
0.29473677277565,
|
||
|
0.32298123836517334,
|
||
|
0.36649200320243835,
|
||
|
0.47368407249450684,
|
||
|
0.5767440795898438,
|
||
|
0.2399999350309372,
|
||
|
0.30337071418762207,
|
||
|
0.7241377830505371,
|
||
|
0.5092249512672424,
|
||
|
0.32624104619026184,
|
||
|
0.5464479923248291,
|
||
|
0.5978259444236755,
|
||
|
0.265060156583786,
|
||
|
0.3478259742259979,
|
||
|
0.24050623178482056,
|
||
|
0.5258214473724365,
|
||
|
0.4342104196548462,
|
||
|
0.40624988079071045,
|
||
|
0.3841806650161743,
|
||
|
0.3076922297477722,
|
||
|
0.39520949125289917,
|
||
|
0.28571417927742004,
|
||
|
0.22463762760162354,
|
||
|
0.28571420907974243,
|
||
|
0.4018690288066864,
|
||
|
0.1940297782421112,
|
||
|
0.5172412991523743,
|
||
|
0.3697478175163269,
|
||
|
0.5963301062583923,
|
||
|
0.2658226788043976,
|
||
|
0.4533332288265228,
|
||
|
0.13407814502716064,
|
||
|
0.24999991059303284,
|
||
|
0.20588228106498718,
|
||
|
0.4918031394481659,
|
||
|
0.6282721161842346,
|
||
|
0.47577083110809326,
|
||
|
0.15999993681907654,
|
||
|
0.3599999248981476,
|
||
|
0.4855490028858185,
|
||
|
0.5592415928840637,
|
||
|
0.4646463394165039,
|
||
|
0.12499994039535522,
|
||
|
0.6138612627983093,
|
||
|
0.452830046415329,
|
||
|
0.4790417551994324,
|
||
|
0.42857131361961365,
|
||
|
0.7473682165145874,
|
||
|
0.4835163354873657,
|
||
|
0.40692633390426636,
|
||
|
0.40476179122924805,
|
||
|
0.21890540421009064,
|
||
|
0.21904754638671875,
|
||
|
0.28402355313301086,
|
||
|
0.27586203813552856,
|
||
|
0.688372015953064,
|
||
|
0.47916659712791443,
|
||
|
0.4566209018230438,
|
||
|
0.5816732048988342,
|
||
|
0.19095470011234283,
|
||
|
0.2566370666027069,
|
||
|
0.20454540848731995,
|
||
|
0.6476188898086548,
|
||
|
0.6481480002403259,
|
||
|
0.2530611455440521,
|
||
|
0.23350247740745544,
|
||
|
0.3384614586830139,
|
||
|
0.1932772397994995,
|
||
|
0.3946187198162079,
|
||
|
0.6633662581443787,
|
||
|
0.4019606411457062,
|
||
|
0.30337071418762207,
|
||
|
0.553672194480896,
|
||
|
0.44067782163619995,
|
||
|
0.4029303193092346,
|
||
|
0.2634729743003845,
|
||
|
0.346666544675827,
|
||
|
0.32579174637794495,
|
||
|
0.5297296643257141,
|
||
|
0.24742262065410614,
|
||
|
0.1809523105621338,
|
||
|
0.6912441253662109,
|
||
|
0.44230756163597107,
|
||
|
0.3184078335762024,
|
||
|
0.299465149641037,
|
||
|
0.14207643270492554,
|
||
|
0.4361701011657715
|
||
|
],
|
||
|
"time": 6.172834400087595,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 26,
|
||
|
"train_loss": 0.36799702048301697,
|
||
|
"val_loss": 3.844487428665161,
|
||
|
"acc": 35.32,
|
||
|
"f1": [
|
||
|
0.6874998807907104,
|
||
|
0.4835163354873657,
|
||
|
0.25112098455429077,
|
||
|
0.18784524500370026,
|
||
|
0.1485147923231125,
|
||
|
0.35443025827407837,
|
||
|
0.30303019285202026,
|
||
|
0.3152708411216736,
|
||
|
0.46829259395599365,
|
||
|
0.48387083411216736,
|
||
|
0.2436974197626114,
|
||
|
0.18348616361618042,
|
||
|
0.42285704612731934,
|
||
|
0.28148138523101807,
|
||
|
0.3313608467578888,
|
||
|
0.23602473735809326,
|
||
|
0.35294109582901,
|
||
|
0.39416050910949707,
|
||
|
0.1844659447669983,
|
||
|
0.26086950302124023,
|
||
|
0.666666567325592,
|
||
|
0.45925915241241455,
|
||
|
0.3493974804878235,
|
||
|
0.5166050791740417,
|
||
|
0.5193368792533875,
|
||
|
0.2558138370513916,
|
||
|
0.3139533996582031,
|
||
|
0.19672127068042755,
|
||
|
0.49999988079071045,
|
||
|
0.37333324551582336,
|
||
|
0.42735034227371216,
|
||
|
0.2795697748661041,
|
||
|
0.22545449435710907,
|
||
|
0.30555543303489685,
|
||
|
0.299999862909317,
|
||
|
0.21649475395679474,
|
||
|
0.22222214937210083,
|
||
|
0.18897630274295807,
|
||
|
0.23041465878486633,
|
||
|
0.42704617977142334,
|
||
|
0.33480167388916016,
|
||
|
0.5784311890602112,
|
||
|
0.27667975425720215,
|
||
|
0.3722943067550659,
|
||
|
0.13100433349609375,
|
||
|
0.2297871857881546,
|
||
|
0.22018341720104218,
|
||
|
0.4939757287502289,
|
||
|
0.6022725701332092,
|
||
|
0.3555554747581482,
|
||
|
0.17064841091632843,
|
||
|
0.3050846457481384,
|
||
|
0.4947367310523987,
|
||
|
0.5961536765098572,
|
||
|
0.47560960054397583,
|
||
|
0.09649115800857544,
|
||
|
0.5490195155143738,
|
||
|
0.40659332275390625,
|
||
|
0.36879420280456543,
|
||
|
0.3868311941623688,
|
||
|
0.6692306399345398,
|
||
|
0.46242761611938477,
|
||
|
0.4930231273174286,
|
||
|
0.364531934261322,
|
||
|
0.2010049670934677,
|
||
|
0.21857915818691254,
|
||
|
0.17931029200553894,
|
||
|
0.30567678809165955,
|
||
|
0.6473428606987,
|
||
|
0.5240174531936646,
|
||
|
0.3974357545375824,
|
||
|
0.4959348142147064,
|
||
|
0.13223135471343994,
|
||
|
0.28571420907974243,
|
||
|
0.10591896623373032,
|
||
|
0.5609754920005798,
|
||
|
0.5754715800285339,
|
||
|
0.15999993681907654,
|
||
|
0.206060528755188,
|
||
|
0.3389829397201538,
|
||
|
0.22499993443489075,
|
||
|
0.3783782720565796,
|
||
|
0.5868724584579468,
|
||
|
0.34177201986312866,
|
||
|
0.24637670814990997,
|
||
|
0.5048542022705078,
|
||
|
0.4545453190803528,
|
||
|
0.45405393838882446,
|
||
|
0.1550387144088745,
|
||
|
0.31372538208961487,
|
||
|
0.34782594442367554,
|
||
|
0.5294116139411926,
|
||
|
0.2658958435058594,
|
||
|
0.17877088487148285,
|
||
|
0.6666665077209473,
|
||
|
0.45312491059303284,
|
||
|
0.3414633274078369,
|
||
|
0.34254133701324463,
|
||
|
0.12244893610477448,
|
||
|
0.33333325386047363
|
||
|
],
|
||
|
"time": 5.967478177510202,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 27,
|
||
|
"train_loss": 0.3818354904651642,
|
||
|
"val_loss": 3.2727208137512207,
|
||
|
"acc": 38.13,
|
||
|
"f1": [
|
||
|
0.6627905368804932,
|
||
|
0.49765241146087646,
|
||
|
0.19580411911010742,
|
||
|
0.2116401493549347,
|
||
|
0.2577318847179413,
|
||
|
0.3022221326828003,
|
||
|
0.3350784480571747,
|
||
|
0.4530385434627533,
|
||
|
0.45871543884277344,
|
||
|
0.4973543584346771,
|
||
|
0.21999992430210114,
|
||
|
0.2054053246974945,
|
||
|
0.4020099639892578,
|
||
|
0.3285022974014282,
|
||
|
0.2553190290927887,
|
||
|
0.3710406422615051,
|
||
|
0.41628947854042053,
|
||
|
0.5297296643257141,
|
||
|
0.2934781610965729,
|
||
|
0.3253011107444763,
|
||
|
0.7314283847808838,
|
||
|
0.494381844997406,
|
||
|
0.35964900255203247,
|
||
|
0.49689429998397827,
|
||
|
0.5957446098327637,
|
||
|
0.2981817424297333,
|
||
|
0.3459458649158478,
|
||
|
0.2713567018508911,
|
||
|
0.45849794149398804,
|
||
|
0.3999999165534973,
|
||
|
0.4387753903865814,
|
||
|
0.33684200048446655,
|
||
|
0.3362830877304077,
|
||
|
0.4088396728038788,
|
||
|
0.30158719420433044,
|
||
|
0.1759258508682251,
|
||
|
0.3625729978084564,
|
||
|
0.30651330947875977,
|
||
|
0.19047614932060242,
|
||
|
0.5471696853637695,
|
||
|
0.3319147825241089,
|
||
|
0.6086955666542053,
|
||
|
0.30769219994544983,
|
||
|
0.4018690288066864,
|
||
|
0.13924044370651245,
|
||
|
0.13541659712791443,
|
||
|
0.24580998718738556,
|
||
|
0.5233643651008606,
|
||
|
0.6190475225448608,
|
||
|
0.5155554413795471,
|
||
|
0.11510787159204483,
|
||
|
0.2760942280292511,
|
||
|
0.5454543828964233,
|
||
|
0.5813952684402466,
|
||
|
0.48314592242240906,
|
||
|
0.1361701488494873,
|
||
|
0.5062239766120911,
|
||
|
0.43555545806884766,
|
||
|
0.4474884569644928,
|
||
|
0.33783775568008423,
|
||
|
0.6397057771682739,
|
||
|
0.4352940320968628,
|
||
|
0.4099377691745758,
|
||
|
0.3373492956161499,
|
||
|
0.18897630274295807,
|
||
|
0.18723398447036743,
|
||
|
0.299999862909317,
|
||
|
0.17518241703510284,
|
||
|
0.6598983407020569,
|
||
|
0.5666665434837341,
|
||
|
0.425531804561615,
|
||
|
0.4732823669910431,
|
||
|
0.11347512155771255,
|
||
|
0.3653844892978668,
|
||
|
0.2176869958639145,
|
||
|
0.5863873362541199,
|
||
|
0.5999998450279236,
|
||
|
0.21857915818691254,
|
||
|
0.24864855408668518,
|
||
|
0.3253011107444763,
|
||
|
0.23204411566257477,
|
||
|
0.3911438286304474,
|
||
|
0.6307052373886108,
|
||
|
0.38139525055885315,
|
||
|
0.25116273760795593,
|
||
|
0.4920634329319,
|
||
|
0.46242761611938477,
|
||
|
0.38961026072502136,
|
||
|
0.23744283616542816,
|
||
|
0.3803679943084717,
|
||
|
0.33027511835098267,
|
||
|
0.48132768273353577,
|
||
|
0.21518979966640472,
|
||
|
0.22522515058517456,
|
||
|
0.6806281208992004,
|
||
|
0.46376800537109375,
|
||
|
0.3644067049026489,
|
||
|
0.3855420649051666,
|
||
|
0.20304562151432037,
|
||
|
0.34523800015449524
|
||
|
],
|
||
|
"time": 6.047044400125742,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 28,
|
||
|
"train_loss": 0.319685161113739,
|
||
|
"val_loss": 3.3593413829803467,
|
||
|
"acc": 37.68,
|
||
|
"f1": [
|
||
|
0.6145831942558289,
|
||
|
0.48888877034187317,
|
||
|
0.24902716279029846,
|
||
|
0.21538454294204712,
|
||
|
0.19808299839496613,
|
||
|
0.39735087752342224,
|
||
|
0.3157894015312195,
|
||
|
0.3669723868370056,
|
||
|
0.4772725999355316,
|
||
|
0.4836600124835968,
|
||
|
0.18055549263954163,
|
||
|
0.24749156832695007,
|
||
|
0.38938042521476746,
|
||
|
0.35643553733825684,
|
||
|
0.336633563041687,
|
||
|
0.33333322405815125,
|
||
|
0.3088234066963196,
|
||
|
0.5948716402053833,
|
||
|
0.3171805441379547,
|
||
|
0.22916659712791443,
|
||
|
0.704761803150177,
|
||
|
0.520408034324646,
|
||
|
0.3373492956161499,
|
||
|
0.5445024967193604,
|
||
|
0.5441175103187561,
|
||
|
0.21978014707565308,
|
||
|
0.2686566412448883,
|
||
|
0.1938774734735489,
|
||
|
0.5194803476333618,
|
||
|
0.3440859317779541,
|
||
|
0.26984119415283203,
|
||
|
0.32558128237724304,
|
||
|
0.31155768036842346,
|
||
|
0.3493974804878235,
|
||
|
0.282828152179718,
|
||
|
0.1818181276321411,
|
||
|
0.33918121457099915,
|
||
|
0.32989683747291565,
|
||
|
0.24999991059303284,
|
||
|
0.577777624130249,
|
||
|
0.3248729705810547,
|
||
|
0.6099998950958252,
|
||
|
0.28695645928382874,
|
||
|
0.3636362552642822,
|
||
|
0.13930343091487885,
|
||
|
0.15189866721630096,
|
||
|
0.2592591643333435,
|
||
|
0.511627733707428,
|
||
|
0.6113988757133484,
|
||
|
0.5028570294380188,
|
||
|
0.20454540848731995,
|
||
|
0.32258057594299316,
|
||
|
0.4963502585887909,
|
||
|
0.5851850509643555,
|
||
|
0.4711109697818756,
|
||
|
0.1698841005563736,
|
||
|
0.5825241804122925,
|
||
|
0.39560428261756897,
|
||
|
0.4705881178379059,
|
||
|
0.3121386468410492,
|
||
|
0.729999840259552,
|
||
|
0.4999998211860657,
|
||
|
0.46486473083496094,
|
||
|
0.3225805461406708,
|
||
|
0.20588228106498718,
|
||
|
0.18652844429016113,
|
||
|
0.24548731744289398,
|
||
|
0.3211008310317993,
|
||
|
0.70588219165802,
|
||
|
0.6081869602203369,
|
||
|
0.3820223808288574,
|
||
|
0.3731342554092407,
|
||
|
0.15873010456562042,
|
||
|
0.4041449725627899,
|
||
|
0.18333326280117035,
|
||
|
0.5775399804115295,
|
||
|
0.6994534134864807,
|
||
|
0.13461533188819885,
|
||
|
0.2473117560148239,
|
||
|
0.35398221015930176,
|
||
|
0.20338976383209229,
|
||
|
0.2695034444332123,
|
||
|
0.6493505239486694,
|
||
|
0.34736835956573486,
|
||
|
0.2954544425010681,
|
||
|
0.5399999022483826,
|
||
|
0.46938762068748474,
|
||
|
0.447368323802948,
|
||
|
0.3265305161476135,
|
||
|
0.4387753903865814,
|
||
|
0.37305691838264465,
|
||
|
0.5444443225860596,
|
||
|
0.2617800235748291,
|
||
|
0.2424241602420807,
|
||
|
0.7085712552070618,
|
||
|
0.4918031394481659,
|
||
|
0.3534882664680481,
|
||
|
0.3299999237060547,
|
||
|
0.16216209530830383,
|
||
|
0.4615383446216583
|
||
|
],
|
||
|
"time": 5.985562387853861,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 29,
|
||
|
"train_loss": 0.21140193939208984,
|
||
|
"val_loss": 3.7331702709198,
|
||
|
"acc": 39.11,
|
||
|
"f1": [
|
||
|
0.619246780872345,
|
||
|
0.4749998450279236,
|
||
|
0.29268282651901245,
|
||
|
0.24186037480831146,
|
||
|
0.18378373980522156,
|
||
|
0.367346853017807,
|
||
|
0.29787227511405945,
|
||
|
0.4306218922138214,
|
||
|
0.47572803497314453,
|
||
|
0.5609754920005798,
|
||
|
0.22784802317619324,
|
||
|
0.24418595433235168,
|
||
|
0.44067782163619995,
|
||
|
0.3350784480571747,
|
||
|
0.3063828945159912,
|
||
|
0.32352930307388306,
|
||
|
0.4656083285808563,
|
||
|
0.5895952582359314,
|
||
|
0.27472516894340515,
|
||
|
0.27173903584480286,
|
||
|
0.7539265155792236,
|
||
|
0.5412842631340027,
|
||
|
0.35918357968330383,
|
||
|
0.5999999046325684,
|
||
|
0.5409834980964661,
|
||
|
0.32183900475502014,
|
||
|
0.26966285705566406,
|
||
|
0.15238089859485626,
|
||
|
0.5648146867752075,
|
||
|
0.30555546283721924,
|
||
|
0.3855420649051666,
|
||
|
0.32978713512420654,
|
||
|
0.35483860969543457,
|
||
|
0.37885454297065735,
|
||
|
0.3542855978012085,
|
||
|
0.2761903405189514,
|
||
|
0.4295300841331482,
|
||
|
0.3694266378879547,
|
||
|
0.15384608507156372,
|
||
|
0.4978164732456207,
|
||
|
0.39778995513916016,
|
||
|
0.5523011684417725,
|
||
|
0.28571420907974243,
|
||
|
0.33532923460006714,
|
||
|
0.20973777770996094,
|
||
|
0.22772268950939178,
|
||
|
0.25396814942359924,
|
||
|
0.4608694612979889,
|
||
|
0.5840706825256348,
|
||
|
0.5263156890869141,
|
||
|
0.18867918848991394,
|
||
|
0.382978618144989,
|
||
|
0.486772358417511,
|
||
|
0.5714284181594849,
|
||
|
0.5021644234657288,
|
||
|
0.1729728877544403,
|
||
|
0.6666665077209473,
|
||
|
0.42285704612731934,
|
||
|
0.49999988079071045,
|
||
|
0.3644443452358246,
|
||
|
0.7109003663063049,
|
||
|
0.4102562963962555,
|
||
|
0.44808733463287354,
|
||
|
0.4090907871723175,
|
||
|
0.22784805297851562,
|
||
|
0.21904754638671875,
|
||
|
0.2519083321094513,
|
||
|
0.30621999502182007,
|
||
|
0.7499998807907104,
|
||
|
0.6285713315010071,
|
||
|
0.4077668786048889,
|
||
|
0.5521470904350281,
|
||
|
0.1809523105621338,
|
||
|
0.33789944648742676,
|
||
|
0.2440677285194397,
|
||
|
0.613065242767334,
|
||
|
0.6740330457687378,
|
||
|
0.21428564190864563,
|
||
|
0.2638297379016876,
|
||
|
0.4504503309726715,
|
||
|
0.1675977110862732,
|
||
|
0.28187909722328186,
|
||
|
0.6874998807907104,
|
||
|
0.34254133701324463,
|
||
|
0.320441871881485,
|
||
|
0.43999990820884705,
|
||
|
0.4260868728160858,
|
||
|
0.4731181561946869,
|
||
|
0.2524271011352539,
|
||
|
0.3765689730644226,
|
||
|
0.3563217520713806,
|
||
|
0.4931505620479584,
|
||
|
0.20547938346862793,
|
||
|
0.2072538137435913,
|
||
|
0.6900583505630493,
|
||
|
0.4947367310523987,
|
||
|
0.3703702688217163,
|
||
|
0.3363635540008545,
|
||
|
0.12030069530010223,
|
||
|
0.41340771317481995
|
||
|
],
|
||
|
"time": 5.99044865835458,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 30,
|
||
|
"train_loss": 0.19767530262470245,
|
||
|
"val_loss": 3.4944164752960205,
|
||
|
"acc": 38.55,
|
||
|
"f1": [
|
||
|
0.7039104700088501,
|
||
|
0.45833322405815125,
|
||
|
0.25423723459243774,
|
||
|
0.15909084677696228,
|
||
|
0.28742504119873047,
|
||
|
0.3505975306034088,
|
||
|
0.3428570628166199,
|
||
|
0.3694266378879547,
|
||
|
0.47577083110809326,
|
||
|
0.5021275877952576,
|
||
|
0.2173912525177002,
|
||
|
0.21468918025493622,
|
||
|
0.3714284896850586,
|
||
|
0.28999990224838257,
|
||
|
0.3625729978084564,
|
||
|
0.345177561044693,
|
||
|
0.3443707823753357,
|
||
|
0.5391303300857544,
|
||
|
0.2840908169746399,
|
||
|
0.2873562276363373,
|
||
|
0.6915886998176575,
|
||
|
0.5370368957519531,
|
||
|
0.37349388003349304,
|
||
|
0.4967319071292877,
|
||
|
0.6551722884178162,
|
||
|
0.2702701687812805,
|
||
|
0.35978829860687256,
|
||
|
0.2705881595611572,
|
||
|
0.4999999403953552,
|
||
|
0.38216549158096313,
|
||
|
0.38775497674942017,
|
||
|
0.2955664098262787,
|
||
|
0.31999990344047546,
|
||
|
0.42231065034866333,
|
||
|
0.32911381125450134,
|
||
|
0.21014487743377686,
|
||
|
0.38709667325019836,
|
||
|
0.3300969898700714,
|
||
|
0.2173912227153778,
|
||
|
0.5684208869934082,
|
||
|
0.33050838112831116,
|
||
|
0.6436780691146851,
|
||
|
0.3179915249347687,
|
||
|
0.40490788221359253,
|
||
|
0.18604646623134613,
|
||
|
0.26190468668937683,
|
||
|
0.23529402911663055,
|
||
|
0.4749998450279236,
|
||
|
0.6349205374717712,
|
||
|
0.4105958938598633,
|
||
|
0.17266181111335754,
|
||
|
0.35467973351478577,
|
||
|
0.5056177973747253,
|
||
|
0.5904760956764221,
|
||
|
0.4567900002002716,
|
||
|
0.1639343500137329,
|
||
|
0.5510202646255493,
|
||
|
0.423912912607193,
|
||
|
0.488262802362442,
|
||
|
0.39639630913734436,
|
||
|
0.7488149404525757,
|
||
|
0.5189187526702881,
|
||
|
0.5027320981025696,
|
||
|
0.4148934781551361,
|
||
|
0.1849314570426941,
|
||
|
0.18999992311000824,
|
||
|
0.2559240758419037,
|
||
|
0.3289472758769989,
|
||
|
0.706976592540741,
|
||
|
0.6010361909866333,
|
||
|
0.38216549158096313,
|
||
|
0.5781249403953552,
|
||
|
0.048780445009469986,
|
||
|
0.4137929677963257,
|
||
|
0.25116273760795593,
|
||
|
0.5263156294822693,
|
||
|
0.6320345401763916,
|
||
|
0.18309852480888367,
|
||
|
0.20809243619441986,
|
||
|
0.3502824008464813,
|
||
|
0.21256029605865479,
|
||
|
0.32278475165367126,
|
||
|
0.716762900352478,
|
||
|
0.3269230127334595,
|
||
|
0.28571420907974243,
|
||
|
0.46153831481933594,
|
||
|
0.40609124302864075,
|
||
|
0.3426293730735779,
|
||
|
0.26728102564811707,
|
||
|
0.32432422041893005,
|
||
|
0.3478260338306427,
|
||
|
0.5113635063171387,
|
||
|
0.2949307858943939,
|
||
|
0.239999920129776,
|
||
|
0.5663081407546997,
|
||
|
0.5161289572715759,
|
||
|
0.37433144450187683,
|
||
|
0.24516120553016663,
|
||
|
0.1503758728504181,
|
||
|
0.4096384346485138
|
||
|
],
|
||
|
"time": 5.850110216997564,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 31,
|
||
|
"train_loss": 0.1811208873987198,
|
||
|
"val_loss": 3.668966770172119,
|
||
|
"acc": 37.84,
|
||
|
"f1": [
|
||
|
0.6635943651199341,
|
||
|
0.5303866267204285,
|
||
|
0.24050623178482056,
|
||
|
0.15189866721630096,
|
||
|
0.2072538137435913,
|
||
|
0.34883710741996765,
|
||
|
0.38150280714035034,
|
||
|
0.39160826802253723,
|
||
|
0.4745761454105377,
|
||
|
0.43921560049057007,
|
||
|
0.28272244334220886,
|
||
|
0.145695298910141,
|
||
|
0.3491123616695404,
|
||
|
0.3636362850666046,
|
||
|
0.33333325386047363,
|
||
|
0.2838708758354187,
|
||
|
0.34029844403266907,
|
||
|
0.5019304156303406,
|
||
|
0.24761897325515747,
|
||
|
0.2566370666027069,
|
||
|
0.612244725227356,
|
||
|
0.5428570508956909,
|
||
|
0.31818169355392456,
|
||
|
0.5283017754554749,
|
||
|
0.6526314616203308,
|
||
|
0.21951211988925934,
|
||
|
0.31081071496009827,
|
||
|
0.20118334889411926,
|
||
|
0.5322579741477966,
|
||
|
0.38028159737586975,
|
||
|
0.3465345501899719,
|
||
|
0.2972972095012665,
|
||
|
0.34615373611450195,
|
||
|
0.37154141068458557,
|
||
|
0.32195112109184265,
|
||
|
0.2426469922065735,
|
||
|
0.3406592309474945,
|
||
|
0.27884605526924133,
|
||
|
0.22222214937210083,
|
||
|
0.46636757254600525,
|
||
|
0.29746830463409424,
|
||
|
0.5789472460746765,
|
||
|
0.3047617971897125,
|
||
|
0.42528724670410156,
|
||
|
0.13513506948947906,
|
||
|
0.23703694343566895,
|
||
|
0.2553190290927887,
|
||
|
0.4949493706226349,
|
||
|
0.6298341155052185,
|
||
|
0.4099377691745758,
|
||
|
0.2283950001001358,
|
||
|
0.4257424473762512,
|
||
|
0.5148513317108154,
|
||
|
0.6057141423225403,
|
||
|
0.5056177973747253,
|
||
|
0.12345672398805618,
|
||
|
0.5641024112701416,
|
||
|
0.39473676681518555,
|
||
|
0.48484838008880615,
|
||
|
0.3428570628166199,
|
||
|
0.7799997925758362,
|
||
|
0.3776223063468933,
|
||
|
0.3999998867511749,
|
||
|
0.37185919284820557,
|
||
|
0.13245026767253876,
|
||
|
0.19157081842422485,
|
||
|
0.20689649879932404,
|
||
|
0.36269423365592957,
|
||
|
0.7282606959342957,
|
||
|
0.6077346205711365,
|
||
|
0.3363635540008545,
|
||
|
0.5979380011558533,
|
||
|
0.15384607017040253,
|
||
|
0.33962249755859375,
|
||
|
0.1971830427646637,
|
||
|
0.561576247215271,
|
||
|
0.6071427464485168,
|
||
|
0.16666659712791443,
|
||
|
0.2436547577381134,
|
||
|
0.3703702688217163,
|
||
|
0.19999994337558746,
|
||
|
0.3592231869697571,
|
||
|
0.679245114326477,
|
||
|
0.31325289607048035,
|
||
|
0.2995593845844269,
|
||
|
0.5248867273330688,
|
||
|
0.4226802885532379,
|
||
|
0.3778800964355469,
|
||
|
0.2758619785308838,
|
||
|
0.33532923460006714,
|
||
|
0.42857131361961365,
|
||
|
0.4999998211860657,
|
||
|
0.2514968812465668,
|
||
|
0.23030294477939606,
|
||
|
0.6413500905036926,
|
||
|
0.492890864610672,
|
||
|
0.33333322405815125,
|
||
|
0.29787224531173706,
|
||
|
0.15315312147140503,
|
||
|
0.38271594047546387
|
||
|
],
|
||
|
"time": 5.909770091995597,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 32,
|
||
|
"train_loss": 0.15993624925613403,
|
||
|
"val_loss": 3.5832982063293457,
|
||
|
"acc": 38.56,
|
||
|
"f1": [
|
||
|
0.7065865993499756,
|
||
|
0.4699452221393585,
|
||
|
0.251308798789978,
|
||
|
0.1556885540485382,
|
||
|
0.18633535504341125,
|
||
|
0.2807016372680664,
|
||
|
0.31788066029548645,
|
||
|
0.351144939661026,
|
||
|
0.47843125462532043,
|
||
|
0.4967319071292877,
|
||
|
0.32704389095306396,
|
||
|
0.2333332747220993,
|
||
|
0.4487804174423218,
|
||
|
0.32911381125450134,
|
||
|
0.3617020547389984,
|
||
|
0.25992774963378906,
|
||
|
0.4133332371711731,
|
||
|
0.5492226481437683,
|
||
|
0.14634142816066742,
|
||
|
0.253807008266449,
|
||
|
0.6607141494750977,
|
||
|
0.5561496019363403,
|
||
|
0.3999998867511749,
|
||
|
0.6132074594497681,
|
||
|
0.6229507327079773,
|
||
|
0.29059821367263794,
|
||
|
0.3431951701641083,
|
||
|
0.1965811401605606,
|
||
|
0.6595743298530579,
|
||
|
0.3957218527793884,
|
||
|
0.33502528071403503,
|
||
|
0.2944784462451935,
|
||
|
0.3373492956161499,
|
||
|
0.425531804561615,
|
||
|
0.3165466785430908,
|
||
|
0.16666659712791443,
|
||
|
0.37320560216903687,
|
||
|
0.32911381125450134,
|
||
|
0.2282608151435852,
|
||
|
0.5641024112701416,
|
||
|
0.3285022974014282,
|
||
|
0.612716555595398,
|
||
|
0.2786884307861328,
|
||
|
0.2944161891937256,
|
||
|
0.20118334889411926,
|
||
|
0.22222216427326202,
|
||
|
0.22950810194015503,
|
||
|
0.5357141494750977,
|
||
|
0.6396394968032837,
|
||
|
0.4640882611274719,
|
||
|
0.16289585828781128,
|
||
|
0.35955044627189636,
|
||
|
0.5866665840148926,
|
||
|
0.6039602756500244,
|
||
|
0.4864863455295563,
|
||
|
0.1194029152393341,
|
||
|
0.5421684980392456,
|
||
|
0.43373486399650574,
|
||
|
0.3934425115585327,
|
||
|
0.3980098366737366,
|
||
|
0.7499999403953552,
|
||
|
0.4530385434627533,
|
||
|
0.45283007621765137,
|
||
|
0.31638407707214355,
|
||
|
0.15789467096328735,
|
||
|
0.21014487743377686,
|
||
|
0.26206889748573303,
|
||
|
0.2873562276363373,
|
||
|
0.6629211902618408,
|
||
|
0.6530610918998718,
|
||
|
0.41964274644851685,
|
||
|
0.6120688319206238,
|
||
|
0.18719203770160675,
|
||
|
0.40677958726882935,
|
||
|
0.26046502590179443,
|
||
|
0.48844873905181885,
|
||
|
0.6589593291282654,
|
||
|
0.17948710918426514,
|
||
|
0.23728805780410767,
|
||
|
0.42512065172195435,
|
||
|
0.20430098474025726,
|
||
|
0.3800903856754303,
|
||
|
0.6777776479721069,
|
||
|
0.39490434527397156,
|
||
|
0.26600977778434753,
|
||
|
0.5039998888969421,
|
||
|
0.44339612126350403,
|
||
|
0.4705880880355835,
|
||
|
0.2739725410938263,
|
||
|
0.334727942943573,
|
||
|
0.34101372957229614,
|
||
|
0.5130888819694519,
|
||
|
0.27814561128616333,
|
||
|
0.22485199570655823,
|
||
|
0.6564101576805115,
|
||
|
0.4741378724575043,
|
||
|
0.37288129329681396,
|
||
|
0.3217390477657318,
|
||
|
0.12121205776929855,
|
||
|
0.4154588282108307
|
||
|
],
|
||
|
"time": 6.187970488332212,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 33,
|
||
|
"train_loss": 0.23668289184570312,
|
||
|
"val_loss": 3.555598258972168,
|
||
|
"acc": 37.87,
|
||
|
"f1": [
|
||
|
0.6761903762817383,
|
||
|
0.5125626921653748,
|
||
|
0.24120594561100006,
|
||
|
0.22421517968177795,
|
||
|
0.20320846140384674,
|
||
|
0.3647797703742981,
|
||
|
0.3804876506328583,
|
||
|
0.4020099639892578,
|
||
|
0.525139570236206,
|
||
|
0.41221365332603455,
|
||
|
0.2541435658931732,
|
||
|
0.2183622270822525,
|
||
|
0.44705867767333984,
|
||
|
0.28415289521217346,
|
||
|
0.26086944341659546,
|
||
|
0.3034482002258301,
|
||
|
0.425531804561615,
|
||
|
0.5341613292694092,
|
||
|
0.28015556931495667,
|
||
|
0.22093015909194946,
|
||
|
0.7218933701515198,
|
||
|
0.5220882296562195,
|
||
|
0.40206170082092285,
|
||
|
0.559321939945221,
|
||
|
0.547770619392395,
|
||
|
0.3026314675807953,
|
||
|
0.30392149090766907,
|
||
|
0.246575266122818,
|
||
|
0.5714284181594849,
|
||
|
0.3936169147491455,
|
||
|
0.3934425115585327,
|
||
|
0.3157893717288971,
|
||
|
0.2959182858467102,
|
||
|
0.4146340489387512,
|
||
|
0.26277366280555725,
|
||
|
0.18811874091625214,
|
||
|
0.35294109582901,
|
||
|
0.3433475196361542,
|
||
|
0.2617800235748291,
|
||
|
0.5681816935539246,
|
||
|
0.33777767419815063,
|
||
|
0.6146787405014038,
|
||
|
0.304526686668396,
|
||
|
0.31055888533592224,
|
||
|
0.13281244039535522,
|
||
|
0.22222214937210083,
|
||
|
0.24870456755161285,
|
||
|
0.47619035840034485,
|
||
|
0.6775954961776733,
|
||
|
0.43598607182502747,
|
||
|
0.15999993681907654,
|
||
|
0.3351954519748688,
|
||
|
0.553672194480896,
|
||
|
0.5664739012718201,
|
||
|
0.4579438269138336,
|
||
|
0.14723920822143555,
|
||
|
0.5654449462890625,
|
||
|
0.47674402594566345,
|
||
|
0.4416665732860565,
|
||
|
0.4122805893421173,
|
||
|
0.654761791229248,
|
||
|
0.511627733707428,
|
||
|
0.4056602716445923,
|
||
|
0.4361701011657715,
|
||
|
0.20392151176929474,
|
||
|
0.18749994039535522,
|
||
|
0.30097079277038574,
|
||
|
0.23255808651447296,
|
||
|
0.6775954961776733,
|
||
|
0.5443785786628723,
|
||
|
0.3636362552642822,
|
||
|
0.4810125231742859,
|
||
|
0.15315312147140503,
|
||
|
0.3433475196361542,
|
||
|
0.2842104732990265,
|
||
|
0.4913494288921356,
|
||
|
0.6344084739685059,
|
||
|
0.2283736616373062,
|
||
|
0.2268906980752945,
|
||
|
0.35454532504081726,
|
||
|
0.19753079116344452,
|
||
|
0.3351350426673889,
|
||
|
0.7179486155509949,
|
||
|
0.37894728779792786,
|
||
|
0.289308100938797,
|
||
|
0.4301885962486267,
|
||
|
0.42790690064430237,
|
||
|
0.4734298884868622,
|
||
|
0.31746023893356323,
|
||
|
0.3832334280014038,
|
||
|
0.3487178385257721,
|
||
|
0.44280433654785156,
|
||
|
0.2399999350309372,
|
||
|
0.19444438815116882,
|
||
|
0.7116562724113464,
|
||
|
0.4701194167137146,
|
||
|
0.33720916509628296,
|
||
|
0.37433144450187683,
|
||
|
0.15294109284877777,
|
||
|
0.3628317713737488
|
||
|
],
|
||
|
"time": 6.039665195159614,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 34,
|
||
|
"train_loss": 0.30641818046569824,
|
||
|
"val_loss": 3.6735191345214844,
|
||
|
"acc": 38.32,
|
||
|
"f1": [
|
||
|
0.6106193661689758,
|
||
|
0.4541061818599701,
|
||
|
0.25396814942359924,
|
||
|
0.15789468586444855,
|
||
|
0.21621613204479218,
|
||
|
0.3636362850666046,
|
||
|
0.3470318615436554,
|
||
|
0.36144572496414185,
|
||
|
0.5020919442176819,
|
||
|
0.48803818225860596,
|
||
|
0.23602473735809326,
|
||
|
0.2613064646720886,
|
||
|
0.38914018869400024,
|
||
|
0.2580644488334656,
|
||
|
0.34999990463256836,
|
||
|
0.289308100938797,
|
||
|
0.387096643447876,
|
||
|
0.524590015411377,
|
||
|
0.2436974197626114,
|
||
|
0.2702701687812805,
|
||
|
0.6923075318336487,
|
||
|
0.5071768760681152,
|
||
|
0.32128506898880005,
|
||
|
0.543352484703064,
|
||
|
0.6666664481163025,
|
||
|
0.26993855834007263,
|
||
|
0.30526304244995117,
|
||
|
0.16304342448711395,
|
||
|
0.5024153590202332,
|
||
|
0.3636362850666046,
|
||
|
0.4401912987232208,
|
||
|
0.32142847776412964,
|
||
|
0.28148138523101807,
|
||
|
0.3923443853855133,
|
||
|
0.30857133865356445,
|
||
|
0.19867542386054993,
|
||
|
0.31788066029548645,
|
||
|
0.24137921631336212,
|
||
|
0.19277101755142212,
|
||
|
0.5225224494934082,
|
||
|
0.34710732102394104,
|
||
|
0.6733667254447937,
|
||
|
0.2588233947753906,
|
||
|
0.362318754196167,
|
||
|
0.14468081295490265,
|
||
|
0.1775147169828415,
|
||
|
0.23129244148731232,
|
||
|
0.48205116391181946,
|
||
|
0.622641384601593,
|
||
|
0.5596328973770142,
|
||
|
0.26415085792541504,
|
||
|
0.36686381697654724,
|
||
|
0.46153831481933594,
|
||
|
0.5933012366294861,
|
||
|
0.46956515312194824,
|
||
|
0.13333328068256378,
|
||
|
0.5999998450279236,
|
||
|
0.32402223348617554,
|
||
|
0.46428558230400085,
|
||
|
0.3373492956161499,
|
||
|
0.7236180305480957,
|
||
|
0.48447185754776,
|
||
|
0.44444435834884644,
|
||
|
0.360248327255249,
|
||
|
0.22748807072639465,
|
||
|
0.193548321723938,
|
||
|
0.2472526729106903,
|
||
|
0.2931033670902252,
|
||
|
0.707547128200531,
|
||
|
0.5620436668395996,
|
||
|
0.42708319425582886,
|
||
|
0.5671641230583191,
|
||
|
0.1379309892654419,
|
||
|
0.34554967284202576,
|
||
|
0.17021268606185913,
|
||
|
0.547485888004303,
|
||
|
0.5545453429222107,
|
||
|
0.2371133416891098,
|
||
|
0.2153845578432083,
|
||
|
0.34181809425354004,
|
||
|
0.2116401493549347,
|
||
|
0.41048023104667664,
|
||
|
0.7252746224403381,
|
||
|
0.3615383505821228,
|
||
|
0.2955664098262787,
|
||
|
0.4606059193611145,
|
||
|
0.4519229531288147,
|
||
|
0.4242423176765442,
|
||
|
0.25352105498313904,
|
||
|
0.3319837152957916,
|
||
|
0.3787877857685089,
|
||
|
0.5258619785308838,
|
||
|
0.26341456174850464,
|
||
|
0.24786315858364105,
|
||
|
0.7039104700088501,
|
||
|
0.46511611342430115,
|
||
|
0.33684200048446655,
|
||
|
0.3166666030883789,
|
||
|
0.13157887756824493,
|
||
|
0.41406238079071045
|
||
|
],
|
||
|
"time": 6.1646479573100805,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 35,
|
||
|
"train_loss": 0.47968652844429016,
|
||
|
"val_loss": 3.9267194271087646,
|
||
|
"acc": 31.81,
|
||
|
"f1": [
|
||
|
0.48205116391181946,
|
||
|
0.46376800537109375,
|
||
|
0.212454155087471,
|
||
|
0.21621616184711456,
|
||
|
0.19780214130878448,
|
||
|
0.19672124087810516,
|
||
|
0.3053434193134308,
|
||
|
0.382978618144989,
|
||
|
0.33057841658592224,
|
||
|
0.3776223063468933,
|
||
|
0.17567561566829681,
|
||
|
0.20588228106498718,
|
||
|
0.3882351815700531,
|
||
|
0.3057323694229126,
|
||
|
0.2558138370513916,
|
||
|
0.27350419759750366,
|
||
|
0.33846142888069153,
|
||
|
0.31999990344047546,
|
||
|
0.2918454110622406,
|
||
|
0.15384607017040253,
|
||
|
0.6490064859390259,
|
||
|
0.4814813435077667,
|
||
|
0.27777767181396484,
|
||
|
0.41447362303733826,
|
||
|
0.554216742515564,
|
||
|
0.2424241602420807,
|
||
|
0.30107519030570984,
|
||
|
0.13740453124046326,
|
||
|
0.49315062165260315,
|
||
|
0.28806576132774353,
|
||
|
0.29197070002555847,
|
||
|
0.251428484916687,
|
||
|
0.2124999612569809,
|
||
|
0.26373615860939026,
|
||
|
0.2713177502155304,
|
||
|
0.19587622582912445,
|
||
|
0.28289467096328735,
|
||
|
0.23376615345478058,
|
||
|
0.081632599234581,
|
||
|
0.4549354910850525,
|
||
|
0.3443707227706909,
|
||
|
0.5548385381698608,
|
||
|
0.24074065685272217,
|
||
|
0.32388654351234436,
|
||
|
0.13382895290851593,
|
||
|
0.14345985651016235,
|
||
|
0.22222213447093964,
|
||
|
0.4380951225757599,
|
||
|
0.5647057294845581,
|
||
|
0.3862927556037903,
|
||
|
0.1538461148738861,
|
||
|
0.29107969999313354,
|
||
|
0.5067566633224487,
|
||
|
0.4753085672855377,
|
||
|
0.3979056477546692,
|
||
|
0.09615378081798553,
|
||
|
0.43049317598342896,
|
||
|
0.3166666030883789,
|
||
|
0.434782475233078,
|
||
|
0.24472565948963165,
|
||
|
0.6627905368804932,
|
||
|
0.42253512144088745,
|
||
|
0.3522725999355316,
|
||
|
0.32432422041893005,
|
||
|
0.21505369246006012,
|
||
|
0.17948710918426514,
|
||
|
0.23863628506660461,
|
||
|
0.2653562128543854,
|
||
|
0.6984125375747681,
|
||
|
0.45714277029037476,
|
||
|
0.36718741059303284,
|
||
|
0.44444435834884644,
|
||
|
0.09756092727184296,
|
||
|
0.3386242389678955,
|
||
|
0.21262453496456146,
|
||
|
0.5483869910240173,
|
||
|
0.5847951769828796,
|
||
|
0.2105262279510498,
|
||
|
0.03448272496461868,
|
||
|
0.34482747316360474,
|
||
|
0.19913412630558014,
|
||
|
0.2748090922832489,
|
||
|
0.6410255432128906,
|
||
|
0.2560974657535553,
|
||
|
0.13445372879505157,
|
||
|
0.40358731150627136,
|
||
|
0.39106133580207825,
|
||
|
0.4324323236942291,
|
||
|
0.1864406168460846,
|
||
|
0.2980768382549286,
|
||
|
0.3373492956161499,
|
||
|
0.4028775990009308,
|
||
|
0.23280414938926697,
|
||
|
0.16666661202907562,
|
||
|
0.5594404339790344,
|
||
|
0.33333322405815125,
|
||
|
0.3112582266330719,
|
||
|
0.3122362196445465,
|
||
|
0.10526309907436371,
|
||
|
0.2656249403953552
|
||
|
],
|
||
|
"time": 6.0438478365540504,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 36,
|
||
|
"train_loss": 0.32671964168548584,
|
||
|
"val_loss": 3.5144155025482178,
|
||
|
"acc": 38.46,
|
||
|
"f1": [
|
||
|
0.6214687824249268,
|
||
|
0.447368323802948,
|
||
|
0.27884605526924133,
|
||
|
0.22009563446044922,
|
||
|
0.15950913727283478,
|
||
|
0.39285701513290405,
|
||
|
0.31645557284355164,
|
||
|
0.39560428261756897,
|
||
|
0.4160583019256592,
|
||
|
0.5405403971672058,
|
||
|
0.2629481256008148,
|
||
|
0.23853203654289246,
|
||
|
0.4201679825782776,
|
||
|
0.29714274406433105,
|
||
|
0.3168315887451172,
|
||
|
0.28048771619796753,
|
||
|
0.46391740441322327,
|
||
|
0.6195651292800903,
|
||
|
0.30065348744392395,
|
||
|
0.32352936267852783,
|
||
|
0.7336682677268982,
|
||
|
0.5394189953804016,
|
||
|
0.2965778410434723,
|
||
|
0.4903225004673004,
|
||
|
0.5743588209152222,
|
||
|
0.25954189896583557,
|
||
|
0.2941175401210785,
|
||
|
0.2444443702697754,
|
||
|
0.5698922872543335,
|
||
|
0.37777766585350037,
|
||
|
0.4729062616825104,
|
||
|
0.26751580834388733,
|
||
|
0.3592231869697571,
|
||
|
0.39784935116767883,
|
||
|
0.3265305161476135,
|
||
|
0.1911763995885849,
|
||
|
0.36601296067237854,
|
||
|
0.2269502729177475,
|
||
|
0.19607838988304138,
|
||
|
0.5217390656471252,
|
||
|
0.28753986954689026,
|
||
|
0.5970147848129272,
|
||
|
0.3399999141693115,
|
||
|
0.4203820824623108,
|
||
|
0.12244892120361328,
|
||
|
0.2075471132993698,
|
||
|
0.2021275758743286,
|
||
|
0.4999998211860657,
|
||
|
0.6249998807907104,
|
||
|
0.5123152136802673,
|
||
|
0.22093015909194946,
|
||
|
0.32820504903793335,
|
||
|
0.5822783708572388,
|
||
|
0.5388599634170532,
|
||
|
0.5181816816329956,
|
||
|
0.10666660219430923,
|
||
|
0.5913977026939392,
|
||
|
0.3921567499637604,
|
||
|
0.4685713052749634,
|
||
|
0.4598929286003113,
|
||
|
0.7040814757347107,
|
||
|
0.42857128381729126,
|
||
|
0.44791656732559204,
|
||
|
0.4028775990009308,
|
||
|
0.22222213447093964,
|
||
|
0.15999993681907654,
|
||
|
0.2333332747220993,
|
||
|
0.1866666078567505,
|
||
|
0.7399998903274536,
|
||
|
0.5524860620498657,
|
||
|
0.35862061381340027,
|
||
|
0.5945944786071777,
|
||
|
0.1818181276321411,
|
||
|
0.3066665530204773,
|
||
|
0.22680403292179108,
|
||
|
0.5660375952720642,
|
||
|
0.6424869298934937,
|
||
|
0.18292675912380219,
|
||
|
0.1921396702528,
|
||
|
0.36051490902900696,
|
||
|
0.14062495529651642,
|
||
|
0.4077668786048889,
|
||
|
0.7256636023521423,
|
||
|
0.3797467052936554,
|
||
|
0.26008957624435425,
|
||
|
0.5098037719726562,
|
||
|
0.49729716777801514,
|
||
|
0.45238080620765686,
|
||
|
0.23188398778438568,
|
||
|
0.37450188398361206,
|
||
|
0.3566878139972687,
|
||
|
0.5652172565460205,
|
||
|
0.3364485204219818,
|
||
|
0.212290421128273,
|
||
|
0.6267279982566833,
|
||
|
0.47120407223701477,
|
||
|
0.2929935157299042,
|
||
|
0.39520949125289917,
|
||
|
0.20560741424560547,
|
||
|
0.31168824434280396
|
||
|
],
|
||
|
"time": 5.9692857172340155,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 37,
|
||
|
"train_loss": 0.23910728096961975,
|
||
|
"val_loss": 3.6826205253601074,
|
||
|
"acc": 36.45,
|
||
|
"f1": [
|
||
|
0.7459457516670227,
|
||
|
0.5161289572715759,
|
||
|
0.239436537027359,
|
||
|
0.21359217166900635,
|
||
|
0.22222213447093964,
|
||
|
0.2954544723033905,
|
||
|
0.4023667275905609,
|
||
|
0.42253509163856506,
|
||
|
0.4630540609359741,
|
||
|
0.47619035840034485,
|
||
|
0.21582727134227753,
|
||
|
0.20382159948349,
|
||
|
0.32024163007736206,
|
||
|
0.25675666332244873,
|
||
|
0.28947359323501587,
|
||
|
0.3316061198711395,
|
||
|
0.39583319425582886,
|
||
|
0.41333329677581787,
|
||
|
0.26315778493881226,
|
||
|
0.23076915740966797,
|
||
|
0.6050419211387634,
|
||
|
0.5277776718139648,
|
||
|
0.2954544723033905,
|
||
|
0.3703702986240387,
|
||
|
0.4347825348377228,
|
||
|
0.2529643774032593,
|
||
|
0.2923975884914398,
|
||
|
0.14516125619411469,
|
||
|
0.5730335712432861,
|
||
|
0.3552630543708801,
|
||
|
0.3850930631160736,
|
||
|
0.3215685188770294,
|
||
|
0.3230768144130707,
|
||
|
0.3594468832015991,
|
||
|
0.3516482412815094,
|
||
|
0.2564101815223694,
|
||
|
0.39999985694885254,
|
||
|
0.24444440007209778,
|
||
|
0.20930227637290955,
|
||
|
0.4615383744239807,
|
||
|
0.29629620909690857,
|
||
|
0.6227543354034424,
|
||
|
0.306122362613678,
|
||
|
0.33333322405815125,
|
||
|
0.06993001699447632,
|
||
|
0.24999991059303284,
|
||
|
0.251428484916687,
|
||
|
0.4886362552642822,
|
||
|
0.5833331942558289,
|
||
|
0.35714274644851685,
|
||
|
0.19753079116344452,
|
||
|
0.3841806650161743,
|
||
|
0.5531913042068481,
|
||
|
0.603550136089325,
|
||
|
0.49999988079071045,
|
||
|
0.12962956726551056,
|
||
|
0.596858561038971,
|
||
|
0.28947359323501587,
|
||
|
0.44976064562797546,
|
||
|
0.2840908169746399,
|
||
|
0.7395831346511841,
|
||
|
0.4129031002521515,
|
||
|
0.447368323802948,
|
||
|
0.28571417927742004,
|
||
|
0.18713442981243134,
|
||
|
0.21538454294204712,
|
||
|
0.1945524662733078,
|
||
|
0.29813653230667114,
|
||
|
0.6424240469932556,
|
||
|
0.5432097911834717,
|
||
|
0.4111110270023346,
|
||
|
0.5576921701431274,
|
||
|
0.15469607710838318,
|
||
|
0.38356152176856995,
|
||
|
0.19178076088428497,
|
||
|
0.6585364937782288,
|
||
|
0.6074764728546143,
|
||
|
0.18309852480888367,
|
||
|
0.19108274579048157,
|
||
|
0.33962252736091614,
|
||
|
0.1855669468641281,
|
||
|
0.28143709897994995,
|
||
|
0.7216493487358093,
|
||
|
0.33962252736091614,
|
||
|
0.2456139624118805,
|
||
|
0.40935659408569336,
|
||
|
0.4306218922138214,
|
||
|
0.28884023427963257,
|
||
|
0.27350419759750366,
|
||
|
0.3096233606338501,
|
||
|
0.3032490015029907,
|
||
|
0.5136610269546509,
|
||
|
0.3517586886882782,
|
||
|
0.2236841470003128,
|
||
|
0.5110409259796143,
|
||
|
0.43564343452453613,
|
||
|
0.33050838112831116,
|
||
|
0.3559320867061615,
|
||
|
0.1971830278635025,
|
||
|
0.4472048580646515
|
||
|
],
|
||
|
"time": 6.035276888869703,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 38,
|
||
|
"train_loss": 0.20139412581920624,
|
||
|
"val_loss": 3.5716447830200195,
|
||
|
"acc": 39.2,
|
||
|
"f1": [
|
||
|
0.7127658128738403,
|
||
|
0.4886362552642822,
|
||
|
0.26086950302124023,
|
||
|
0.23255808651447296,
|
||
|
0.24999992549419403,
|
||
|
0.33333325386047363,
|
||
|
0.34042540192604065,
|
||
|
0.44444432854652405,
|
||
|
0.46428558230400085,
|
||
|
0.502923846244812,
|
||
|
0.2345678210258484,
|
||
|
0.23391805589199066,
|
||
|
0.4242423474788666,
|
||
|
0.39106133580207825,
|
||
|
0.3367346227169037,
|
||
|
0.3118278682231903,
|
||
|
0.4021162986755371,
|
||
|
0.5284972786903381,
|
||
|
0.24675315618515015,
|
||
|
0.28846150636672974,
|
||
|
0.6339284181594849,
|
||
|
0.569696843624115,
|
||
|
0.36734679341316223,
|
||
|
0.5357141494750977,
|
||
|
0.6094419956207275,
|
||
|
0.30125513672828674,
|
||
|
0.3696681261062622,
|
||
|
0.22222216427326202,
|
||
|
0.5089284181594849,
|
||
|
0.3703702688217163,
|
||
|
0.43902432918548584,
|
||
|
0.358024537563324,
|
||
|
0.36180898547172546,
|
||
|
0.3522011637687683,
|
||
|
0.2695034444332123,
|
||
|
0.19867542386054993,
|
||
|
0.36986294388771057,
|
||
|
0.2937852144241333,
|
||
|
0.2629106938838959,
|
||
|
0.3999999463558197,
|
||
|
0.3487178385257721,
|
||
|
0.6489360928535461,
|
||
|
0.19841265678405762,
|
||
|
0.3508770763874054,
|
||
|
0.15238089859485626,
|
||
|
0.24545449018478394,
|
||
|
0.23904375731945038,
|
||
|
0.49999988079071045,
|
||
|
0.6633662581443787,
|
||
|
0.511627733707428,
|
||
|
0.22222214937210083,
|
||
|
0.2944784462451935,
|
||
|
0.5546217560768127,
|
||
|
0.596684992313385,
|
||
|
0.4976957440376282,
|
||
|
0.10891082137823105,
|
||
|
0.5921786427497864,
|
||
|
0.47953203320503235,
|
||
|
0.5317917466163635,
|
||
|
0.40178558230400085,
|
||
|
0.7136927843093872,
|
||
|
0.48913031816482544,
|
||
|
0.4537814259529114,
|
||
|
0.362790584564209,
|
||
|
0.18749994039535522,
|
||
|
0.2513660192489624,
|
||
|
0.2386830598115921,
|
||
|
0.37398362159729004,
|
||
|
0.6999998688697815,
|
||
|
0.5980390906333923,
|
||
|
0.4598929286003113,
|
||
|
0.6122447848320007,
|
||
|
0.15315312147140503,
|
||
|
0.35714277625083923,
|
||
|
0.1940927654504776,
|
||
|
0.6320753693580627,
|
||
|
0.666666567325592,
|
||
|
0.22598862648010254,
|
||
|
0.18009470403194427,
|
||
|
0.3946187198162079,
|
||
|
0.19047611951828003,
|
||
|
0.31081071496009827,
|
||
|
0.7058822512626648,
|
||
|
0.3576158285140991,
|
||
|
0.29677411913871765,
|
||
|
0.5316454768180847,
|
||
|
0.4491524398326874,
|
||
|
0.48401811718940735,
|
||
|
0.21359217166900635,
|
||
|
0.25373128056526184,
|
||
|
0.4195120930671692,
|
||
|
0.5384613871574402,
|
||
|
0.2749998867511749,
|
||
|
0.23391805589199066,
|
||
|
0.6971427202224731,
|
||
|
0.44230756163597107,
|
||
|
0.3260868787765503,
|
||
|
0.2995593845844269,
|
||
|
0.17073164880275726,
|
||
|
0.43404245376586914
|
||
|
],
|
||
|
"time": 6.167461635544896,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 39,
|
||
|
"train_loss": 0.09692169725894928,
|
||
|
"val_loss": 3.577615976333618,
|
||
|
"acc": 39.05,
|
||
|
"f1": [
|
||
|
0.6511626243591309,
|
||
|
0.5524860620498657,
|
||
|
0.26540276408195496,
|
||
|
0.19999992847442627,
|
||
|
0.22115376591682434,
|
||
|
0.3240739703178406,
|
||
|
0.4052286446094513,
|
||
|
0.43786972761154175,
|
||
|
0.5524860620498657,
|
||
|
0.44444432854652405,
|
||
|
0.28749987483024597,
|
||
|
0.1773398518562317,
|
||
|
0.3686273694038391,
|
||
|
0.3386242389678955,
|
||
|
0.35978829860687256,
|
||
|
0.2710842788219452,
|
||
|
0.44198882579803467,
|
||
|
0.48510628938674927,
|
||
|
0.2745096981525421,
|
||
|
0.28112441301345825,
|
||
|
0.5531913638114929,
|
||
|
0.5576921701431274,
|
||
|
0.3926379084587097,
|
||
|
0.4352940320968628,
|
||
|
0.6484017372131348,
|
||
|
0.25626733899116516,
|
||
|
0.33121007680892944,
|
||
|
0.2374998927116394,
|
||
|
0.5895952582359314,
|
||
|
0.3576158285140991,
|
||
|
0.39548009634017944,
|
||
|
0.3050846457481384,
|
||
|
0.3272726535797119,
|
||
|
0.3975902497768402,
|
||
|
0.318471223115921,
|
||
|
0.26086950302124023,
|
||
|
0.34254133701324463,
|
||
|
0.33928561210632324,
|
||
|
0.23880590498447418,
|
||
|
0.6021503806114197,
|
||
|
0.387096643447876,
|
||
|
0.6086955666542053,
|
||
|
0.29885047674179077,
|
||
|
0.3884296715259552,
|
||
|
0.2202642410993576,
|
||
|
0.2444443702697754,
|
||
|
0.26254817843437195,
|
||
|
0.5360823273658752,
|
||
|
0.531468391418457,
|
||
|
0.4713374376296997,
|
||
|
0.15789468586444855,
|
||
|
0.37668150663375854,
|
||
|
0.4939757287502289,
|
||
|
0.5959182381629944,
|
||
|
0.4886362552642822,
|
||
|
0.13461533188819885,
|
||
|
0.6179773807525635,
|
||
|
0.3867923319339752,
|
||
|
0.5280897617340088,
|
||
|
0.3489931523799896,
|
||
|
0.7022221088409424,
|
||
|
0.5280897617340088,
|
||
|
0.4854367673397064,
|
||
|
0.3508771061897278,
|
||
|
0.14379078149795532,
|
||
|
0.264317125082016,
|
||
|
0.26190465688705444,
|
||
|
0.31088075041770935,
|
||
|
0.7150257229804993,
|
||
|
0.47808754444122314,
|
||
|
0.43902426958084106,
|
||
|
0.5734766125679016,
|
||
|
0.13023249804973602,
|
||
|
0.31724128127098083,
|
||
|
0.2696628272533417,
|
||
|
0.6595743298530579,
|
||
|
0.5563908815383911,
|
||
|
0.24277448654174805,
|
||
|
0.2014387845993042,
|
||
|
0.38150280714035034,
|
||
|
0.16184966266155243,
|
||
|
0.3617020547389984,
|
||
|
0.7216493487358093,
|
||
|
0.4019606411457062,
|
||
|
0.2904563546180725,
|
||
|
0.46332037448883057,
|
||
|
0.4239630401134491,
|
||
|
0.4033612310886383,
|
||
|
0.23376615345478058,
|
||
|
0.37563440203666687,
|
||
|
0.4232803285121918,
|
||
|
0.49655160307884216,
|
||
|
0.3440859317779541,
|
||
|
0.26666659116744995,
|
||
|
0.573584794998169,
|
||
|
0.4431816637516022,
|
||
|
0.30097079277038574,
|
||
|
0.36521732807159424,
|
||
|
0.13402055203914642,
|
||
|
0.4191615581512451
|
||
|
],
|
||
|
"time": 6.191642438061535,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 40,
|
||
|
"train_loss": 0.08038947731256485,
|
||
|
"val_loss": 3.6040263175964355,
|
||
|
"acc": 39.41,
|
||
|
"f1": [
|
||
|
0.6190475225448608,
|
||
|
0.490322470664978,
|
||
|
0.2761903405189514,
|
||
|
0.17218534648418427,
|
||
|
0.21951214969158173,
|
||
|
0.3287670314311981,
|
||
|
0.36633655428886414,
|
||
|
0.43749991059303284,
|
||
|
0.49999988079071045,
|
||
|
0.44268766045570374,
|
||
|
0.2829267382621765,
|
||
|
0.25301194190979004,
|
||
|
0.434782475233078,
|
||
|
0.2690582275390625,
|
||
|
0.4210525155067444,
|
||
|
0.281406968832016,
|
||
|
0.4249998927116394,
|
||
|
0.5679011344909668,
|
||
|
0.2751321792602539,
|
||
|
0.27428561449050903,
|
||
|
0.6543776988983154,
|
||
|
0.5416665077209473,
|
||
|
0.31999990344047546,
|
||
|
0.5157230496406555,
|
||
|
0.6696831583976746,
|
||
|
0.25407156348228455,
|
||
|
0.33333325386047363,
|
||
|
0.24999989569187164,
|
||
|
0.4511277675628662,
|
||
|
0.3586955666542053,
|
||
|
0.4489794969558716,
|
||
|
0.31034475564956665,
|
||
|
0.360248327255249,
|
||
|
0.39215680956840515,
|
||
|
0.3389829397201538,
|
||
|
0.18285706639289856,
|
||
|
0.3311257064342499,
|
||
|
0.3018867075443268,
|
||
|
0.2741115987300873,
|
||
|
0.6153844594955444,
|
||
|
0.29629620909690857,
|
||
|
0.6262625455856323,
|
||
|
0.29714274406433105,
|
||
|
0.34722214937210083,
|
||
|
0.1528661698102951,
|
||
|
0.22907482087612152,
|
||
|
0.281406968832016,
|
||
|
0.4773661196231842,
|
||
|
0.7150257229804993,
|
||
|
0.3661970794200897,
|
||
|
0.19753079116344452,
|
||
|
0.36871495842933655,
|
||
|
0.44444432854652405,
|
||
|
0.5904760956764221,
|
||
|
0.43181803822517395,
|
||
|
0.15767627954483032,
|
||
|
0.6304346323013306,
|
||
|
0.38341957330703735,
|
||
|
0.4814813435077667,
|
||
|
0.3939392864704132,
|
||
|
0.6919829845428467,
|
||
|
0.5067872405052185,
|
||
|
0.48305076360702515,
|
||
|
0.30065348744392395,
|
||
|
0.19277101755142212,
|
||
|
0.2727271616458893,
|
||
|
0.283950537443161,
|
||
|
0.35359105467796326,
|
||
|
0.7236180305480957,
|
||
|
0.5283018350601196,
|
||
|
0.41148313879966736,
|
||
|
0.6058090329170227,
|
||
|
0.12030069530010223,
|
||
|
0.39655160903930664,
|
||
|
0.22619038820266724,
|
||
|
0.6162160634994507,
|
||
|
0.6598983407020569,
|
||
|
0.17801040410995483,
|
||
|
0.25945934653282166,
|
||
|
0.37885454297065735,
|
||
|
0.15706801414489746,
|
||
|
0.32490962743759155,
|
||
|
0.7336682677268982,
|
||
|
0.322274774312973,
|
||
|
0.29032251238822937,
|
||
|
0.5148513317108154,
|
||
|
0.36619704961776733,
|
||
|
0.3935483396053314,
|
||
|
0.20711970329284668,
|
||
|
0.3957218527793884,
|
||
|
0.403755784034729,
|
||
|
0.49999988079071045,
|
||
|
0.29032251238822937,
|
||
|
0.23030294477939606,
|
||
|
0.6359830498695374,
|
||
|
0.4946235418319702,
|
||
|
0.32124343514442444,
|
||
|
0.3936169147491455,
|
||
|
0.16049376130104065,
|
||
|
0.47715723514556885
|
||
|
],
|
||
|
"time": 6.008423031307757,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 41,
|
||
|
"train_loss": 0.08210106939077377,
|
||
|
"val_loss": 3.617579698562622,
|
||
|
"acc": 40.69,
|
||
|
"f1": [
|
||
|
0.6943003535270691,
|
||
|
0.5193368792533875,
|
||
|
0.27272719144821167,
|
||
|
0.17721512913703918,
|
||
|
0.194871723651886,
|
||
|
0.39999985694885254,
|
||
|
0.41249990463256836,
|
||
|
0.4578312039375305,
|
||
|
0.5549736618995667,
|
||
|
0.5139663219451904,
|
||
|
0.21714277565479279,
|
||
|
0.23463678359985352,
|
||
|
0.4488188326358795,
|
||
|
0.3465345501899719,
|
||
|
0.30939218401908875,
|
||
|
0.32195112109184265,
|
||
|
0.4408600926399231,
|
||
|
0.6009851098060608,
|
||
|
0.33492809534072876,
|
||
|
0.3116881847381592,
|
||
|
0.7173911929130554,
|
||
|
0.6027396321296692,
|
||
|
0.35602086782455444,
|
||
|
0.4183005392551422,
|
||
|
0.6197181344032288,
|
||
|
0.30208322405815125,
|
||
|
0.3594468832015991,
|
||
|
0.26181814074516296,
|
||
|
0.5241934061050415,
|
||
|
0.445652037858963,
|
||
|
0.39382225275039673,
|
||
|
0.3599999248981476,
|
||
|
0.40677958726882935,
|
||
|
0.43171796202659607,
|
||
|
0.3508770763874054,
|
||
|
0.26136353611946106,
|
||
|
0.3977271616458893,
|
||
|
0.4148934781551361,
|
||
|
0.26785707473754883,
|
||
|
0.4548286199569702,
|
||
|
0.3568074107170105,
|
||
|
0.6009388566017151,
|
||
|
0.2821575999259949,
|
||
|
0.2649005651473999,
|
||
|
0.16326524317264557,
|
||
|
0.23236507177352905,
|
||
|
0.2592591345310211,
|
||
|
0.5544553399085999,
|
||
|
0.6633164882659912,
|
||
|
0.4945053458213806,
|
||
|
0.2404370754957199,
|
||
|
0.35416656732559204,
|
||
|
0.5294116735458374,
|
||
|
0.5899998545646667,
|
||
|
0.49214646220207214,
|
||
|
0.11956514418125153,
|
||
|
0.6074764728546143,
|
||
|
0.44970402121543884,
|
||
|
0.509090781211853,
|
||
|
0.42342329025268555,
|
||
|
0.7296136021614075,
|
||
|
0.5463916063308716,
|
||
|
0.44776105880737305,
|
||
|
0.34234222769737244,
|
||
|
0.19672125577926636,
|
||
|
0.21468918025493622,
|
||
|
0.2347417026758194,
|
||
|
0.37558677792549133,
|
||
|
0.6837605237960815,
|
||
|
0.5545453429222107,
|
||
|
0.4278606176376343,
|
||
|
0.5698922872543335,
|
||
|
0.09937881678342819,
|
||
|
0.3203882575035095,
|
||
|
0.2871793806552887,
|
||
|
0.6304346323013306,
|
||
|
0.6590906977653503,
|
||
|
0.25490185618400574,
|
||
|
0.21561333537101746,
|
||
|
0.39603951573371887,
|
||
|
0.22545449435710907,
|
||
|
0.4242422580718994,
|
||
|
0.7551018595695496,
|
||
|
0.3999999463558197,
|
||
|
0.3116881847381592,
|
||
|
0.5492226481437683,
|
||
|
0.45226117968559265,
|
||
|
0.49999988079071045,
|
||
|
0.24580998718738556,
|
||
|
0.37288129329681396,
|
||
|
0.36507928371429443,
|
||
|
0.5052630305290222,
|
||
|
0.3431371748447418,
|
||
|
0.19631893932819366,
|
||
|
0.6892654895782471,
|
||
|
0.4215245544910431,
|
||
|
0.33532923460006714,
|
||
|
0.37121203541755676,
|
||
|
0.16455689072608948,
|
||
|
0.38626599311828613
|
||
|
],
|
||
|
"time": 6.1434347834438086,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 42,
|
||
|
"train_loss": 0.0377206951379776,
|
||
|
"val_loss": 2.9826908111572266,
|
||
|
"acc": 41.15,
|
||
|
"f1": [
|
||
|
0.7096772789955139,
|
||
|
0.5221673846244812,
|
||
|
0.2530611455440521,
|
||
|
0.1798941045999527,
|
||
|
0.24999991059303284,
|
||
|
0.358024537563324,
|
||
|
0.35714274644851685,
|
||
|
0.42639580368995667,
|
||
|
0.5531913042068481,
|
||
|
0.553672194480896,
|
||
|
0.193548321723938,
|
||
|
0.25870639085769653,
|
||
|
0.4432430863380432,
|
||
|
0.2514968812465668,
|
||
|
0.36714968085289,
|
||
|
0.2512076497077942,
|
||
|
0.4499998986721039,
|
||
|
0.5913977026939392,
|
||
|
0.34615373611450195,
|
||
|
0.30337071418762207,
|
||
|
0.7461138963699341,
|
||
|
0.5572138428688049,
|
||
|
0.36190465092658997,
|
||
|
0.526717483997345,
|
||
|
0.58730149269104,
|
||
|
0.2699999213218689,
|
||
|
0.33962252736091614,
|
||
|
0.24161066114902496,
|
||
|
0.579234778881073,
|
||
|
0.3617020547389984,
|
||
|
0.4262293577194214,
|
||
|
0.3411763310432434,
|
||
|
0.3468207120895386,
|
||
|
0.3793102502822876,
|
||
|
0.390243798494339,
|
||
|
0.1657457947731018,
|
||
|
0.4315788447856903,
|
||
|
0.372548907995224,
|
||
|
0.1898733526468277,
|
||
|
0.5381165146827698,
|
||
|
0.4153004288673401,
|
||
|
0.6559138894081116,
|
||
|
0.2796609401702881,
|
||
|
0.4052862524986267,
|
||
|
0.16981124877929688,
|
||
|
0.25104594230651855,
|
||
|
0.2389935851097107,
|
||
|
0.5303866267204285,
|
||
|
0.6596857309341431,
|
||
|
0.5333332419395447,
|
||
|
0.1835748255252838,
|
||
|
0.35121941566467285,
|
||
|
0.5321099162101746,
|
||
|
0.5887095332145691,
|
||
|
0.4280441701412201,
|
||
|
0.12987005710601807,
|
||
|
0.6666664481163025,
|
||
|
0.46486473083496094,
|
||
|
0.5862067937850952,
|
||
|
0.4210525453090668,
|
||
|
0.7601808309555054,
|
||
|
0.42168664932250977,
|
||
|
0.4426228404045105,
|
||
|
0.3950616121292114,
|
||
|
0.19852936267852783,
|
||
|
0.24864855408668518,
|
||
|
0.2577318847179413,
|
||
|
0.3286384046077728,
|
||
|
0.7208120226860046,
|
||
|
0.6197181344032288,
|
||
|
0.46445485949516296,
|
||
|
0.5549131631851196,
|
||
|
0.17431186139583588,
|
||
|
0.35978829860687256,
|
||
|
0.210526242852211,
|
||
|
0.6372547745704651,
|
||
|
0.6135456562042236,
|
||
|
0.23255807161331177,
|
||
|
0.21111102402210236,
|
||
|
0.3557691276073456,
|
||
|
0.2430938482284546,
|
||
|
0.45901623368263245,
|
||
|
0.7005074620246887,
|
||
|
0.4153004288673401,
|
||
|
0.32124343514442444,
|
||
|
0.49565204977989197,
|
||
|
0.4857141971588135,
|
||
|
0.5188678503036499,
|
||
|
0.2954544425010681,
|
||
|
0.4221104085445404,
|
||
|
0.40677958726882935,
|
||
|
0.5102038979530334,
|
||
|
0.29677411913871765,
|
||
|
0.22485199570655823,
|
||
|
0.7155961990356445,
|
||
|
0.4210525155067444,
|
||
|
0.41441428661346436,
|
||
|
0.3599999248981476,
|
||
|
0.18604646623134613,
|
||
|
0.4811319410800934
|
||
|
],
|
||
|
"time": 6.09470803104341,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 43,
|
||
|
"train_loss": 0.020875558257102966,
|
||
|
"val_loss": 3.2745907306671143,
|
||
|
"acc": 42.12,
|
||
|
"f1": [
|
||
|
0.711340069770813,
|
||
|
0.579439103603363,
|
||
|
0.29702961444854736,
|
||
|
0.22222216427326202,
|
||
|
0.259109228849411,
|
||
|
0.3627450466156006,
|
||
|
0.35955044627189636,
|
||
|
0.4808742105960846,
|
||
|
0.5393257141113281,
|
||
|
0.5654449462890625,
|
||
|
0.21333324909210205,
|
||
|
0.2275448441505432,
|
||
|
0.47524741291999817,
|
||
|
0.3459458649158478,
|
||
|
0.35714277625083923,
|
||
|
0.3091786503791809,
|
||
|
0.5052630305290222,
|
||
|
0.5999999046325684,
|
||
|
0.2890172600746155,
|
||
|
0.31372541189193726,
|
||
|
0.7024388909339905,
|
||
|
0.5224488377571106,
|
||
|
0.42708319425582886,
|
||
|
0.4858298599720001,
|
||
|
0.6799998879432678,
|
||
|
0.2788843810558319,
|
||
|
0.39735087752342224,
|
||
|
0.18604643642902374,
|
||
|
0.6282721161842346,
|
||
|
0.45161277055740356,
|
||
|
0.4210525155067444,
|
||
|
0.28571420907974243,
|
||
|
0.4324323236942291,
|
||
|
0.4466018080711365,
|
||
|
0.39130425453186035,
|
||
|
0.26415085792541504,
|
||
|
0.3657141625881195,
|
||
|
0.3609755337238312,
|
||
|
0.28054288029670715,
|
||
|
0.582914412021637,
|
||
|
0.40579700469970703,
|
||
|
0.6592177152633667,
|
||
|
0.27102795243263245,
|
||
|
0.4201679825782776,
|
||
|
0.21890540421009064,
|
||
|
0.25165554881095886,
|
||
|
0.2580644488334656,
|
||
|
0.5684208869934082,
|
||
|
0.6820808053016663,
|
||
|
0.5410627126693726,
|
||
|
0.22222216427326202,
|
||
|
0.4248703718185425,
|
||
|
0.5858584046363831,
|
||
|
0.59227454662323,
|
||
|
0.449799120426178,
|
||
|
0.0980391651391983,
|
||
|
0.6480445265769958,
|
||
|
0.44808733463287354,
|
||
|
0.5164318084716797,
|
||
|
0.38674020767211914,
|
||
|
0.7099565267562866,
|
||
|
0.5136610269546509,
|
||
|
0.48309168219566345,
|
||
|
0.3419688045978546,
|
||
|
0.22222216427326202,
|
||
|
0.24844713509082794,
|
||
|
0.29473677277565,
|
||
|
0.29951682686805725,
|
||
|
0.6815640926361084,
|
||
|
0.6017698049545288,
|
||
|
0.4550263583660126,
|
||
|
0.5747125148773193,
|
||
|
0.1735159158706665,
|
||
|
0.3478259742259979,
|
||
|
0.2613064646720886,
|
||
|
0.6564101576805115,
|
||
|
0.6055775284767151,
|
||
|
0.25301194190979004,
|
||
|
0.2206895798444748,
|
||
|
0.40677958726882935,
|
||
|
0.1938774734735489,
|
||
|
0.34666651487350464,
|
||
|
0.7373736500740051,
|
||
|
0.44444429874420166,
|
||
|
0.3118278682231903,
|
||
|
0.5142855644226074,
|
||
|
0.47674402594566345,
|
||
|
0.45714277029037476,
|
||
|
0.291139155626297,
|
||
|
0.4120602011680603,
|
||
|
0.37499991059303284,
|
||
|
0.5617976188659668,
|
||
|
0.3348415493965149,
|
||
|
0.26540276408195496,
|
||
|
0.5845069289207458,
|
||
|
0.45283010601997375,
|
||
|
0.4158414602279663,
|
||
|
0.3711339235305786,
|
||
|
0.20535708963871002,
|
||
|
0.502923846244812
|
||
|
],
|
||
|
"time": 5.999104838818312,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 44,
|
||
|
"train_loss": 0.01908685825765133,
|
||
|
"val_loss": 3.2633142471313477,
|
||
|
"acc": 43.4,
|
||
|
"f1": [
|
||
|
0.736263632774353,
|
||
|
0.5514017343521118,
|
||
|
0.2755904495716095,
|
||
|
0.23834188282489777,
|
||
|
0.30051806569099426,
|
||
|
0.39631327986717224,
|
||
|
0.3861384987831116,
|
||
|
0.45901623368263245,
|
||
|
0.5365853309631348,
|
||
|
0.5291004180908203,
|
||
|
0.2909089922904968,
|
||
|
0.25301194190979004,
|
||
|
0.4573989808559418,
|
||
|
0.3653844892978668,
|
||
|
0.348314493894577,
|
||
|
0.31999990344047546,
|
||
|
0.4651161730289459,
|
||
|
0.5951218605041504,
|
||
|
0.3419688045978546,
|
||
|
0.31764698028564453,
|
||
|
0.6896550059318542,
|
||
|
0.6028706431388855,
|
||
|
0.41935470700263977,
|
||
|
0.4295300841331482,
|
||
|
0.6330273747444153,
|
||
|
0.2820512056350708,
|
||
|
0.3351350426673889,
|
||
|
0.2758619785308838,
|
||
|
0.5652172565460205,
|
||
|
0.3977271616458893,
|
||
|
0.4734298884868622,
|
||
|
0.4088396728038788,
|
||
|
0.413043349981308,
|
||
|
0.4502616822719574,
|
||
|
0.3959389626979828,
|
||
|
0.2843136191368103,
|
||
|
0.4052286446094513,
|
||
|
0.39252325892448425,
|
||
|
0.2741115987300873,
|
||
|
0.6153844594955444,
|
||
|
0.4081631302833557,
|
||
|
0.6666665077209473,
|
||
|
0.3318384885787964,
|
||
|
0.40490788221359253,
|
||
|
0.15533974766731262,
|
||
|
0.2870812714099884,
|
||
|
0.2424241602420807,
|
||
|
0.5410627126693726,
|
||
|
0.6857141852378845,
|
||
|
0.5296802520751953,
|
||
|
0.2099446803331375,
|
||
|
0.4021162986755371,
|
||
|
0.5454544425010681,
|
||
|
0.6637166738510132,
|
||
|
0.4884791076183319,
|
||
|
0.19004517793655396,
|
||
|
0.6532661318778992,
|
||
|
0.4745761454105377,
|
||
|
0.602040708065033,
|
||
|
0.46242761611938477,
|
||
|
0.7567564845085144,
|
||
|
0.5454544425010681,
|
||
|
0.5087717771530151,
|
||
|
0.4491977095603943,
|
||
|
0.21590900421142578,
|
||
|
0.19251330196857452,
|
||
|
0.2564101815223694,
|
||
|
0.36619704961776733,
|
||
|
0.7525771856307983,
|
||
|
0.6099998950958252,
|
||
|
0.39520949125289917,
|
||
|
0.6355138421058655,
|
||
|
0.18713442981243134,
|
||
|
0.36893191933631897,
|
||
|
0.26041656732559204,
|
||
|
0.6632122993469238,
|
||
|
0.6242773532867432,
|
||
|
0.2580644190311432,
|
||
|
0.2399999350309372,
|
||
|
0.37185919284820557,
|
||
|
0.22399993240833282,
|
||
|
0.4108526110649109,
|
||
|
0.6794257164001465,
|
||
|
0.48275846242904663,
|
||
|
0.34920626878738403,
|
||
|
0.5578945875167847,
|
||
|
0.47846877574920654,
|
||
|
0.5064376592636108,
|
||
|
0.3363635540008545,
|
||
|
0.4387753903865814,
|
||
|
0.4466018080711365,
|
||
|
0.5714284181594849,
|
||
|
0.3565216362476349,
|
||
|
0.21538454294204712,
|
||
|
0.7297295928001404,
|
||
|
0.5230767726898193,
|
||
|
0.2721087336540222,
|
||
|
0.4069766402244568,
|
||
|
0.21428564190864563,
|
||
|
0.4608694612979889
|
||
|
],
|
||
|
"time": 5.9660239815711975,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 45,
|
||
|
"train_loss": 0.005075403489172459,
|
||
|
"val_loss": 2.790431499481201,
|
||
|
"acc": 44.08,
|
||
|
"f1": [
|
||
|
0.7351350784301758,
|
||
|
0.5685278177261353,
|
||
|
0.30208322405815125,
|
||
|
0.25906726717948914,
|
||
|
0.2941175699234009,
|
||
|
0.41975298523902893,
|
||
|
0.390243798494339,
|
||
|
0.4566209018230438,
|
||
|
0.5272725820541382,
|
||
|
0.5590060353279114,
|
||
|
0.25157222151756287,
|
||
|
0.26086944341659546,
|
||
|
0.510416567325592,
|
||
|
0.32558128237724304,
|
||
|
0.37999987602233887,
|
||
|
0.33027511835098267,
|
||
|
0.522222101688385,
|
||
|
0.6132074594497681,
|
||
|
0.37004393339157104,
|
||
|
0.33918121457099915,
|
||
|
0.7564765214920044,
|
||
|
0.5789473056793213,
|
||
|
0.4205606281757355,
|
||
|
0.5559844970703125,
|
||
|
0.6602869629859924,
|
||
|
0.31325289607048035,
|
||
|
0.3448275029659271,
|
||
|
0.2705313265323639,
|
||
|
0.6263735294342041,
|
||
|
0.4418603479862213,
|
||
|
0.47169798612594604,
|
||
|
0.3586955666542053,
|
||
|
0.3557691276073456,
|
||
|
0.41666656732559204,
|
||
|
0.3957218527793884,
|
||
|
0.2473117560148239,
|
||
|
0.4069766402244568,
|
||
|
0.4507041275501251,
|
||
|
0.28310492634773254,
|
||
|
0.6017698049545288,
|
||
|
0.4352940320968628,
|
||
|
0.6530610918998718,
|
||
|
0.2645913362503052,
|
||
|
0.4607328474521637,
|
||
|
0.23214277625083923,
|
||
|
0.2705313265323639,
|
||
|
0.22784802317619324,
|
||
|
0.5505616068840027,
|
||
|
0.6728971004486084,
|
||
|
0.5439329743385315,
|
||
|
0.2371133416891098,
|
||
|
0.41573023796081543,
|
||
|
0.573839545249939,
|
||
|
0.6194689869880676,
|
||
|
0.506912350654602,
|
||
|
0.0946744978427887,
|
||
|
0.7015705108642578,
|
||
|
0.45348823070526123,
|
||
|
0.5764704942703247,
|
||
|
0.43349742889404297,
|
||
|
0.8019322156906128,
|
||
|
0.5306121110916138,
|
||
|
0.5142855644226074,
|
||
|
0.4259258210659027,
|
||
|
0.21333326399326324,
|
||
|
0.2812499403953552,
|
||
|
0.2991451919078827,
|
||
|
0.29032251238822937,
|
||
|
0.7462685704231262,
|
||
|
0.6168223023414612,
|
||
|
0.502564013004303,
|
||
|
0.603550136089325,
|
||
|
0.18390797078609467,
|
||
|
0.38834938406944275,
|
||
|
0.26666656136512756,
|
||
|
0.6255922317504883,
|
||
|
0.7157893776893616,
|
||
|
0.26666656136512756,
|
||
|
0.23232315480709076,
|
||
|
0.4434387683868408,
|
||
|
0.2233501821756363,
|
||
|
0.43564343452453613,
|
||
|
0.704761803150177,
|
||
|
0.4347825050354004,
|
||
|
0.3352600038051605,
|
||
|
0.49999988079071045,
|
||
|
0.49999988079071045,
|
||
|
0.5464479923248291,
|
||
|
0.3157893717288971,
|
||
|
0.44339612126350403,
|
||
|
0.4278606176376343,
|
||
|
0.5899998545646667,
|
||
|
0.3367346227169037,
|
||
|
0.24324318766593933,
|
||
|
0.7526880502700806,
|
||
|
0.511627733707428,
|
||
|
0.3636362552642822,
|
||
|
0.3494423031806946,
|
||
|
0.19607838988304138,
|
||
|
0.4766837954521179
|
||
|
],
|
||
|
"time": 6.0372464610263705,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 46,
|
||
|
"train_loss": 0.008306480944156647,
|
||
|
"val_loss": 2.8720157146453857,
|
||
|
"acc": 44.01,
|
||
|
"f1": [
|
||
|
0.7319586277008057,
|
||
|
0.5660375952720642,
|
||
|
0.26415085792541504,
|
||
|
0.24999991059303284,
|
||
|
0.26600977778434753,
|
||
|
0.44311365485191345,
|
||
|
0.3981480300426483,
|
||
|
0.4824119210243225,
|
||
|
0.6229507327079773,
|
||
|
0.5662649273872375,
|
||
|
0.19753079116344452,
|
||
|
0.27380943298339844,
|
||
|
0.4777776598930359,
|
||
|
0.3350784480571747,
|
||
|
0.3980098366737366,
|
||
|
0.32291656732559204,
|
||
|
0.4910178482532501,
|
||
|
0.6310158967971802,
|
||
|
0.4088887572288513,
|
||
|
0.3069306015968323,
|
||
|
0.7540981769561768,
|
||
|
0.5338644981384277,
|
||
|
0.44444429874420166,
|
||
|
0.5480426549911499,
|
||
|
0.6445496082305908,
|
||
|
0.31999990344047546,
|
||
|
0.34449753165245056,
|
||
|
0.27722764015197754,
|
||
|
0.6195651292800903,
|
||
|
0.42857128381729126,
|
||
|
0.4615383446216583,
|
||
|
0.3253587782382965,
|
||
|
0.3743841052055359,
|
||
|
0.40624988079071045,
|
||
|
0.3999999165534973,
|
||
|
0.2741115987300873,
|
||
|
0.425531804561615,
|
||
|
0.4278606176376343,
|
||
|
0.2378377616405487,
|
||
|
0.619999885559082,
|
||
|
0.4186045527458191,
|
||
|
0.6735749840736389,
|
||
|
0.30150744318962097,
|
||
|
0.45128190517425537,
|
||
|
0.22594137489795685,
|
||
|
0.23280414938926697,
|
||
|
0.2560974657535553,
|
||
|
0.579234778881073,
|
||
|
0.7090908288955688,
|
||
|
0.5363634824752808,
|
||
|
0.18999992311000824,
|
||
|
0.45128190517425537,
|
||
|
0.5740739107131958,
|
||
|
0.6330273747444153,
|
||
|
0.44725728034973145,
|
||
|
0.15135130286216736,
|
||
|
0.6349205374717712,
|
||
|
0.4593299925327301,
|
||
|
0.5744680166244507,
|
||
|
0.445652037858963,
|
||
|
0.7582937479019165,
|
||
|
0.5567008852958679,
|
||
|
0.49019595980644226,
|
||
|
0.4201679825782776,
|
||
|
0.2357722967863083,
|
||
|
0.2972972095012665,
|
||
|
0.2972972095012665,
|
||
|
0.3441859781742096,
|
||
|
0.7373270392417908,
|
||
|
0.613756537437439,
|
||
|
0.4792625606060028,
|
||
|
0.6117644906044006,
|
||
|
0.18652844429016113,
|
||
|
0.37563440203666687,
|
||
|
0.26244333386421204,
|
||
|
0.6540283560752869,
|
||
|
0.6824643611907959,
|
||
|
0.2536584436893463,
|
||
|
0.2404370754957199,
|
||
|
0.38983041048049927,
|
||
|
0.22831043601036072,
|
||
|
0.41666656732559204,
|
||
|
0.7087377309799194,
|
||
|
0.44444435834884644,
|
||
|
0.3542855978012085,
|
||
|
0.5381165146827698,
|
||
|
0.502564013004303,
|
||
|
0.5543476939201355,
|
||
|
0.3251230716705322,
|
||
|
0.4108106791973114,
|
||
|
0.45595842599868774,
|
||
|
0.5899998545646667,
|
||
|
0.2949307858943939,
|
||
|
0.22797919809818268,
|
||
|
0.716577410697937,
|
||
|
0.5074625611305237,
|
||
|
0.3959389626979828,
|
||
|
0.3733331859111786,
|
||
|
0.27777770161628723,
|
||
|
0.4878047704696655
|
||
|
],
|
||
|
"time": 6.098736301064491,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 47,
|
||
|
"train_loss": 0.00918513722717762,
|
||
|
"val_loss": 2.4996492862701416,
|
||
|
"acc": 44.86,
|
||
|
"f1": [
|
||
|
0.6990289688110352,
|
||
|
0.5803107619285583,
|
||
|
0.29268285632133484,
|
||
|
0.28571420907974243,
|
||
|
0.27102795243263245,
|
||
|
0.4072396755218506,
|
||
|
0.40217384696006775,
|
||
|
0.5057469606399536,
|
||
|
0.5502182841300964,
|
||
|
0.5499998927116394,
|
||
|
0.3026314675807953,
|
||
|
0.2784809172153473,
|
||
|
0.46636757254600525,
|
||
|
0.33962252736091614,
|
||
|
0.4262293577194214,
|
||
|
0.32160791754722595,
|
||
|
0.4827585518360138,
|
||
|
0.5989303588867188,
|
||
|
0.3370785713195801,
|
||
|
0.327868789434433,
|
||
|
0.7227722406387329,
|
||
|
0.5767440795898438,
|
||
|
0.44444429874420166,
|
||
|
0.5673075914382935,
|
||
|
0.657142698764801,
|
||
|
0.300884872674942,
|
||
|
0.38888877630233765,
|
||
|
0.2731706500053406,
|
||
|
0.6435642242431641,
|
||
|
0.4043714702129364,
|
||
|
0.4593299925327301,
|
||
|
0.4306218922138214,
|
||
|
0.4260353744029999,
|
||
|
0.4657532870769501,
|
||
|
0.40975597500801086,
|
||
|
0.2735848128795624,
|
||
|
0.38095223903656006,
|
||
|
0.3744291365146637,
|
||
|
0.3083699643611908,
|
||
|
0.653658390045166,
|
||
|
0.4077668786048889,
|
||
|
0.6770831346511841,
|
||
|
0.3300969898700714,
|
||
|
0.47513800859451294,
|
||
|
0.2211054563522339,
|
||
|
0.2870812714099884,
|
||
|
0.27118635177612305,
|
||
|
0.5612244009971619,
|
||
|
0.7192116975784302,
|
||
|
0.5393257141113281,
|
||
|
0.1754385232925415,
|
||
|
0.42156851291656494,
|
||
|
0.5767440795898438,
|
||
|
0.6635512709617615,
|
||
|
0.5123152136802673,
|
||
|
0.13861380517482758,
|
||
|
0.6699027419090271,
|
||
|
0.5026736855506897,
|
||
|
0.5517240166664124,
|
||
|
0.41935470700263977,
|
||
|
0.7657655477523804,
|
||
|
0.5312498211860657,
|
||
|
0.5333331823348999,
|
||
|
0.4347825050354004,
|
||
|
0.24277448654174805,
|
||
|
0.20338977873325348,
|
||
|
0.3287670314311981,
|
||
|
0.30851057171821594,
|
||
|
0.7389161586761475,
|
||
|
0.6268655061721802,
|
||
|
0.5154638290405273,
|
||
|
0.6283184885978699,
|
||
|
0.1450776606798172,
|
||
|
0.3999998867511749,
|
||
|
0.2810809910297394,
|
||
|
0.6231154203414917,
|
||
|
0.6868685483932495,
|
||
|
0.2774565517902374,
|
||
|
0.24528293311595917,
|
||
|
0.40579700469970703,
|
||
|
0.21782170236110687,
|
||
|
0.42687737941741943,
|
||
|
0.688372015953064,
|
||
|
0.4615383446216583,
|
||
|
0.38541653752326965,
|
||
|
0.5254236459732056,
|
||
|
0.5199998617172241,
|
||
|
0.5217390656471252,
|
||
|
0.3318776488304138,
|
||
|
0.41666656732559204,
|
||
|
0.41666656732559204,
|
||
|
0.5876287817955017,
|
||
|
0.32804223895072937,
|
||
|
0.2526314854621887,
|
||
|
0.7043477296829224,
|
||
|
0.5399999022483826,
|
||
|
0.39784935116767883,
|
||
|
0.4018690288066864,
|
||
|
0.2444443702697754,
|
||
|
0.4808742105960846
|
||
|
],
|
||
|
"time": 6.0824449779465795,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 48,
|
||
|
"train_loss": 0.00813208892941475,
|
||
|
"val_loss": 2.54236102104187,
|
||
|
"acc": 43.21,
|
||
|
"f1": [
|
||
|
0.7231636643409729,
|
||
|
0.5465114712715149,
|
||
|
0.2914571762084961,
|
||
|
0.23030294477939606,
|
||
|
0.2694299519062042,
|
||
|
0.3619908392429352,
|
||
|
0.390243798494339,
|
||
|
0.47619032859802246,
|
||
|
0.49999988079071045,
|
||
|
0.524590015411377,
|
||
|
0.2784809172153473,
|
||
|
0.2545453608036041,
|
||
|
0.4338623583316803,
|
||
|
0.3362830877304077,
|
||
|
0.3711339235305786,
|
||
|
0.3049326539039612,
|
||
|
0.5212765336036682,
|
||
|
0.5567008852958679,
|
||
|
0.3135133981704712,
|
||
|
0.3147207200527191,
|
||
|
0.6886791586875916,
|
||
|
0.5700933337211609,
|
||
|
0.4242422580718994,
|
||
|
0.574585497379303,
|
||
|
0.663461446762085,
|
||
|
0.28571417927742004,
|
||
|
0.35294109582901,
|
||
|
0.2536584436893463,
|
||
|
0.64327472448349,
|
||
|
0.4210525155067444,
|
||
|
0.45810040831565857,
|
||
|
0.39195966720581055,
|
||
|
0.42352932691574097,
|
||
|
0.4504503309726715,
|
||
|
0.4210525155067444,
|
||
|
0.24761897325515747,
|
||
|
0.3720929026603699,
|
||
|
0.37130793929100037,
|
||
|
0.281406968832016,
|
||
|
0.6526314616203308,
|
||
|
0.4108106791973114,
|
||
|
0.6336632370948792,
|
||
|
0.32388654351234436,
|
||
|
0.39548009634017944,
|
||
|
0.19642849266529083,
|
||
|
0.28019312024116516,
|
||
|
0.26751580834388733,
|
||
|
0.5849055051803589,
|
||
|
0.6695277690887451,
|
||
|
0.5680471658706665,
|
||
|
0.16049376130104065,
|
||
|
0.3979056477546692,
|
||
|
0.5860464572906494,
|
||
|
0.616071343421936,
|
||
|
0.4978164732456207,
|
||
|
0.15384607017040253,
|
||
|
0.711340069770813,
|
||
|
0.4491977095603943,
|
||
|
0.5588234066963196,
|
||
|
0.4083768427371979,
|
||
|
0.7533630728721619,
|
||
|
0.5517240166664124,
|
||
|
0.5205478072166443,
|
||
|
0.40999990701675415,
|
||
|
0.19867542386054993,
|
||
|
0.25301194190979004,
|
||
|
0.3240739703178406,
|
||
|
0.32222211360931396,
|
||
|
0.7434553503990173,
|
||
|
0.6421051621437073,
|
||
|
0.467661589384079,
|
||
|
0.5730992555618286,
|
||
|
0.11173177510499954,
|
||
|
0.42241373658180237,
|
||
|
0.24999991059303284,
|
||
|
0.6530610918998718,
|
||
|
0.6989246010780334,
|
||
|
0.239999920129776,
|
||
|
0.24701185524463654,
|
||
|
0.4343433380126953,
|
||
|
0.16666659712791443,
|
||
|
0.40601494908332825,
|
||
|
0.6468084454536438,
|
||
|
0.4646463394165039,
|
||
|
0.3580785095691681,
|
||
|
0.5277776718139648,
|
||
|
0.5054942965507507,
|
||
|
0.5022420287132263,
|
||
|
0.2537763714790344,
|
||
|
0.39560431241989136,
|
||
|
0.4059404730796814,
|
||
|
0.5416665077209473,
|
||
|
0.3419688045978546,
|
||
|
0.24864855408668518,
|
||
|
0.6952379941940308,
|
||
|
0.49689429998397827,
|
||
|
0.35359105467796326,
|
||
|
0.37499991059303284,
|
||
|
0.25396814942359924,
|
||
|
0.507771909236908
|
||
|
],
|
||
|
"time": 6.0246336460113525,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 49,
|
||
|
"train_loss": 0.004878904204815626,
|
||
|
"val_loss": 2.733994722366333,
|
||
|
"acc": 44.99,
|
||
|
"f1": [
|
||
|
0.7486629486083984,
|
||
|
0.5472635626792908,
|
||
|
0.26262614130973816,
|
||
|
0.2765956223011017,
|
||
|
0.2815532982349396,
|
||
|
0.3939392864704132,
|
||
|
0.3917524814605713,
|
||
|
0.47513800859451294,
|
||
|
0.5541123747825623,
|
||
|
0.572916567325592,
|
||
|
0.3374998867511749,
|
||
|
0.27428561449050903,
|
||
|
0.47572803497314453,
|
||
|
0.31428563594818115,
|
||
|
0.36956506967544556,
|
||
|
0.3300969898700714,
|
||
|
0.518134593963623,
|
||
|
0.6197181344032288,
|
||
|
0.34224584698677063,
|
||
|
0.31818172335624695,
|
||
|
0.6919430494308472,
|
||
|
0.5764191746711731,
|
||
|
0.43979042768478394,
|
||
|
0.5894736051559448,
|
||
|
0.6635069251060486,
|
||
|
0.3119265139102936,
|
||
|
0.3999998867511749,
|
||
|
0.28426387906074524,
|
||
|
0.6262625455856323,
|
||
|
0.42857128381729126,
|
||
|
0.39195966720581055,
|
||
|
0.4174756109714508,
|
||
|
0.44827571511268616,
|
||
|
0.4837207794189453,
|
||
|
0.40975597500801086,
|
||
|
0.2653060257434845,
|
||
|
0.4180789887905121,
|
||
|
0.3714284896850586,
|
||
|
0.2972972095012665,
|
||
|
0.6288658380508423,
|
||
|
0.43979042768478394,
|
||
|
0.6632652282714844,
|
||
|
0.33476385474205017,
|
||
|
0.4812833070755005,
|
||
|
0.20487797260284424,
|
||
|
0.2842104732990265,
|
||
|
0.2774565517902374,
|
||
|
0.5999999046325684,
|
||
|
0.7162789106369019,
|
||
|
0.5837836861610413,
|
||
|
0.1777777075767517,
|
||
|
0.413043349981308,
|
||
|
0.5673075914382935,
|
||
|
0.6334840059280396,
|
||
|
0.5044246912002563,
|
||
|
0.17142851650714874,
|
||
|
0.6874998807907104,
|
||
|
0.47826072573661804,
|
||
|
0.5934064984321594,
|
||
|
0.4257424473762512,
|
||
|
0.7533630728721619,
|
||
|
0.5333331823348999,
|
||
|
0.5071768760681152,
|
||
|
0.4656083285808563,
|
||
|
0.2526314854621887,
|
||
|
0.26666656136512756,
|
||
|
0.2893615961074829,
|
||
|
0.30588221549987793,
|
||
|
0.741463303565979,
|
||
|
0.6504853367805481,
|
||
|
0.5102038979530334,
|
||
|
0.6515835523605347,
|
||
|
0.1507537066936493,
|
||
|
0.3943660855293274,
|
||
|
0.2901553809642792,
|
||
|
0.649214506149292,
|
||
|
0.6896550059318542,
|
||
|
0.2780747711658478,
|
||
|
0.24120594561100006,
|
||
|
0.4509802758693695,
|
||
|
0.21719448268413544,
|
||
|
0.4406778812408447,
|
||
|
0.7219511270523071,
|
||
|
0.46739116311073303,
|
||
|
0.32820504903793335,
|
||
|
0.5194804668426514,
|
||
|
0.5463916063308716,
|
||
|
0.4896264970302582,
|
||
|
0.3003951609134674,
|
||
|
0.4347825050354004,
|
||
|
0.44210511445999146,
|
||
|
0.5803107619285583,
|
||
|
0.3384614586830139,
|
||
|
0.23529404401779175,
|
||
|
0.7192980647087097,
|
||
|
0.5233643651008606,
|
||
|
0.3763439953327179,
|
||
|
0.41314542293548584,
|
||
|
0.2340424805879593,
|
||
|
0.49729716777801514
|
||
|
],
|
||
|
"time": 6.049082978628576,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 50,
|
||
|
"train_loss": 0.004172118846327066,
|
||
|
"val_loss": 2.221074104309082,
|
||
|
"acc": 45.44,
|
||
|
"f1": [
|
||
|
0.7208120226860046,
|
||
|
0.5572138428688049,
|
||
|
0.2783504128456116,
|
||
|
0.29787227511405945,
|
||
|
0.2697673439979553,
|
||
|
0.4081631302833557,
|
||
|
0.39784935116767883,
|
||
|
0.4777776598930359,
|
||
|
0.5507245063781738,
|
||
|
0.5773194432258606,
|
||
|
0.30120471119880676,
|
||
|
0.2485874742269516,
|
||
|
0.4854367673397064,
|
||
|
0.33816415071487427,
|
||
|
0.3936169147491455,
|
||
|
0.3131312429904938,
|
||
|
0.48205116391181946,
|
||
|
0.6326529383659363,
|
||
|
0.3459458649158478,
|
||
|
0.3370785713195801,
|
||
|
0.7227722406387329,
|
||
|
0.5676854848861694,
|
||
|
0.43749991059303284,
|
||
|
0.6458331942558289,
|
||
|
0.6635069251060486,
|
||
|
0.30150744318962097,
|
||
|
0.35978829860687256,
|
||
|
0.2690582275390625,
|
||
|
0.62135910987854,
|
||
|
0.4530385434627533,
|
||
|
0.4485980272293091,
|
||
|
0.3959389626979828,
|
||
|
0.4022345542907715,
|
||
|
0.43216070532798767,
|
||
|
0.4137929677963257,
|
||
|
0.2727271616458893,
|
||
|
0.4046241343021393,
|
||
|
0.4170615077018738,
|
||
|
0.2999999225139618,
|
||
|
0.6528496146202087,
|
||
|
0.4306218922138214,
|
||
|
0.6428569555282593,
|
||
|
0.31304338574409485,
|
||
|
0.47368407249450684,
|
||
|
0.19905206561088562,
|
||
|
0.26600977778434753,
|
||
|
0.2528734505176544,
|
||
|
0.6060605049133301,
|
||
|
0.7169809341430664,
|
||
|
0.582914412021637,
|
||
|
0.21978014707565308,
|
||
|
0.4307691156864166,
|
||
|
0.5624998807907104,
|
||
|
0.6249998807907104,
|
||
|
0.5071768760681152,
|
||
|
0.1970442682504654,
|
||
|
0.6871793866157532,
|
||
|
0.4946235418319702,
|
||
|
0.6162160634994507,
|
||
|
0.44670039415359497,
|
||
|
0.7813951373100281,
|
||
|
0.5454543828964233,
|
||
|
0.5118482112884521,
|
||
|
0.48756206035614014,
|
||
|
0.24999991059303284,
|
||
|
0.2999999225139618,
|
||
|
0.31858399510383606,
|
||
|
0.3384614586830139,
|
||
|
0.7219511270523071,
|
||
|
0.6161136031150818,
|
||
|
0.5026736855506897,
|
||
|
0.6905827522277832,
|
||
|
0.18181811273097992,
|
||
|
0.3959389626979828,
|
||
|
0.2937852144241333,
|
||
|
0.6442306041717529,
|
||
|
0.6926827430725098,
|
||
|
0.24580998718738556,
|
||
|
0.23913034796714783,
|
||
|
0.4162435233592987,
|
||
|
0.22857137024402618,
|
||
|
0.4369746744632721,
|
||
|
0.7014216780662537,
|
||
|
0.4623654782772064,
|
||
|
0.3315507173538208,
|
||
|
0.524590015411377,
|
||
|
0.5520831942558289,
|
||
|
0.5194804668426514,
|
||
|
0.3167419731616974,
|
||
|
0.46696019172668457,
|
||
|
0.4257424473762512,
|
||
|
0.5911328792572021,
|
||
|
0.3152172863483429,
|
||
|
0.280898779630661,
|
||
|
0.7454543113708496,
|
||
|
0.5660375952720642,
|
||
|
0.40641695261001587,
|
||
|
0.4200912117958069,
|
||
|
0.22702695429325104,
|
||
|
0.5151513814926147
|
||
|
],
|
||
|
"time": 6.0334134781733155,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 51,
|
||
|
"train_loss": 0.0046792346984148026,
|
||
|
"val_loss": 2.4372687339782715,
|
||
|
"acc": 45.23,
|
||
|
"f1": [
|
||
|
0.7208120226860046,
|
||
|
0.5603863000869751,
|
||
|
0.2829267382621765,
|
||
|
0.30107519030570984,
|
||
|
0.28712859749794006,
|
||
|
0.37563440203666687,
|
||
|
0.42162150144577026,
|
||
|
0.4712642431259155,
|
||
|
0.5619046092033386,
|
||
|
0.5744680166244507,
|
||
|
0.29940110445022583,
|
||
|
0.262857049703598,
|
||
|
0.4976075291633606,
|
||
|
0.3316582143306732,
|
||
|
0.3783782720565796,
|
||
|
0.2901553809642792,
|
||
|
0.487046480178833,
|
||
|
0.619999885559082,
|
||
|
0.3783782720565796,
|
||
|
0.34482747316360474,
|
||
|
0.7156862020492554,
|
||
|
0.5765764713287354,
|
||
|
0.4361701011657715,
|
||
|
0.633165717124939,
|
||
|
0.6545453667640686,
|
||
|
0.30275216698646545,
|
||
|
0.39153432846069336,
|
||
|
0.27488142251968384,
|
||
|
0.629441499710083,
|
||
|
0.44444432854652405,
|
||
|
0.46445485949516296,
|
||
|
0.4018690288066864,
|
||
|
0.4114284813404083,
|
||
|
0.43781083822250366,
|
||
|
0.40552979707717896,
|
||
|
0.22222216427326202,
|
||
|
0.39325833320617676,
|
||
|
0.3599999248981476,
|
||
|
0.2949307858943939,
|
||
|
0.6231154203414917,
|
||
|
0.43999987840652466,
|
||
|
0.639593780040741,
|
||
|
0.33050838112831116,
|
||
|
0.45360812544822693,
|
||
|
0.21198150515556335,
|
||
|
0.28571420907974243,
|
||
|
0.2528734505176544,
|
||
|
0.572916567325592,
|
||
|
0.7196259498596191,
|
||
|
0.6051281094551086,
|
||
|
0.21390368044376373,
|
||
|
0.41269823908805847,
|
||
|
0.5739909410476685,
|
||
|
0.6515835523605347,
|
||
|
0.4814813435077667,
|
||
|
0.17708326876163483,
|
||
|
0.6802029013633728,
|
||
|
0.4999998211860657,
|
||
|
0.6178008913993835,
|
||
|
0.4491977095603943,
|
||
|
0.794520378112793,
|
||
|
0.5326631665229797,
|
||
|
0.5094338655471802,
|
||
|
0.46534639596939087,
|
||
|
0.2475246638059616,
|
||
|
0.2702701687812805,
|
||
|
0.3217390477657318,
|
||
|
0.3399999141693115,
|
||
|
0.741783857345581,
|
||
|
0.6376810669898987,
|
||
|
0.46938762068748474,
|
||
|
0.6824643611907959,
|
||
|
0.17525766789913177,
|
||
|
0.39285701513290405,
|
||
|
0.299465149641037,
|
||
|
0.6470587849617004,
|
||
|
0.7070705890655518,
|
||
|
0.2485874742269516,
|
||
|
0.2769230008125305,
|
||
|
0.4236452281475067,
|
||
|
0.2347417026758194,
|
||
|
0.4425530731678009,
|
||
|
0.7184464335441589,
|
||
|
0.4705881178379059,
|
||
|
0.3529410660266876,
|
||
|
0.5244443416595459,
|
||
|
0.5435895919799805,
|
||
|
0.5021644234657288,
|
||
|
0.3301886022090912,
|
||
|
0.43749988079071045,
|
||
|
0.42512065172195435,
|
||
|
0.5595853924751282,
|
||
|
0.3152172863483429,
|
||
|
0.22988496720790863,
|
||
|
0.7387385964393616,
|
||
|
0.5380709171295166,
|
||
|
0.3675675094127655,
|
||
|
0.43049317598342896,
|
||
|
0.2446807622909546,
|
||
|
0.5161289572715759
|
||
|
],
|
||
|
"time": 6.153147269971669,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 52,
|
||
|
"train_loss": 0.005007502622902393,
|
||
|
"val_loss": 2.5109825134277344,
|
||
|
"acc": 45.44,
|
||
|
"f1": [
|
||
|
0.7135677337646484,
|
||
|
0.548076868057251,
|
||
|
0.28971952199935913,
|
||
|
0.2780747711658478,
|
||
|
0.28019312024116516,
|
||
|
0.4086019992828369,
|
||
|
0.41269823908805847,
|
||
|
0.4565216302871704,
|
||
|
0.5825241804122925,
|
||
|
0.5647057294845581,
|
||
|
0.30769217014312744,
|
||
|
0.2622949779033661,
|
||
|
0.49019595980644226,
|
||
|
0.3469386696815491,
|
||
|
0.38974347710609436,
|
||
|
0.2886596620082855,
|
||
|
0.5227271318435669,
|
||
|
0.6391751170158386,
|
||
|
0.39999985694885254,
|
||
|
0.3352600038051605,
|
||
|
0.7373736500740051,
|
||
|
0.5617020726203918,
|
||
|
0.4301074147224426,
|
||
|
0.6310677528381348,
|
||
|
0.6448596715927124,
|
||
|
0.31730762124061584,
|
||
|
0.39784935116767883,
|
||
|
0.26415085792541504,
|
||
|
0.625640869140625,
|
||
|
0.45348823070526123,
|
||
|
0.4579438269138336,
|
||
|
0.3999998867511749,
|
||
|
0.39999985694885254,
|
||
|
0.45128190517425537,
|
||
|
0.40975597500801086,
|
||
|
0.24598921835422516,
|
||
|
0.4161849021911621,
|
||
|
0.3711339235305786,
|
||
|
0.3148147463798523,
|
||
|
0.629441499710083,
|
||
|
0.4387753903865814,
|
||
|
0.666666567325592,
|
||
|
0.3362830877304077,
|
||
|
0.505154550075531,
|
||
|
0.2314814031124115,
|
||
|
0.2765956223011017,
|
||
|
0.2584269046783447,
|
||
|
0.5820105075836182,
|
||
|
0.7230044603347778,
|
||
|
0.6138612627983093,
|
||
|
0.2424241602420807,
|
||
|
0.423912912607193,
|
||
|
0.5585584044456482,
|
||
|
0.6403507590293884,
|
||
|
0.506912350654602,
|
||
|
0.14736837148666382,
|
||
|
0.6896550059318542,
|
||
|
0.4787232577800751,
|
||
|
0.6129031181335449,
|
||
|
0.474226713180542,
|
||
|
0.7962961196899414,
|
||
|
0.5658535361289978,
|
||
|
0.5142855644226074,
|
||
|
0.486772358417511,
|
||
|
0.26341456174850464,
|
||
|
0.25945934653282166,
|
||
|
0.3133639991283417,
|
||
|
0.31067952513694763,
|
||
|
0.7452828288078308,
|
||
|
0.6280191540718079,
|
||
|
0.5099998712539673,
|
||
|
0.6760562062263489,
|
||
|
0.1722487509250641,
|
||
|
0.368663489818573,
|
||
|
0.28440356254577637,
|
||
|
0.6698563694953918,
|
||
|
0.6930691599845886,
|
||
|
0.24615377187728882,
|
||
|
0.26315781474113464,
|
||
|
0.42512065172195435,
|
||
|
0.26046502590179443,
|
||
|
0.46491214632987976,
|
||
|
0.7053138613700867,
|
||
|
0.45263150334358215,
|
||
|
0.3468207120895386,
|
||
|
0.5081965923309326,
|
||
|
0.5399999022483826,
|
||
|
0.5167463421821594,
|
||
|
0.3301886022090912,
|
||
|
0.4259258210659027,
|
||
|
0.43999987840652466,
|
||
|
0.5816324949264526,
|
||
|
0.27428561449050903,
|
||
|
0.24598921835422516,
|
||
|
0.7487682700157166,
|
||
|
0.5314008593559265,
|
||
|
0.37305691838264465,
|
||
|
0.41666656732559204,
|
||
|
0.23280414938926697,
|
||
|
0.520408034324646
|
||
|
],
|
||
|
"time": 5.968053941614926,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 53,
|
||
|
"train_loss": 0.00791955552995205,
|
||
|
"val_loss": 2.5604071617126465,
|
||
|
"acc": 45.58,
|
||
|
"f1": [
|
||
|
0.7135677337646484,
|
||
|
0.5849055051803589,
|
||
|
0.30456843972206116,
|
||
|
0.2659573554992676,
|
||
|
0.28999990224838257,
|
||
|
0.3936169147491455,
|
||
|
0.3999998867511749,
|
||
|
0.44943806529045105,
|
||
|
0.5999999046325684,
|
||
|
0.5955054759979248,
|
||
|
0.30952370166778564,
|
||
|
0.2584269046783447,
|
||
|
0.49019595980644226,
|
||
|
0.3653844892978668,
|
||
|
0.4043714702129364,
|
||
|
0.29319363832473755,
|
||
|
0.5139663219451904,
|
||
|
0.6282721161842346,
|
||
|
0.3478259742259979,
|
||
|
0.3370785713195801,
|
||
|
0.729999840259552,
|
||
|
0.5555554628372192,
|
||
|
0.42857128381729126,
|
||
|
0.6310677528381348,
|
||
|
0.6699027419090271,
|
||
|
0.35294109582901,
|
||
|
0.4044942855834961,
|
||
|
0.25116273760795593,
|
||
|
0.6326529383659363,
|
||
|
0.4508668780326843,
|
||
|
0.46428558230400085,
|
||
|
0.39805811643600464,
|
||
|
0.38461530208587646,
|
||
|
0.45595842599868774,
|
||
|
0.415094256401062,
|
||
|
0.2574256360530853,
|
||
|
0.393063485622406,
|
||
|
0.37499991059303284,
|
||
|
0.300429105758667,
|
||
|
0.6597937345504761,
|
||
|
0.4487804174423218,
|
||
|
0.6435642242431641,
|
||
|
0.34389129281044006,
|
||
|
0.46808499097824097,
|
||
|
0.23041465878486633,
|
||
|
0.27551010251045227,
|
||
|
0.2643677294254303,
|
||
|
0.5685278177261353,
|
||
|
0.7093595266342163,
|
||
|
0.6124400496482849,
|
||
|
0.24742262065410614,
|
||
|
0.42931926250457764,
|
||
|
0.5675674080848694,
|
||
|
0.6403507590293884,
|
||
|
0.5071768760681152,
|
||
|
0.1844659447669983,
|
||
|
0.6732671856880188,
|
||
|
0.48421040177345276,
|
||
|
0.5989303588867188,
|
||
|
0.46874985098838806,
|
||
|
0.7813951373100281,
|
||
|
0.5373133420944214,
|
||
|
0.5023254752159119,
|
||
|
0.48421040177345276,
|
||
|
0.2577318847179413,
|
||
|
0.2840908169746399,
|
||
|
0.33333322405815125,
|
||
|
0.3417084515094757,
|
||
|
0.741783857345581,
|
||
|
0.6376810669898987,
|
||
|
0.49746179580688477,
|
||
|
0.6788989305496216,
|
||
|
0.16748763620853424,
|
||
|
0.3999998867511749,
|
||
|
0.28272244334220886,
|
||
|
0.6478871703147888,
|
||
|
0.6896550059318542,
|
||
|
0.24489787220954895,
|
||
|
0.2580644488334656,
|
||
|
0.4081631302833557,
|
||
|
0.23636355996131897,
|
||
|
0.4657532870769501,
|
||
|
0.6952379941940308,
|
||
|
0.45833322405815125,
|
||
|
0.35955044627189636,
|
||
|
0.5020574927330017,
|
||
|
0.5425531268119812,
|
||
|
0.4913792312145233,
|
||
|
0.33027511835098267,
|
||
|
0.4495411515235901,
|
||
|
0.4585364758968353,
|
||
|
0.6153844594955444,
|
||
|
0.3260868787765503,
|
||
|
0.2526314854621887,
|
||
|
0.7272725701332092,
|
||
|
0.5410627126693726,
|
||
|
0.382978618144989,
|
||
|
0.4192138612270355,
|
||
|
0.24210518598556519,
|
||
|
0.5154638290405273
|
||
|
],
|
||
|
"time": 6.279126814566553,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 54,
|
||
|
"train_loss": 0.004876740742474794,
|
||
|
"val_loss": 2.4796507358551025,
|
||
|
"acc": 45.45,
|
||
|
"f1": [
|
||
|
0.7319586277008057,
|
||
|
0.5740739107131958,
|
||
|
0.2962961792945862,
|
||
|
0.29508185386657715,
|
||
|
0.28999990224838257,
|
||
|
0.38341957330703735,
|
||
|
0.4162435233592987,
|
||
|
0.4699452221393585,
|
||
|
0.5846152901649475,
|
||
|
0.5681816935539246,
|
||
|
0.3151514232158661,
|
||
|
0.25945934653282166,
|
||
|
0.49019595980644226,
|
||
|
0.3482586145401001,
|
||
|
0.3838382363319397,
|
||
|
0.30999991297721863,
|
||
|
0.5197739005088806,
|
||
|
0.639593780040741,
|
||
|
0.3636362552642822,
|
||
|
0.32222211360931396,
|
||
|
0.7263681292533875,
|
||
|
0.5789473056793213,
|
||
|
0.4145076870918274,
|
||
|
0.6305417418479919,
|
||
|
0.6761903762817383,
|
||
|
0.34482747316360474,
|
||
|
0.40624988079071045,
|
||
|
0.2843136191368103,
|
||
|
0.6421051621437073,
|
||
|
0.42708319425582886,
|
||
|
0.48076915740966797,
|
||
|
0.3943660855293274,
|
||
|
0.3626372814178467,
|
||
|
0.4432988464832306,
|
||
|
0.41666656732559204,
|
||
|
0.22702695429325104,
|
||
|
0.41379299759864807,
|
||
|
0.37305691838264465,
|
||
|
0.31531521677970886,
|
||
|
0.6305417418479919,
|
||
|
0.4432988464832306,
|
||
|
0.6632652282714844,
|
||
|
0.32365134358406067,
|
||
|
0.44559577107429504,
|
||
|
0.23853203654289246,
|
||
|
0.2769230008125305,
|
||
|
0.23255808651447296,
|
||
|
0.5979380011558533,
|
||
|
0.706976592540741,
|
||
|
0.6078430414199829,
|
||
|
0.22346359491348267,
|
||
|
0.43298953771591187,
|
||
|
0.5739909410476685,
|
||
|
0.6396394968032837,
|
||
|
0.4886876940727234,
|
||
|
0.17346931993961334,
|
||
|
0.6802029013633728,
|
||
|
0.4919784665107727,
|
||
|
0.5999999046325684,
|
||
|
0.4864863455295563,
|
||
|
0.7981219291687012,
|
||
|
0.5373133420944214,
|
||
|
0.5192306637763977,
|
||
|
0.4623654782772064,
|
||
|
0.24999991059303284,
|
||
|
0.2840908169746399,
|
||
|
0.3317534327507019,
|
||
|
0.3529410660266876,
|
||
|
0.7383176684379578,
|
||
|
0.6315788626670837,
|
||
|
0.4897957742214203,
|
||
|
0.6759257912635803,
|
||
|
0.1530611664056778,
|
||
|
0.36842095851898193,
|
||
|
0.27488142251968384,
|
||
|
0.6507176160812378,
|
||
|
0.696517288684845,
|
||
|
0.253807008266449,
|
||
|
0.251308798789978,
|
||
|
0.42857128381729126,
|
||
|
0.23041465878486633,
|
||
|
0.4416665732860565,
|
||
|
0.7109003663063049,
|
||
|
0.47916653752326965,
|
||
|
0.3387977182865143,
|
||
|
0.504132091999054,
|
||
|
0.559139609336853,
|
||
|
0.5022420287132263,
|
||
|
0.3113206624984741,
|
||
|
0.4366810917854309,
|
||
|
0.44670039415359497,
|
||
|
0.5989846587181091,
|
||
|
0.3169397711753845,
|
||
|
0.2622949779033661,
|
||
|
0.7499999403953552,
|
||
|
0.5294116735458374,
|
||
|
0.3999999165534973,
|
||
|
0.41284388303756714,
|
||
|
0.22222214937210083,
|
||
|
0.49261072278022766
|
||
|
],
|
||
|
"time": 5.953686961904168,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 55,
|
||
|
"train_loss": 0.004678892903029919,
|
||
|
"val_loss": 2.532616138458252,
|
||
|
"acc": 45.35,
|
||
|
"f1": [
|
||
|
0.7282050251960754,
|
||
|
0.5714284181594849,
|
||
|
0.2976743280887604,
|
||
|
0.29629620909690857,
|
||
|
0.2843601107597351,
|
||
|
0.3894736170768738,
|
||
|
0.41414129734039307,
|
||
|
0.44198882579803467,
|
||
|
0.5825241804122925,
|
||
|
0.5681816935539246,
|
||
|
0.2838708758354187,
|
||
|
0.25274714827537537,
|
||
|
0.4924621880054474,
|
||
|
0.34374991059303284,
|
||
|
0.40624988079071045,
|
||
|
0.282828152179718,
|
||
|
0.5297296643257141,
|
||
|
0.633165717124939,
|
||
|
0.382978618144989,
|
||
|
0.3260868787765503,
|
||
|
0.7244896292686462,
|
||
|
0.580357015132904,
|
||
|
0.3899998664855957,
|
||
|
0.6403939127922058,
|
||
|
0.6824643611907959,
|
||
|
0.3286384046077728,
|
||
|
0.38674020767211914,
|
||
|
0.2761903405189514,
|
||
|
0.6326529383659363,
|
||
|
0.44571414589881897,
|
||
|
0.47846877574920654,
|
||
|
0.38647329807281494,
|
||
|
0.36065563559532166,
|
||
|
0.4545453190803528,
|
||
|
0.3981480300426483,
|
||
|
0.24210518598556519,
|
||
|
0.4022987186908722,
|
||
|
0.38190943002700806,
|
||
|
0.29437223076820374,
|
||
|
0.6428569555282593,
|
||
|
0.45595842599868774,
|
||
|
0.6564101576805115,
|
||
|
0.3292180299758911,
|
||
|
0.47236168384552,
|
||
|
0.20175431668758392,
|
||
|
0.2786068916320801,
|
||
|
0.2553190290927887,
|
||
|
0.5833332538604736,
|
||
|
0.7115383744239807,
|
||
|
0.6009851098060608,
|
||
|
0.18285706639289856,
|
||
|
0.4315788447856903,
|
||
|
0.5638765096664429,
|
||
|
0.6255505681037903,
|
||
|
0.5090908408164978,
|
||
|
0.19780214130878448,
|
||
|
0.6907215118408203,
|
||
|
0.4656083285808563,
|
||
|
0.6043955087661743,
|
||
|
0.48421040177345276,
|
||
|
0.8037381172180176,
|
||
|
0.529999852180481,
|
||
|
0.5142855644226074,
|
||
|
0.48648640513420105,
|
||
|
0.24630534648895264,
|
||
|
0.2643677294254303,
|
||
|
0.31390124559402466,
|
||
|
0.3440859317779541,
|
||
|
0.742857038974762,
|
||
|
0.6255922317504883,
|
||
|
0.502564013004303,
|
||
|
0.6760562062263489,
|
||
|
0.15384608507156372,
|
||
|
0.3838382363319397,
|
||
|
0.28571417927742004,
|
||
|
0.6445496082305908,
|
||
|
0.6907215118408203,
|
||
|
0.24870456755161285,
|
||
|
0.239999920129776,
|
||
|
0.3999998867511749,
|
||
|
0.23423415422439575,
|
||
|
0.4485980272293091,
|
||
|
0.7238093614578247,
|
||
|
0.47120407223701477,
|
||
|
0.3516482412815094,
|
||
|
0.5306121706962585,
|
||
|
0.5405403971672058,
|
||
|
0.4884791076183319,
|
||
|
0.35294109582901,
|
||
|
0.44444432854652405,
|
||
|
0.44444429874420166,
|
||
|
0.5918366312980652,
|
||
|
0.32978713512420654,
|
||
|
0.2887699604034424,
|
||
|
0.7368419766426086,
|
||
|
0.5631066560745239,
|
||
|
0.3756905198097229,
|
||
|
0.40677955746650696,
|
||
|
0.2617800235748291,
|
||
|
0.5053762197494507
|
||
|
],
|
||
|
"time": 6.040065945126116,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 56,
|
||
|
"train_loss": 0.005228460766375065,
|
||
|
"val_loss": 2.3520162105560303,
|
||
|
"acc": 45.1,
|
||
|
"f1": [
|
||
|
0.729999840259552,
|
||
|
0.5631066560745239,
|
||
|
0.2898550033569336,
|
||
|
0.3060108423233032,
|
||
|
0.28019312024116516,
|
||
|
0.37999987602233887,
|
||
|
0.4221104085445404,
|
||
|
0.4561401903629303,
|
||
|
0.5781989693641663,
|
||
|
0.5561496019363403,
|
||
|
0.26415085792541504,
|
||
|
0.25945934653282166,
|
||
|
0.46153831481933594,
|
||
|
0.3399999141693115,
|
||
|
0.3999999165534973,
|
||
|
0.3084576427936554,
|
||
|
0.4808742105960846,
|
||
|
0.6132074594497681,
|
||
|
0.39130425453186035,
|
||
|
0.32258057594299316,
|
||
|
0.7156862020492554,
|
||
|
0.5765764713287354,
|
||
|
0.4102562665939331,
|
||
|
0.6458331942558289,
|
||
|
0.6915886998176575,
|
||
|
0.319248765707016,
|
||
|
0.3957218527793884,
|
||
|
0.30331745743751526,
|
||
|
0.6391751170158386,
|
||
|
0.43093910813331604,
|
||
|
0.4454975128173828,
|
||
|
0.36714968085289,
|
||
|
0.3771427571773529,
|
||
|
0.4541061818599701,
|
||
|
0.39805811643600464,
|
||
|
0.2054053246974945,
|
||
|
0.3820223808288574,
|
||
|
0.3861384987831116,
|
||
|
0.2995593845844269,
|
||
|
0.6299998760223389,
|
||
|
0.45226117968559265,
|
||
|
0.6424869298934937,
|
||
|
0.3179915249347687,
|
||
|
0.44808733463287354,
|
||
|
0.20276491343975067,
|
||
|
0.28415289521217346,
|
||
|
0.2430938482284546,
|
||
|
0.5816324949264526,
|
||
|
0.721153736114502,
|
||
|
0.6009851098060608,
|
||
|
0.21839071810245514,
|
||
|
0.4042551815509796,
|
||
|
0.5855854153633118,
|
||
|
0.6296295523643494,
|
||
|
0.49107134342193604,
|
||
|
0.18719203770160675,
|
||
|
0.6734693050384521,
|
||
|
0.48421040177345276,
|
||
|
0.594594419002533,
|
||
|
0.4766837954521179,
|
||
|
0.7889906764030457,
|
||
|
0.5435895919799805,
|
||
|
0.5145629644393921,
|
||
|
0.4795917272567749,
|
||
|
0.2176164984703064,
|
||
|
0.23391805589199066,
|
||
|
0.3083699643611908,
|
||
|
0.3169397711753845,
|
||
|
0.7264149188995361,
|
||
|
0.6376810669898987,
|
||
|
0.4919784665107727,
|
||
|
0.6574072241783142,
|
||
|
0.14925366640090942,
|
||
|
0.38427940011024475,
|
||
|
0.306122362613678,
|
||
|
0.6407765746116638,
|
||
|
0.6799998879432678,
|
||
|
0.2780747711658478,
|
||
|
0.2762430012226105,
|
||
|
0.42931926250457764,
|
||
|
0.2477063536643982,
|
||
|
0.4615383446216583,
|
||
|
0.721153736114502,
|
||
|
0.46391740441322327,
|
||
|
0.3459458649158478,
|
||
|
0.5299144387245178,
|
||
|
0.5621620416641235,
|
||
|
0.46610158681869507,
|
||
|
0.3414633274078369,
|
||
|
0.439655065536499,
|
||
|
0.4190475046634674,
|
||
|
0.5918366312980652,
|
||
|
0.327868789434433,
|
||
|
0.28260859847068787,
|
||
|
0.7232141494750977,
|
||
|
0.5396823883056641,
|
||
|
0.38674020767211914,
|
||
|
0.4070795178413391,
|
||
|
0.23280414938926697,
|
||
|
0.505154550075531
|
||
|
],
|
||
|
"time": 6.1651029866188765,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 57,
|
||
|
"train_loss": 0.0051500932313501835,
|
||
|
"val_loss": 2.504253625869751,
|
||
|
"acc": 45.26,
|
||
|
"f1": [
|
||
|
0.727272629737854,
|
||
|
0.5742572546005249,
|
||
|
0.28971952199935913,
|
||
|
0.30107519030570984,
|
||
|
0.29850736260414124,
|
||
|
0.38974347710609436,
|
||
|
0.43956032395362854,
|
||
|
0.4790417551994324,
|
||
|
0.5999999046325684,
|
||
|
0.5561496019363403,
|
||
|
0.291139155626297,
|
||
|
0.24137921631336212,
|
||
|
0.492890864610672,
|
||
|
0.34374991059303284,
|
||
|
0.4102562665939331,
|
||
|
0.30150744318962097,
|
||
|
0.5106381177902222,
|
||
|
0.6432158946990967,
|
||
|
0.37696322798728943,
|
||
|
0.3068180978298187,
|
||
|
0.7336682677268982,
|
||
|
0.5714285373687744,
|
||
|
0.4226802885532379,
|
||
|
0.6432158946990967,
|
||
|
0.679245114326477,
|
||
|
0.34123215079307556,
|
||
|
0.4022345542907715,
|
||
|
0.27488142251968384,
|
||
|
0.6399998664855957,
|
||
|
0.45714274048805237,
|
||
|
0.47115376591682434,
|
||
|
0.3827749788761139,
|
||
|
0.38043469190597534,
|
||
|
0.44976064562797546,
|
||
|
0.387096643447876,
|
||
|
0.23414628207683563,
|
||
|
0.3999998867511749,
|
||
|
0.3939392864704132,
|
||
|
0.30357134342193604,
|
||
|
0.6428569555282593,
|
||
|
0.44444435834884644,
|
||
|
0.6595743298530579,
|
||
|
0.30833324790000916,
|
||
|
0.4878047704696655,
|
||
|
0.1971830278635025,
|
||
|
0.2541435658931732,
|
||
|
0.23913034796714783,
|
||
|
0.5728641748428345,
|
||
|
0.7184464335441589,
|
||
|
0.62135910987854,
|
||
|
0.17964066565036774,
|
||
|
0.4102562665939331,
|
||
|
0.5636362433433533,
|
||
|
0.6422017216682434,
|
||
|
0.49773746728897095,
|
||
|
0.19587622582912445,
|
||
|
0.666666567325592,
|
||
|
0.4946235418319702,
|
||
|
0.5894736051559448,
|
||
|
0.4656083285808563,
|
||
|
0.7906975150108337,
|
||
|
0.53465336561203,
|
||
|
0.528846025466919,
|
||
|
0.48453593254089355,
|
||
|
0.2115383893251419,
|
||
|
0.19999992847442627,
|
||
|
0.3287670314311981,
|
||
|
0.34736835956573486,
|
||
|
0.7203789353370667,
|
||
|
0.6435642242431641,
|
||
|
0.487046480178833,
|
||
|
0.6822428703308105,
|
||
|
0.1641024947166443,
|
||
|
0.3800903856754303,
|
||
|
0.29951682686805725,
|
||
|
0.6570047736167908,
|
||
|
0.6923075318336487,
|
||
|
0.27173903584480286,
|
||
|
0.2599999010562897,
|
||
|
0.4183672070503235,
|
||
|
0.22222216427326202,
|
||
|
0.4382469058036804,
|
||
|
0.6981130838394165,
|
||
|
0.4615383446216583,
|
||
|
0.32258057594299316,
|
||
|
0.49999988079071045,
|
||
|
0.5502644181251526,
|
||
|
0.4753361940383911,
|
||
|
0.3251230716705322,
|
||
|
0.4310343861579895,
|
||
|
0.44444435834884644,
|
||
|
0.596858561038971,
|
||
|
0.3060108423233032,
|
||
|
0.24999991059303284,
|
||
|
0.7339447736740112,
|
||
|
0.5312498211860657,
|
||
|
0.3894736170768738,
|
||
|
0.4086955785751343,
|
||
|
0.253807008266449,
|
||
|
0.5257141590118408
|
||
|
],
|
||
|
"time": 5.902950937859714,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 58,
|
||
|
"train_loss": 0.005108795128762722,
|
||
|
"val_loss": 2.4536616802215576,
|
||
|
"acc": 45.28,
|
||
|
"f1": [
|
||
|
0.727272629737854,
|
||
|
0.6066349744796753,
|
||
|
0.28712859749794006,
|
||
|
0.3169397711753845,
|
||
|
0.25870639085769653,
|
||
|
0.39583319425582886,
|
||
|
0.4324323236942291,
|
||
|
0.45901623368263245,
|
||
|
0.5837318897247314,
|
||
|
0.5666665434837341,
|
||
|
0.2550334632396698,
|
||
|
0.27472516894340515,
|
||
|
0.4666665494441986,
|
||
|
0.3399999141693115,
|
||
|
0.4307691156864166,
|
||
|
0.30526304244995117,
|
||
|
0.4947367310523987,
|
||
|
0.6231154203414917,
|
||
|
0.3999999165534973,
|
||
|
0.3529410660266876,
|
||
|
0.7309643626213074,
|
||
|
0.602620005607605,
|
||
|
0.39999985694885254,
|
||
|
0.6368157267570496,
|
||
|
0.679245114326477,
|
||
|
0.3654821515083313,
|
||
|
0.38709667325019836,
|
||
|
0.2629106938838959,
|
||
|
0.6363635063171387,
|
||
|
0.43333321809768677,
|
||
|
0.4579438269138336,
|
||
|
0.37623751163482666,
|
||
|
0.38461530208587646,
|
||
|
0.44554442167282104,
|
||
|
0.4195120930671692,
|
||
|
0.19191910326480865,
|
||
|
0.37499991059303284,
|
||
|
0.3880595862865448,
|
||
|
0.30769219994544983,
|
||
|
0.6530610918998718,
|
||
|
0.45595842599868774,
|
||
|
0.6467660069465637,
|
||
|
0.3179915249347687,
|
||
|
0.4630540609359741,
|
||
|
0.21296289563179016,
|
||
|
0.24120594561100006,
|
||
|
0.23863628506660461,
|
||
|
0.5595853924751282,
|
||
|
0.7004607319831848,
|
||
|
0.5990337133407593,
|
||
|
0.21978014707565308,
|
||
|
0.4410255253314972,
|
||
|
0.5701355934143066,
|
||
|
0.6418603658676147,
|
||
|
0.48908287286758423,
|
||
|
0.18518511950969696,
|
||
|
0.653465211391449,
|
||
|
0.4699452221393585,
|
||
|
0.5978259444236755,
|
||
|
0.4489794969558716,
|
||
|
0.7887322306632996,
|
||
|
0.542713463306427,
|
||
|
0.5116277933120728,
|
||
|
0.49999988079071045,
|
||
|
0.21989519894123077,
|
||
|
0.2513660192489624,
|
||
|
0.3287670314311981,
|
||
|
0.34042540192604065,
|
||
|
0.7142855525016785,
|
||
|
0.6601940989494324,
|
||
|
0.502564013004303,
|
||
|
0.6759257912635803,
|
||
|
0.1546391248703003,
|
||
|
0.38647329807281494,
|
||
|
0.29629620909690857,
|
||
|
0.6470587849617004,
|
||
|
0.6666665077209473,
|
||
|
0.27777770161628723,
|
||
|
0.27322396636009216,
|
||
|
0.40624988079071045,
|
||
|
0.2062779664993286,
|
||
|
0.46280980110168457,
|
||
|
0.7031961679458618,
|
||
|
0.4307691156864166,
|
||
|
0.3314915895462036,
|
||
|
0.5281383991241455,
|
||
|
0.5454544425010681,
|
||
|
0.47619038820266724,
|
||
|
0.36111101508140564,
|
||
|
0.42477864027023315,
|
||
|
0.3942306339740753,
|
||
|
0.5929647088050842,
|
||
|
0.32941165566444397,
|
||
|
0.25396814942359924,
|
||
|
0.7368419766426086,
|
||
|
0.5588234066963196,
|
||
|
0.3675675094127655,
|
||
|
0.41818171739578247,
|
||
|
0.2580644488334656,
|
||
|
0.5279186367988586
|
||
|
],
|
||
|
"time": 6.107165245339274,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 59,
|
||
|
"train_loss": 0.005039823707193136,
|
||
|
"val_loss": 2.3112032413482666,
|
||
|
"acc": 45.16,
|
||
|
"f1": [
|
||
|
0.7379677891731262,
|
||
|
0.5825241804122925,
|
||
|
0.28181809186935425,
|
||
|
0.29629620909690857,
|
||
|
0.25510191917419434,
|
||
|
0.4042551815509796,
|
||
|
0.41666656732559204,
|
||
|
0.44444432854652405,
|
||
|
0.5870645046234131,
|
||
|
0.5414363145828247,
|
||
|
0.2576685845851898,
|
||
|
0.2444443702697754,
|
||
|
0.4851484000682831,
|
||
|
0.3383083641529083,
|
||
|
0.4343433380126953,
|
||
|
0.3152708411216736,
|
||
|
0.5082871913909912,
|
||
|
0.619999885559082,
|
||
|
0.38461530208587646,
|
||
|
0.31818172335624695,
|
||
|
0.7121950387954712,
|
||
|
0.6055043935775757,
|
||
|
0.41269823908805847,
|
||
|
0.6666665077209473,
|
||
|
0.6761903762817383,
|
||
|
0.3568074107170105,
|
||
|
0.3936169147491455,
|
||
|
0.30097079277038574,
|
||
|
0.6424869298934937,
|
||
|
0.4232803285121918,
|
||
|
0.4780486822128296,
|
||
|
0.3861384987831116,
|
||
|
0.3666665554046631,
|
||
|
0.4343433380126953,
|
||
|
0.4125559628009796,
|
||
|
0.19999991357326508,
|
||
|
0.4153004288673401,
|
||
|
0.39795905351638794,
|
||
|
0.33333322405815125,
|
||
|
0.6428569555282593,
|
||
|
0.44444429874420166,
|
||
|
0.6736840605735779,
|
||
|
0.33476385474205017,
|
||
|
0.47761180996894836,
|
||
|
0.20720712840557098,
|
||
|
0.26262614130973816,
|
||
|
0.21468918025493622,
|
||
|
0.5608464479446411,
|
||
|
0.7142855525016785,
|
||
|
0.5784311890602112,
|
||
|
0.23469379544258118,
|
||
|
0.4042551815509796,
|
||
|
0.5676854848861694,
|
||
|
0.6222221255302429,
|
||
|
0.47787603735923767,
|
||
|
0.1612902730703354,
|
||
|
0.6699506640434265,
|
||
|
0.44791656732559204,
|
||
|
0.5851062536239624,
|
||
|
0.49999988079071045,
|
||
|
0.8110597729682922,
|
||
|
0.5273630023002625,
|
||
|
0.5192306637763977,
|
||
|
0.4729062616825104,
|
||
|
0.2376236915588379,
|
||
|
0.24083760380744934,
|
||
|
0.2898550033569336,
|
||
|
0.34554967284202576,
|
||
|
0.7407405376434326,
|
||
|
0.6280191540718079,
|
||
|
0.5128204226493835,
|
||
|
0.6761903762817383,
|
||
|
0.13756607472896576,
|
||
|
0.38497641682624817,
|
||
|
0.28415289521217346,
|
||
|
0.6384975910186768,
|
||
|
0.6930691599845886,
|
||
|
0.2914571762084961,
|
||
|
0.25945934653282166,
|
||
|
0.4102562665939331,
|
||
|
0.25233638286590576,
|
||
|
0.4491524398326874,
|
||
|
0.7403844594955444,
|
||
|
0.43979042768478394,
|
||
|
0.3636362552642822,
|
||
|
0.5150213837623596,
|
||
|
0.5573769211769104,
|
||
|
0.47210294008255005,
|
||
|
0.33179715275764465,
|
||
|
0.42982450127601624,
|
||
|
0.43349742889404297,
|
||
|
0.5757573843002319,
|
||
|
0.32558128237724304,
|
||
|
0.2659573554992676,
|
||
|
0.7393363118171692,
|
||
|
0.518134593963623,
|
||
|
0.3586955666542053,
|
||
|
0.4083332419395447,
|
||
|
0.23923437297344208,
|
||
|
0.5128204226493835
|
||
|
],
|
||
|
"time": 6.117857025004923,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 60,
|
||
|
"train_loss": 0.005540982820093632,
|
||
|
"val_loss": 2.404383420944214,
|
||
|
"acc": 44.94,
|
||
|
"f1": [
|
||
|
0.727272629737854,
|
||
|
0.5899998545646667,
|
||
|
0.2735848128795624,
|
||
|
0.29896897077560425,
|
||
|
0.26415085792541504,
|
||
|
0.4153004288673401,
|
||
|
0.4307691156864166,
|
||
|
0.46242761611938477,
|
||
|
0.5673075914382935,
|
||
|
0.5494503974914551,
|
||
|
0.26415085792541504,
|
||
|
0.24580998718738556,
|
||
|
0.4851484000682831,
|
||
|
0.3419688045978546,
|
||
|
0.4248703718185425,
|
||
|
0.30999991297721863,
|
||
|
0.4949493706226349,
|
||
|
0.5918366312980652,
|
||
|
0.39784935116767883,
|
||
|
0.3118278682231903,
|
||
|
0.729999840259552,
|
||
|
0.5775861144065857,
|
||
|
0.40404030680656433,
|
||
|
0.639593780040741,
|
||
|
0.6788989305496216,
|
||
|
0.34224584698677063,
|
||
|
0.413043349981308,
|
||
|
0.2816900908946991,
|
||
|
0.6262625455856323,
|
||
|
0.41052618622779846,
|
||
|
0.4413144290447235,
|
||
|
0.3861384987831116,
|
||
|
0.36065563559532166,
|
||
|
0.42708319425582886,
|
||
|
0.37499985098838806,
|
||
|
0.2099446803331375,
|
||
|
0.4022987186908722,
|
||
|
0.382978618144989,
|
||
|
0.30357134342193604,
|
||
|
0.6368157267570496,
|
||
|
0.4307691156864166,
|
||
|
0.6532661318778992,
|
||
|
0.33755266666412354,
|
||
|
0.4502616822719574,
|
||
|
0.21719448268413544,
|
||
|
0.26395928859710693,
|
||
|
0.2333332598209381,
|
||
|
0.5820105075836182,
|
||
|
0.6995514035224915,
|
||
|
0.5999999046325684,
|
||
|
0.21428564190864563,
|
||
|
0.42162150144577026,
|
||
|
0.559321939945221,
|
||
|
0.6570047736167908,
|
||
|
0.4818180501461029,
|
||
|
0.16494840383529663,
|
||
|
0.669999897480011,
|
||
|
0.44444429874420166,
|
||
|
0.6120217442512512,
|
||
|
0.4973543584346771,
|
||
|
0.7981649041175842,
|
||
|
0.5320196151733398,
|
||
|
0.492890864610672,
|
||
|
0.4827585518360138,
|
||
|
0.21989519894123077,
|
||
|
0.24580998718738556,
|
||
|
0.2882882058620453,
|
||
|
0.33333325386047363,
|
||
|
0.7452828288078308,
|
||
|
0.6467660069465637,
|
||
|
0.486772358417511,
|
||
|
0.6757989525794983,
|
||
|
0.13402055203914642,
|
||
|
0.39111098647117615,
|
||
|
0.26484012603759766,
|
||
|
0.6146340370178223,
|
||
|
0.6798028349876404,
|
||
|
0.2812499403953552,
|
||
|
0.2696628272533417,
|
||
|
0.4307691156864166,
|
||
|
0.23414628207683563,
|
||
|
0.4377681314945221,
|
||
|
0.7272725701332092,
|
||
|
0.4489794969558716,
|
||
|
0.32941165566444397,
|
||
|
0.5213673710823059,
|
||
|
0.5578945875167847,
|
||
|
0.48034927248954773,
|
||
|
0.32195112109184265,
|
||
|
0.4303796589374542,
|
||
|
0.44670039415359497,
|
||
|
0.5937498807907104,
|
||
|
0.33333325386047363,
|
||
|
0.24999991059303284,
|
||
|
0.7487682700157166,
|
||
|
0.5199998617172241,
|
||
|
0.36065563559532166,
|
||
|
0.4239630401134491,
|
||
|
0.26804113388061523,
|
||
|
0.5257730484008789
|
||
|
],
|
||
|
"time": 6.095062252134085,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 61,
|
||
|
"train_loss": 0.0055290888994932175,
|
||
|
"val_loss": 2.298222780227661,
|
||
|
"acc": 44.98,
|
||
|
"f1": [
|
||
|
0.7539265155792236,
|
||
|
0.5846152901649475,
|
||
|
0.27649760246276855,
|
||
|
0.29787227511405945,
|
||
|
0.26548662781715393,
|
||
|
0.4041449725627899,
|
||
|
0.41052618622779846,
|
||
|
0.43575406074523926,
|
||
|
0.5754715800285339,
|
||
|
0.5483869910240173,
|
||
|
0.25165554881095886,
|
||
|
0.26881712675094604,
|
||
|
0.4507041275501251,
|
||
|
0.3478259742259979,
|
||
|
0.43523305654525757,
|
||
|
0.2999999225139618,
|
||
|
0.5081079602241516,
|
||
|
0.6176469922065735,
|
||
|
0.3626372814178467,
|
||
|
0.3043477535247803,
|
||
|
0.732673168182373,
|
||
|
0.5892856121063232,
|
||
|
0.41052618622779846,
|
||
|
0.6497460603713989,
|
||
|
0.6923075318336487,
|
||
|
0.3251230716705322,
|
||
|
0.39153432846069336,
|
||
|
0.2843601107597351,
|
||
|
0.6153844594955444,
|
||
|
0.4269661605358124,
|
||
|
0.4622640609741211,
|
||
|
0.38139525055885315,
|
||
|
0.3756905198097229,
|
||
|
0.4615383744239807,
|
||
|
0.37914684414863586,
|
||
|
0.19999991357326508,
|
||
|
0.39548009634017944,
|
||
|
0.41414129734039307,
|
||
|
0.30456843972206116,
|
||
|
0.6530610918998718,
|
||
|
0.40206170082092285,
|
||
|
0.6489360928535461,
|
||
|
0.33333322405815125,
|
||
|
0.4577113389968872,
|
||
|
0.21004560589790344,
|
||
|
0.24999991059303284,
|
||
|
0.24864855408668518,
|
||
|
0.5918366312980652,
|
||
|
0.727272629737854,
|
||
|
0.602040708065033,
|
||
|
0.22727267444133759,
|
||
|
0.3999998867511749,
|
||
|
0.5688887238502502,
|
||
|
0.6261681318283081,
|
||
|
0.49327346682548523,
|
||
|
0.1229049563407898,
|
||
|
0.6633662581443787,
|
||
|
0.4919784665107727,
|
||
|
0.5863873362541199,
|
||
|
0.46632111072540283,
|
||
|
0.7926266193389893,
|
||
|
0.5527637004852295,
|
||
|
0.5120771527290344,
|
||
|
0.4903845191001892,
|
||
|
0.20512813329696655,
|
||
|
0.23463678359985352,
|
||
|
0.29268285632133484,
|
||
|
0.31746023893356323,
|
||
|
0.7499997615814209,
|
||
|
0.6542055010795593,
|
||
|
0.4947367310523987,
|
||
|
0.6842103600502014,
|
||
|
0.12631572782993317,
|
||
|
0.366812139749527,
|
||
|
0.299465149641037,
|
||
|
0.6407765746116638,
|
||
|
0.6796115040779114,
|
||
|
0.30150744318962097,
|
||
|
0.2824857831001282,
|
||
|
0.4183672070503235,
|
||
|
0.22608689963817596,
|
||
|
0.43265292048454285,
|
||
|
0.728155255317688,
|
||
|
0.45685264468193054,
|
||
|
0.34374991059303284,
|
||
|
0.5147678852081299,
|
||
|
0.547485888004303,
|
||
|
0.4609052240848541,
|
||
|
0.2999999225139618,
|
||
|
0.4260868728160858,
|
||
|
0.43216070532798767,
|
||
|
0.572916567325592,
|
||
|
0.327868789434433,
|
||
|
0.24489787220954895,
|
||
|
0.7454543113708496,
|
||
|
0.5368419289588928,
|
||
|
0.3707864284515381,
|
||
|
0.4186045527458191,
|
||
|
0.2541435658931732,
|
||
|
0.5416665077209473
|
||
|
],
|
||
|
"time": 6.0364584075286984,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 62,
|
||
|
"train_loss": 0.006899924483150244,
|
||
|
"val_loss": 2.4157602787017822,
|
||
|
"acc": 44.8,
|
||
|
"f1": [
|
||
|
0.7135677337646484,
|
||
|
0.5933012366294861,
|
||
|
0.3171805441379547,
|
||
|
0.3147207200527191,
|
||
|
0.26540276408195496,
|
||
|
0.4153004288673401,
|
||
|
0.419999897480011,
|
||
|
0.44067782163619995,
|
||
|
0.5658535361289978,
|
||
|
0.547485888004303,
|
||
|
0.24050623178482056,
|
||
|
0.2233501821756363,
|
||
|
0.47761180996894836,
|
||
|
0.31914883852005005,
|
||
|
0.4041449725627899,
|
||
|
0.29629620909690857,
|
||
|
0.47190994024276733,
|
||
|
0.5911328792572021,
|
||
|
0.37499991059303284,
|
||
|
0.329670250415802,
|
||
|
0.7513225674629211,
|
||
|
0.5764191746711731,
|
||
|
0.4086019992828369,
|
||
|
0.6237622499465942,
|
||
|
0.6794257164001465,
|
||
|
0.34920626878738403,
|
||
|
0.36559128761291504,
|
||
|
0.29464277625083923,
|
||
|
0.6262625455856323,
|
||
|
0.42528724670410156,
|
||
|
0.4780486822128296,
|
||
|
0.378109335899353,
|
||
|
0.3350784480571747,
|
||
|
0.425531804561615,
|
||
|
0.41176459193229675,
|
||
|
0.2061854749917984,
|
||
|
0.39325833320617676,
|
||
|
0.38251355290412903,
|
||
|
0.3394494354724884,
|
||
|
0.6565654873847961,
|
||
|
0.4307691156864166,
|
||
|
0.6567163467407227,
|
||
|
0.3376622498035431,
|
||
|
0.4463517963886261,
|
||
|
0.1921396702528,
|
||
|
0.27102795243263245,
|
||
|
0.25668442249298096,
|
||
|
0.5894736051559448,
|
||
|
0.7156862020492554,
|
||
|
0.5829595327377319,
|
||
|
0.2243901938199997,
|
||
|
0.39778995513916016,
|
||
|
0.5627704858779907,
|
||
|
0.6574072241783142,
|
||
|
0.4976075291633606,
|
||
|
0.17112290859222412,
|
||
|
0.666666567325592,
|
||
|
0.4598929286003113,
|
||
|
0.6145831942558289,
|
||
|
0.47524741291999817,
|
||
|
0.8037381172180176,
|
||
|
0.5279186367988586,
|
||
|
0.5242717266082764,
|
||
|
0.4999998211860657,
|
||
|
0.23584897816181183,
|
||
|
0.19780214130878448,
|
||
|
0.2758619785308838,
|
||
|
0.3301886022090912,
|
||
|
0.7162789106369019,
|
||
|
0.6399998664855957,
|
||
|
0.4824119210243225,
|
||
|
0.6411482095718384,
|
||
|
0.1499999463558197,
|
||
|
0.3587442934513092,
|
||
|
0.29473677277565,
|
||
|
0.6442306041717529,
|
||
|
0.6934671998023987,
|
||
|
0.2871793806552887,
|
||
|
0.2824857831001282,
|
||
|
0.41884803771972656,
|
||
|
0.26666656136512756,
|
||
|
0.4484303891658783,
|
||
|
0.7333331108093262,
|
||
|
0.42931926250457764,
|
||
|
0.34254133701324463,
|
||
|
0.5254236459732056,
|
||
|
0.5414363145828247,
|
||
|
0.49999988079071045,
|
||
|
0.34905651211738586,
|
||
|
0.43835610151290894,
|
||
|
0.47846877574920654,
|
||
|
0.5670101642608643,
|
||
|
0.32402223348617554,
|
||
|
0.23809516429901123,
|
||
|
0.7462685704231262,
|
||
|
0.5125626921653748,
|
||
|
0.3295453190803528,
|
||
|
0.4095236659049988,
|
||
|
0.24615377187728882,
|
||
|
0.5312498211860657
|
||
|
],
|
||
|
"time": 5.851002641022205,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 63,
|
||
|
"train_loss": 0.005567757412791252,
|
||
|
"val_loss": 2.3036258220672607,
|
||
|
"acc": 44.76,
|
||
|
"f1": [
|
||
|
0.735751211643219,
|
||
|
0.5837318897247314,
|
||
|
0.30541861057281494,
|
||
|
0.2694299519062042,
|
||
|
0.2577318847179413,
|
||
|
0.4108106791973114,
|
||
|
0.4361701011657715,
|
||
|
0.4245808720588684,
|
||
|
0.563380241394043,
|
||
|
0.5652172565460205,
|
||
|
0.24657529592514038,
|
||
|
0.21621613204479218,
|
||
|
0.4949493706226349,
|
||
|
0.3529410660266876,
|
||
|
0.40404030680656433,
|
||
|
0.30526304244995117,
|
||
|
0.5185183882713318,
|
||
|
0.6063828468322754,
|
||
|
0.36269423365592957,
|
||
|
0.3402060866355896,
|
||
|
0.7564765214920044,
|
||
|
0.5663716197013855,
|
||
|
0.40659332275390625,
|
||
|
0.6739128828048706,
|
||
|
0.6857141852378845,
|
||
|
0.331707239151001,
|
||
|
0.37894728779792786,
|
||
|
0.2683981955051422,
|
||
|
0.6282721161842346,
|
||
|
0.4021162986755371,
|
||
|
0.4950493574142456,
|
||
|
0.3827749788761139,
|
||
|
0.35416656732559204,
|
||
|
0.43298953771591187,
|
||
|
0.3880595862865448,
|
||
|
0.23529402911663055,
|
||
|
0.41666656732559204,
|
||
|
0.40641695261001587,
|
||
|
0.2931033670902252,
|
||
|
0.6461536884307861,
|
||
|
0.41884803771972656,
|
||
|
0.6701029539108276,
|
||
|
0.3275861144065857,
|
||
|
0.45128190517425537,
|
||
|
0.1735159158706665,
|
||
|
0.2659573554992676,
|
||
|
0.24175815284252167,
|
||
|
0.5638296604156494,
|
||
|
0.6926827430725098,
|
||
|
0.6280191540718079,
|
||
|
0.1862744390964508,
|
||
|
0.4301074147224426,
|
||
|
0.5493561029434204,
|
||
|
0.6509432196617126,
|
||
|
0.48623839020729065,
|
||
|
0.1414140909910202,
|
||
|
0.6504853367805481,
|
||
|
0.4864863455295563,
|
||
|
0.6069650650024414,
|
||
|
0.4640882611274719,
|
||
|
0.8055554032325745,
|
||
|
0.5196077227592468,
|
||
|
0.48598119616508484,
|
||
|
0.43298953771591187,
|
||
|
0.24875615537166595,
|
||
|
0.22916659712791443,
|
||
|
0.31623923778533936,
|
||
|
0.30999991297721863,
|
||
|
0.7523808479309082,
|
||
|
0.6470587849617004,
|
||
|
0.46808499097824097,
|
||
|
0.6851851344108582,
|
||
|
0.1722487509250641,
|
||
|
0.36521732807159424,
|
||
|
0.2718445658683777,
|
||
|
0.6542055010795593,
|
||
|
0.7029701471328735,
|
||
|
0.3024389147758484,
|
||
|
0.26373615860939026,
|
||
|
0.41148313879966736,
|
||
|
0.21698106825351715,
|
||
|
0.45106372237205505,
|
||
|
0.7403844594955444,
|
||
|
0.4339621663093567,
|
||
|
0.314606636762619,
|
||
|
0.5232066512107849,
|
||
|
0.534031331539154,
|
||
|
0.49999988079071045,
|
||
|
0.27488142251968384,
|
||
|
0.43925222754478455,
|
||
|
0.47572803497314453,
|
||
|
0.5925924777984619,
|
||
|
0.3350784480571747,
|
||
|
0.2745097279548645,
|
||
|
0.7599998116493225,
|
||
|
0.5306121110916138,
|
||
|
0.3409090042114258,
|
||
|
0.43216070532798767,
|
||
|
0.2673795819282532,
|
||
|
0.5079363584518433
|
||
|
],
|
||
|
"time": 6.1528145326301455,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 64,
|
||
|
"train_loss": 0.004878813400864601,
|
||
|
"val_loss": 2.466283082962036,
|
||
|
"acc": 44.77,
|
||
|
"f1": [
|
||
|
0.7346937656402588,
|
||
|
0.6161615252494812,
|
||
|
0.2713567018508911,
|
||
|
0.28571420907974243,
|
||
|
0.2647058069705963,
|
||
|
0.423912912607193,
|
||
|
0.4432988464832306,
|
||
|
0.45714274048805237,
|
||
|
0.5395347476005554,
|
||
|
0.535519003868103,
|
||
|
0.2374998927116394,
|
||
|
0.22772268950939178,
|
||
|
0.47236168384552,
|
||
|
0.3517586886882782,
|
||
|
0.4307691156864166,
|
||
|
0.3179486393928528,
|
||
|
0.535519003868103,
|
||
|
0.6099998950958252,
|
||
|
0.40624988079071045,
|
||
|
0.3111110329627991,
|
||
|
0.7717389464378357,
|
||
|
0.5897434949874878,
|
||
|
0.4245808720588684,
|
||
|
0.6497460603713989,
|
||
|
0.7029701471328735,
|
||
|
0.3351350426673889,
|
||
|
0.4021162986755371,
|
||
|
0.2723403573036194,
|
||
|
0.6358972787857056,
|
||
|
0.4090908467769623,
|
||
|
0.4537035822868347,
|
||
|
0.345177561044693,
|
||
|
0.34999990463256836,
|
||
|
0.4387753903865814,
|
||
|
0.3838382363319397,
|
||
|
0.1970442682504654,
|
||
|
0.4023667275905609,
|
||
|
0.43216070532798767,
|
||
|
0.292035311460495,
|
||
|
0.6532661318778992,
|
||
|
0.43216070532798767,
|
||
|
0.6363635063171387,
|
||
|
0.33333322405815125,
|
||
|
0.44776105880737305,
|
||
|
0.2085307389497757,
|
||
|
0.24120594561100006,
|
||
|
0.228571355342865,
|
||
|
0.5913977026939392,
|
||
|
0.7037035822868347,
|
||
|
0.5865383148193359,
|
||
|
0.20588228106498718,
|
||
|
0.4491977095603943,
|
||
|
0.5531913638114929,
|
||
|
0.6074764728546143,
|
||
|
0.47963786125183105,
|
||
|
0.1390373706817627,
|
||
|
0.6802029013633728,
|
||
|
0.4861876964569092,
|
||
|
0.5684208869934082,
|
||
|
0.49484527111053467,
|
||
|
0.7850465774536133,
|
||
|
0.5685278177261353,
|
||
|
0.488262802362442,
|
||
|
0.43720918893814087,
|
||
|
0.24083760380744934,
|
||
|
0.24870456755161285,
|
||
|
0.2980768382549286,
|
||
|
0.34920626878738403,
|
||
|
0.7219511270523071,
|
||
|
0.6570047736167908,
|
||
|
0.4899998903274536,
|
||
|
0.6574072241783142,
|
||
|
0.17525766789913177,
|
||
|
0.3755457401275635,
|
||
|
0.2775118350982666,
|
||
|
0.6272726058959961,
|
||
|
0.6798028349876404,
|
||
|
0.30107519030570984,
|
||
|
0.26900574564933777,
|
||
|
0.3999999165534973,
|
||
|
0.23041465878486633,
|
||
|
0.4351463317871094,
|
||
|
0.7632849216461182,
|
||
|
0.4111110270023346,
|
||
|
0.3157893717288971,
|
||
|
0.51666659116745,
|
||
|
0.5714284777641296,
|
||
|
0.4590162932872772,
|
||
|
0.31627896428108215,
|
||
|
0.42477864027023315,
|
||
|
0.45714277029037476,
|
||
|
0.5628139972686768,
|
||
|
0.3121386468410492,
|
||
|
0.23589736223220825,
|
||
|
0.7411166429519653,
|
||
|
0.5410627126693726,
|
||
|
0.3352600038051605,
|
||
|
0.43518510460853577,
|
||
|
0.26666656136512756,
|
||
|
0.5053762197494507
|
||
|
],
|
||
|
"time": 6.081445941701531,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 65,
|
||
|
"train_loss": 0.004662339109927416,
|
||
|
"val_loss": 2.407529592514038,
|
||
|
"acc": 44.61,
|
||
|
"f1": [
|
||
|
0.7336682677268982,
|
||
|
0.6078430414199829,
|
||
|
0.28019312024116516,
|
||
|
0.2613064646720886,
|
||
|
0.2592591643333435,
|
||
|
0.3957218527793884,
|
||
|
0.4502616822719574,
|
||
|
0.4277455508708954,
|
||
|
0.5612244009971619,
|
||
|
0.5555554628372192,
|
||
|
0.22784802317619324,
|
||
|
0.24999991059303284,
|
||
|
0.48205116391181946,
|
||
|
0.367346853017807,
|
||
|
0.40796008706092834,
|
||
|
0.3367346227169037,
|
||
|
0.4946235418319702,
|
||
|
0.5978259444236755,
|
||
|
0.35416656732559204,
|
||
|
0.3315507173538208,
|
||
|
0.7593581080436707,
|
||
|
0.573839545249939,
|
||
|
0.4232803285121918,
|
||
|
0.6598983407020569,
|
||
|
0.7058822512626648,
|
||
|
0.3510637581348419,
|
||
|
0.38709667325019836,
|
||
|
0.29464277625083923,
|
||
|
0.6206895112991333,
|
||
|
0.4044942855834961,
|
||
|
0.44444432854652405,
|
||
|
0.3617020547389984,
|
||
|
0.36649200320243835,
|
||
|
0.42780739068984985,
|
||
|
0.4186045527458191,
|
||
|
0.18274106085300446,
|
||
|
0.3841806650161743,
|
||
|
0.3880595862865448,
|
||
|
0.324607253074646,
|
||
|
0.6464645266532898,
|
||
|
0.43298953771591187,
|
||
|
0.669999897480011,
|
||
|
0.3211008310317993,
|
||
|
0.446808397769928,
|
||
|
0.19047611951828003,
|
||
|
0.25961530208587646,
|
||
|
0.212290421128273,
|
||
|
0.575916051864624,
|
||
|
0.7087377309799194,
|
||
|
0.6274508833885193,
|
||
|
0.21359217166900635,
|
||
|
0.4221104085445404,
|
||
|
0.5502182841300964,
|
||
|
0.6325579881668091,
|
||
|
0.48648640513420105,
|
||
|
0.14705877006053925,
|
||
|
0.6564101576805115,
|
||
|
0.46808499097824097,
|
||
|
0.6224488615989685,
|
||
|
0.4946235418319702,
|
||
|
0.7741933465003967,
|
||
|
0.5510202646255493,
|
||
|
0.49999988079071045,
|
||
|
0.47761180996894836,
|
||
|
0.23115570843219757,
|
||
|
0.21590900421142578,
|
||
|
0.2692306935787201,
|
||
|
0.3478259742259979,
|
||
|
0.7307690382003784,
|
||
|
0.6603772640228271,
|
||
|
0.4950493574142456,
|
||
|
0.6788989305496216,
|
||
|
0.16931210458278656,
|
||
|
0.35833320021629333,
|
||
|
0.2962961792945862,
|
||
|
0.6543776988983154,
|
||
|
0.6871793866157532,
|
||
|
0.2949307858943939,
|
||
|
0.26315781474113464,
|
||
|
0.39583319425582886,
|
||
|
0.21459220349788666,
|
||
|
0.4291844367980957,
|
||
|
0.7203789353370667,
|
||
|
0.41935470700263977,
|
||
|
0.299465149641037,
|
||
|
0.5454544425010681,
|
||
|
0.5414363145828247,
|
||
|
0.45643141865730286,
|
||
|
0.33027511835098267,
|
||
|
0.4311925768852234,
|
||
|
0.46534639596939087,
|
||
|
0.5833332538604736,
|
||
|
0.3295453190803528,
|
||
|
0.2564101815223694,
|
||
|
0.7336682677268982,
|
||
|
0.5208331942558289,
|
||
|
0.3068180978298187,
|
||
|
0.4414413571357727,
|
||
|
0.24489787220954895,
|
||
|
0.5217389464378357
|
||
|
],
|
||
|
"time": 6.041764923371375,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 66,
|
||
|
"train_loss": 0.004850358702242374,
|
||
|
"val_loss": 2.4452884197235107,
|
||
|
"acc": 44.68,
|
||
|
"f1": [
|
||
|
0.7135677337646484,
|
||
|
0.5929647088050842,
|
||
|
0.2870369255542755,
|
||
|
0.28571420907974243,
|
||
|
0.26086950302124023,
|
||
|
0.3809523284435272,
|
||
|
0.4489794969558716,
|
||
|
0.44848471879959106,
|
||
|
0.5833332538604736,
|
||
|
0.5760868191719055,
|
||
|
0.2560974657535553,
|
||
|
0.2233501821756363,
|
||
|
0.47524741291999817,
|
||
|
0.36842095851898193,
|
||
|
0.4162435233592987,
|
||
|
0.331707239151001,
|
||
|
0.48387083411216736,
|
||
|
0.5961536765098572,
|
||
|
0.34615373611450195,
|
||
|
0.3351350426673889,
|
||
|
0.7461138963699341,
|
||
|
0.6249998807907104,
|
||
|
0.4232803285121918,
|
||
|
0.6597937345504761,
|
||
|
0.7121950387954712,
|
||
|
0.36529669165611267,
|
||
|
0.41758227348327637,
|
||
|
0.25892847776412964,
|
||
|
0.6310677528381348,
|
||
|
0.3976607024669647,
|
||
|
0.4476189613342285,
|
||
|
0.3804876506328583,
|
||
|
0.36458322405815125,
|
||
|
0.4550263583660126,
|
||
|
0.39069753885269165,
|
||
|
0.21576756238937378,
|
||
|
0.35502949357032776,
|
||
|
0.4210525155067444,
|
||
|
0.31627896428108215,
|
||
|
0.6599999070167542,
|
||
|
0.4102562665939331,
|
||
|
0.6594592928886414,
|
||
|
0.35294109582901,
|
||
|
0.4408600926399231,
|
||
|
0.20869559049606323,
|
||
|
0.2436547577381134,
|
||
|
0.18292675912380219,
|
||
|
0.5698922872543335,
|
||
|
0.722222089767456,
|
||
|
0.6099998950958252,
|
||
|
0.2173912227153778,
|
||
|
0.4324323236942291,
|
||
|
0.5753422975540161,
|
||
|
0.6439023613929749,
|
||
|
0.49777767062187195,
|
||
|
0.15032675862312317,
|
||
|
0.6528496146202087,
|
||
|
0.47120407223701477,
|
||
|
0.5999999046325684,
|
||
|
0.49214646220207214,
|
||
|
0.7981219291687012,
|
||
|
0.520408034324646,
|
||
|
0.4975123405456543,
|
||
|
0.49999988079071045,
|
||
|
0.1990049034357071,
|
||
|
0.22680403292179108,
|
||
|
0.26086950302124023,
|
||
|
0.3402060866355896,
|
||
|
0.7298576831817627,
|
||
|
0.666666567325592,
|
||
|
0.4717947542667389,
|
||
|
0.6696831583976746,
|
||
|
0.13756607472896576,
|
||
|
0.3846152722835541,
|
||
|
0.28272244334220886,
|
||
|
0.6415093541145325,
|
||
|
0.6865670084953308,
|
||
|
0.2741115987300873,
|
||
|
0.27218925952911377,
|
||
|
0.41052618622779846,
|
||
|
0.19459453225135803,
|
||
|
0.41441428661346436,
|
||
|
0.7549017667770386,
|
||
|
0.4120602011680603,
|
||
|
0.3315507173538208,
|
||
|
0.5304347276687622,
|
||
|
0.5384613871574402,
|
||
|
0.46551719307899475,
|
||
|
0.31249991059303284,
|
||
|
0.4122805893421173,
|
||
|
0.48913031816482544,
|
||
|
0.5925924777984619,
|
||
|
0.372548907995224,
|
||
|
0.26666656136512756,
|
||
|
0.7596151828765869,
|
||
|
0.5102038979530334,
|
||
|
0.36842095851898193,
|
||
|
0.4170615077018738,
|
||
|
0.2433861643075943,
|
||
|
0.5230767726898193
|
||
|
],
|
||
|
"time": 6.126994241029024,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 67,
|
||
|
"train_loss": 0.004808893892914057,
|
||
|
"val_loss": 2.6137118339538574,
|
||
|
"acc": 44.43,
|
||
|
"f1": [
|
||
|
0.7301585674285889,
|
||
|
0.5882351994514465,
|
||
|
0.25233638286590576,
|
||
|
0.2886596620082855,
|
||
|
0.22772268950939178,
|
||
|
0.4111110270023346,
|
||
|
0.4615383446216583,
|
||
|
0.44444429874420166,
|
||
|
0.6060605049133301,
|
||
|
0.547485888004303,
|
||
|
0.2124999314546585,
|
||
|
0.26315781474113464,
|
||
|
0.4630540609359741,
|
||
|
0.35675665736198425,
|
||
|
0.40206170082092285,
|
||
|
0.3714284896850586,
|
||
|
0.5164833664894104,
|
||
|
0.589371919631958,
|
||
|
0.34449753165245056,
|
||
|
0.3389829397201538,
|
||
|
0.7336682677268982,
|
||
|
0.5714284777641296,
|
||
|
0.4086019992828369,
|
||
|
0.6702701449394226,
|
||
|
0.696078360080719,
|
||
|
0.3232322335243225,
|
||
|
0.38974347710609436,
|
||
|
0.2683981955051422,
|
||
|
0.6408838629722595,
|
||
|
0.3999998867511749,
|
||
|
0.4780486822128296,
|
||
|
0.34920626878738403,
|
||
|
0.34449753165245056,
|
||
|
0.39784935116767883,
|
||
|
0.4339621663093567,
|
||
|
0.18823520839214325,
|
||
|
0.3786981403827667,
|
||
|
0.40206170082092285,
|
||
|
0.28571420907974243,
|
||
|
0.6432158946990967,
|
||
|
0.43298953771591187,
|
||
|
0.6632652282714844,
|
||
|
0.3102039694786072,
|
||
|
0.41935470700263977,
|
||
|
0.20168060064315796,
|
||
|
0.22321420907974243,
|
||
|
0.24418595433235168,
|
||
|
0.5837836861610413,
|
||
|
0.7246376276016235,
|
||
|
0.6060605049133301,
|
||
|
0.23041465878486633,
|
||
|
0.44067782163619995,
|
||
|
0.5844747424125671,
|
||
|
0.6476188898086548,
|
||
|
0.5092591643333435,
|
||
|
0.1642511636018753,
|
||
|
0.6559138894081116,
|
||
|
0.4615383446216583,
|
||
|
0.57297283411026,
|
||
|
0.47524741291999817,
|
||
|
0.7980766892433167,
|
||
|
0.5576921701431274,
|
||
|
0.5025123953819275,
|
||
|
0.46728962659835815,
|
||
|
0.2393161654472351,
|
||
|
0.2094240039587021,
|
||
|
0.27350419759750366,
|
||
|
0.29787227511405945,
|
||
|
0.7149757146835327,
|
||
|
0.6458331942558289,
|
||
|
0.47916653752326965,
|
||
|
0.6995072364807129,
|
||
|
0.15624994039535522,
|
||
|
0.3800903856754303,
|
||
|
0.278026819229126,
|
||
|
0.6057690978050232,
|
||
|
0.6899998784065247,
|
||
|
0.3147207200527191,
|
||
|
0.3248729705810547,
|
||
|
0.4077668786048889,
|
||
|
0.21800939738750458,
|
||
|
0.44444435834884644,
|
||
|
0.7333331108093262,
|
||
|
0.43181803822517395,
|
||
|
0.3276835083961487,
|
||
|
0.4939270317554474,
|
||
|
0.5384613871574402,
|
||
|
0.46696019172668457,
|
||
|
0.30541861057281494,
|
||
|
0.4253392219543457,
|
||
|
0.4630540609359741,
|
||
|
0.5670101642608643,
|
||
|
0.38144323229789734,
|
||
|
0.2629106938838959,
|
||
|
0.7487177848815918,
|
||
|
0.5435895919799805,
|
||
|
0.3350784480571747,
|
||
|
0.4195120930671692,
|
||
|
0.23414628207683563,
|
||
|
0.5492226481437683
|
||
|
],
|
||
|
"time": 6.240181691013277,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 68,
|
||
|
"train_loss": 0.006410487927496433,
|
||
|
"val_loss": 2.5593674182891846,
|
||
|
"acc": 43.02,
|
||
|
"f1": [
|
||
|
0.7227722406387329,
|
||
|
0.5683058500289917,
|
||
|
0.28426387906074524,
|
||
|
0.23364479839801788,
|
||
|
0.2393161654472351,
|
||
|
0.4301074147224426,
|
||
|
0.4530385434627533,
|
||
|
0.44303786754608154,
|
||
|
0.5599998831748962,
|
||
|
0.5326085686683655,
|
||
|
0.20731700956821442,
|
||
|
0.24761897325515747,
|
||
|
0.43720918893814087,
|
||
|
0.30999991297721863,
|
||
|
0.4090908467769623,
|
||
|
0.2938387989997864,
|
||
|
0.4432988464832306,
|
||
|
0.553571343421936,
|
||
|
0.37373724579811096,
|
||
|
0.29032251238822937,
|
||
|
0.72251296043396,
|
||
|
0.5865383148193359,
|
||
|
0.4148934781551361,
|
||
|
0.6631577014923096,
|
||
|
0.688372015953064,
|
||
|
0.33027511835098267,
|
||
|
0.40677958726882935,
|
||
|
0.2446807622909546,
|
||
|
0.6082472205162048,
|
||
|
0.38341957330703735,
|
||
|
0.37894728779792786,
|
||
|
0.3801651895046234,
|
||
|
0.3957218527793884,
|
||
|
0.4489794969558716,
|
||
|
0.3478259742259979,
|
||
|
0.23744283616542816,
|
||
|
0.41249990463256836,
|
||
|
0.3831774890422821,
|
||
|
0.3068180978298187,
|
||
|
0.6280191540718079,
|
||
|
0.40624988079071045,
|
||
|
0.6560845375061035,
|
||
|
0.3206750154495239,
|
||
|
0.4579438269138336,
|
||
|
0.1764705330133438,
|
||
|
0.24870456755161285,
|
||
|
0.236453115940094,
|
||
|
0.5076140761375427,
|
||
|
0.7263157367706299,
|
||
|
0.5414363145828247,
|
||
|
0.22222214937210083,
|
||
|
0.41573023796081543,
|
||
|
0.5579397678375244,
|
||
|
0.6439023613929749,
|
||
|
0.46445485949516296,
|
||
|
0.15047016739845276,
|
||
|
0.6231154203414917,
|
||
|
0.4886362552642822,
|
||
|
0.5230767726898193,
|
||
|
0.4712642431259155,
|
||
|
0.8018431067466736,
|
||
|
0.49214646220207214,
|
||
|
0.5333331823348999,
|
||
|
0.41269823908805847,
|
||
|
0.18658889830112457,
|
||
|
0.2115383893251419,
|
||
|
0.2399999350309372,
|
||
|
0.2840908169746399,
|
||
|
0.7289717793464661,
|
||
|
0.6445496082305908,
|
||
|
0.4811319410800934,
|
||
|
0.6491227149963379,
|
||
|
0.10582003742456436,
|
||
|
0.41666656732559204,
|
||
|
0.1768706887960434,
|
||
|
0.6428569555282593,
|
||
|
0.6944442987442017,
|
||
|
0.21590900421142578,
|
||
|
0.28571420907974243,
|
||
|
0.41758227348327637,
|
||
|
0.259109228849411,
|
||
|
0.396624356508255,
|
||
|
0.7586205005645752,
|
||
|
0.3764704465866089,
|
||
|
0.3468207120895386,
|
||
|
0.48927029967308044,
|
||
|
0.5193368792533875,
|
||
|
0.4561402499675751,
|
||
|
0.27428561449050903,
|
||
|
0.4112148582935333,
|
||
|
0.40394076704978943,
|
||
|
0.5617976188659668,
|
||
|
0.3374998867511749,
|
||
|
0.23350247740745544,
|
||
|
0.7649767994880676,
|
||
|
0.5177663564682007,
|
||
|
0.36871495842933655,
|
||
|
0.38053086400032043,
|
||
|
0.19883033633232117,
|
||
|
0.5573769211769104
|
||
|
],
|
||
|
"time": 6.1296417796984315,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 69,
|
||
|
"train_loss": 2.3887157440185547,
|
||
|
"val_loss": 3.5092992782592773,
|
||
|
"acc": 21.81,
|
||
|
"f1": [
|
||
|
0.4966442286968231,
|
||
|
0.3026314675807953,
|
||
|
0.13138681650161743,
|
||
|
0.03636360913515091,
|
||
|
0.019230758771300316,
|
||
|
0.16033752262592316,
|
||
|
0.018867909908294678,
|
||
|
0.10344822704792023,
|
||
|
0.3050846457481384,
|
||
|
0.16819971799850464,
|
||
|
0.21463409066200256,
|
||
|
0.11666662245988846,
|
||
|
0.2027396708726883,
|
||
|
0.24761897325515747,
|
||
|
0.28235283493995667,
|
||
|
0.07751933485269547,
|
||
|
0.17682921886444092,
|
||
|
0.29743584990501404,
|
||
|
0.15887843072414398,
|
||
|
0.24113468825817108,
|
||
|
0.2771929204463959,
|
||
|
0.14285708963871002,
|
||
|
0.22115376591682434,
|
||
|
0.14285710453987122,
|
||
|
0.3636362552642822,
|
||
|
0.08823523670434952,
|
||
|
0.12280696630477905,
|
||
|
0.03007514588534832,
|
||
|
0.3361343741416931,
|
||
|
0.28723397850990295,
|
||
|
0.03389827162027359,
|
||
|
0.12413787841796875,
|
||
|
0.23684203624725342,
|
||
|
0.24870456755161285,
|
||
|
0.046511583030223846,
|
||
|
0.11688306927680969,
|
||
|
0.0,
|
||
|
0.030769191682338715,
|
||
|
0.035398200154304504,
|
||
|
0.22222213447093964,
|
||
|
0.14963500201702118,
|
||
|
0.5766869187355042,
|
||
|
0.0,
|
||
|
0.03773583099246025,
|
||
|
0.04799995943903923,
|
||
|
0.08771926164627075,
|
||
|
0.2075471132993698,
|
||
|
0.3372548520565033,
|
||
|
0.5298011898994446,
|
||
|
0.13636358082294464,
|
||
|
0.0,
|
||
|
0.1481480896472931,
|
||
|
0.2276422083377838,
|
||
|
0.28099167346954346,
|
||
|
0.43902426958084106,
|
||
|
0.02857138216495514,
|
||
|
0.4491977095603943,
|
||
|
0.20833326876163483,
|
||
|
0.2933332324028015,
|
||
|
0.12121206521987915,
|
||
|
0.21784469485282898,
|
||
|
0.44230756163597107,
|
||
|
0.33816415071487427,
|
||
|
0.19999992847442627,
|
||
|
0.037037014961242676,
|
||
|
0.05454542860388756,
|
||
|
0.03809521719813347,
|
||
|
0.08196717500686646,
|
||
|
0.38709667325019836,
|
||
|
0.19083967804908752,
|
||
|
0.3566878139972687,
|
||
|
0.24624615907669067,
|
||
|
0.085470050573349,
|
||
|
0.33027511835098267,
|
||
|
0.03809521719813347,
|
||
|
0.5030673146247864,
|
||
|
0.41935470700263977,
|
||
|
0.018017996102571487,
|
||
|
0.08849553763866425,
|
||
|
0.1410255879163742,
|
||
|
0.018348604440689087,
|
||
|
0.13333328068256378,
|
||
|
0.5225224494934082,
|
||
|
0.20588228106498718,
|
||
|
0.10374635457992554,
|
||
|
0.23809516429901123,
|
||
|
0.3435581922531128,
|
||
|
0.2774565815925598,
|
||
|
0.06837603449821472,
|
||
|
0.0672268494963646,
|
||
|
0.23036640882492065,
|
||
|
0.37125736474990845,
|
||
|
0.16783210635185242,
|
||
|
0.07272724062204361,
|
||
|
0.2947368025779724,
|
||
|
0.39622631669044495,
|
||
|
0.05970144271850586,
|
||
|
0.15384609997272491,
|
||
|
0.04999995976686478,
|
||
|
0.15384609997272491
|
||
|
],
|
||
|
"time": 6.061665994115174,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 70,
|
||
|
"train_loss": 1.9428776502609253,
|
||
|
"val_loss": 2.81242299079895,
|
||
|
"acc": 32.43,
|
||
|
"f1": [
|
||
|
0.5933012366294861,
|
||
|
0.46632111072540283,
|
||
|
0.1971830427646637,
|
||
|
0.19047611951828003,
|
||
|
0.08771926164627075,
|
||
|
0.300429105758667,
|
||
|
0.2773721516132355,
|
||
|
0.29370617866516113,
|
||
|
0.3999998867511749,
|
||
|
0.36085620522499084,
|
||
|
0.2771083414554596,
|
||
|
0.24691346287727356,
|
||
|
0.3356163799762726,
|
||
|
0.2578396499156952,
|
||
|
0.280821830034256,
|
||
|
0.2403845638036728,
|
||
|
0.24371367692947388,
|
||
|
0.4233575761318207,
|
||
|
0.25945934653282166,
|
||
|
0.29107969999313354,
|
||
|
0.5228214263916016,
|
||
|
0.4487804174423218,
|
||
|
0.37563440203666687,
|
||
|
0.31746020913124084,
|
||
|
0.49006614089012146,
|
||
|
0.1938774734735489,
|
||
|
0.2941175401210785,
|
||
|
0.11864402145147324,
|
||
|
0.475806325674057,
|
||
|
0.36129021644592285,
|
||
|
0.3440859317779541,
|
||
|
0.2971886694431305,
|
||
|
0.3299999237060547,
|
||
|
0.39416050910949707,
|
||
|
0.28571420907974243,
|
||
|
0.1481480747461319,
|
||
|
0.2834644913673401,
|
||
|
0.28025469183921814,
|
||
|
0.17910441756248474,
|
||
|
0.3566878139972687,
|
||
|
0.31249991059303284,
|
||
|
0.5999999046325684,
|
||
|
0.228571355342865,
|
||
|
0.3661970794200897,
|
||
|
0.1438848376274109,
|
||
|
0.239436537027359,
|
||
|
0.22950810194015503,
|
||
|
0.44303786754608154,
|
||
|
0.5049179792404175,
|
||
|
0.22950811684131622,
|
||
|
0.052631545811891556,
|
||
|
0.32978713512420654,
|
||
|
0.559139609336853,
|
||
|
0.5999999046325684,
|
||
|
0.42857131361961365,
|
||
|
0.09374994784593582,
|
||
|
0.5599998235702515,
|
||
|
0.40206170082092285,
|
||
|
0.4210525155067444,
|
||
|
0.2748090922832489,
|
||
|
0.32520315051078796,
|
||
|
0.4402514398097992,
|
||
|
0.46215128898620605,
|
||
|
0.2556390166282654,
|
||
|
0.1439393311738968,
|
||
|
0.2007167935371399,
|
||
|
0.18055549263954163,
|
||
|
0.22929932177066803,
|
||
|
0.6632122993469238,
|
||
|
0.492890864610672,
|
||
|
0.24390238523483276,
|
||
|
0.3555554449558258,
|
||
|
0.08264458924531937,
|
||
|
0.3775099515914917,
|
||
|
0.10687018185853958,
|
||
|
0.5617976784706116,
|
||
|
0.3587443232536316,
|
||
|
0.1415928602218628,
|
||
|
0.21333324909210205,
|
||
|
0.2096773386001587,
|
||
|
0.16580304503440857,
|
||
|
0.30468741059303284,
|
||
|
0.6007903814315796,
|
||
|
0.368663489818573,
|
||
|
0.280373752117157,
|
||
|
0.4341084063053131,
|
||
|
0.3648647665977478,
|
||
|
0.18724556267261505,
|
||
|
0.21897803246974945,
|
||
|
0.19540224969387054,
|
||
|
0.24817509949207306,
|
||
|
0.44444435834884644,
|
||
|
0.24999994039535522,
|
||
|
0.20689649879932404,
|
||
|
0.5228214263916016,
|
||
|
0.3803679943084717,
|
||
|
0.2269502729177475,
|
||
|
0.23448269069194794,
|
||
|
0.18260863423347473,
|
||
|
0.25613072514533997
|
||
|
],
|
||
|
"time": 6.019704365171492,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 71,
|
||
|
"train_loss": 1.7670893669128418,
|
||
|
"val_loss": 2.446340322494507,
|
||
|
"acc": 37.79,
|
||
|
"f1": [
|
||
|
0.7134501934051514,
|
||
|
0.5140186548233032,
|
||
|
0.10169486701488495,
|
||
|
0.16666659712791443,
|
||
|
0.17333325743675232,
|
||
|
0.36082467436790466,
|
||
|
0.4236452281475067,
|
||
|
0.41249990463256836,
|
||
|
0.44347813725471497,
|
||
|
0.49327346682548523,
|
||
|
0.38502663373947144,
|
||
|
0.2091502547264099,
|
||
|
0.33215537667274475,
|
||
|
0.26666659116744995,
|
||
|
0.31872501969337463,
|
||
|
0.33333325386047363,
|
||
|
0.3703702986240387,
|
||
|
0.4140968322753906,
|
||
|
0.2758620083332062,
|
||
|
0.29245272278785706,
|
||
|
0.6708073019981384,
|
||
|
0.47540971636772156,
|
||
|
0.36871495842933655,
|
||
|
0.5781989693641663,
|
||
|
0.5324673652648926,
|
||
|
0.23809516429901123,
|
||
|
0.32222211360931396,
|
||
|
0.1935483068227768,
|
||
|
0.6600984334945679,
|
||
|
0.36842095851898193,
|
||
|
0.3351350426673889,
|
||
|
0.37614670395851135,
|
||
|
0.36871495842933655,
|
||
|
0.36789292097091675,
|
||
|
0.2721087336540222,
|
||
|
0.2782607972621918,
|
||
|
0.2773721516132355,
|
||
|
0.2774565517902374,
|
||
|
0.24892695248126984,
|
||
|
0.5098037719726562,
|
||
|
0.36633655428886414,
|
||
|
0.46496814489364624,
|
||
|
0.3141360282897949,
|
||
|
0.39778995513916016,
|
||
|
0.14772720634937286,
|
||
|
0.25157222151756287,
|
||
|
0.24186037480831146,
|
||
|
0.39416050910949707,
|
||
|
0.6517856121063232,
|
||
|
0.4210525155067444,
|
||
|
0.17391297221183777,
|
||
|
0.3190660774707794,
|
||
|
0.5595853924751282,
|
||
|
0.5938863754272461,
|
||
|
0.48587560653686523,
|
||
|
0.09815943986177444,
|
||
|
0.6540283560752869,
|
||
|
0.3540983498096466,
|
||
|
0.4905658960342407,
|
||
|
0.3503648638725281,
|
||
|
0.727272629737854,
|
||
|
0.41610726714134216,
|
||
|
0.4711109697818756,
|
||
|
0.31746020913124084,
|
||
|
0.1748633086681366,
|
||
|
0.2589927613735199,
|
||
|
0.26086950302124023,
|
||
|
0.27777767181396484,
|
||
|
0.6764704585075378,
|
||
|
0.5799998641014099,
|
||
|
0.3636362850666046,
|
||
|
0.5153372287750244,
|
||
|
0.11320747435092926,
|
||
|
0.31055888533592224,
|
||
|
0.2584269046783447,
|
||
|
0.6238530874252319,
|
||
|
0.5999999046325684,
|
||
|
0.19277101755142212,
|
||
|
0.14977967739105225,
|
||
|
0.40789464116096497,
|
||
|
0.14285707473754883,
|
||
|
0.2702701985836029,
|
||
|
0.6377951502799988,
|
||
|
0.4112148582935333,
|
||
|
0.3170730471611023,
|
||
|
0.47107425332069397,
|
||
|
0.42580634355545044,
|
||
|
0.4363635182380676,
|
||
|
0.329670250415802,
|
||
|
0.3089430034160614,
|
||
|
0.31111106276512146,
|
||
|
0.5333331823348999,
|
||
|
0.3406592309474945,
|
||
|
0.27814561128616333,
|
||
|
0.6666665077209473,
|
||
|
0.48044681549072266,
|
||
|
0.12389375269412994,
|
||
|
0.3065692186355591,
|
||
|
0.11538457125425339,
|
||
|
0.29268285632133484
|
||
|
],
|
||
|
"time": 6.0505840396508574,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 72,
|
||
|
"train_loss": 1.5076911449432373,
|
||
|
"val_loss": 2.7234461307525635,
|
||
|
"acc": 38.66,
|
||
|
"f1": [
|
||
|
0.5652172565460205,
|
||
|
0.44976064562797546,
|
||
|
0.26751580834388733,
|
||
|
0.1911763846874237,
|
||
|
0.1655171811580658,
|
||
|
0.3296702206134796,
|
||
|
0.4606740176677704,
|
||
|
0.3708608150482178,
|
||
|
0.49999988079071045,
|
||
|
0.44202888011932373,
|
||
|
0.2764226496219635,
|
||
|
0.2695034444332123,
|
||
|
0.37333324551582336,
|
||
|
0.3894736170768738,
|
||
|
0.3070864975452423,
|
||
|
0.28571417927742004,
|
||
|
0.4567900002002716,
|
||
|
0.5714284181594849,
|
||
|
0.2806122303009033,
|
||
|
0.321428507566452,
|
||
|
0.736263632774353,
|
||
|
0.46896544098854065,
|
||
|
0.3493974804878235,
|
||
|
0.5664739012718201,
|
||
|
0.5609754920005798,
|
||
|
0.3063828945159912,
|
||
|
0.2585033178329468,
|
||
|
0.19999992847442627,
|
||
|
0.5398228764533997,
|
||
|
0.3817426860332489,
|
||
|
0.323943555355072,
|
||
|
0.23437494039535522,
|
||
|
0.32369929552078247,
|
||
|
0.4043714702129364,
|
||
|
0.35964900255203247,
|
||
|
0.1768706887960434,
|
||
|
0.24999992549419403,
|
||
|
0.24691346287727356,
|
||
|
0.2882882058620453,
|
||
|
0.5026176571846008,
|
||
|
0.32812491059303284,
|
||
|
0.6037734746932983,
|
||
|
0.20168058574199677,
|
||
|
0.31506839394569397,
|
||
|
0.12499994039535522,
|
||
|
0.23115570843219757,
|
||
|
0.26262614130973816,
|
||
|
0.4417177140712738,
|
||
|
0.6187844276428223,
|
||
|
0.4947367310523987,
|
||
|
0.09655166417360306,
|
||
|
0.2738094627857208,
|
||
|
0.5991559624671936,
|
||
|
0.47619038820266724,
|
||
|
0.4609052240848541,
|
||
|
0.03278684988617897,
|
||
|
0.6161615252494812,
|
||
|
0.32775911688804626,
|
||
|
0.5555553436279297,
|
||
|
0.4022345542907715,
|
||
|
0.6582277417182922,
|
||
|
0.5714285373687744,
|
||
|
0.3908045291900635,
|
||
|
0.3428570330142975,
|
||
|
0.1854303926229477,
|
||
|
0.1240309551358223,
|
||
|
0.26993855834007263,
|
||
|
0.36158180236816406,
|
||
|
0.672268807888031,
|
||
|
0.452458918094635,
|
||
|
0.38157883286476135,
|
||
|
0.49090903997421265,
|
||
|
0.1325300633907318,
|
||
|
0.3699999153614044,
|
||
|
0.21897803246974945,
|
||
|
0.6480445265769958,
|
||
|
0.7102801203727722,
|
||
|
0.22924895584583282,
|
||
|
0.33457237482070923,
|
||
|
0.3703702688217163,
|
||
|
0.11538457125425339,
|
||
|
0.41441428661346436,
|
||
|
0.707547128200531,
|
||
|
0.3141360580921173,
|
||
|
0.2987011969089508,
|
||
|
0.5119045972824097,
|
||
|
0.4824119210243225,
|
||
|
0.49107134342193604,
|
||
|
0.320441871881485,
|
||
|
0.41176462173461914,
|
||
|
0.30434778332710266,
|
||
|
0.430769145488739,
|
||
|
0.2941175401210785,
|
||
|
0.21582727134227753,
|
||
|
0.7379677891731262,
|
||
|
0.487046480178833,
|
||
|
0.239436537027359,
|
||
|
0.3787877857685089,
|
||
|
0.15609751641750336,
|
||
|
0.4108526110649109
|
||
|
],
|
||
|
"time": 6.051384751684964,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 73,
|
||
|
"train_loss": 1.3971866369247437,
|
||
|
"val_loss": 4.13790225982666,
|
||
|
"acc": 28.27,
|
||
|
"f1": [
|
||
|
0.39062488079071045,
|
||
|
0.38095226883888245,
|
||
|
0.09917350858449936,
|
||
|
0.14285707473754883,
|
||
|
0.13114748895168304,
|
||
|
0.1746293008327484,
|
||
|
0.2258063703775406,
|
||
|
0.23076915740966797,
|
||
|
0.3351954519748688,
|
||
|
0.26398202776908875,
|
||
|
0.10937494784593582,
|
||
|
0.15172408521175385,
|
||
|
0.21490463614463806,
|
||
|
0.25322991609573364,
|
||
|
0.28999990224838257,
|
||
|
0.2550334632396698,
|
||
|
0.17948715388774872,
|
||
|
0.3174602687358856,
|
||
|
0.3267972767353058,
|
||
|
0.2488037496805191,
|
||
|
0.3020257353782654,
|
||
|
0.4179103374481201,
|
||
|
0.29437223076820374,
|
||
|
0.22033889591693878,
|
||
|
0.3880595862865448,
|
||
|
0.1270717829465866,
|
||
|
0.20634911954402924,
|
||
|
0.08928567916154861,
|
||
|
0.4133332371711731,
|
||
|
0.3489931523799896,
|
||
|
0.2480619251728058,
|
||
|
0.15873010456562042,
|
||
|
0.3037973642349243,
|
||
|
0.28178685903549194,
|
||
|
0.239436537027359,
|
||
|
0.21951214969158173,
|
||
|
0.0754716694355011,
|
||
|
0.212290421128273,
|
||
|
0.05084741488099098,
|
||
|
0.31168827414512634,
|
||
|
0.2891565263271332,
|
||
|
0.5728641748428345,
|
||
|
0.22222213447093964,
|
||
|
0.11111106723546982,
|
||
|
0.07272724062204361,
|
||
|
0.1818181276321411,
|
||
|
0.28571417927742004,
|
||
|
0.3999999165534973,
|
||
|
0.4999999403953552,
|
||
|
0.31506839394569397,
|
||
|
0.07142854481935501,
|
||
|
0.2193547636270523,
|
||
|
0.279411643743515,
|
||
|
0.33587777614593506,
|
||
|
0.3636362850666046,
|
||
|
0.035398200154304504,
|
||
|
0.5106381177902222,
|
||
|
0.2033897489309311,
|
||
|
0.35955044627189636,
|
||
|
0.36529669165611267,
|
||
|
0.6480445265769958,
|
||
|
0.3648647665977478,
|
||
|
0.3846152722835541,
|
||
|
0.3443707227706909,
|
||
|
0.03669722378253937,
|
||
|
0.16923071444034576,
|
||
|
0.17567561566829681,
|
||
|
0.22047236561775208,
|
||
|
0.638554036617279,
|
||
|
0.49350637197494507,
|
||
|
0.4382021129131317,
|
||
|
0.5102038979530334,
|
||
|
0.06837603449821472,
|
||
|
0.40796008706092834,
|
||
|
0.16783210635185242,
|
||
|
0.6214687824249268,
|
||
|
0.5121106505393982,
|
||
|
0.17391298711299896,
|
||
|
0.19580411911010742,
|
||
|
0.362499862909317,
|
||
|
0.10606056451797485,
|
||
|
0.24096380174160004,
|
||
|
0.6796115040779114,
|
||
|
0.2745097279548645,
|
||
|
0.13191485404968262,
|
||
|
0.36601296067237854,
|
||
|
0.2735848128795624,
|
||
|
0.2541435956954956,
|
||
|
0.24324317276477814,
|
||
|
0.23673462867736816,
|
||
|
0.2649005651473999,
|
||
|
0.3972601890563965,
|
||
|
0.2673266530036926,
|
||
|
0.19548864662647247,
|
||
|
0.27035826444625854,
|
||
|
0.44444432854652405,
|
||
|
0.2206895798444748,
|
||
|
0.2580644488334656,
|
||
|
0.0813007652759552,
|
||
|
0.3373492956161499
|
||
|
],
|
||
|
"time": 6.1740035507828,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 74,
|
||
|
"train_loss": 1.0946414470672607,
|
||
|
"val_loss": 2.870652198791504,
|
||
|
"acc": 39.65,
|
||
|
"f1": [
|
||
|
0.6775508522987366,
|
||
|
0.48927029967308044,
|
||
|
0.16161610186100006,
|
||
|
0.17085421085357666,
|
||
|
0.246575266122818,
|
||
|
0.34972667694091797,
|
||
|
0.3843136429786682,
|
||
|
0.44976064562797546,
|
||
|
0.5135133862495422,
|
||
|
0.4328356981277466,
|
||
|
0.26277363300323486,
|
||
|
0.17869408428668976,
|
||
|
0.3776223063468933,
|
||
|
0.403755784034729,
|
||
|
0.3157894015312195,
|
||
|
0.3314915895462036,
|
||
|
0.3803679943084717,
|
||
|
0.5520831942558289,
|
||
|
0.29714274406433105,
|
||
|
0.367346853017807,
|
||
|
0.7528088688850403,
|
||
|
0.5059288144111633,
|
||
|
0.3675675094127655,
|
||
|
0.5550238490104675,
|
||
|
0.6399998664855957,
|
||
|
0.2617800235748291,
|
||
|
0.38578668236732483,
|
||
|
0.17460310459136963,
|
||
|
0.5899998545646667,
|
||
|
0.3841806650161743,
|
||
|
0.40552979707717896,
|
||
|
0.33548372983932495,
|
||
|
0.2741115987300873,
|
||
|
0.38666656613349915,
|
||
|
0.36269423365592957,
|
||
|
0.22033892571926117,
|
||
|
0.3489360511302948,
|
||
|
0.2870812714099884,
|
||
|
0.2181817591190338,
|
||
|
0.5638296604156494,
|
||
|
0.35833320021629333,
|
||
|
0.6099998950958252,
|
||
|
0.29629620909690857,
|
||
|
0.42528724670410156,
|
||
|
0.1749999076128006,
|
||
|
0.2488037496805191,
|
||
|
0.18518511950969696,
|
||
|
0.4266665279865265,
|
||
|
0.6461536884307861,
|
||
|
0.5612244009971619,
|
||
|
0.21951211988925934,
|
||
|
0.2944161295890808,
|
||
|
0.6046510338783264,
|
||
|
0.5783131718635559,
|
||
|
0.45312491059303284,
|
||
|
0.13749992847442627,
|
||
|
0.6043955087661743,
|
||
|
0.3583814203739166,
|
||
|
0.4302324652671814,
|
||
|
0.3999998867511749,
|
||
|
0.6013070344924927,
|
||
|
0.45976996421813965,
|
||
|
0.539215624332428,
|
||
|
0.41758227348327637,
|
||
|
0.20087330043315887,
|
||
|
0.06611566245555878,
|
||
|
0.3016759157180786,
|
||
|
0.3428570628166199,
|
||
|
0.7772510051727295,
|
||
|
0.5277777314186096,
|
||
|
0.49350637197494507,
|
||
|
0.5897434949874878,
|
||
|
0.08955218642950058,
|
||
|
0.3574143946170807,
|
||
|
0.19631893932819366,
|
||
|
0.52961665391922,
|
||
|
0.6822428703308105,
|
||
|
0.282828152179718,
|
||
|
0.28220847249031067,
|
||
|
0.31645557284355164,
|
||
|
0.2524271011352539,
|
||
|
0.3703702688217163,
|
||
|
0.7135133743286133,
|
||
|
0.41269832849502563,
|
||
|
0.2999999225139618,
|
||
|
0.563535749912262,
|
||
|
0.44444432854652405,
|
||
|
0.43181803822517395,
|
||
|
0.2389935851097107,
|
||
|
0.3065692186355591,
|
||
|
0.4313724637031555,
|
||
|
0.46332037448883057,
|
||
|
0.25165554881095886,
|
||
|
0.1395348310470581,
|
||
|
0.6507935523986816,
|
||
|
0.45414838194847107,
|
||
|
0.37681150436401367,
|
||
|
0.3764704465866089,
|
||
|
0.1857142448425293,
|
||
|
0.362318754196167
|
||
|
],
|
||
|
"time": 6.086602899245918,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 75,
|
||
|
"train_loss": 0.873404324054718,
|
||
|
"val_loss": 3.2861764430999756,
|
||
|
"acc": 31.69,
|
||
|
"f1": [
|
||
|
0.5842695236206055,
|
||
|
0.42914968729019165,
|
||
|
0.24657529592514038,
|
||
|
0.15384608507156372,
|
||
|
0.11864402145147324,
|
||
|
0.20799992978572845,
|
||
|
0.3304346799850464,
|
||
|
0.3726235330104828,
|
||
|
0.4823527932167053,
|
||
|
0.41666656732559204,
|
||
|
0.1415928602218628,
|
||
|
0.20224712789058685,
|
||
|
0.31506839394569397,
|
||
|
0.27199992537498474,
|
||
|
0.21599994599819183,
|
||
|
0.30939218401908875,
|
||
|
0.3157893419265747,
|
||
|
0.4714285135269165,
|
||
|
0.16247577965259552,
|
||
|
0.212290421128273,
|
||
|
0.6829267144203186,
|
||
|
0.5524860620498657,
|
||
|
0.3563217520713806,
|
||
|
0.41052618622779846,
|
||
|
0.5230767726898193,
|
||
|
0.1499999463558197,
|
||
|
0.26060599088668823,
|
||
|
0.10144922137260437,
|
||
|
0.5454543828964233,
|
||
|
0.30545443296432495,
|
||
|
0.30769219994544983,
|
||
|
0.299999862909317,
|
||
|
0.2171052247285843,
|
||
|
0.34615373611450195,
|
||
|
0.30150744318962097,
|
||
|
0.15151509642601013,
|
||
|
0.2547769844532013,
|
||
|
0.15873010456562042,
|
||
|
0.05607474222779274,
|
||
|
0.3167847990989685,
|
||
|
0.33587777614593506,
|
||
|
0.43685999512672424,
|
||
|
0.2558138370513916,
|
||
|
0.23312875628471375,
|
||
|
0.13937276601791382,
|
||
|
0.14970055222511292,
|
||
|
0.28402355313301086,
|
||
|
0.47435885667800903,
|
||
|
0.5249999165534973,
|
||
|
0.49070626497268677,
|
||
|
0.19941346347332,
|
||
|
0.21874991059303284,
|
||
|
0.6285713315010071,
|
||
|
0.5477177500724792,
|
||
|
0.3116146922111511,
|
||
|
0.07518791407346725,
|
||
|
0.624203622341156,
|
||
|
0.30857133865356445,
|
||
|
0.37499991059303284,
|
||
|
0.38834938406944275,
|
||
|
0.4705880880355835,
|
||
|
0.4745761454105377,
|
||
|
0.3843136429786682,
|
||
|
0.35714274644851685,
|
||
|
0.1900825798511505,
|
||
|
0.148837149143219,
|
||
|
0.2830187678337097,
|
||
|
0.3643723726272583,
|
||
|
0.5637581944465637,
|
||
|
0.5026176571846008,
|
||
|
0.18269222974777222,
|
||
|
0.14285708963871002,
|
||
|
0.13235288858413696,
|
||
|
0.30057793855667114,
|
||
|
0.2279411107301712,
|
||
|
0.5257141590118408,
|
||
|
0.6464645266532898,
|
||
|
0.24999991059303284,
|
||
|
0.2191779911518097,
|
||
|
0.32490962743759155,
|
||
|
0.11586898565292358,
|
||
|
0.24615375697612762,
|
||
|
0.5822783708572388,
|
||
|
0.2900301516056061,
|
||
|
0.2165604531764984,
|
||
|
0.39705875515937805,
|
||
|
0.3759397566318512,
|
||
|
0.40277767181396484,
|
||
|
0.23255808651447296,
|
||
|
0.3666665554046631,
|
||
|
0.3211677670478821,
|
||
|
0.5063289999961853,
|
||
|
0.1927710324525833,
|
||
|
0.1824103742837906,
|
||
|
0.4094487130641937,
|
||
|
0.3521125614643097,
|
||
|
0.32291656732559204,
|
||
|
0.3502824008464813,
|
||
|
0.1449274718761444,
|
||
|
0.3300969898700714
|
||
|
],
|
||
|
"time": 6.193866061978042,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 76,
|
||
|
"train_loss": 0.6330695152282715,
|
||
|
"val_loss": 2.924494981765747,
|
||
|
"acc": 39.25,
|
||
|
"f1": [
|
||
|
0.7083331942558289,
|
||
|
0.47389549016952515,
|
||
|
0.27649760246276855,
|
||
|
0.23696675896644592,
|
||
|
0.1951218843460083,
|
||
|
0.33823519945144653,
|
||
|
0.40476179122924805,
|
||
|
0.4598929286003113,
|
||
|
0.5561496019363403,
|
||
|
0.5045044422149658,
|
||
|
0.20408158004283905,
|
||
|
0.26315781474113464,
|
||
|
0.3775508999824524,
|
||
|
0.3076922297477722,
|
||
|
0.3351350426673889,
|
||
|
0.29032251238822937,
|
||
|
0.4313724637031555,
|
||
|
0.607594907283783,
|
||
|
0.31284910440444946,
|
||
|
0.32558128237724304,
|
||
|
0.7351350784301758,
|
||
|
0.5079363584518433,
|
||
|
0.38738730549812317,
|
||
|
0.5189871788024902,
|
||
|
0.6285713315010071,
|
||
|
0.23529407382011414,
|
||
|
0.2636362612247467,
|
||
|
0.23140490055084229,
|
||
|
0.5934064984321594,
|
||
|
0.4170615077018738,
|
||
|
0.36065563559532166,
|
||
|
0.2898549735546112,
|
||
|
0.26206886768341064,
|
||
|
0.3980098366737366,
|
||
|
0.37499988079071045,
|
||
|
0.18181811273097992,
|
||
|
0.36986294388771057,
|
||
|
0.29665064811706543,
|
||
|
0.24078617990016937,
|
||
|
0.5422221422195435,
|
||
|
0.39195966720581055,
|
||
|
0.6082472205162048,
|
||
|
0.3196720480918884,
|
||
|
0.4090908467769623,
|
||
|
0.1530611664056778,
|
||
|
0.2674417495727539,
|
||
|
0.2473117560148239,
|
||
|
0.509090781211853,
|
||
|
0.6633662581443787,
|
||
|
0.4699452221393585,
|
||
|
0.16216209530830383,
|
||
|
0.3469386696815491,
|
||
|
0.4947367310523987,
|
||
|
0.562211811542511,
|
||
|
0.438709557056427,
|
||
|
0.08284018188714981,
|
||
|
0.5838507413864136,
|
||
|
0.4019606411457062,
|
||
|
0.5046727657318115,
|
||
|
0.4022987186908722,
|
||
|
0.605863094329834,
|
||
|
0.49999988079071045,
|
||
|
0.3716215491294861,
|
||
|
0.40740731358528137,
|
||
|
0.14062495529651642,
|
||
|
0.23676005005836487,
|
||
|
0.23129244148731232,
|
||
|
0.3560605049133301,
|
||
|
0.6632122993469238,
|
||
|
0.6086955070495605,
|
||
|
0.36458322405815125,
|
||
|
0.5192306637763977,
|
||
|
0.13197962939739227,
|
||
|
0.4137929677963257,
|
||
|
0.20858889818191528,
|
||
|
0.5999999046325684,
|
||
|
0.666666567325592,
|
||
|
0.2191779911518097,
|
||
|
0.26519328355789185,
|
||
|
0.3289472758769989,
|
||
|
0.06896547973155975,
|
||
|
0.3463686406612396,
|
||
|
0.704545259475708,
|
||
|
0.35602086782455444,
|
||
|
0.36601296067237854,
|
||
|
0.4629628360271454,
|
||
|
0.434782475233078,
|
||
|
0.40802666544914246,
|
||
|
0.28048771619796753,
|
||
|
0.393063485622406,
|
||
|
0.418032705783844,
|
||
|
0.497175008058548,
|
||
|
0.2124999314546585,
|
||
|
0.16176463663578033,
|
||
|
0.6903551816940308,
|
||
|
0.44444432854652405,
|
||
|
0.3313608467578888,
|
||
|
0.3018867075443268,
|
||
|
0.22222213447093964,
|
||
|
0.34029844403266907
|
||
|
],
|
||
|
"time": 6.1955674877390265,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 77,
|
||
|
"train_loss": 0.4913593828678131,
|
||
|
"val_loss": 3.3010952472686768,
|
||
|
"acc": 39.1,
|
||
|
"f1": [
|
||
|
0.6938773989677429,
|
||
|
0.5421684980392456,
|
||
|
0.306122362613678,
|
||
|
0.18090447783470154,
|
||
|
0.1142856702208519,
|
||
|
0.4084506034851074,
|
||
|
0.37450188398361206,
|
||
|
0.46031734347343445,
|
||
|
0.5742572546005249,
|
||
|
0.4832213521003723,
|
||
|
0.27096763253211975,
|
||
|
0.2072538137435913,
|
||
|
0.425531804561615,
|
||
|
0.3924049437046051,
|
||
|
0.3026314675807953,
|
||
|
0.3926379084587097,
|
||
|
0.486772358417511,
|
||
|
0.5614033341407776,
|
||
|
0.15668198466300964,
|
||
|
0.27272719144821167,
|
||
|
0.715908944606781,
|
||
|
0.46616533398628235,
|
||
|
0.3469386696815491,
|
||
|
0.4615384042263031,
|
||
|
0.6432158946990967,
|
||
|
0.3478259742259979,
|
||
|
0.38596484065055847,
|
||
|
0.22485199570655823,
|
||
|
0.563380241394043,
|
||
|
0.4105958938598633,
|
||
|
0.44670039415359497,
|
||
|
0.3195875287055969,
|
||
|
0.30674833059310913,
|
||
|
0.3628317713737488,
|
||
|
0.38150280714035034,
|
||
|
0.29166656732559204,
|
||
|
0.3400808572769165,
|
||
|
0.35532984137535095,
|
||
|
0.18999992311000824,
|
||
|
0.4920634329319,
|
||
|
0.3708608150482178,
|
||
|
0.636871337890625,
|
||
|
0.3374998867511749,
|
||
|
0.4472048580646515,
|
||
|
0.12499994784593582,
|
||
|
0.25101208686828613,
|
||
|
0.2871793806552887,
|
||
|
0.5408803224563599,
|
||
|
0.6296295523643494,
|
||
|
0.38983044028282166,
|
||
|
0.19774006307125092,
|
||
|
0.3111110031604767,
|
||
|
0.5502182841300964,
|
||
|
0.6464645266532898,
|
||
|
0.4085105359554291,
|
||
|
0.09459453821182251,
|
||
|
0.5952380299568176,
|
||
|
0.3966940939426422,
|
||
|
0.5359476208686829,
|
||
|
0.3677128851413727,
|
||
|
0.6749998331069946,
|
||
|
0.45161277055740356,
|
||
|
0.39784935116767883,
|
||
|
0.32291656732559204,
|
||
|
0.22033889591693878,
|
||
|
0.22471904754638672,
|
||
|
0.28275856375694275,
|
||
|
0.3384614884853363,
|
||
|
0.7692306637763977,
|
||
|
0.5586591362953186,
|
||
|
0.3999998867511749,
|
||
|
0.4203820824623108,
|
||
|
0.14168931543827057,
|
||
|
0.3478260338306427,
|
||
|
0.20735779404640198,
|
||
|
0.5948274731636047,
|
||
|
0.6857141852378845,
|
||
|
0.21568621695041656,
|
||
|
0.2842104732990265,
|
||
|
0.33497530221939087,
|
||
|
0.20388342440128326,
|
||
|
0.335570365190506,
|
||
|
0.6966290473937988,
|
||
|
0.396135151386261,
|
||
|
0.3874998986721039,
|
||
|
0.4999998211860657,
|
||
|
0.4537814259529114,
|
||
|
0.4969695806503296,
|
||
|
0.238805890083313,
|
||
|
0.3874998986721039,
|
||
|
0.4248703718185425,
|
||
|
0.5775399804115295,
|
||
|
0.2867923676967621,
|
||
|
0.16091948747634888,
|
||
|
0.6904760003089905,
|
||
|
0.45833322405815125,
|
||
|
0.4146340489387512,
|
||
|
0.32989683747291565,
|
||
|
0.22702695429325104,
|
||
|
0.37499991059303284
|
||
|
],
|
||
|
"time": 6.0914722587913275,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 78,
|
||
|
"train_loss": 0.36244267225265503,
|
||
|
"val_loss": 2.869945764541626,
|
||
|
"acc": 40.8,
|
||
|
"f1": [
|
||
|
0.7021275758743286,
|
||
|
0.5315313935279846,
|
||
|
0.28571420907974243,
|
||
|
0.15757569670677185,
|
||
|
0.1931033730506897,
|
||
|
0.4401912987232208,
|
||
|
0.45238080620765686,
|
||
|
0.44444429874420166,
|
||
|
0.5595237016677856,
|
||
|
0.5632182359695435,
|
||
|
0.34821417927742004,
|
||
|
0.20168060064315796,
|
||
|
0.438016414642334,
|
||
|
0.362790584564209,
|
||
|
0.2909089922904968,
|
||
|
0.3797467052936554,
|
||
|
0.3797467052936554,
|
||
|
0.5802468061447144,
|
||
|
0.33333325386047363,
|
||
|
0.3431951701641083,
|
||
|
0.7135677337646484,
|
||
|
0.5070421695709229,
|
||
|
0.3940885663032532,
|
||
|
0.3555554449558258,
|
||
|
0.6555553674697876,
|
||
|
0.35964900255203247,
|
||
|
0.3763439953327179,
|
||
|
0.2677823603153229,
|
||
|
0.6321242451667786,
|
||
|
0.4999998211860657,
|
||
|
0.2991689443588257,
|
||
|
0.36601296067237854,
|
||
|
0.33789944648742676,
|
||
|
0.38216549158096313,
|
||
|
0.4162435233592987,
|
||
|
0.23312875628471375,
|
||
|
0.36129021644592285,
|
||
|
0.2589927613735199,
|
||
|
0.251082181930542,
|
||
|
0.5803107619285583,
|
||
|
0.36734679341316223,
|
||
|
0.6439023613929749,
|
||
|
0.3470318615436554,
|
||
|
0.39583319425582886,
|
||
|
0.19428564608097076,
|
||
|
0.262857049703598,
|
||
|
0.2713177502155304,
|
||
|
0.5660375952720642,
|
||
|
0.6363635063171387,
|
||
|
0.4808742105960846,
|
||
|
0.1507537066936493,
|
||
|
0.3764704465866089,
|
||
|
0.5478259921073914,
|
||
|
0.6562498807907104,
|
||
|
0.4967319071292877,
|
||
|
0.12549012899398804,
|
||
|
0.6153845191001892,
|
||
|
0.4242422878742218,
|
||
|
0.49999988079071045,
|
||
|
0.3216782510280609,
|
||
|
0.6769229769706726,
|
||
|
0.4861876964569092,
|
||
|
0.520408034324646,
|
||
|
0.403755784034729,
|
||
|
0.24598921835422516,
|
||
|
0.23157887160778046,
|
||
|
0.2754489779472351,
|
||
|
0.30107519030570984,
|
||
|
0.6639002561569214,
|
||
|
0.577777624130249,
|
||
|
0.4432988464832306,
|
||
|
0.5555554032325745,
|
||
|
0.16239310801029205,
|
||
|
0.3069306015968323,
|
||
|
0.1898733526468277,
|
||
|
0.5991559624671936,
|
||
|
0.6698111891746521,
|
||
|
0.2745097279548645,
|
||
|
0.280898779630661,
|
||
|
0.36269423365592957,
|
||
|
0.15757569670677185,
|
||
|
0.36082467436790466,
|
||
|
0.7305934429168701,
|
||
|
0.36458322405815125,
|
||
|
0.3050846457481384,
|
||
|
0.525139570236206,
|
||
|
0.4460965692996979,
|
||
|
0.4770641028881073,
|
||
|
0.3465345501899719,
|
||
|
0.4276728630065918,
|
||
|
0.40540531277656555,
|
||
|
0.5326085686683655,
|
||
|
0.2944161295890808,
|
||
|
0.14906825125217438,
|
||
|
0.7039104700088501,
|
||
|
0.41818171739578247,
|
||
|
0.35365843772888184,
|
||
|
0.43786972761154175,
|
||
|
0.16184966266155243,
|
||
|
0.37854886054992676
|
||
|
],
|
||
|
"time": 6.114748079329729,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 79,
|
||
|
"train_loss": 0.2801188826560974,
|
||
|
"val_loss": 3.588210344314575,
|
||
|
"acc": 40.85,
|
||
|
"f1": [
|
||
|
0.7014216780662537,
|
||
|
0.5714284181594849,
|
||
|
0.2528734505176544,
|
||
|
0.20202013850212097,
|
||
|
0.23529405891895294,
|
||
|
0.41975298523902893,
|
||
|
0.4320986270904541,
|
||
|
0.40251561999320984,
|
||
|
0.5680471658706665,
|
||
|
0.48387086391448975,
|
||
|
0.30769217014312744,
|
||
|
0.19607838988304138,
|
||
|
0.4339621663093567,
|
||
|
0.35978829860687256,
|
||
|
0.34449753165245056,
|
||
|
0.35416656732559204,
|
||
|
0.4426228404045105,
|
||
|
0.5269460082054138,
|
||
|
0.309859037399292,
|
||
|
0.24691346287727356,
|
||
|
0.7263157367706299,
|
||
|
0.579710066318512,
|
||
|
0.3878786563873291,
|
||
|
0.6153844594955444,
|
||
|
0.6486485004425049,
|
||
|
0.3314284682273865,
|
||
|
0.39106133580207825,
|
||
|
0.3316061198711395,
|
||
|
0.6222221255302429,
|
||
|
0.3636362552642822,
|
||
|
0.3801651895046234,
|
||
|
0.36065563559532166,
|
||
|
0.2913385033607483,
|
||
|
0.3779526650905609,
|
||
|
0.38190943002700806,
|
||
|
0.20987647771835327,
|
||
|
0.37804868817329407,
|
||
|
0.3037974238395691,
|
||
|
0.23744283616542816,
|
||
|
0.5603446960449219,
|
||
|
0.3286384046077728,
|
||
|
0.6509432196617126,
|
||
|
0.3409090042114258,
|
||
|
0.4260353744029999,
|
||
|
0.19138747453689575,
|
||
|
0.22535203397274017,
|
||
|
0.20689648389816284,
|
||
|
0.4756755530834198,
|
||
|
0.6772485375404358,
|
||
|
0.5277776718139648,
|
||
|
0.21621613204479218,
|
||
|
0.3793102502822876,
|
||
|
0.4919784665107727,
|
||
|
0.5662649273872375,
|
||
|
0.49729716777801514,
|
||
|
0.08928564935922623,
|
||
|
0.666666567325592,
|
||
|
0.3885713219642639,
|
||
|
0.5124998688697815,
|
||
|
0.38888877630233765,
|
||
|
0.7428569793701172,
|
||
|
0.5192306637763977,
|
||
|
0.5027320981025696,
|
||
|
0.4315788447856903,
|
||
|
0.17511513829231262,
|
||
|
0.21804505586624146,
|
||
|
0.26160329580307007,
|
||
|
0.20987647771835327,
|
||
|
0.7551018595695496,
|
||
|
0.5506072044372559,
|
||
|
0.41717782616615295,
|
||
|
0.6399998664855957,
|
||
|
0.15969575941562653,
|
||
|
0.31818169355392456,
|
||
|
0.25668442249298096,
|
||
|
0.6326529383659363,
|
||
|
0.6206895112991333,
|
||
|
0.26415085792541504,
|
||
|
0.28855711221694946,
|
||
|
0.41758227348327637,
|
||
|
0.19428564608097076,
|
||
|
0.4607841968536377,
|
||
|
0.6903551816940308,
|
||
|
0.3386242389678955,
|
||
|
0.2948717176914215,
|
||
|
0.5502644181251526,
|
||
|
0.45398759841918945,
|
||
|
0.5233643651008606,
|
||
|
0.24460424482822418,
|
||
|
0.4311376214027405,
|
||
|
0.47115376591682434,
|
||
|
0.5760868191719055,
|
||
|
0.3167419731616974,
|
||
|
0.19883033633232117,
|
||
|
0.7032965421676636,
|
||
|
0.3677418828010559,
|
||
|
0.40151503682136536,
|
||
|
0.31627896428108215,
|
||
|
0.16981124877929688,
|
||
|
0.4485980272293091
|
||
|
],
|
||
|
"time": 6.0351764019578695,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 80,
|
||
|
"train_loss": 0.21943363547325134,
|
||
|
"val_loss": 3.4636332988739014,
|
||
|
"acc": 39.38,
|
||
|
"f1": [
|
||
|
0.678413987159729,
|
||
|
0.49107134342193604,
|
||
|
0.22742466628551483,
|
||
|
0.13559316098690033,
|
||
|
0.23115570843219757,
|
||
|
0.27071818709373474,
|
||
|
0.36241599917411804,
|
||
|
0.26984119415283203,
|
||
|
0.5599998235702515,
|
||
|
0.45849794149398804,
|
||
|
0.30120471119880676,
|
||
|
0.19289332628250122,
|
||
|
0.39795905351638794,
|
||
|
0.35193121433258057,
|
||
|
0.3066665530204773,
|
||
|
0.34862375259399414,
|
||
|
0.30810806155204773,
|
||
|
0.5258963108062744,
|
||
|
0.26086944341659546,
|
||
|
0.32335323095321655,
|
||
|
0.702702522277832,
|
||
|
0.5130888819694519,
|
||
|
0.4158414602279663,
|
||
|
0.5672725439071655,
|
||
|
0.6338796615600586,
|
||
|
0.27530357241630554,
|
||
|
0.390243798494339,
|
||
|
0.2622949779033661,
|
||
|
0.5679011344909668,
|
||
|
0.40476179122924805,
|
||
|
0.45320188999176025,
|
||
|
0.3533833622932434,
|
||
|
0.321428507566452,
|
||
|
0.41711217164993286,
|
||
|
0.2550334632396698,
|
||
|
0.18130308389663696,
|
||
|
0.34254133701324463,
|
||
|
0.2812499403953552,
|
||
|
0.27272719144821167,
|
||
|
0.6521738171577454,
|
||
|
0.3720929026603699,
|
||
|
0.6390531063079834,
|
||
|
0.3135133981704712,
|
||
|
0.4036695957183838,
|
||
|
0.1546391248703003,
|
||
|
0.2955664098262787,
|
||
|
0.17721512913703918,
|
||
|
0.5317917466163635,
|
||
|
0.6629211902618408,
|
||
|
0.41379302740097046,
|
||
|
0.24539868533611298,
|
||
|
0.3619908392429352,
|
||
|
0.5164833664894104,
|
||
|
0.5857739448547363,
|
||
|
0.43715834617614746,
|
||
|
0.16666659712791443,
|
||
|
0.6289306282997131,
|
||
|
0.38709667325019836,
|
||
|
0.4108106791973114,
|
||
|
0.43749991059303284,
|
||
|
0.7807484865188599,
|
||
|
0.5568180084228516,
|
||
|
0.4854367673397064,
|
||
|
0.39378228783607483,
|
||
|
0.1777777075767517,
|
||
|
0.20454540848731995,
|
||
|
0.2795697748661041,
|
||
|
0.38636353611946106,
|
||
|
0.7151512503623962,
|
||
|
0.5573769211769104,
|
||
|
0.26666659116744995,
|
||
|
0.5603446960449219,
|
||
|
0.1279069036245346,
|
||
|
0.37209296226501465,
|
||
|
0.14173223078250885,
|
||
|
0.6363635063171387,
|
||
|
0.6108372807502747,
|
||
|
0.22988496720790863,
|
||
|
0.2784809470176697,
|
||
|
0.3878786563873291,
|
||
|
0.1868131160736084,
|
||
|
0.4410645365715027,
|
||
|
0.6790122389793396,
|
||
|
0.3621397912502289,
|
||
|
0.3316061198711395,
|
||
|
0.4864863455295563,
|
||
|
0.47190994024276733,
|
||
|
0.4301885962486267,
|
||
|
0.3170730471611023,
|
||
|
0.4137929677963257,
|
||
|
0.4112148582935333,
|
||
|
0.5042734146118164,
|
||
|
0.256410151720047,
|
||
|
0.2482757866382599,
|
||
|
0.6320345401763916,
|
||
|
0.5113635063171387,
|
||
|
0.31724128127098083,
|
||
|
0.34615376591682434,
|
||
|
0.19928821921348572,
|
||
|
0.4402514398097992
|
||
|
],
|
||
|
"time": 6.125858998857439,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 81,
|
||
|
"train_loss": 0.1583470106124878,
|
||
|
"val_loss": 3.174459934234619,
|
||
|
"acc": 42.47,
|
||
|
"f1": [
|
||
|
0.6737966537475586,
|
||
|
0.5213268995285034,
|
||
|
0.30337071418762207,
|
||
|
0.1438848376274109,
|
||
|
0.2702701687812805,
|
||
|
0.4311376214027405,
|
||
|
0.4561402499675751,
|
||
|
0.33591726422309875,
|
||
|
0.5194804668426514,
|
||
|
0.5728154182434082,
|
||
|
0.22535203397274017,
|
||
|
0.23841053247451782,
|
||
|
0.43428558111190796,
|
||
|
0.34394893050193787,
|
||
|
0.33497530221939087,
|
||
|
0.3627450466156006,
|
||
|
0.46486473083496094,
|
||
|
0.579234778881073,
|
||
|
0.31067952513694763,
|
||
|
0.32456132769584656,
|
||
|
0.7411166429519653,
|
||
|
0.4920634329319,
|
||
|
0.30909085273742676,
|
||
|
0.6188339591026306,
|
||
|
0.4907974302768707,
|
||
|
0.33497530221939087,
|
||
|
0.3529410660266876,
|
||
|
0.3170730471611023,
|
||
|
0.6229507327079773,
|
||
|
0.37914684414863586,
|
||
|
0.5108694434165955,
|
||
|
0.3555554449558258,
|
||
|
0.331034392118454,
|
||
|
0.36990585923194885,
|
||
|
0.35365843772888184,
|
||
|
0.2517482042312622,
|
||
|
0.4210525155067444,
|
||
|
0.32195112109184265,
|
||
|
0.213483065366745,
|
||
|
0.5915491580963135,
|
||
|
0.4043714702129364,
|
||
|
0.5961536765098572,
|
||
|
0.35359105467796326,
|
||
|
0.376623272895813,
|
||
|
0.21538454294204712,
|
||
|
0.3013697862625122,
|
||
|
0.2659573554992676,
|
||
|
0.4886362552642822,
|
||
|
0.6236557960510254,
|
||
|
0.5416665077209473,
|
||
|
0.211055189371109,
|
||
|
0.37575745582580566,
|
||
|
0.5840706825256348,
|
||
|
0.6631577014923096,
|
||
|
0.5221673846244812,
|
||
|
0.12244893610477448,
|
||
|
0.6737966537475586,
|
||
|
0.4409447908401489,
|
||
|
0.5463413596153259,
|
||
|
0.4036695957183838,
|
||
|
0.7834100127220154,
|
||
|
0.44578301906585693,
|
||
|
0.4622640609741211,
|
||
|
0.38059693574905396,
|
||
|
0.2821575999259949,
|
||
|
0.21319790184497833,
|
||
|
0.3195265531539917,
|
||
|
0.385650098323822,
|
||
|
0.7441858649253845,
|
||
|
0.6103284358978271,
|
||
|
0.44194743037223816,
|
||
|
0.5157230496406555,
|
||
|
0.10126575827598572,
|
||
|
0.36842095851898193,
|
||
|
0.2399999350309372,
|
||
|
0.5982905030250549,
|
||
|
0.6631577014923096,
|
||
|
0.24096375703811646,
|
||
|
0.2775118350982666,
|
||
|
0.3553718030452728,
|
||
|
0.24836592376232147,
|
||
|
0.46445485949516296,
|
||
|
0.6947367191314697,
|
||
|
0.39215677976608276,
|
||
|
0.3566878139972687,
|
||
|
0.49999988079071045,
|
||
|
0.5319147706031799,
|
||
|
0.5153372287750244,
|
||
|
0.3157894015312195,
|
||
|
0.4306218922138214,
|
||
|
0.47236168384552,
|
||
|
0.5388126373291016,
|
||
|
0.29166659712791443,
|
||
|
0.2659573554992676,
|
||
|
0.7272725701332092,
|
||
|
0.5030673146247864,
|
||
|
0.4106462597846985,
|
||
|
0.39111098647117615,
|
||
|
0.2526314854621887,
|
||
|
0.4814813435077667
|
||
|
],
|
||
|
"time": 6.076077092438936,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 82,
|
||
|
"train_loss": 0.13725826144218445,
|
||
|
"val_loss": 3.3251709938049316,
|
||
|
"acc": 43.09,
|
||
|
"f1": [
|
||
|
0.6704543232917786,
|
||
|
0.5388126373291016,
|
||
|
0.2895926535129547,
|
||
|
0.18823520839214325,
|
||
|
0.14965979754924774,
|
||
|
0.45054933428764343,
|
||
|
0.4585364758968353,
|
||
|
0.4070795178413391,
|
||
|
0.49777767062187195,
|
||
|
0.6107783317565918,
|
||
|
0.30051806569099426,
|
||
|
0.22485199570655823,
|
||
|
0.4854367673397064,
|
||
|
0.30769217014312744,
|
||
|
0.33333322405815125,
|
||
|
0.3157894015312195,
|
||
|
0.4561401903629303,
|
||
|
0.5875704884529114,
|
||
|
0.35627520084381104,
|
||
|
0.30701744556427,
|
||
|
0.7219511270523071,
|
||
|
0.5599998831748962,
|
||
|
0.4311376214027405,
|
||
|
0.5555553436279297,
|
||
|
0.6270268559455872,
|
||
|
0.3139533996582031,
|
||
|
0.32799988985061646,
|
||
|
0.2457626312971115,
|
||
|
0.6105261445045471,
|
||
|
0.4191615581512451,
|
||
|
0.4594593644142151,
|
||
|
0.3678159713745117,
|
||
|
0.364531934261322,
|
||
|
0.4183672070503235,
|
||
|
0.32081902027130127,
|
||
|
0.22666659951210022,
|
||
|
0.3809523284435272,
|
||
|
0.3654821515083313,
|
||
|
0.28260859847068787,
|
||
|
0.5774056911468506,
|
||
|
0.35483860969543457,
|
||
|
0.583690881729126,
|
||
|
0.33333325386047363,
|
||
|
0.4463517963886261,
|
||
|
0.16363631188869476,
|
||
|
0.2673266530036926,
|
||
|
0.30456843972206116,
|
||
|
0.4819276034832001,
|
||
|
0.5977010130882263,
|
||
|
0.5482232570648193,
|
||
|
0.24580998718738556,
|
||
|
0.37804868817329407,
|
||
|
0.5982905030250549,
|
||
|
0.6307052373886108,
|
||
|
0.43636354804039,
|
||
|
0.15789467096328735,
|
||
|
0.6315788626670837,
|
||
|
0.40659332275390625,
|
||
|
0.5027931928634644,
|
||
|
0.4516127407550812,
|
||
|
0.8190473914146423,
|
||
|
0.5502182841300964,
|
||
|
0.48739489912986755,
|
||
|
0.42168664932250977,
|
||
|
0.22666659951210022,
|
||
|
0.2543858587741852,
|
||
|
0.3084576427936554,
|
||
|
0.37860071659088135,
|
||
|
0.7875646352767944,
|
||
|
0.6842104196548462,
|
||
|
0.47619035840034485,
|
||
|
0.6298341155052185,
|
||
|
0.14213192462921143,
|
||
|
0.36893191933631897,
|
||
|
0.29213473200798035,
|
||
|
0.6562498807907104,
|
||
|
0.7314283847808838,
|
||
|
0.2783504128456116,
|
||
|
0.23744283616542816,
|
||
|
0.41048023104667664,
|
||
|
0.22710618376731873,
|
||
|
0.4293783903121948,
|
||
|
0.6285712718963623,
|
||
|
0.44559577107429504,
|
||
|
0.3625729978084564,
|
||
|
0.5999998450279236,
|
||
|
0.4919784665107727,
|
||
|
0.535353422164917,
|
||
|
0.3234322965145111,
|
||
|
0.47933873534202576,
|
||
|
0.506912350654602,
|
||
|
0.5082871913909912,
|
||
|
0.3414633274078369,
|
||
|
0.2636362612247467,
|
||
|
0.7486629486083984,
|
||
|
0.4698793888092041,
|
||
|
0.45263150334358215,
|
||
|
0.3756905198097229,
|
||
|
0.14906825125217438,
|
||
|
0.464419424533844
|
||
|
],
|
||
|
"time": 5.920196319930255,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 83,
|
||
|
"train_loss": 0.09320081770420074,
|
||
|
"val_loss": 3.010251998901367,
|
||
|
"acc": 41.76,
|
||
|
"f1": [
|
||
|
0.679245114326477,
|
||
|
0.5647057294845581,
|
||
|
0.2643677294254303,
|
||
|
0.16774186491966248,
|
||
|
0.23655906319618225,
|
||
|
0.36575865745544434,
|
||
|
0.4938269853591919,
|
||
|
0.4180789887905121,
|
||
|
0.5478259921073914,
|
||
|
0.5754715800285339,
|
||
|
0.27380943298339844,
|
||
|
0.18749994039535522,
|
||
|
0.4066389203071594,
|
||
|
0.3190660774707794,
|
||
|
0.33333325386047363,
|
||
|
0.3157894015312195,
|
||
|
0.4329003393650055,
|
||
|
0.541176438331604,
|
||
|
0.26573416590690613,
|
||
|
0.30999991297721863,
|
||
|
0.6607141494750977,
|
||
|
0.5083332657814026,
|
||
|
0.4090907871723175,
|
||
|
0.5443036556243896,
|
||
|
0.5514401793479919,
|
||
|
0.27819544076919556,
|
||
|
0.37999987602233887,
|
||
|
0.28426387906074524,
|
||
|
0.5632182359695435,
|
||
|
0.4257424473762512,
|
||
|
0.4729062616825104,
|
||
|
0.3982299864292145,
|
||
|
0.3720929026603699,
|
||
|
0.41176462173461914,
|
||
|
0.2695034444332123,
|
||
|
0.25961530208587646,
|
||
|
0.3999998867511749,
|
||
|
0.2866043150424957,
|
||
|
0.2949307858943939,
|
||
|
0.5675674080848694,
|
||
|
0.3493449091911316,
|
||
|
0.6594592928886414,
|
||
|
0.3358207941055298,
|
||
|
0.37499991059303284,
|
||
|
0.13872826099395752,
|
||
|
0.2599999010562897,
|
||
|
0.3047617971897125,
|
||
|
0.5019304156303406,
|
||
|
0.6892654895782471,
|
||
|
0.4624998867511749,
|
||
|
0.25555548071861267,
|
||
|
0.38766512274742126,
|
||
|
0.5099998712539673,
|
||
|
0.6553670763969421,
|
||
|
0.48958322405815125,
|
||
|
0.14689259231090546,
|
||
|
0.6943003535270691,
|
||
|
0.46540868282318115,
|
||
|
0.45197728276252747,
|
||
|
0.4499998688697815,
|
||
|
0.7772510051727295,
|
||
|
0.5157230496406555,
|
||
|
0.5209301114082336,
|
||
|
0.37696322798728943,
|
||
|
0.2258063703775406,
|
||
|
0.23834188282489777,
|
||
|
0.23463678359985352,
|
||
|
0.3249998986721039,
|
||
|
0.7650271654129028,
|
||
|
0.625640869140625,
|
||
|
0.45054933428764343,
|
||
|
0.5936071872711182,
|
||
|
0.10144922137260437,
|
||
|
0.34862375259399414,
|
||
|
0.22999992966651917,
|
||
|
0.6507176160812378,
|
||
|
0.6265059113502502,
|
||
|
0.14876028895378113,
|
||
|
0.329317182302475,
|
||
|
0.38709667325019836,
|
||
|
0.22702695429325104,
|
||
|
0.4189721941947937,
|
||
|
0.741572916507721,
|
||
|
0.31506839394569397,
|
||
|
0.2580644488334656,
|
||
|
0.5019304156303406,
|
||
|
0.4939757287502289,
|
||
|
0.44444435834884644,
|
||
|
0.3703702688217163,
|
||
|
0.43428558111190796,
|
||
|
0.49756085872650146,
|
||
|
0.5040649175643921,
|
||
|
0.3487178385257721,
|
||
|
0.27631568908691406,
|
||
|
0.6048386096954346,
|
||
|
0.4705881178379059,
|
||
|
0.32704389095306396,
|
||
|
0.378109335899353,
|
||
|
0.21459220349788666,
|
||
|
0.5095540285110474
|
||
|
],
|
||
|
"time": 6.094378917478025,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 84,
|
||
|
"train_loss": 0.04916840419173241,
|
||
|
"val_loss": 3.2124831676483154,
|
||
|
"acc": 43.44,
|
||
|
"f1": [
|
||
|
0.6857141852378845,
|
||
|
0.5699998736381531,
|
||
|
0.2404370754957199,
|
||
|
0.19101116061210632,
|
||
|
0.23809517920017242,
|
||
|
0.4129031002521515,
|
||
|
0.40394076704978943,
|
||
|
0.4705880880355835,
|
||
|
0.5476189255714417,
|
||
|
0.529999852180481,
|
||
|
0.28571420907974243,
|
||
|
0.2574256360530853,
|
||
|
0.511627733707428,
|
||
|
0.3859647810459137,
|
||
|
0.3743841052055359,
|
||
|
0.3535352647304535,
|
||
|
0.48780474066734314,
|
||
|
0.575916051864624,
|
||
|
0.32183900475502014,
|
||
|
0.3249998986721039,
|
||
|
0.7322402596473694,
|
||
|
0.5163933038711548,
|
||
|
0.3817426860332489,
|
||
|
0.5847455859184265,
|
||
|
0.644067645072937,
|
||
|
0.35675665736198425,
|
||
|
0.4313724637031555,
|
||
|
0.323809415102005,
|
||
|
0.635944664478302,
|
||
|
0.4036695957183838,
|
||
|
0.4347825348377228,
|
||
|
0.39676105976104736,
|
||
|
0.35978829860687256,
|
||
|
0.35856562852859497,
|
||
|
0.39548009634017944,
|
||
|
0.24999991059303284,
|
||
|
0.4142010807991028,
|
||
|
0.37499991059303284,
|
||
|
0.253807008266449,
|
||
|
0.6255922317504883,
|
||
|
0.33884286880493164,
|
||
|
0.7204300165176392,
|
||
|
0.3248729705810547,
|
||
|
0.38914018869400024,
|
||
|
0.22222216427326202,
|
||
|
0.2790696918964386,
|
||
|
0.2741115987300873,
|
||
|
0.5291004180908203,
|
||
|
0.6790696382522583,
|
||
|
0.5522387027740479,
|
||
|
0.22222214937210083,
|
||
|
0.4137929677963257,
|
||
|
0.5676854848861694,
|
||
|
0.6354165077209473,
|
||
|
0.49372372031211853,
|
||
|
0.11891885101795197,
|
||
|
0.6024094820022583,
|
||
|
0.5208331942558289,
|
||
|
0.5053762197494507,
|
||
|
0.4533332288265228,
|
||
|
0.7924526929855347,
|
||
|
0.487499862909317,
|
||
|
0.47236168384552,
|
||
|
0.38961026072502136,
|
||
|
0.21705421805381775,
|
||
|
0.2378377616405487,
|
||
|
0.3013697862625122,
|
||
|
0.385650098323822,
|
||
|
0.7129628658294678,
|
||
|
0.6145831942558289,
|
||
|
0.42285704612731934,
|
||
|
0.619999885559082,
|
||
|
0.1509433388710022,
|
||
|
0.32291656732559204,
|
||
|
0.2575106620788574,
|
||
|
0.639593780040741,
|
||
|
0.6899998784065247,
|
||
|
0.32704389095306396,
|
||
|
0.329268217086792,
|
||
|
0.4387753903865814,
|
||
|
0.2673795819282532,
|
||
|
0.42780739068984985,
|
||
|
0.7309643626213074,
|
||
|
0.42231065034866333,
|
||
|
0.38709667325019836,
|
||
|
0.5063290596008301,
|
||
|
0.5139663219451904,
|
||
|
0.5268816351890564,
|
||
|
0.32222211360931396,
|
||
|
0.4823527932167053,
|
||
|
0.4454544484615326,
|
||
|
0.5471696853637695,
|
||
|
0.2888887822628021,
|
||
|
0.2147650271654129,
|
||
|
0.765714168548584,
|
||
|
0.4692735970020294,
|
||
|
0.41379299759864807,
|
||
|
0.28225794434547424,
|
||
|
0.17679551243782043,
|
||
|
0.5023254752159119
|
||
|
],
|
||
|
"time": 5.983139461837709,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 85,
|
||
|
"train_loss": 0.047135129570961,
|
||
|
"val_loss": 3.1565897464752197,
|
||
|
"acc": 42.75,
|
||
|
"f1": [
|
||
|
0.6379309296607971,
|
||
|
0.5454544425010681,
|
||
|
0.21301770210266113,
|
||
|
0.12244893610477448,
|
||
|
0.2705313265323639,
|
||
|
0.3557691276073456,
|
||
|
0.34939754009246826,
|
||
|
0.47398826479911804,
|
||
|
0.5476189255714417,
|
||
|
0.5258619785308838,
|
||
|
0.3101603388786316,
|
||
|
0.2025315761566162,
|
||
|
0.4670049846172333,
|
||
|
0.40641695261001587,
|
||
|
0.32599109411239624,
|
||
|
0.3152172863483429,
|
||
|
0.46739116311073303,
|
||
|
0.5756096839904785,
|
||
|
0.2991451919078827,
|
||
|
0.27118635177612305,
|
||
|
0.7263157367706299,
|
||
|
0.5418717861175537,
|
||
|
0.4432430863380432,
|
||
|
0.6893202662467957,
|
||
|
0.6354165077209473,
|
||
|
0.2580644190311432,
|
||
|
0.4042551815509796,
|
||
|
0.2955664098262787,
|
||
|
0.6699506640434265,
|
||
|
0.3861384987831116,
|
||
|
0.47846877574920654,
|
||
|
0.37614670395851135,
|
||
|
0.35532984137535095,
|
||
|
0.4232081174850464,
|
||
|
0.3619908392429352,
|
||
|
0.2525251507759094,
|
||
|
0.38190943002700806,
|
||
|
0.3478260338306427,
|
||
|
0.21118006110191345,
|
||
|
0.6081869602203369,
|
||
|
0.4090907871723175,
|
||
|
0.6741572022438049,
|
||
|
0.31284910440444946,
|
||
|
0.41284388303756714,
|
||
|
0.1647058129310608,
|
||
|
0.2430938482284546,
|
||
|
0.2719297707080841,
|
||
|
0.5583755373954773,
|
||
|
0.616071343421936,
|
||
|
0.5436891913414001,
|
||
|
0.2764226496219635,
|
||
|
0.36619704961776733,
|
||
|
0.5599998831748962,
|
||
|
0.6181817054748535,
|
||
|
0.47846877574920654,
|
||
|
0.18699179589748383,
|
||
|
0.666666567325592,
|
||
|
0.42857131361961365,
|
||
|
0.49689429998397827,
|
||
|
0.4433496594429016,
|
||
|
0.7526880502700806,
|
||
|
0.5465114712715149,
|
||
|
0.5151513814926147,
|
||
|
0.4352940320968628,
|
||
|
0.22352932393550873,
|
||
|
0.16249993443489075,
|
||
|
0.32369929552078247,
|
||
|
0.4236452281475067,
|
||
|
0.7708331346511841,
|
||
|
0.6028706431388855,
|
||
|
0.4485980272293091,
|
||
|
0.6010361909866333,
|
||
|
0.13829779624938965,
|
||
|
0.3499998450279236,
|
||
|
0.18390797078609467,
|
||
|
0.7118642330169678,
|
||
|
0.5991901755332947,
|
||
|
0.29906532168388367,
|
||
|
0.30857133865356445,
|
||
|
0.4432988464832306,
|
||
|
0.25233638286590576,
|
||
|
0.4594593644142151,
|
||
|
0.6351930499076843,
|
||
|
0.4041449725627899,
|
||
|
0.30357134342193604,
|
||
|
0.5034012794494629,
|
||
|
0.4508668780326843,
|
||
|
0.4499998986721039,
|
||
|
0.34108519554138184,
|
||
|
0.49107134342193604,
|
||
|
0.49019595980644226,
|
||
|
0.5869563817977905,
|
||
|
0.2526314854621887,
|
||
|
0.19631893932819366,
|
||
|
0.7012985944747925,
|
||
|
0.4320986270904541,
|
||
|
0.37125736474990845,
|
||
|
0.37623751163482666,
|
||
|
0.19298237562179565,
|
||
|
0.5499998331069946
|
||
|
],
|
||
|
"time": 6.02345853112638,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 86,
|
||
|
"train_loss": 0.03511343523859978,
|
||
|
"val_loss": 2.9725372791290283,
|
||
|
"acc": 43.09,
|
||
|
"f1": [
|
||
|
0.6781607270240784,
|
||
|
0.509090781211853,
|
||
|
0.24892695248126984,
|
||
|
0.23809516429901123,
|
||
|
0.28260859847068787,
|
||
|
0.3295879364013672,
|
||
|
0.4343433380126953,
|
||
|
0.490322470664978,
|
||
|
0.5339365601539612,
|
||
|
0.5220882296562195,
|
||
|
0.31531521677970886,
|
||
|
0.24999991059303284,
|
||
|
0.4306567907333374,
|
||
|
0.35443034768104553,
|
||
|
0.3151514232158661,
|
||
|
0.38709667325019836,
|
||
|
0.4159998893737793,
|
||
|
0.5990337133407593,
|
||
|
0.2937852144241333,
|
||
|
0.33532923460006714,
|
||
|
0.6814157962799072,
|
||
|
0.5943394899368286,
|
||
|
0.42857128381729126,
|
||
|
0.6136362552642822,
|
||
|
0.631578803062439,
|
||
|
0.20320846140384674,
|
||
|
0.37735840678215027,
|
||
|
0.30275216698646545,
|
||
|
0.5974025130271912,
|
||
|
0.43575406074523926,
|
||
|
0.4308941662311554,
|
||
|
0.3894736170768738,
|
||
|
0.38144323229789734,
|
||
|
0.45595842599868774,
|
||
|
0.3942306339740753,
|
||
|
0.3069306015968323,
|
||
|
0.4186045527458191,
|
||
|
0.33333322405815125,
|
||
|
0.3351954519748688,
|
||
|
0.6153844594955444,
|
||
|
0.3666665554046631,
|
||
|
0.620320737361908,
|
||
|
0.3936169147491455,
|
||
|
0.3999998867511749,
|
||
|
0.18784524500370026,
|
||
|
0.2830187678337097,
|
||
|
0.2121211439371109,
|
||
|
0.5492226481437683,
|
||
|
0.6542055010795593,
|
||
|
0.419580340385437,
|
||
|
0.22619038820266724,
|
||
|
0.4036695957183838,
|
||
|
0.6060605049133301,
|
||
|
0.6631014943122864,
|
||
|
0.48484835028648376,
|
||
|
0.15062755346298218,
|
||
|
0.6346153020858765,
|
||
|
0.434782475233078,
|
||
|
0.45833322405815125,
|
||
|
0.45555540919303894,
|
||
|
0.7337276935577393,
|
||
|
0.6268655061721802,
|
||
|
0.5073169469833374,
|
||
|
0.44210511445999146,
|
||
|
0.2424241602420807,
|
||
|
0.1854303926229477,
|
||
|
0.3076922297477722,
|
||
|
0.41176459193229675,
|
||
|
0.7817257046699524,
|
||
|
0.6224488615989685,
|
||
|
0.4973543584346771,
|
||
|
0.596638560295105,
|
||
|
0.09890103340148926,
|
||
|
0.3316582143306732,
|
||
|
0.25157222151756287,
|
||
|
0.684491753578186,
|
||
|
0.7065216302871704,
|
||
|
0.2987011969089508,
|
||
|
0.2890624403953552,
|
||
|
0.43678146600723267,
|
||
|
0.23673462867736816,
|
||
|
0.42735034227371216,
|
||
|
0.7162789106369019,
|
||
|
0.3066665530204773,
|
||
|
0.3269230127334595,
|
||
|
0.5464479923248291,
|
||
|
0.5230767726898193,
|
||
|
0.45637577772140503,
|
||
|
0.28469744324684143,
|
||
|
0.4418603479862213,
|
||
|
0.4873095452785492,
|
||
|
0.5242717266082764,
|
||
|
0.29585790634155273,
|
||
|
0.25274714827537537,
|
||
|
0.6893202662467957,
|
||
|
0.46739116311073303,
|
||
|
0.3837208151817322,
|
||
|
0.390243798494339,
|
||
|
0.21428564190864563,
|
||
|
0.5269460082054138
|
||
|
],
|
||
|
"time": 6.0228040516376495,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 87,
|
||
|
"train_loss": 0.009953509084880352,
|
||
|
"val_loss": 2.7758965492248535,
|
||
|
"acc": 45.6,
|
||
|
"f1": [
|
||
|
0.7207205295562744,
|
||
|
0.5544553399085999,
|
||
|
0.2843136191368103,
|
||
|
0.179775208234787,
|
||
|
0.2887699604034424,
|
||
|
0.39153432846069336,
|
||
|
0.43979042768478394,
|
||
|
0.46242761611938477,
|
||
|
0.5948716402053833,
|
||
|
0.5812807083129883,
|
||
|
0.3431951701641083,
|
||
|
0.280898779630661,
|
||
|
0.5321099162101746,
|
||
|
0.36842095851898193,
|
||
|
0.38918909430503845,
|
||
|
0.3959389626979828,
|
||
|
0.5189187526702881,
|
||
|
0.6249998807907104,
|
||
|
0.3141360282897949,
|
||
|
0.3111110329627991,
|
||
|
0.7301585674285889,
|
||
|
0.5787232518196106,
|
||
|
0.47120407223701477,
|
||
|
0.6605502963066101,
|
||
|
0.6146340370178223,
|
||
|
0.34817805886268616,
|
||
|
0.41758227348327637,
|
||
|
0.2603549063205719,
|
||
|
0.6521738171577454,
|
||
|
0.46739116311073303,
|
||
|
0.4454544484615326,
|
||
|
0.39301300048828125,
|
||
|
0.3976607024669647,
|
||
|
0.4311925768852234,
|
||
|
0.3999998867511749,
|
||
|
0.25870639085769653,
|
||
|
0.39784935116767883,
|
||
|
0.36842095851898193,
|
||
|
0.2910446524620056,
|
||
|
0.6220094561576843,
|
||
|
0.3722943067550659,
|
||
|
0.6777776479721069,
|
||
|
0.3827749788761139,
|
||
|
0.46376800537109375,
|
||
|
0.18811874091625214,
|
||
|
0.2887699604034424,
|
||
|
0.29694315791130066,
|
||
|
0.5799998641014099,
|
||
|
0.6732671856880188,
|
||
|
0.5781989693641663,
|
||
|
0.2694299519062042,
|
||
|
0.3841806650161743,
|
||
|
0.5645932555198669,
|
||
|
0.6902653574943542,
|
||
|
0.5199998617172241,
|
||
|
0.16981124877929688,
|
||
|
0.7015705108642578,
|
||
|
0.5026736855506897,
|
||
|
0.4918031394481659,
|
||
|
0.4183672070503235,
|
||
|
0.8144328594207764,
|
||
|
0.5809522867202759,
|
||
|
0.49999988079071045,
|
||
|
0.38674020767211914,
|
||
|
0.2694299519062042,
|
||
|
0.2176164984703064,
|
||
|
0.3050846457481384,
|
||
|
0.40624988079071045,
|
||
|
0.7699528932571411,
|
||
|
0.639593780040741,
|
||
|
0.48888877034187317,
|
||
|
0.6728971004486084,
|
||
|
0.18719203770160675,
|
||
|
0.3923443853855133,
|
||
|
0.26484012603759766,
|
||
|
0.6701569557189941,
|
||
|
0.6698111891746521,
|
||
|
0.35897424817085266,
|
||
|
0.30526304244995117,
|
||
|
0.43925222754478455,
|
||
|
0.24999991059303284,
|
||
|
0.47321414947509766,
|
||
|
0.7106597423553467,
|
||
|
0.40740731358528137,
|
||
|
0.41666656732559204,
|
||
|
0.5612244009971619,
|
||
|
0.5294116735458374,
|
||
|
0.5437787175178528,
|
||
|
0.3431371748447418,
|
||
|
0.4792625606060028,
|
||
|
0.5463916063308716,
|
||
|
0.5670101642608643,
|
||
|
0.3367346227169037,
|
||
|
0.25688064098358154,
|
||
|
0.7512688636779785,
|
||
|
0.4772725999355316,
|
||
|
0.42857128381729126,
|
||
|
0.41106709837913513,
|
||
|
0.15706801414489746,
|
||
|
0.5279186367988586
|
||
|
],
|
||
|
"time": 6.097354901023209,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 88,
|
||
|
"train_loss": 0.005101966205984354,
|
||
|
"val_loss": 2.9595541954040527,
|
||
|
"acc": 46.21,
|
||
|
"f1": [
|
||
|
0.7264149188995361,
|
||
|
0.5483869910240173,
|
||
|
0.2660943269729614,
|
||
|
0.18784524500370026,
|
||
|
0.27649760246276855,
|
||
|
0.37696322798728943,
|
||
|
0.46874985098838806,
|
||
|
0.5189187526702881,
|
||
|
0.6010361909866333,
|
||
|
0.5592415928840637,
|
||
|
0.3121386468410492,
|
||
|
0.26804113388061523,
|
||
|
0.5471696853637695,
|
||
|
0.4081631302833557,
|
||
|
0.38190943002700806,
|
||
|
0.37894728779792786,
|
||
|
0.4607841968536377,
|
||
|
0.6305417418479919,
|
||
|
0.3398057222366333,
|
||
|
0.3409090042114258,
|
||
|
0.6990289688110352,
|
||
|
0.5818180441856384,
|
||
|
0.4598929286003113,
|
||
|
0.660633385181427,
|
||
|
0.6836733222007751,
|
||
|
0.3287670314311981,
|
||
|
0.41884803771972656,
|
||
|
0.324607253074646,
|
||
|
0.6559138894081116,
|
||
|
0.4550263583660126,
|
||
|
0.46082934737205505,
|
||
|
0.3959389626979828,
|
||
|
0.40999990701675415,
|
||
|
0.4566209018230438,
|
||
|
0.35532984137535095,
|
||
|
0.24999991059303284,
|
||
|
0.42162150144577026,
|
||
|
0.3743841052055359,
|
||
|
0.33027511835098267,
|
||
|
0.6568626165390015,
|
||
|
0.4221104085445404,
|
||
|
0.6799998879432678,
|
||
|
0.387096643447876,
|
||
|
0.4044942855834961,
|
||
|
0.19469019770622253,
|
||
|
0.2830187678337097,
|
||
|
0.2795697748661041,
|
||
|
0.5754715800285339,
|
||
|
0.6607141494750977,
|
||
|
0.5828570127487183,
|
||
|
0.2765956223011017,
|
||
|
0.4565216302871704,
|
||
|
0.568720281124115,
|
||
|
0.6934671998023987,
|
||
|
0.5022025108337402,
|
||
|
0.14583328366279602,
|
||
|
0.711340069770813,
|
||
|
0.4861876964569092,
|
||
|
0.5199998617172241,
|
||
|
0.47916653752326965,
|
||
|
0.7999998927116394,
|
||
|
0.582914412021637,
|
||
|
0.4978901743888855,
|
||
|
0.38251355290412903,
|
||
|
0.2941175699234009,
|
||
|
0.24083760380744934,
|
||
|
0.38647329807281494,
|
||
|
0.39784935116767883,
|
||
|
0.7857141494750977,
|
||
|
0.6255922317504883,
|
||
|
0.46601933240890503,
|
||
|
0.663461446762085,
|
||
|
0.17708326876163483,
|
||
|
0.39548009634017944,
|
||
|
0.2934781610965729,
|
||
|
0.6834169626235962,
|
||
|
0.6923075318336487,
|
||
|
0.3720929026603699,
|
||
|
0.3285022974014282,
|
||
|
0.4835163354873657,
|
||
|
0.29268285632133484,
|
||
|
0.4549354910850525,
|
||
|
0.7340423464775085,
|
||
|
0.4854367673397064,
|
||
|
0.37499991059303284,
|
||
|
0.5773194432258606,
|
||
|
0.5177663564682007,
|
||
|
0.5321887135505676,
|
||
|
0.3365383446216583,
|
||
|
0.4489794969558716,
|
||
|
0.5125626921653748,
|
||
|
0.5955054759979248,
|
||
|
0.30409345030784607,
|
||
|
0.30107519030570984,
|
||
|
0.7499997615814209,
|
||
|
0.5148513317108154,
|
||
|
0.41176459193229675,
|
||
|
0.396135151386261,
|
||
|
0.20960691571235657,
|
||
|
0.5445543527603149
|
||
|
],
|
||
|
"time": 6.175866046920419,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 89,
|
||
|
"train_loss": 0.0034336126409471035,
|
||
|
"val_loss": 2.5429770946502686,
|
||
|
"acc": 47.19,
|
||
|
"f1": [
|
||
|
0.7348835468292236,
|
||
|
0.5656563639640808,
|
||
|
0.28712859749794006,
|
||
|
0.20765019953250885,
|
||
|
0.2871793806552887,
|
||
|
0.40999990701675415,
|
||
|
0.4873095452785492,
|
||
|
0.49214646220207214,
|
||
|
0.5863873362541199,
|
||
|
0.5799998641014099,
|
||
|
0.35359105467796326,
|
||
|
0.29508185386657715,
|
||
|
0.5803107619285583,
|
||
|
0.39784935116767883,
|
||
|
0.37158459424972534,
|
||
|
0.3940885663032532,
|
||
|
0.5240640044212341,
|
||
|
0.6299998760223389,
|
||
|
0.3367346227169037,
|
||
|
0.3529410660266876,
|
||
|
0.728155255317688,
|
||
|
0.5555554628372192,
|
||
|
0.47826072573661804,
|
||
|
0.666666567325592,
|
||
|
0.669999897480011,
|
||
|
0.33928561210632324,
|
||
|
0.4301074147224426,
|
||
|
0.331707239151001,
|
||
|
0.6730768084526062,
|
||
|
0.4864863455295563,
|
||
|
0.44444432854652405,
|
||
|
0.4020099639892578,
|
||
|
0.4248703718185425,
|
||
|
0.4487804174423218,
|
||
|
0.39378228783607483,
|
||
|
0.2843136191368103,
|
||
|
0.40677958726882935,
|
||
|
0.36180898547172546,
|
||
|
0.31999990344047546,
|
||
|
0.6871793866157532,
|
||
|
0.40999990701675415,
|
||
|
0.7076921463012695,
|
||
|
0.42857131361961365,
|
||
|
0.45544540882110596,
|
||
|
0.23364479839801788,
|
||
|
0.29850736260414124,
|
||
|
0.30456843972206116,
|
||
|
0.5837318897247314,
|
||
|
0.6822428703308105,
|
||
|
0.5876776576042175,
|
||
|
0.2761903405189514,
|
||
|
0.4550263583660126,
|
||
|
0.5570775270462036,
|
||
|
0.6636362671852112,
|
||
|
0.5454543828964233,
|
||
|
0.1862744390964508,
|
||
|
0.716577410697937,
|
||
|
0.497175008058548,
|
||
|
0.5273630023002625,
|
||
|
0.4489794969558716,
|
||
|
0.8133969902992249,
|
||
|
0.613065242767334,
|
||
|
0.5229355692863464,
|
||
|
0.4137929677963257,
|
||
|
0.2870812714099884,
|
||
|
0.21319790184497833,
|
||
|
0.35897424817085266,
|
||
|
0.41148313879966736,
|
||
|
0.7979796528816223,
|
||
|
0.6603772640228271,
|
||
|
0.47619032859802246,
|
||
|
0.6547083854675293,
|
||
|
0.18947362899780273,
|
||
|
0.3943660855293274,
|
||
|
0.2673795819282532,
|
||
|
0.6981130838394165,
|
||
|
0.6919430494308472,
|
||
|
0.3152172863483429,
|
||
|
0.32978713512420654,
|
||
|
0.4811319410800934,
|
||
|
0.2571427524089813,
|
||
|
0.4780486822128296,
|
||
|
0.7164177894592285,
|
||
|
0.4577113389968872,
|
||
|
0.4022987186908722,
|
||
|
0.5714284181594849,
|
||
|
0.5416665077209473,
|
||
|
0.5610858201980591,
|
||
|
0.31746023893356323,
|
||
|
0.4792625606060028,
|
||
|
0.5238093733787537,
|
||
|
0.5925924777984619,
|
||
|
0.3370785713195801,
|
||
|
0.2888887822628021,
|
||
|
0.7609753608703613,
|
||
|
0.4878047704696655,
|
||
|
0.4324323236942291,
|
||
|
0.4036695957183838,
|
||
|
0.20408155024051666,
|
||
|
0.5699480772018433
|
||
|
],
|
||
|
"time": 6.38730442430824,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 90,
|
||
|
"train_loss": 0.0028553770389407873,
|
||
|
"val_loss": 2.54551362991333,
|
||
|
"acc": 47.23,
|
||
|
"f1": [
|
||
|
0.7439612150192261,
|
||
|
0.5612244009971619,
|
||
|
0.2830187678337097,
|
||
|
0.19889496266841888,
|
||
|
0.2938387989997864,
|
||
|
0.40624988079071045,
|
||
|
0.467661589384079,
|
||
|
0.48936155438423157,
|
||
|
0.5833332538604736,
|
||
|
0.57297283411026,
|
||
|
0.3636362552642822,
|
||
|
0.28571420907974243,
|
||
|
0.5492226481437683,
|
||
|
0.41884803771972656,
|
||
|
0.37696322798728943,
|
||
|
0.36082467436790466,
|
||
|
0.4918031394481659,
|
||
|
0.6368157267570496,
|
||
|
0.3517586886882782,
|
||
|
0.3351350426673889,
|
||
|
0.728155255317688,
|
||
|
0.5630251169204712,
|
||
|
0.47619032859802246,
|
||
|
0.6760562062263489,
|
||
|
0.666666567325592,
|
||
|
0.35071080923080444,
|
||
|
0.42780739068984985,
|
||
|
0.3157894015312195,
|
||
|
0.653658390045166,
|
||
|
0.48167529702186584,
|
||
|
0.4363635182380676,
|
||
|
0.4299998879432678,
|
||
|
0.44808733463287354,
|
||
|
0.4630540609359741,
|
||
|
0.39805811643600464,
|
||
|
0.2713567018508911,
|
||
|
0.42285704612731934,
|
||
|
0.3846152722835541,
|
||
|
0.3049326539039612,
|
||
|
0.6871793866157532,
|
||
|
0.4387753903865814,
|
||
|
0.7010307908058167,
|
||
|
0.4075828194618225,
|
||
|
0.4432988464832306,
|
||
|
0.25116273760795593,
|
||
|
0.2843136191368103,
|
||
|
0.3076922297477722,
|
||
|
0.5929647088050842,
|
||
|
0.6757989525794983,
|
||
|
0.6103284358978271,
|
||
|
0.29665064811706543,
|
||
|
0.4432988464832306,
|
||
|
0.580357015132904,
|
||
|
0.6574072241783142,
|
||
|
0.5370368957519531,
|
||
|
0.16915416717529297,
|
||
|
0.7187498211860657,
|
||
|
0.5052630305290222,
|
||
|
0.5128204226493835,
|
||
|
0.47120407223701477,
|
||
|
0.8499998450279236,
|
||
|
0.6030149459838867,
|
||
|
0.528846025466919,
|
||
|
0.4230768084526062,
|
||
|
0.28846150636672974,
|
||
|
0.2127658873796463,
|
||
|
0.32978713512420654,
|
||
|
0.4299998879432678,
|
||
|
0.8020302057266235,
|
||
|
0.653465211391449,
|
||
|
0.4631577730178833,
|
||
|
0.6698111891746521,
|
||
|
0.19191910326480865,
|
||
|
0.38497641682624817,
|
||
|
0.282828152179718,
|
||
|
0.704761803150177,
|
||
|
0.7029701471328735,
|
||
|
0.3315507173538208,
|
||
|
0.32804223895072937,
|
||
|
0.452830046415329,
|
||
|
0.2739725410938263,
|
||
|
0.4878047704696655,
|
||
|
0.7208120226860046,
|
||
|
0.47115376591682434,
|
||
|
0.40677958726882935,
|
||
|
0.5771142840385437,
|
||
|
0.5454544425010681,
|
||
|
0.5624998807907104,
|
||
|
0.3417084515094757,
|
||
|
0.49777767062187195,
|
||
|
0.526829183101654,
|
||
|
0.5773194432258606,
|
||
|
0.3314915895462036,
|
||
|
0.2888887822628021,
|
||
|
0.7551018595695496,
|
||
|
0.4795917272567749,
|
||
|
0.4491977095603943,
|
||
|
0.42253509163856506,
|
||
|
0.2061854749917984,
|
||
|
0.5631066560745239
|
||
|
],
|
||
|
"time": 6.238279467448592,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 91,
|
||
|
"train_loss": 0.0037050319369882345,
|
||
|
"val_loss": 2.6419179439544678,
|
||
|
"acc": 47.15,
|
||
|
"f1": [
|
||
|
0.7499999403953552,
|
||
|
0.5757573843002319,
|
||
|
0.29107969999313354,
|
||
|
0.212290421128273,
|
||
|
0.280373752117157,
|
||
|
0.42452818155288696,
|
||
|
0.4811319410800934,
|
||
|
0.4946235418319702,
|
||
|
0.5989303588867188,
|
||
|
0.5699480772018433,
|
||
|
0.3463686406612396,
|
||
|
0.2934781610965729,
|
||
|
0.5714284181594849,
|
||
|
0.4315788447856903,
|
||
|
0.3934425115585327,
|
||
|
0.390243798494339,
|
||
|
0.5026736855506897,
|
||
|
0.6407765746116638,
|
||
|
0.31746023893356323,
|
||
|
0.3315507173538208,
|
||
|
0.7177032232284546,
|
||
|
0.5614033937454224,
|
||
|
0.4656083285808563,
|
||
|
0.6822428703308105,
|
||
|
0.6633662581443787,
|
||
|
0.3211008310317993,
|
||
|
0.4232803285121918,
|
||
|
0.3157894015312195,
|
||
|
0.6439023613929749,
|
||
|
0.4731181561946869,
|
||
|
0.44651150703430176,
|
||
|
0.4077668786048889,
|
||
|
0.40659332275390625,
|
||
|
0.419999897480011,
|
||
|
0.3999998867511749,
|
||
|
0.24999991059303284,
|
||
|
0.4148934781551361,
|
||
|
0.38139525055885315,
|
||
|
0.31999990344047546,
|
||
|
0.6735749840736389,
|
||
|
0.42857128381729126,
|
||
|
0.7046630382537842,
|
||
|
0.42512065172195435,
|
||
|
0.4365480840206146,
|
||
|
0.23853203654289246,
|
||
|
0.2886596620082855,
|
||
|
0.3076922297477722,
|
||
|
0.6048778891563416,
|
||
|
0.6880732178688049,
|
||
|
0.6048778891563416,
|
||
|
0.2999999225139618,
|
||
|
0.44670039415359497,
|
||
|
0.5529952645301819,
|
||
|
0.657534122467041,
|
||
|
0.526829183101654,
|
||
|
0.16999994218349457,
|
||
|
0.7076921463012695,
|
||
|
0.49999988079071045,
|
||
|
0.49999988079071045,
|
||
|
0.45595842599868774,
|
||
|
0.8252425789833069,
|
||
|
0.5858584046363831,
|
||
|
0.526829183101654,
|
||
|
0.41284388303756714,
|
||
|
0.2955664098262787,
|
||
|
0.2173912227153778,
|
||
|
0.32291656732559204,
|
||
|
0.4162435233592987,
|
||
|
0.8020302057266235,
|
||
|
0.6470587849617004,
|
||
|
0.48421040177345276,
|
||
|
0.6636362671852112,
|
||
|
0.17021268606185913,
|
||
|
0.39603951573371887,
|
||
|
0.27472516894340515,
|
||
|
0.6956520080566406,
|
||
|
0.7171715497970581,
|
||
|
0.3419688045978546,
|
||
|
0.3535352647304535,
|
||
|
0.4509802758693695,
|
||
|
0.2775118350982666,
|
||
|
0.4857141971588135,
|
||
|
0.7236180305480957,
|
||
|
0.45226117968559265,
|
||
|
0.3977271616458893,
|
||
|
0.5771142840385437,
|
||
|
0.5561496019363403,
|
||
|
0.559321939945221,
|
||
|
0.36815908551216125,
|
||
|
0.4748857021331787,
|
||
|
0.5094338655471802,
|
||
|
0.582914412021637,
|
||
|
0.32584258913993835,
|
||
|
0.29885047674179077,
|
||
|
0.7609753608703613,
|
||
|
0.5049503445625305,
|
||
|
0.423912912607193,
|
||
|
0.44230756163597107,
|
||
|
0.20202013850212097,
|
||
|
0.5856351852416992
|
||
|
],
|
||
|
"time": 6.146737629547715,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 92,
|
||
|
"train_loss": 0.003138697938993573,
|
||
|
"val_loss": 2.6984126567840576,
|
||
|
"acc": 47.45,
|
||
|
"f1": [
|
||
|
0.7439612150192261,
|
||
|
0.5841582417488098,
|
||
|
0.28019312024116516,
|
||
|
0.19428564608097076,
|
||
|
0.2941175699234009,
|
||
|
0.43298953771591187,
|
||
|
0.46999987959861755,
|
||
|
0.48387083411216736,
|
||
|
0.5918366312980652,
|
||
|
0.5684208869934082,
|
||
|
0.3522725999355316,
|
||
|
0.2888887822628021,
|
||
|
0.5612244009971619,
|
||
|
0.4043714702129364,
|
||
|
0.39795905351638794,
|
||
|
0.40609124302864075,
|
||
|
0.5240640044212341,
|
||
|
0.62135910987854,
|
||
|
0.35820886492729187,
|
||
|
0.34554967284202576,
|
||
|
0.7342994213104248,
|
||
|
0.5714285373687744,
|
||
|
0.47826072573661804,
|
||
|
0.6731706857681274,
|
||
|
0.6733667254447937,
|
||
|
0.34123215079307556,
|
||
|
0.4210525155067444,
|
||
|
0.3152708411216736,
|
||
|
0.6376810669898987,
|
||
|
0.47619032859802246,
|
||
|
0.452830046415329,
|
||
|
0.40975597500801086,
|
||
|
0.3999998867511749,
|
||
|
0.4433496594429016,
|
||
|
0.3942306339740753,
|
||
|
0.24598921835422516,
|
||
|
0.4204544126987457,
|
||
|
0.3867923319339752,
|
||
|
0.3362830877304077,
|
||
|
0.6907215118408203,
|
||
|
0.4338623583316803,
|
||
|
0.6999998688697815,
|
||
|
0.41148313879966736,
|
||
|
0.46231144666671753,
|
||
|
0.26415085792541504,
|
||
|
0.28999990224838257,
|
||
|
0.3131312429904938,
|
||
|
0.5999999046325684,
|
||
|
0.7109003663063049,
|
||
|
0.6153844594955444,
|
||
|
0.28712859749794006,
|
||
|
0.44791656732559204,
|
||
|
0.5862067937850952,
|
||
|
0.6756755113601685,
|
||
|
0.5045044422149658,
|
||
|
0.16748763620853424,
|
||
|
0.7329840660095215,
|
||
|
0.5161289572715759,
|
||
|
0.5049503445625305,
|
||
|
0.46874985098838806,
|
||
|
0.8173075318336487,
|
||
|
0.5853657722473145,
|
||
|
0.5283017754554749,
|
||
|
0.41148313879966736,
|
||
|
0.29126206040382385,
|
||
|
0.22797919809818268,
|
||
|
0.32291656732559204,
|
||
|
0.4158414602279663,
|
||
|
0.8061222434043884,
|
||
|
0.6601940989494324,
|
||
|
0.46938762068748474,
|
||
|
0.6637166738510132,
|
||
|
0.19587622582912445,
|
||
|
0.3943660855293274,
|
||
|
0.28426387906074524,
|
||
|
0.7009344696998596,
|
||
|
0.7058822512626648,
|
||
|
0.29629620909690857,
|
||
|
0.3314915895462036,
|
||
|
0.47115376591682434,
|
||
|
0.2574256360530853,
|
||
|
0.47846877574920654,
|
||
|
0.7171715497970581,
|
||
|
0.4729062616825104,
|
||
|
0.38636353611946106,
|
||
|
0.5858584046363831,
|
||
|
0.5454544425010681,
|
||
|
0.5579397678375244,
|
||
|
0.33333325386047363,
|
||
|
0.47321414947509766,
|
||
|
0.5302324295043945,
|
||
|
0.5989846587181091,
|
||
|
0.34042540192604065,
|
||
|
0.3043477535247803,
|
||
|
0.7761192321777344,
|
||
|
0.5025123953819275,
|
||
|
0.41340771317481995,
|
||
|
0.4292682111263275,
|
||
|
0.22702695429325104,
|
||
|
0.5463413596153259
|
||
|
],
|
||
|
"time": 6.254598114639521,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 93,
|
||
|
"train_loss": 0.003530455520376563,
|
||
|
"val_loss": 2.185971736907959,
|
||
|
"acc": 47.41,
|
||
|
"f1": [
|
||
|
0.728155255317688,
|
||
|
0.5699998736381531,
|
||
|
0.282828152179718,
|
||
|
0.18784524500370026,
|
||
|
0.2816900908946991,
|
||
|
0.42051267623901367,
|
||
|
0.4705880880355835,
|
||
|
0.4705881178379059,
|
||
|
0.5876287817955017,
|
||
|
0.5775399804115295,
|
||
|
0.3389829397201538,
|
||
|
0.2780747711658478,
|
||
|
0.5373133420944214,
|
||
|
0.41711217164993286,
|
||
|
0.3957218527793884,
|
||
|
0.3940885663032532,
|
||
|
0.5108694434165955,
|
||
|
0.6403939127922058,
|
||
|
0.36633655428886414,
|
||
|
0.32978713512420654,
|
||
|
0.7403844594955444,
|
||
|
0.5614033937454224,
|
||
|
0.46808499097824097,
|
||
|
0.6912441253662109,
|
||
|
0.6766167879104614,
|
||
|
0.3474177420139313,
|
||
|
0.42639580368995667,
|
||
|
0.31279608607292175,
|
||
|
0.6567163467407227,
|
||
|
0.45833322405815125,
|
||
|
0.46728962659835815,
|
||
|
0.4120602011680603,
|
||
|
0.4508668780326843,
|
||
|
0.4162435233592987,
|
||
|
0.40384599566459656,
|
||
|
0.25870639085769653,
|
||
|
0.44444432854652405,
|
||
|
0.3943660855293274,
|
||
|
0.3231440484523773,
|
||
|
0.7046630382537842,
|
||
|
0.4432430863380432,
|
||
|
0.727272629737854,
|
||
|
0.4299998879432678,
|
||
|
0.44444429874420166,
|
||
|
0.2512076497077942,
|
||
|
0.28855711221694946,
|
||
|
0.32124343514442444,
|
||
|
0.595959484577179,
|
||
|
0.6849313974380493,
|
||
|
0.5876776576042175,
|
||
|
0.2938387989997864,
|
||
|
0.4410255253314972,
|
||
|
0.580357015132904,
|
||
|
0.6636362671852112,
|
||
|
0.5205478072166443,
|
||
|
0.1584157794713974,
|
||
|
0.7035174369812012,
|
||
|
0.49484527111053467,
|
||
|
0.5125626921653748,
|
||
|
0.44670039415359497,
|
||
|
0.8229663372039795,
|
||
|
0.5929647088050842,
|
||
|
0.5345621109008789,
|
||
|
0.42512065172195435,
|
||
|
0.30097079277038574,
|
||
|
0.228260800242424,
|
||
|
0.34736835956573486,
|
||
|
0.4313724637031555,
|
||
|
0.7897433638572693,
|
||
|
0.6570047736167908,
|
||
|
0.4766837954521179,
|
||
|
0.6604650020599365,
|
||
|
0.1989527940750122,
|
||
|
0.39252325892448425,
|
||
|
0.2769230008125305,
|
||
|
0.7081338167190552,
|
||
|
0.7150257229804993,
|
||
|
0.3060108423233032,
|
||
|
0.3478260338306427,
|
||
|
0.46601933240890503,
|
||
|
0.2718445658683777,
|
||
|
0.47846877574920654,
|
||
|
0.7319586277008057,
|
||
|
0.44554442167282104,
|
||
|
0.3841806650161743,
|
||
|
0.5686272978782654,
|
||
|
0.559139609336853,
|
||
|
0.5662099123001099,
|
||
|
0.38181808590888977,
|
||
|
0.4845814108848572,
|
||
|
0.5238093733787537,
|
||
|
0.5858584046363831,
|
||
|
0.314606636762619,
|
||
|
0.29714274406433105,
|
||
|
0.7794870138168335,
|
||
|
0.505154550075531,
|
||
|
0.42708319425582886,
|
||
|
0.4401912987232208,
|
||
|
0.20833326876163483,
|
||
|
0.5856351852416992
|
||
|
],
|
||
|
"time": 6.134363786317408,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 94,
|
||
|
"train_loss": 0.0036349163856357336,
|
||
|
"val_loss": 2.389956474304199,
|
||
|
"acc": 47.17,
|
||
|
"f1": [
|
||
|
0.7368419766426086,
|
||
|
0.5728641748428345,
|
||
|
0.28019312024116516,
|
||
|
0.212290421128273,
|
||
|
0.2815532982349396,
|
||
|
0.43749991059303284,
|
||
|
0.46153831481933594,
|
||
|
0.4725273549556732,
|
||
|
0.5670101642608643,
|
||
|
0.5608464479446411,
|
||
|
0.3583814203739166,
|
||
|
0.29189181327819824,
|
||
|
0.5454543828964233,
|
||
|
0.4111110270023346,
|
||
|
0.3917524814605713,
|
||
|
0.40999990701675415,
|
||
|
0.5240640044212341,
|
||
|
0.6403939127922058,
|
||
|
0.36714968085289,
|
||
|
0.3417084515094757,
|
||
|
0.7307690382003784,
|
||
|
0.5614033937454224,
|
||
|
0.4631577730178833,
|
||
|
0.6699027419090271,
|
||
|
0.669999897480011,
|
||
|
0.3428570628166199,
|
||
|
0.41052618622779846,
|
||
|
0.3121950626373291,
|
||
|
0.6439023613929749,
|
||
|
0.45833322405815125,
|
||
|
0.4509802758693695,
|
||
|
0.3842363655567169,
|
||
|
0.43093910813331604,
|
||
|
0.4306218922138214,
|
||
|
0.390243798494339,
|
||
|
0.24999991059303284,
|
||
|
0.41340771317481995,
|
||
|
0.3981480300426483,
|
||
|
0.3362830877304077,
|
||
|
0.7106597423553467,
|
||
|
0.43298953771591187,
|
||
|
0.7058822512626648,
|
||
|
0.40579700469970703,
|
||
|
0.46391740441322327,
|
||
|
0.25352105498313904,
|
||
|
0.30051806569099426,
|
||
|
0.3260868787765503,
|
||
|
0.6078430414199829,
|
||
|
0.6854459643363953,
|
||
|
0.6018517017364502,
|
||
|
0.2883720099925995,
|
||
|
0.43999987840652466,
|
||
|
0.563380241394043,
|
||
|
0.6696427464485168,
|
||
|
0.5070421695709229,
|
||
|
0.1683167666196823,
|
||
|
0.7291665077209473,
|
||
|
0.510416567325592,
|
||
|
0.5099998712539673,
|
||
|
0.4183672070503235,
|
||
|
0.8151656985282898,
|
||
|
0.5922329425811768,
|
||
|
0.528846025466919,
|
||
|
0.40404030680656433,
|
||
|
0.28846150636672974,
|
||
|
0.21505369246006012,
|
||
|
0.3316582143306732,
|
||
|
0.41148313879966736,
|
||
|
0.7878786325454712,
|
||
|
0.6666665077209473,
|
||
|
0.45360812544822693,
|
||
|
0.6666665077209473,
|
||
|
0.2094240039587021,
|
||
|
0.3943660855293274,
|
||
|
0.27722764015197754,
|
||
|
0.6857141852378845,
|
||
|
0.7179486155509949,
|
||
|
0.306122362613678,
|
||
|
0.3351350426673889,
|
||
|
0.4549761712551117,
|
||
|
0.2376236915588379,
|
||
|
0.4927534759044647,
|
||
|
0.7135677337646484,
|
||
|
0.45685264468193054,
|
||
|
0.3855420649051666,
|
||
|
0.5799998641014099,
|
||
|
0.5561496019363403,
|
||
|
0.5689654350280762,
|
||
|
0.3654821515083313,
|
||
|
0.4814813435077667,
|
||
|
0.5094338655471802,
|
||
|
0.5899998545646667,
|
||
|
0.32222211360931396,
|
||
|
0.3050846457481384,
|
||
|
0.7699998021125793,
|
||
|
0.502564013004303,
|
||
|
0.4301074147224426,
|
||
|
0.4236452281475067,
|
||
|
0.21874994039535522,
|
||
|
0.5499998927116394
|
||
|
],
|
||
|
"time": 5.969162495806813,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 95,
|
||
|
"train_loss": 0.004298144951462746,
|
||
|
"val_loss": 2.436570167541504,
|
||
|
"acc": 47.35,
|
||
|
"f1": [
|
||
|
0.7230044603347778,
|
||
|
0.5658535361289978,
|
||
|
0.29665064811706543,
|
||
|
0.20338977873325348,
|
||
|
0.2775118350982666,
|
||
|
0.45263150334358215,
|
||
|
0.4899998903274536,
|
||
|
0.48387083411216736,
|
||
|
0.5599998831748962,
|
||
|
0.5851062536239624,
|
||
|
0.3352600038051605,
|
||
|
0.2580644488334656,
|
||
|
0.5572138428688049,
|
||
|
0.4198893904685974,
|
||
|
0.39999985694885254,
|
||
|
0.4081631302833557,
|
||
|
0.5108694434165955,
|
||
|
0.6237622499465942,
|
||
|
0.37681150436401367,
|
||
|
0.31914883852005005,
|
||
|
0.7512193918228149,
|
||
|
0.5866665840148926,
|
||
|
0.4574466943740845,
|
||
|
0.679245114326477,
|
||
|
0.6763284206390381,
|
||
|
0.3523808717727661,
|
||
|
0.41666656732559204,
|
||
|
0.31999990344047546,
|
||
|
0.6376810669898987,
|
||
|
0.4646463394165039,
|
||
|
0.4495411515235901,
|
||
|
0.4019606411457062,
|
||
|
0.41340771317481995,
|
||
|
0.43925222754478455,
|
||
|
0.3940885663032532,
|
||
|
0.2378377616405487,
|
||
|
0.40677958726882935,
|
||
|
0.3831774890422821,
|
||
|
0.3318776488304138,
|
||
|
0.6865670084953308,
|
||
|
0.4315788447856903,
|
||
|
0.7029701471328735,
|
||
|
0.40975597500801086,
|
||
|
0.4632767140865326,
|
||
|
0.2636362612247467,
|
||
|
0.2745097279548645,
|
||
|
0.30939218401908875,
|
||
|
0.6009851098060608,
|
||
|
0.6756755113601685,
|
||
|
0.6066349744796753,
|
||
|
0.26341456174850464,
|
||
|
0.4365480840206146,
|
||
|
0.5882351398468018,
|
||
|
0.6605502963066101,
|
||
|
0.5155554413795471,
|
||
|
0.14659680426120758,
|
||
|
0.7216493487358093,
|
||
|
0.497175008058548,
|
||
|
0.5125626921653748,
|
||
|
0.44776105880737305,
|
||
|
0.8285712599754333,
|
||
|
0.5882351994514465,
|
||
|
0.5213268995285034,
|
||
|
0.4154588282108307,
|
||
|
0.2830187678337097,
|
||
|
0.2116401493549347,
|
||
|
0.3478259742259979,
|
||
|
0.40796008706092834,
|
||
|
0.7857141494750977,
|
||
|
0.6540283560752869,
|
||
|
0.47120407223701477,
|
||
|
0.6507176160812378,
|
||
|
0.20689646899700165,
|
||
|
0.40975597500801086,
|
||
|
0.2745097279548645,
|
||
|
0.6849313974380493,
|
||
|
0.7106597423553467,
|
||
|
0.29629620909690857,
|
||
|
0.3425924777984619,
|
||
|
0.48309168219566345,
|
||
|
0.26600977778434753,
|
||
|
0.5073169469833374,
|
||
|
0.7171715497970581,
|
||
|
0.4630540609359741,
|
||
|
0.37426888942718506,
|
||
|
0.5948716402053833,
|
||
|
0.5513511896133423,
|
||
|
0.5624998807907104,
|
||
|
0.3523808717727661,
|
||
|
0.48648640513420105,
|
||
|
0.5302324295043945,
|
||
|
0.6030149459838867,
|
||
|
0.314606636762619,
|
||
|
0.32558128237724304,
|
||
|
0.7860695123672485,
|
||
|
0.5025123953819275,
|
||
|
0.4180789887905121,
|
||
|
0.44444432854652405,
|
||
|
0.23204411566257477,
|
||
|
0.5888887047767639
|
||
|
],
|
||
|
"time": 6.1266296450048685,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 96,
|
||
|
"train_loss": 0.004161234479397535,
|
||
|
"val_loss": 2.5225775241851807,
|
||
|
"acc": 47.38,
|
||
|
"f1": [
|
||
|
0.7450978755950928,
|
||
|
0.5671641230583191,
|
||
|
0.25688064098358154,
|
||
|
0.19999992847442627,
|
||
|
0.28855711221694946,
|
||
|
0.43749991059303284,
|
||
|
0.47393354773521423,
|
||
|
0.4731181561946869,
|
||
|
0.5699480772018433,
|
||
|
0.5882351994514465,
|
||
|
0.3542855978012085,
|
||
|
0.2702701687812805,
|
||
|
0.5544553399085999,
|
||
|
0.4361701011657715,
|
||
|
0.39999985694885254,
|
||
|
0.4020099639892578,
|
||
|
0.5081079602241516,
|
||
|
0.6435642242431641,
|
||
|
0.3599999248981476,
|
||
|
0.32978713512420654,
|
||
|
0.741463303565979,
|
||
|
0.5531913638114929,
|
||
|
0.4516127407550812,
|
||
|
0.6912441253662109,
|
||
|
0.6836733222007751,
|
||
|
0.3540668785572052,
|
||
|
0.42162150144577026,
|
||
|
0.30697670578956604,
|
||
|
0.6315788626670837,
|
||
|
0.48205116391181946,
|
||
|
0.44651150703430176,
|
||
|
0.4018690288066864,
|
||
|
0.4111110270023346,
|
||
|
0.4365480840206146,
|
||
|
0.40394076704978943,
|
||
|
0.24999991059303284,
|
||
|
0.40677958726882935,
|
||
|
0.39069753885269165,
|
||
|
0.32034626603126526,
|
||
|
0.6938773989677429,
|
||
|
0.425531804561615,
|
||
|
0.7029701471328735,
|
||
|
0.40394076704978943,
|
||
|
0.44444429874420166,
|
||
|
0.2629106938838959,
|
||
|
0.2901553809642792,
|
||
|
0.3169397711753845,
|
||
|
0.6116504073143005,
|
||
|
0.6912441253662109,
|
||
|
0.6146787405014038,
|
||
|
0.2705313265323639,
|
||
|
0.44221094250679016,
|
||
|
0.563380241394043,
|
||
|
0.6696831583976746,
|
||
|
0.5112106204032898,
|
||
|
0.1507537066936493,
|
||
|
0.7216493487358093,
|
||
|
0.5079363584518433,
|
||
|
0.5048542022705078,
|
||
|
0.43999987840652466,
|
||
|
0.8212559223175049,
|
||
|
0.5999999046325684,
|
||
|
0.5314008593559265,
|
||
|
0.4190475046634674,
|
||
|
0.28019312024116516,
|
||
|
0.21978014707565308,
|
||
|
0.3523315489292145,
|
||
|
0.4365480840206146,
|
||
|
0.7857141494750977,
|
||
|
0.6698563694953918,
|
||
|
0.4824119210243225,
|
||
|
0.6542055010795593,
|
||
|
0.18947362899780273,
|
||
|
0.3959389626979828,
|
||
|
0.26600977778434753,
|
||
|
0.6854459643363953,
|
||
|
0.7179486155509949,
|
||
|
0.32222211360931396,
|
||
|
0.33816415071487427,
|
||
|
0.4670049846172333,
|
||
|
0.26341456174850464,
|
||
|
0.5073169469833374,
|
||
|
0.7236180305480957,
|
||
|
0.4646463394165039,
|
||
|
0.36158180236816406,
|
||
|
0.579710066318512,
|
||
|
0.5666665434837341,
|
||
|
0.5541123747825623,
|
||
|
0.3743841052055359,
|
||
|
0.5092591643333435,
|
||
|
0.5209301114082336,
|
||
|
0.5940592885017395,
|
||
|
0.3076922297477722,
|
||
|
0.31034475564956665,
|
||
|
0.7549017667770386,
|
||
|
0.4851484000682831,
|
||
|
0.43850257992744446,
|
||
|
0.43925222754478455,
|
||
|
0.23529404401779175,
|
||
|
0.5989303588867188
|
||
|
],
|
||
|
"time": 6.1556586073711514,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 97,
|
||
|
"train_loss": 0.008832985535264015,
|
||
|
"val_loss": 2.3242199420928955,
|
||
|
"acc": 47.39,
|
||
|
"f1": [
|
||
|
0.7090908288955688,
|
||
|
0.5643563270568848,
|
||
|
0.28712859749794006,
|
||
|
0.21965309977531433,
|
||
|
0.27272719144821167,
|
||
|
0.44210511445999146,
|
||
|
0.47572803497314453,
|
||
|
0.43715834617614746,
|
||
|
0.5937498807907104,
|
||
|
0.5869563817977905,
|
||
|
0.3563217520713806,
|
||
|
0.26881712675094604,
|
||
|
0.535353422164917,
|
||
|
0.4347825050354004,
|
||
|
0.4120602011680603,
|
||
|
0.4042551815509796,
|
||
|
0.5287355184555054,
|
||
|
0.613065242767334,
|
||
|
0.36190465092658997,
|
||
|
0.3351954519748688,
|
||
|
0.7512193918228149,
|
||
|
0.5775861144065857,
|
||
|
0.4574466943740845,
|
||
|
0.6936934590339661,
|
||
|
0.6507176160812378,
|
||
|
0.36815908551216125,
|
||
|
0.4183672070503235,
|
||
|
0.31279608607292175,
|
||
|
0.6411482095718384,
|
||
|
0.507771909236908,
|
||
|
0.45161277055740356,
|
||
|
0.3999998867511749,
|
||
|
0.4204544126987457,
|
||
|
0.4489794969558716,
|
||
|
0.4154588282108307,
|
||
|
0.24120594561100006,
|
||
|
0.4186045527458191,
|
||
|
0.3846152722835541,
|
||
|
0.31999990344047546,
|
||
|
0.6896550059318542,
|
||
|
0.4432430863380432,
|
||
|
0.6995072364807129,
|
||
|
0.4077668786048889,
|
||
|
0.45685264468193054,
|
||
|
0.24413138628005981,
|
||
|
0.29032251238822937,
|
||
|
0.299465149641037,
|
||
|
0.6138612627983093,
|
||
|
0.6909089088439941,
|
||
|
0.6118720173835754,
|
||
|
0.26415085792541504,
|
||
|
0.4489794969558716,
|
||
|
0.5570775270462036,
|
||
|
0.6547083854675293,
|
||
|
0.5045870542526245,
|
||
|
0.15873010456562042,
|
||
|
0.7263157367706299,
|
||
|
0.5538460612297058,
|
||
|
0.4975123405456543,
|
||
|
0.4688993990421295,
|
||
|
0.8309177160263062,
|
||
|
0.6009851098060608,
|
||
|
0.5229355692863464,
|
||
|
0.4385963976383209,
|
||
|
0.29665064811706543,
|
||
|
0.2065216600894928,
|
||
|
0.3578946590423584,
|
||
|
0.4174756109714508,
|
||
|
0.7918779850006104,
|
||
|
0.6831682324409485,
|
||
|
0.47619032859802246,
|
||
|
0.6729856729507446,
|
||
|
0.1990049034357071,
|
||
|
0.3831774890422821,
|
||
|
0.281406968832016,
|
||
|
0.6788989305496216,
|
||
|
0.7005074620246887,
|
||
|
0.3147207200527191,
|
||
|
0.3084576427936554,
|
||
|
0.4541061818599701,
|
||
|
0.26600977778434753,
|
||
|
0.4923075735569,
|
||
|
0.7179486155509949,
|
||
|
0.46601933240890503,
|
||
|
0.3926379084587097,
|
||
|
0.5741626024246216,
|
||
|
0.5513511896133423,
|
||
|
0.5555554628372192,
|
||
|
0.3775508999824524,
|
||
|
0.49765241146087646,
|
||
|
0.5188678503036499,
|
||
|
0.5888323187828064,
|
||
|
0.2888887822628021,
|
||
|
0.29885047674179077,
|
||
|
0.7772018909454346,
|
||
|
0.48453593254089355,
|
||
|
0.4088396728038788,
|
||
|
0.42156851291656494,
|
||
|
0.22680403292179108,
|
||
|
0.572916567325592
|
||
|
],
|
||
|
"time": 5.993033510632813,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 98,
|
||
|
"train_loss": 0.004799183923751116,
|
||
|
"val_loss": 2.4382591247558594,
|
||
|
"acc": 47.62,
|
||
|
"f1": [
|
||
|
0.7342994213104248,
|
||
|
0.5714284181594849,
|
||
|
0.2843601107597351,
|
||
|
0.20338977873325348,
|
||
|
0.30097079277038574,
|
||
|
0.45595842599868774,
|
||
|
0.45714277029037476,
|
||
|
0.47619032859802246,
|
||
|
0.5773194432258606,
|
||
|
0.5698922872543335,
|
||
|
0.33333322405815125,
|
||
|
0.28723397850990295,
|
||
|
0.5517240166664124,
|
||
|
0.4361701011657715,
|
||
|
0.4102562665939331,
|
||
|
0.39603951573371887,
|
||
|
0.5310733318328857,
|
||
|
0.6176469922065735,
|
||
|
0.35532984137535095,
|
||
|
0.3487178385257721,
|
||
|
0.7333331108093262,
|
||
|
0.5840706825256348,
|
||
|
0.4656083285808563,
|
||
|
0.6822428703308105,
|
||
|
0.653658390045166,
|
||
|
0.36893191933631897,
|
||
|
0.4248703718185425,
|
||
|
0.30769219994544983,
|
||
|
0.6346153020858765,
|
||
|
0.48484835028648376,
|
||
|
0.46082934737205505,
|
||
|
0.3867923319339752,
|
||
|
0.41666656732559204,
|
||
|
0.45226117968559265,
|
||
|
0.40609124302864075,
|
||
|
0.24615377187728882,
|
||
|
0.432748407125473,
|
||
|
0.38356152176856995,
|
||
|
0.34234222769737244,
|
||
|
0.6766167879104614,
|
||
|
0.4315788447856903,
|
||
|
0.7227722406387329,
|
||
|
0.4093022048473358,
|
||
|
0.4607841968536377,
|
||
|
0.29245272278785706,
|
||
|
0.29896897077560425,
|
||
|
0.33333322405815125,
|
||
|
0.6066349744796753,
|
||
|
0.6849313974380493,
|
||
|
0.5990337133407593,
|
||
|
0.2713567018508911,
|
||
|
0.43523305654525757,
|
||
|
0.562211811542511,
|
||
|
0.6519822478294373,
|
||
|
0.5161288380622864,
|
||
|
0.15624994039535522,
|
||
|
0.7499998807907104,
|
||
|
0.5185183882713318,
|
||
|
0.5098037719726562,
|
||
|
0.4545453190803528,
|
||
|
0.8390242457389832,
|
||
|
0.5980390906333923,
|
||
|
0.5118482112884521,
|
||
|
0.4190475046634674,
|
||
|
0.2883720099925995,
|
||
|
0.2173912227153778,
|
||
|
0.3495144844055176,
|
||
|
0.42051267623901367,
|
||
|
0.7979796528816223,
|
||
|
0.6601940989494324,
|
||
|
0.46938762068748474,
|
||
|
0.6759257912635803,
|
||
|
0.1938774734735489,
|
||
|
0.4190475046634674,
|
||
|
0.2599999010562897,
|
||
|
0.7019230127334595,
|
||
|
0.7236180305480957,
|
||
|
0.3157893717288971,
|
||
|
0.329670250415802,
|
||
|
0.46534639596939087,
|
||
|
0.2723003923892975,
|
||
|
0.49019595980644226,
|
||
|
0.7142855525016785,
|
||
|
0.467661589384079,
|
||
|
0.36470577120780945,
|
||
|
0.5799998641014099,
|
||
|
0.559139609336853,
|
||
|
0.5414846539497375,
|
||
|
0.39195966720581055,
|
||
|
0.5135133862495422,
|
||
|
0.525345504283905,
|
||
|
0.5937498807907104,
|
||
|
0.29714274406433105,
|
||
|
0.3157894015312195,
|
||
|
0.7684727907180786,
|
||
|
0.4864863455295563,
|
||
|
0.41269823908805847,
|
||
|
0.4239630401134491,
|
||
|
0.22950810194015503,
|
||
|
0.6105261445045471
|
||
|
],
|
||
|
"time": 6.019516471773386,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 99,
|
||
|
"train_loss": 0.005106514319777489,
|
||
|
"val_loss": 2.515751361846924,
|
||
|
"acc": 47.48,
|
||
|
"f1": [
|
||
|
0.7307690382003784,
|
||
|
0.5858584046363831,
|
||
|
0.30621999502182007,
|
||
|
0.1965317279100418,
|
||
|
0.2790696918964386,
|
||
|
0.4489794969558716,
|
||
|
0.46391740441322327,
|
||
|
0.4565216302871704,
|
||
|
0.5940592885017395,
|
||
|
0.5937498807907104,
|
||
|
0.3699420988559723,
|
||
|
0.2934781610965729,
|
||
|
0.5384615063667297,
|
||
|
0.41666656732559204,
|
||
|
0.39378228783607483,
|
||
|
0.40796008706092834,
|
||
|
0.5303866267204285,
|
||
|
0.6341462135314941,
|
||
|
0.32124343514442444,
|
||
|
0.3351350426673889,
|
||
|
0.7368419766426086,
|
||
|
0.5565216541290283,
|
||
|
0.4615383446216583,
|
||
|
0.6698563694953918,
|
||
|
0.669999897480011,
|
||
|
0.36714968085289,
|
||
|
0.4347825050354004,
|
||
|
0.2976743280887604,
|
||
|
0.6411482095718384,
|
||
|
0.46391740441322327,
|
||
|
0.4405285120010376,
|
||
|
0.3846152722835541,
|
||
|
0.40677958726882935,
|
||
|
0.4306218922138214,
|
||
|
0.419999897480011,
|
||
|
0.28999990224838257,
|
||
|
0.4186045527458191,
|
||
|
0.3831774890422821,
|
||
|
0.3261801600456238,
|
||
|
0.6836733222007751,
|
||
|
0.43715834617614746,
|
||
|
0.7128711342811584,
|
||
|
0.43564343452453613,
|
||
|
0.46999987959861755,
|
||
|
0.2571427524089813,
|
||
|
0.299465149641037,
|
||
|
0.3147207200527191,
|
||
|
0.6028706431388855,
|
||
|
0.6981130838394165,
|
||
|
0.5999999046325684,
|
||
|
0.2758619785308838,
|
||
|
0.4593299925327301,
|
||
|
0.5479451417922974,
|
||
|
0.6697246432304382,
|
||
|
0.5185183882713318,
|
||
|
0.14659680426120758,
|
||
|
0.7282050251960754,
|
||
|
0.5026176571846008,
|
||
|
0.5096152424812317,
|
||
|
0.4299998879432678,
|
||
|
0.8252425789833069,
|
||
|
0.6019416451454163,
|
||
|
0.5161288380622864,
|
||
|
0.4122805893421173,
|
||
|
0.2790696918964386,
|
||
|
0.24999991059303284,
|
||
|
0.33502528071403503,
|
||
|
0.4108106791973114,
|
||
|
0.7918779850006104,
|
||
|
0.6730768084526062,
|
||
|
0.48205116391181946,
|
||
|
0.6696427464485168,
|
||
|
0.194871723651886,
|
||
|
0.36842095851898193,
|
||
|
0.2598869204521179,
|
||
|
0.688372015953064,
|
||
|
0.7319586277008057,
|
||
|
0.3016759157180786,
|
||
|
0.34254133701324463,
|
||
|
0.46999987959861755,
|
||
|
0.26262614130973816,
|
||
|
0.4744184911251068,
|
||
|
0.7448978424072266,
|
||
|
0.47474732995033264,
|
||
|
0.3592813014984131,
|
||
|
0.5742572546005249,
|
||
|
0.5524860620498657,
|
||
|
0.5485230684280396,
|
||
|
0.3842363655567169,
|
||
|
0.4955751299858093,
|
||
|
0.5345621109008789,
|
||
|
0.5906734466552734,
|
||
|
0.2937852144241333,
|
||
|
0.3157894015312195,
|
||
|
0.7707315683364868,
|
||
|
0.4814813435077667,
|
||
|
0.38461530208587646,
|
||
|
0.44642844796180725,
|
||
|
0.23595495522022247,
|
||
|
0.5858584046363831
|
||
|
],
|
||
|
"time": 6.067649960517883,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 100,
|
||
|
"train_loss": 0.004885401111096144,
|
||
|
"val_loss": 2.3821861743927,
|
||
|
"acc": 47.51,
|
||
|
"f1": [
|
||
|
0.7184464335441589,
|
||
|
0.561576247215271,
|
||
|
0.2775118350982666,
|
||
|
0.2105262726545334,
|
||
|
0.2690582275390625,
|
||
|
0.4615383446216583,
|
||
|
0.4705880880355835,
|
||
|
0.48453593254089355,
|
||
|
0.5863873362541199,
|
||
|
0.5837836861610413,
|
||
|
0.36046499013900757,
|
||
|
0.26315781474113464,
|
||
|
0.5538460612297058,
|
||
|
0.41711217164993286,
|
||
|
0.38775497674942017,
|
||
|
0.4221104085445404,
|
||
|
0.5274723768234253,
|
||
|
0.653465211391449,
|
||
|
0.3482586145401001,
|
||
|
0.327868789434433,
|
||
|
0.747572660446167,
|
||
|
0.590908944606781,
|
||
|
0.4550263583660126,
|
||
|
0.6822428703308105,
|
||
|
0.6699506640434265,
|
||
|
0.3699999153614044,
|
||
|
0.4315788447856903,
|
||
|
0.3091786503791809,
|
||
|
0.6445496082305908,
|
||
|
0.4924621880054474,
|
||
|
0.46728962659835815,
|
||
|
0.3804876506328583,
|
||
|
0.43093910813331604,
|
||
|
0.45226117968559265,
|
||
|
0.4120602011680603,
|
||
|
0.26041656732559204,
|
||
|
0.4186045527458191,
|
||
|
0.37558677792549133,
|
||
|
0.3318384885787964,
|
||
|
0.7010307908058167,
|
||
|
0.4347825050354004,
|
||
|
0.696517288684845,
|
||
|
0.4077668786048889,
|
||
|
0.4717947542667389,
|
||
|
0.2477063536643982,
|
||
|
0.2815532982349396,
|
||
|
0.326315701007843,
|
||
|
0.6116504073143005,
|
||
|
0.6909089088439941,
|
||
|
0.5981307029724121,
|
||
|
0.26540276408195496,
|
||
|
0.44670039415359497,
|
||
|
0.5636362433433533,
|
||
|
0.6543776988983154,
|
||
|
0.506912350654602,
|
||
|
0.17021268606185913,
|
||
|
0.72251296043396,
|
||
|
0.5257730484008789,
|
||
|
0.5050503611564636,
|
||
|
0.47715723514556885,
|
||
|
0.8075116276741028,
|
||
|
0.6108372807502747,
|
||
|
0.528846025466919,
|
||
|
0.4331796169281006,
|
||
|
0.2898550033569336,
|
||
|
0.21978014707565308,
|
||
|
0.3487178385257721,
|
||
|
0.4387753903865814,
|
||
|
0.7979796528816223,
|
||
|
0.6764704585075378,
|
||
|
0.47474732995033264,
|
||
|
0.6384975910186768,
|
||
|
0.18848159909248352,
|
||
|
0.42253509163856506,
|
||
|
0.26794248819351196,
|
||
|
0.6851851344108582,
|
||
|
0.7142855525016785,
|
||
|
0.3068782389163971,
|
||
|
0.3248729705810547,
|
||
|
0.46153831481933594,
|
||
|
0.27722764015197754,
|
||
|
0.4694834351539612,
|
||
|
0.7282050251960754,
|
||
|
0.46231144666671753,
|
||
|
0.3414633274078369,
|
||
|
0.5812807083129883,
|
||
|
0.5543476939201355,
|
||
|
0.5589519143104553,
|
||
|
0.37999987602233887,
|
||
|
0.5021275877952576,
|
||
|
0.5137613415718079,
|
||
|
0.6010361909866333,
|
||
|
0.2967032194137573,
|
||
|
0.2954544425010681,
|
||
|
0.7783250212669373,
|
||
|
0.49999988079071045,
|
||
|
0.41573023796081543,
|
||
|
0.4186045527458191,
|
||
|
0.23036640882492065,
|
||
|
0.5876287817955017
|
||
|
],
|
||
|
"time": 6.097919610328972,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 101,
|
||
|
"train_loss": 0.00858440063893795,
|
||
|
"val_loss": 2.2422664165496826,
|
||
|
"acc": 47.6,
|
||
|
"f1": [
|
||
|
0.721153736114502,
|
||
|
0.5786800384521484,
|
||
|
0.280373752117157,
|
||
|
0.22988496720790863,
|
||
|
0.2941175699234009,
|
||
|
0.4670049846172333,
|
||
|
0.4705880880355835,
|
||
|
0.45833322405815125,
|
||
|
0.5803107619285583,
|
||
|
0.594594419002533,
|
||
|
0.3563217520713806,
|
||
|
0.2736841142177582,
|
||
|
0.5572138428688049,
|
||
|
0.4347825050354004,
|
||
|
0.38974347710609436,
|
||
|
0.4158414602279663,
|
||
|
0.522222101688385,
|
||
|
0.6336632370948792,
|
||
|
0.3417084515094757,
|
||
|
0.32989683747291565,
|
||
|
0.7586205005645752,
|
||
|
0.5882351398468018,
|
||
|
0.4516127407550812,
|
||
|
0.6757989525794983,
|
||
|
0.6633662581443787,
|
||
|
0.37999987602233887,
|
||
|
0.4148934781551361,
|
||
|
0.31428563594818115,
|
||
|
0.6445496082305908,
|
||
|
0.4999998211860657,
|
||
|
0.43925222754478455,
|
||
|
0.3823528587818146,
|
||
|
0.4269661605358124,
|
||
|
0.4343433380126953,
|
||
|
0.40975597500801086,
|
||
|
0.24742262065410614,
|
||
|
0.4277455508708954,
|
||
|
0.37209296226501465,
|
||
|
0.31531521677970886,
|
||
|
0.7128711342811584,
|
||
|
0.42780739068984985,
|
||
|
0.6926827430725098,
|
||
|
0.41346144676208496,
|
||
|
0.446808397769928,
|
||
|
0.26728102564811707,
|
||
|
0.282828152179718,
|
||
|
0.32989683747291565,
|
||
|
0.5922329425811768,
|
||
|
0.6940637826919556,
|
||
|
0.6203702688217163,
|
||
|
0.28846150636672974,
|
||
|
0.43979042768478394,
|
||
|
0.5739909410476685,
|
||
|
0.6636770367622375,
|
||
|
0.5116277933120728,
|
||
|
0.15310998260974884,
|
||
|
0.7434553503990173,
|
||
|
0.49999988079071045,
|
||
|
0.49261072278022766,
|
||
|
0.45918354392051697,
|
||
|
0.8390242457389832,
|
||
|
0.5980390906333923,
|
||
|
0.5263156890869141,
|
||
|
0.4265401363372803,
|
||
|
0.280373752117157,
|
||
|
0.2436547577381134,
|
||
|
0.35897424817085266,
|
||
|
0.40404030680656433,
|
||
|
0.7918779850006104,
|
||
|
0.6699027419090271,
|
||
|
0.4795917272567749,
|
||
|
0.6666665077209473,
|
||
|
0.1758241057395935,
|
||
|
0.40796008706092834,
|
||
|
0.28426387906074524,
|
||
|
0.6909089088439941,
|
||
|
0.7309643626213074,
|
||
|
0.3111110329627991,
|
||
|
0.3299999237060547,
|
||
|
0.47572803497314453,
|
||
|
0.26728102564811707,
|
||
|
0.4976075291633606,
|
||
|
0.727272629737854,
|
||
|
0.47524741291999817,
|
||
|
0.36585354804992676,
|
||
|
0.5786800384521484,
|
||
|
0.5543476939201355,
|
||
|
0.5775861144065857,
|
||
|
0.3959389626979828,
|
||
|
0.5135133862495422,
|
||
|
0.5302324295043945,
|
||
|
0.5743588209152222,
|
||
|
0.30270257592201233,
|
||
|
0.30857133865356445,
|
||
|
0.7860695123672485,
|
||
|
0.47474732995033264,
|
||
|
0.41711217164993286,
|
||
|
0.42253509163856506,
|
||
|
0.22797919809818268,
|
||
|
0.5851062536239624
|
||
|
],
|
||
|
"time": 6.147119854576886,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 102,
|
||
|
"train_loss": 0.005376428831368685,
|
||
|
"val_loss": 2.4288175106048584,
|
||
|
"acc": 47.52,
|
||
|
"f1": [
|
||
|
0.727272629737854,
|
||
|
0.5656563639640808,
|
||
|
0.27102795243263245,
|
||
|
0.19875767827033997,
|
||
|
0.27777767181396484,
|
||
|
0.46632111072540283,
|
||
|
0.46601933240890503,
|
||
|
0.45685264468193054,
|
||
|
0.5656563639640808,
|
||
|
0.5820105075836182,
|
||
|
0.3508770763874054,
|
||
|
0.26315781474113464,
|
||
|
0.5472635626792908,
|
||
|
0.41935470700263977,
|
||
|
0.3599999248981476,
|
||
|
0.4307691156864166,
|
||
|
0.5164833664894104,
|
||
|
0.6532661318778992,
|
||
|
0.35294109582901,
|
||
|
0.33333325386047363,
|
||
|
0.747572660446167,
|
||
|
0.590908944606781,
|
||
|
0.4502616822719574,
|
||
|
0.6729856729507446,
|
||
|
0.653658390045166,
|
||
|
0.3899998664855957,
|
||
|
0.4226802885532379,
|
||
|
0.3168315887451172,
|
||
|
0.6376810669898987,
|
||
|
0.4950493574142456,
|
||
|
0.4629628360271454,
|
||
|
0.38190943002700806,
|
||
|
0.41176459193229675,
|
||
|
0.4365480840206146,
|
||
|
0.3999998867511749,
|
||
|
0.2617800235748291,
|
||
|
0.43181803822517395,
|
||
|
0.37558677792549133,
|
||
|
0.33480167388916016,
|
||
|
0.7236180305480957,
|
||
|
0.4324323236942291,
|
||
|
0.696078360080719,
|
||
|
0.39069753885269165,
|
||
|
0.46486473083496094,
|
||
|
0.2545453906059265,
|
||
|
0.2941175699234009,
|
||
|
0.3251230716705322,
|
||
|
0.5971562266349792,
|
||
|
0.6877826452255249,
|
||
|
0.6183573603630066,
|
||
|
0.29665064811706543,
|
||
|
0.42639580368995667,
|
||
|
0.5648146867752075,
|
||
|
0.6787328720092773,
|
||
|
0.5161288380622864,
|
||
|
0.1405404806137085,
|
||
|
0.7395831346511841,
|
||
|
0.5136610269546509,
|
||
|
0.4950493574142456,
|
||
|
0.4688993990421295,
|
||
|
0.8113206028938293,
|
||
|
0.5933012366294861,
|
||
|
0.511415421962738,
|
||
|
0.4179103374481201,
|
||
|
0.27722764015197754,
|
||
|
0.239999920129776,
|
||
|
0.3419688045978546,
|
||
|
0.44444435834884644,
|
||
|
0.7857141494750977,
|
||
|
0.6763284206390381,
|
||
|
0.47474732995033264,
|
||
|
0.6513760089874268,
|
||
|
0.1729728877544403,
|
||
|
0.4265401363372803,
|
||
|
0.2999999225139618,
|
||
|
0.6857141852378845,
|
||
|
0.7319586277008057,
|
||
|
0.30526304244995117,
|
||
|
0.32402223348617554,
|
||
|
0.4630540609359741,
|
||
|
0.29107969999313354,
|
||
|
0.47963786125183105,
|
||
|
0.7319586277008057,
|
||
|
0.4780486822128296,
|
||
|
0.37426888942718506,
|
||
|
0.5686272978782654,
|
||
|
0.5454544425010681,
|
||
|
0.5407723784446716,
|
||
|
0.4018690288066864,
|
||
|
0.5175436735153198,
|
||
|
0.5167463421821594,
|
||
|
0.5816324949264526,
|
||
|
0.30939218401908875,
|
||
|
0.31764698028564453,
|
||
|
0.7783250212669373,
|
||
|
0.4949493706226349,
|
||
|
0.39560428261756897,
|
||
|
0.4174756109714508,
|
||
|
0.2173912227153778,
|
||
|
0.5948716402053833
|
||
|
],
|
||
|
"time": 5.9635636154562235,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 103,
|
||
|
"train_loss": 0.008361580781638622,
|
||
|
"val_loss": 2.2200489044189453,
|
||
|
"acc": 47.77,
|
||
|
"f1": [
|
||
|
0.732673168182373,
|
||
|
0.5888323187828064,
|
||
|
0.28712859749794006,
|
||
|
0.22727267444133759,
|
||
|
0.2692306935787201,
|
||
|
0.4705881178379059,
|
||
|
0.4799998700618744,
|
||
|
0.4717947542667389,
|
||
|
0.5876287817955017,
|
||
|
0.6063828468322754,
|
||
|
0.36809808015823364,
|
||
|
0.26519328355789185,
|
||
|
0.5527637004852295,
|
||
|
0.4301074147224426,
|
||
|
0.39603951573371887,
|
||
|
0.41711217164993286,
|
||
|
0.5257141590118408,
|
||
|
0.6424869298934937,
|
||
|
0.36792439222335815,
|
||
|
0.33333325386047363,
|
||
|
0.7562187314033508,
|
||
|
0.6126124858856201,
|
||
|
0.4491977095603943,
|
||
|
0.679245114326477,
|
||
|
0.6731706857681274,
|
||
|
0.3711339235305786,
|
||
|
0.4210525155067444,
|
||
|
0.30701744556427,
|
||
|
0.6380951404571533,
|
||
|
0.49999988079071045,
|
||
|
0.4474884569644928,
|
||
|
0.378109335899353,
|
||
|
0.4090908467769623,
|
||
|
0.42857128381729126,
|
||
|
0.4257424473762512,
|
||
|
0.29292917251586914,
|
||
|
0.41379299759864807,
|
||
|
0.36448585987091064,
|
||
|
0.35454532504081726,
|
||
|
0.7164177894592285,
|
||
|
0.4431816637516022,
|
||
|
0.696517288684845,
|
||
|
0.41176459193229675,
|
||
|
0.5151513814926147,
|
||
|
0.26785707473754883,
|
||
|
0.27884605526924133,
|
||
|
0.3369564116001129,
|
||
|
0.5714284777641296,
|
||
|
0.706976592540741,
|
||
|
0.6071427464485168,
|
||
|
0.27884605526924133,
|
||
|
0.4408600926399231,
|
||
|
0.580357015132904,
|
||
|
0.6635943651199341,
|
||
|
0.5286343097686768,
|
||
|
0.1507537066936493,
|
||
|
0.7244896292686462,
|
||
|
0.534031331539154,
|
||
|
0.5050503611564636,
|
||
|
0.488262802362442,
|
||
|
0.8093022108078003,
|
||
|
0.5904760956764221,
|
||
|
0.5320196151733398,
|
||
|
0.40384599566459656,
|
||
|
0.2690582275390625,
|
||
|
0.22471901774406433,
|
||
|
0.35897424817085266,
|
||
|
0.4145076870918274,
|
||
|
0.7799997925758362,
|
||
|
0.6831682324409485,
|
||
|
0.47715723514556885,
|
||
|
0.6572768688201904,
|
||
|
0.19801974296569824,
|
||
|
0.40796008706092834,
|
||
|
0.2723003923892975,
|
||
|
0.6944442987442017,
|
||
|
0.7171715497970581,
|
||
|
0.32820504903793335,
|
||
|
0.31372541189193726,
|
||
|
0.43720918893814087,
|
||
|
0.25961530208587646,
|
||
|
0.48803818225860596,
|
||
|
0.738461434841156,
|
||
|
0.4670049846172333,
|
||
|
0.35365843772888184,
|
||
|
0.5756096839904785,
|
||
|
0.5520831942558289,
|
||
|
0.5570775270462036,
|
||
|
0.38043469190597534,
|
||
|
0.5135133862495422,
|
||
|
0.5345621109008789,
|
||
|
0.582914412021637,
|
||
|
0.327868789434433,
|
||
|
0.2967032194137573,
|
||
|
0.7979272603988647,
|
||
|
0.49999988079071045,
|
||
|
0.43979042768478394,
|
||
|
0.4186045527458191,
|
||
|
0.20571422576904297,
|
||
|
0.5906734466552734
|
||
|
],
|
||
|
"time": 6.052828310057521,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 104,
|
||
|
"train_loss": 0.00537845678627491,
|
||
|
"val_loss": 2.2612109184265137,
|
||
|
"acc": 47.68,
|
||
|
"f1": [
|
||
|
0.7263681292533875,
|
||
|
0.5686272978782654,
|
||
|
0.29126206040382385,
|
||
|
0.21951214969158173,
|
||
|
0.2660549581050873,
|
||
|
0.47120407223701477,
|
||
|
0.48039206862449646,
|
||
|
0.4607328474521637,
|
||
|
0.5803107619285583,
|
||
|
0.5668447613716125,
|
||
|
0.3351954519748688,
|
||
|
0.27322396636009216,
|
||
|
0.5658535361289978,
|
||
|
0.4491977095603943,
|
||
|
0.37499991059303284,
|
||
|
0.4307691156864166,
|
||
|
0.5444443225860596,
|
||
|
0.6183573603630066,
|
||
|
0.35897424817085266,
|
||
|
0.35602086782455444,
|
||
|
0.7439612150192261,
|
||
|
0.577777624130249,
|
||
|
0.4550263583660126,
|
||
|
0.6822428703308105,
|
||
|
0.6767675280570984,
|
||
|
0.372548907995224,
|
||
|
0.42931926250457764,
|
||
|
0.30331745743751526,
|
||
|
0.6540283560752869,
|
||
|
0.49999988079071045,
|
||
|
0.4566209018230438,
|
||
|
0.3827749788761139,
|
||
|
0.4043714702129364,
|
||
|
0.43564343452453613,
|
||
|
0.4019606411457062,
|
||
|
0.2769230008125305,
|
||
|
0.4418603479862213,
|
||
|
0.368663489818573,
|
||
|
0.3470318615436554,
|
||
|
0.7142855525016785,
|
||
|
0.45054933428764343,
|
||
|
0.6899998784065247,
|
||
|
0.39631327986717224,
|
||
|
0.4766837954521179,
|
||
|
0.25777769088745117,
|
||
|
0.28571420907974243,
|
||
|
0.3386242389678955,
|
||
|
0.5769229531288147,
|
||
|
0.6915886998176575,
|
||
|
0.6139533519744873,
|
||
|
0.29268285632133484,
|
||
|
0.4545453190803528,
|
||
|
0.5648146867752075,
|
||
|
0.6636770367622375,
|
||
|
0.5185183882713318,
|
||
|
0.1497325599193573,
|
||
|
0.7301585674285889,
|
||
|
0.507771909236908,
|
||
|
0.5098037719726562,
|
||
|
0.4651161730289459,
|
||
|
0.8113206028938293,
|
||
|
0.5922329425811768,
|
||
|
0.5308055877685547,
|
||
|
0.43269219994544983,
|
||
|
0.2870812714099884,
|
||
|
0.22346359491348267,
|
||
|
0.35051536560058594,
|
||
|
0.4226802885532379,
|
||
|
0.7999998331069946,
|
||
|
0.6634145379066467,
|
||
|
0.49999988079071045,
|
||
|
0.6540283560752869,
|
||
|
0.17679551243782043,
|
||
|
0.4158414602279663,
|
||
|
0.2812499403953552,
|
||
|
0.6919430494308472,
|
||
|
0.7076921463012695,
|
||
|
0.2999999225139618,
|
||
|
0.327868789434433,
|
||
|
0.45320188999176025,
|
||
|
0.27488142251968384,
|
||
|
0.4694834351539612,
|
||
|
0.7399998903274536,
|
||
|
0.4903845191001892,
|
||
|
0.37575745582580566,
|
||
|
0.5685278177261353,
|
||
|
0.5360823273658752,
|
||
|
0.5423727631568909,
|
||
|
0.390243798494339,
|
||
|
0.5155554413795471,
|
||
|
0.5116277933120728,
|
||
|
0.5899998545646667,
|
||
|
0.30337071418762207,
|
||
|
0.3050846457481384,
|
||
|
0.7714284658432007,
|
||
|
0.47715723514556885,
|
||
|
0.4148934781551361,
|
||
|
0.42156851291656494,
|
||
|
0.21978014707565308,
|
||
|
0.582914412021637
|
||
|
],
|
||
|
"time": 6.003357706591487,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 105,
|
||
|
"train_loss": 0.010497048497200012,
|
||
|
"val_loss": 2.285273313522339,
|
||
|
"acc": 47.38,
|
||
|
"f1": [
|
||
|
0.707547128200531,
|
||
|
0.5816324949264526,
|
||
|
0.28855711221694946,
|
||
|
0.206060528755188,
|
||
|
0.26600977778434753,
|
||
|
0.4574466943740845,
|
||
|
0.4795917272567749,
|
||
|
0.4307691156864166,
|
||
|
0.5906734466552734,
|
||
|
0.5714284777641296,
|
||
|
0.32369929552078247,
|
||
|
0.2513660192489624,
|
||
|
0.5306121110916138,
|
||
|
0.44808733463287354,
|
||
|
0.36269423365592957,
|
||
|
0.42708319425582886,
|
||
|
0.5274723768234253,
|
||
|
0.6262625455856323,
|
||
|
0.3495144844055176,
|
||
|
0.3529410660266876,
|
||
|
0.747572660446167,
|
||
|
0.5779815316200256,
|
||
|
0.4502616822719574,
|
||
|
0.6601940989494324,
|
||
|
0.6802029013633728,
|
||
|
0.38144323229789734,
|
||
|
0.42162150144577026,
|
||
|
0.3211008310317993,
|
||
|
0.6602869629859924,
|
||
|
0.487046480178833,
|
||
|
0.4545453190803528,
|
||
|
0.39195966720581055,
|
||
|
0.4198893904685974,
|
||
|
0.43349742889404297,
|
||
|
0.4077668786048889,
|
||
|
0.2941175699234009,
|
||
|
0.42285704612731934,
|
||
|
0.37209296226501465,
|
||
|
0.3433475196361542,
|
||
|
0.7058822512626648,
|
||
|
0.42162150144577026,
|
||
|
0.7035174369812012,
|
||
|
0.3981480300426483,
|
||
|
0.49214646220207214,
|
||
|
0.25116273760795593,
|
||
|
0.282828152179718,
|
||
|
0.3208555281162262,
|
||
|
0.582914412021637,
|
||
|
0.7064219117164612,
|
||
|
0.6027396321296692,
|
||
|
0.2870369255542755,
|
||
|
0.46808499097824097,
|
||
|
0.5882351398468018,
|
||
|
0.6481480002403259,
|
||
|
0.5067872405052185,
|
||
|
0.15624994039535522,
|
||
|
0.735751211643219,
|
||
|
0.49214646220207214,
|
||
|
0.5025123953819275,
|
||
|
0.4579438269138336,
|
||
|
0.8037381172180176,
|
||
|
0.5922329425811768,
|
||
|
0.5164318084716797,
|
||
|
0.4102562665939331,
|
||
|
0.2735848128795624,
|
||
|
0.20320846140384674,
|
||
|
0.35532984137535095,
|
||
|
0.4210525155067444,
|
||
|
0.7899998426437378,
|
||
|
0.6730768084526062,
|
||
|
0.4795917272567749,
|
||
|
0.6454544067382812,
|
||
|
0.19889496266841888,
|
||
|
0.4123710095882416,
|
||
|
0.28571420907974243,
|
||
|
0.6729856729507446,
|
||
|
0.7192116975784302,
|
||
|
0.34736835956573486,
|
||
|
0.31914883852005005,
|
||
|
0.4519229531288147,
|
||
|
0.2488478720188141,
|
||
|
0.4694834351539612,
|
||
|
0.7363182306289673,
|
||
|
0.47572803497314453,
|
||
|
0.35582810640335083,
|
||
|
0.5714284777641296,
|
||
|
0.5263156890869141,
|
||
|
0.5523011684417725,
|
||
|
0.3923443853855133,
|
||
|
0.5225224494934082,
|
||
|
0.5327101349830627,
|
||
|
0.6031745076179504,
|
||
|
0.2999999225139618,
|
||
|
0.30337071418762207,
|
||
|
0.7881771922111511,
|
||
|
0.4878047704696655,
|
||
|
0.40217384696006775,
|
||
|
0.42790690064430237,
|
||
|
0.19689112901687622,
|
||
|
0.5882351994514465
|
||
|
],
|
||
|
"time": 5.872108273208141,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 106,
|
||
|
"train_loss": 0.007727404590696096,
|
||
|
"val_loss": 2.3989760875701904,
|
||
|
"acc": 47.41,
|
||
|
"f1": [
|
||
|
0.7227722406387329,
|
||
|
0.5533979535102844,
|
||
|
0.29702961444854736,
|
||
|
0.18823520839214325,
|
||
|
0.2695651352405548,
|
||
|
0.4615383446216583,
|
||
|
0.4949493706226349,
|
||
|
0.43523305654525757,
|
||
|
0.5685278177261353,
|
||
|
0.5820105075836182,
|
||
|
0.3373492956161499,
|
||
|
0.25668442249298096,
|
||
|
0.5671641230583191,
|
||
|
0.43333321809768677,
|
||
|
0.36180898547172546,
|
||
|
0.4257424473762512,
|
||
|
0.5333331823348999,
|
||
|
0.6439023613929749,
|
||
|
0.31746023893356323,
|
||
|
0.3386242389678955,
|
||
|
0.7450978755950928,
|
||
|
0.5689654350280762,
|
||
|
0.4347825050354004,
|
||
|
0.6820275187492371,
|
||
|
0.6504853367805481,
|
||
|
0.3699999153614044,
|
||
|
0.42708319425582886,
|
||
|
0.30697670578956604,
|
||
|
0.6570047736167908,
|
||
|
0.47761180996894836,
|
||
|
0.4545453190803528,
|
||
|
0.37914684414863586,
|
||
|
0.39548009634017944,
|
||
|
0.4257424473762512,
|
||
|
0.4020099639892578,
|
||
|
0.2758619785308838,
|
||
|
0.44444432854652405,
|
||
|
0.3568074107170105,
|
||
|
0.30357134342193604,
|
||
|
0.7093595266342163,
|
||
|
0.43956032395362854,
|
||
|
0.6934671998023987,
|
||
|
0.403755784034729,
|
||
|
0.46938762068748474,
|
||
|
0.264317125082016,
|
||
|
0.29319363832473755,
|
||
|
0.3232322335243225,
|
||
|
0.5870645046234131,
|
||
|
0.7053138613700867,
|
||
|
0.5953487157821655,
|
||
|
0.2786068916320801,
|
||
|
0.44776105880737305,
|
||
|
0.5818180441856384,
|
||
|
0.6636770367622375,
|
||
|
0.5188678503036499,
|
||
|
0.15624994039535522,
|
||
|
0.7407405972480774,
|
||
|
0.524590015411377,
|
||
|
0.4923075735569,
|
||
|
0.47572803497314453,
|
||
|
0.8075116276741028,
|
||
|
0.6048778891563416,
|
||
|
0.5272725820541382,
|
||
|
0.38626599311828613,
|
||
|
0.28855711221694946,
|
||
|
0.208791121840477,
|
||
|
0.3627450466156006,
|
||
|
0.43298953771591187,
|
||
|
0.7959181666374207,
|
||
|
0.6761903762817383,
|
||
|
0.4598929286003113,
|
||
|
0.6540283560752869,
|
||
|
0.18279562890529633,
|
||
|
0.43298953771591187,
|
||
|
0.24210518598556519,
|
||
|
0.6824643611907959,
|
||
|
0.735751211643219,
|
||
|
0.3208555281162262,
|
||
|
0.3370785713195801,
|
||
|
0.4599998891353607,
|
||
|
0.26600977778434753,
|
||
|
0.488262802362442,
|
||
|
0.7336682677268982,
|
||
|
0.4824119210243225,
|
||
|
0.37125736474990845,
|
||
|
0.5700481534004211,
|
||
|
0.5494503974914551,
|
||
|
0.5675674080848694,
|
||
|
0.3880595862865448,
|
||
|
0.5201792120933533,
|
||
|
0.5428570508956909,
|
||
|
0.5803107619285583,
|
||
|
0.2934781610965729,
|
||
|
0.329670250415802,
|
||
|
0.796116292476654,
|
||
|
0.47474732995033264,
|
||
|
0.40641695261001587,
|
||
|
0.43720918893814087,
|
||
|
0.21538454294204712,
|
||
|
0.595959484577179
|
||
|
],
|
||
|
"time": 5.893764277920127,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 107,
|
||
|
"train_loss": 0.006042013876140118,
|
||
|
"val_loss": 2.2725141048431396,
|
||
|
"acc": 47.61,
|
||
|
"f1": [
|
||
|
0.7169809341430664,
|
||
|
0.5670101642608643,
|
||
|
0.2775118350982666,
|
||
|
0.20809243619441986,
|
||
|
0.27649760246276855,
|
||
|
0.4646463394165039,
|
||
|
0.4873095452785492,
|
||
|
0.45918354392051697,
|
||
|
0.5743588209152222,
|
||
|
0.5863873362541199,
|
||
|
0.32369929552078247,
|
||
|
0.26881712675094604,
|
||
|
0.548076868057251,
|
||
|
0.4338623583316803,
|
||
|
0.35483860969543457,
|
||
|
0.4292682111263275,
|
||
|
0.5363127589225769,
|
||
|
0.6249998807907104,
|
||
|
0.32258057594299316,
|
||
|
0.34224584698677063,
|
||
|
0.7403844594955444,
|
||
|
0.5844747424125671,
|
||
|
0.44444432854652405,
|
||
|
0.6730768084526062,
|
||
|
0.6893202662467957,
|
||
|
0.34999990463256836,
|
||
|
0.41758227348327637,
|
||
|
0.31627896428108215,
|
||
|
0.6473428606987,
|
||
|
0.49999988079071045,
|
||
|
0.46363624930381775,
|
||
|
0.3942306339740753,
|
||
|
0.40659332275390625,
|
||
|
0.43601882457733154,
|
||
|
0.4183672070503235,
|
||
|
0.26341456174850464,
|
||
|
0.43678146600723267,
|
||
|
0.3428570628166199,
|
||
|
0.3247862458229065,
|
||
|
0.7029701471328735,
|
||
|
0.4516127407550812,
|
||
|
0.7035174369812012,
|
||
|
0.40579700469970703,
|
||
|
0.45901623368263245,
|
||
|
0.2547169029712677,
|
||
|
0.29166659712791443,
|
||
|
0.32820504903793335,
|
||
|
0.5812807083129883,
|
||
|
0.7142855525016785,
|
||
|
0.5972849726676941,
|
||
|
0.28855711221694946,
|
||
|
0.4489794969558716,
|
||
|
0.5674417018890381,
|
||
|
0.6576575636863708,
|
||
|
0.5277776718139648,
|
||
|
0.14130428433418274,
|
||
|
0.7263157367706299,
|
||
|
0.49729716777801514,
|
||
|
0.510416567325592,
|
||
|
0.47524741291999817,
|
||
|
0.8056870102882385,
|
||
|
0.6078430414199829,
|
||
|
0.5339804887771606,
|
||
|
0.415094256401062,
|
||
|
0.28440356254577637,
|
||
|
0.21621613204479218,
|
||
|
0.35714274644851685,
|
||
|
0.4315788447856903,
|
||
|
0.7999998331069946,
|
||
|
0.7053138613700867,
|
||
|
0.4899998903274536,
|
||
|
0.6484017372131348,
|
||
|
0.180851012468338,
|
||
|
0.419999897480011,
|
||
|
0.29473677277565,
|
||
|
0.6824643611907959,
|
||
|
0.7216493487358093,
|
||
|
0.3265305161476135,
|
||
|
0.31428563594818115,
|
||
|
0.4646463394165039,
|
||
|
0.2636362612247467,
|
||
|
0.49765241146087646,
|
||
|
0.7474745512008667,
|
||
|
0.4851484000682831,
|
||
|
0.3529410660266876,
|
||
|
0.5728154182434082,
|
||
|
0.5388599634170532,
|
||
|
0.5502182841300964,
|
||
|
0.3959389626979828,
|
||
|
0.5135133862495422,
|
||
|
0.5402842164039612,
|
||
|
0.5816324949264526,
|
||
|
0.30939218401908875,
|
||
|
0.33720916509628296,
|
||
|
0.778846025466919,
|
||
|
0.4899998903274536,
|
||
|
0.39784935116767883,
|
||
|
0.44036686420440674,
|
||
|
0.21390368044376373,
|
||
|
0.6113988757133484
|
||
|
],
|
||
|
"time": 6.112050425261259,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 108,
|
||
|
"train_loss": 0.009187571704387665,
|
||
|
"val_loss": 2.348719835281372,
|
||
|
"acc": 47.65,
|
||
|
"f1": [
|
||
|
0.721153736114502,
|
||
|
0.561576247215271,
|
||
|
0.29850736260414124,
|
||
|
0.20809243619441986,
|
||
|
0.2790696918964386,
|
||
|
0.4766837954521179,
|
||
|
0.46829259395599365,
|
||
|
0.45405393838882446,
|
||
|
0.5743588209152222,
|
||
|
0.5612244009971619,
|
||
|
0.3370785713195801,
|
||
|
0.2673795819282532,
|
||
|
0.5560973882675171,
|
||
|
0.4315788447856903,
|
||
|
0.3636362850666046,
|
||
|
0.4120602011680603,
|
||
|
0.5326085686683655,
|
||
|
0.6532661318778992,
|
||
|
0.35467973351478577,
|
||
|
0.3459458649158478,
|
||
|
0.7342994213104248,
|
||
|
0.5663716197013855,
|
||
|
0.4347825050354004,
|
||
|
0.6763284206390381,
|
||
|
0.6907215118408203,
|
||
|
0.37499991059303284,
|
||
|
0.41935470700263977,
|
||
|
0.29864245653152466,
|
||
|
0.6600984334945679,
|
||
|
0.4924621880054474,
|
||
|
0.4930231273174286,
|
||
|
0.40609124302864075,
|
||
|
0.4043714702129364,
|
||
|
0.434782475233078,
|
||
|
0.40384599566459656,
|
||
|
0.27551010251045227,
|
||
|
0.42285704612731934,
|
||
|
0.36619704961776733,
|
||
|
0.3555554449558258,
|
||
|
0.7099998593330383,
|
||
|
0.43575406074523926,
|
||
|
0.6666665077209473,
|
||
|
0.38914018869400024,
|
||
|
0.4974091649055481,
|
||
|
0.26540276408195496,
|
||
|
0.2959182858467102,
|
||
|
0.33333325386047363,
|
||
|
0.5865383148193359,
|
||
|
0.6727271676063538,
|
||
|
0.623255729675293,
|
||
|
0.282828152179718,
|
||
|
0.44444435834884644,
|
||
|
0.5607475638389587,
|
||
|
0.6605502963066101,
|
||
|
0.5142855644226074,
|
||
|
0.13978487253189087,
|
||
|
0.7263157367706299,
|
||
|
0.5274723768234253,
|
||
|
0.502564013004303,
|
||
|
0.46788978576660156,
|
||
|
0.8229663372039795,
|
||
|
0.5990337133407593,
|
||
|
0.5333331823348999,
|
||
|
0.4174756109714508,
|
||
|
0.27884605526924133,
|
||
|
0.2378377616405487,
|
||
|
0.36842095851898193,
|
||
|
0.43749991059303284,
|
||
|
0.7979796528816223,
|
||
|
0.6995072364807129,
|
||
|
0.5151513814926147,
|
||
|
0.6445496082305908,
|
||
|
0.15819202363491058,
|
||
|
0.4257424473762512,
|
||
|
0.3024389147758484,
|
||
|
0.6976743340492249,
|
||
|
0.7395831346511841,
|
||
|
0.32432422041893005,
|
||
|
0.3184078335762024,
|
||
|
0.4577113389968872,
|
||
|
0.26728102564811707,
|
||
|
0.4753361940383911,
|
||
|
0.7263681292533875,
|
||
|
0.4878047704696655,
|
||
|
0.3764704465866089,
|
||
|
0.582914412021637,
|
||
|
0.524590015411377,
|
||
|
0.5333332419395447,
|
||
|
0.3846152722835541,
|
||
|
0.5110130310058594,
|
||
|
0.5428570508956909,
|
||
|
0.5699998736381531,
|
||
|
0.3060108423233032,
|
||
|
0.3208555281162262,
|
||
|
0.7881771922111511,
|
||
|
0.47120407223701477,
|
||
|
0.41711217164993286,
|
||
|
0.4186045527458191,
|
||
|
0.19889496266841888,
|
||
|
0.5989303588867188
|
||
|
],
|
||
|
"time": 6.017279692925513,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 109,
|
||
|
"train_loss": 0.005303309764713049,
|
||
|
"val_loss": 2.3768515586853027,
|
||
|
"acc": 47.34,
|
||
|
"f1": [
|
||
|
0.7227722406387329,
|
||
|
0.5583755373954773,
|
||
|
0.2898550033569336,
|
||
|
0.19277101755142212,
|
||
|
0.29059821367263794,
|
||
|
0.46601933240890503,
|
||
|
0.48205116391181946,
|
||
|
0.4766837954521179,
|
||
|
0.5799998641014099,
|
||
|
0.5789472460746765,
|
||
|
0.3195265531539917,
|
||
|
0.26315781474113464,
|
||
|
0.5699998736381531,
|
||
|
0.39784935116767883,
|
||
|
0.35714274644851685,
|
||
|
0.42051267623901367,
|
||
|
0.5164833664894104,
|
||
|
0.6399998664855957,
|
||
|
0.3399999141693115,
|
||
|
0.3315507173538208,
|
||
|
0.7368419766426086,
|
||
|
0.5714285373687744,
|
||
|
0.4210525155067444,
|
||
|
0.6761903762817383,
|
||
|
0.6732671856880188,
|
||
|
0.33333322405815125,
|
||
|
0.4019606411457062,
|
||
|
0.3152708411216736,
|
||
|
0.6507176160812378,
|
||
|
0.45360812544822693,
|
||
|
0.46363624930381775,
|
||
|
0.40975597500801086,
|
||
|
0.4022987186908722,
|
||
|
0.43564343452453613,
|
||
|
0.4195120930671692,
|
||
|
0.25870639085769653,
|
||
|
0.4508668780326843,
|
||
|
0.36714968085289,
|
||
|
0.31304338574409485,
|
||
|
0.6995072364807129,
|
||
|
0.4324323236942291,
|
||
|
0.7005074620246887,
|
||
|
0.403755784034729,
|
||
|
0.47513800859451294,
|
||
|
0.2521738111972809,
|
||
|
0.2999999225139618,
|
||
|
0.3118278682231903,
|
||
|
0.5853657722473145,
|
||
|
0.6725662350654602,
|
||
|
0.6255922317504883,
|
||
|
0.29951682686805725,
|
||
|
0.4577113389968872,
|
||
|
0.5700933337211609,
|
||
|
0.6697673201560974,
|
||
|
0.5164318084716797,
|
||
|
0.13829779624938965,
|
||
|
0.7216493487358093,
|
||
|
0.5161289572715759,
|
||
|
0.507771909236908,
|
||
|
0.4705880880355835,
|
||
|
0.8390242457389832,
|
||
|
0.6048778891563416,
|
||
|
0.525345504283905,
|
||
|
0.41666656732559204,
|
||
|
0.26262614130973816,
|
||
|
0.21839071810245514,
|
||
|
0.37305691838264465,
|
||
|
0.41340771317481995,
|
||
|
0.7999997735023499,
|
||
|
0.6731706857681274,
|
||
|
0.48484835028648376,
|
||
|
0.672810971736908,
|
||
|
0.1748633086681366,
|
||
|
0.43269219994544983,
|
||
|
0.28571417927742004,
|
||
|
0.679245114326477,
|
||
|
0.7227722406387329,
|
||
|
0.33333322405815125,
|
||
|
0.2944161295890808,
|
||
|
0.4799998700618744,
|
||
|
0.2735848128795624,
|
||
|
0.4727271497249603,
|
||
|
0.732673168182373,
|
||
|
0.49261072278022766,
|
||
|
0.37499991059303284,
|
||
|
0.5670101642608643,
|
||
|
0.4973543584346771,
|
||
|
0.5311201810836792,
|
||
|
0.38139525055885315,
|
||
|
0.49999988079071045,
|
||
|
0.5333331823348999,
|
||
|
0.5999999046325684,
|
||
|
0.32978713512420654,
|
||
|
0.314606636762619,
|
||
|
0.7826085686683655,
|
||
|
0.4919784665107727,
|
||
|
0.38461530208587646,
|
||
|
0.42156851291656494,
|
||
|
0.19689112901687622,
|
||
|
0.5863873362541199
|
||
|
],
|
||
|
"time": 5.850093835964799,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 110,
|
||
|
"train_loss": 0.00540486816316843,
|
||
|
"val_loss": 2.2969539165496826,
|
||
|
"acc": 47.53,
|
||
|
"f1": [
|
||
|
0.7149757146835327,
|
||
|
0.561576247215271,
|
||
|
0.2944161295890808,
|
||
|
0.20359273254871368,
|
||
|
0.28181809186935425,
|
||
|
0.4705881178379059,
|
||
|
0.47572803497314453,
|
||
|
0.4489794969558716,
|
||
|
0.5858584046363831,
|
||
|
0.5773194432258606,
|
||
|
0.3389829397201538,
|
||
|
0.2842104732990265,
|
||
|
0.5544553399085999,
|
||
|
0.4324323236942291,
|
||
|
0.367346853017807,
|
||
|
0.42051267623901367,
|
||
|
0.5268816351890564,
|
||
|
0.6504853367805481,
|
||
|
0.3147207200527191,
|
||
|
0.3516482412815094,
|
||
|
0.7403844594955444,
|
||
|
0.5752211213111877,
|
||
|
0.4324323236942291,
|
||
|
0.6926827430725098,
|
||
|
0.6799998879432678,
|
||
|
0.35532984137535095,
|
||
|
0.40641695261001587,
|
||
|
0.309859037399292,
|
||
|
0.6666665077209473,
|
||
|
0.4873095452785492,
|
||
|
0.4434387683868408,
|
||
|
0.42512065172195435,
|
||
|
0.39560428261756897,
|
||
|
0.4292682111263275,
|
||
|
0.4120602011680603,
|
||
|
0.2797926664352417,
|
||
|
0.45454537868499756,
|
||
|
0.37681150436401367,
|
||
|
0.34666651487350464,
|
||
|
0.696517288684845,
|
||
|
0.44808733463287354,
|
||
|
0.6903551816940308,
|
||
|
0.387096643447876,
|
||
|
0.47916653752326965,
|
||
|
0.2543858587741852,
|
||
|
0.29896897077560425,
|
||
|
0.3248729705810547,
|
||
|
0.5870645046234131,
|
||
|
0.7014216780662537,
|
||
|
0.6181817054748535,
|
||
|
0.2967032194137573,
|
||
|
0.43564343452453613,
|
||
|
0.5818180441856384,
|
||
|
0.6454544067382812,
|
||
|
0.5238093733787537,
|
||
|
0.1333332657814026,
|
||
|
0.7150257229804993,
|
||
|
0.5079363584518433,
|
||
|
0.49999988079071045,
|
||
|
0.48309168219566345,
|
||
|
0.8292681574821472,
|
||
|
0.5980390906333923,
|
||
|
0.5277776718139648,
|
||
|
0.4170615077018738,
|
||
|
0.2697673439979553,
|
||
|
0.213483065366745,
|
||
|
0.3703702688217163,
|
||
|
0.44198882579803467,
|
||
|
0.8140701651573181,
|
||
|
0.6730768084526062,
|
||
|
0.44791656732559204,
|
||
|
0.6788989305496216,
|
||
|
0.1675977110862732,
|
||
|
0.3940885663032532,
|
||
|
0.26881712675094604,
|
||
|
0.6822428703308105,
|
||
|
0.7346937656402588,
|
||
|
0.3169397711753845,
|
||
|
0.3135133981704712,
|
||
|
0.44976064562797546,
|
||
|
0.24999991059303284,
|
||
|
0.45814967155456543,
|
||
|
0.7363182306289673,
|
||
|
0.49756085872650146,
|
||
|
0.3636362552642822,
|
||
|
0.5948716402053833,
|
||
|
0.5130888819694519,
|
||
|
0.5289255380630493,
|
||
|
0.3923443853855133,
|
||
|
0.5065500736236572,
|
||
|
0.5507245063781738,
|
||
|
0.5918366312980652,
|
||
|
0.3260868787765503,
|
||
|
0.33333322405815125,
|
||
|
0.778846025466919,
|
||
|
0.4729062616825104,
|
||
|
0.38043469190597534,
|
||
|
0.44651150703430176,
|
||
|
0.20105813443660736,
|
||
|
0.5803107619285583
|
||
|
],
|
||
|
"time": 6.0330534521490335,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 111,
|
||
|
"train_loss": 0.008160214871168137,
|
||
|
"val_loss": 2.3336970806121826,
|
||
|
"acc": 47.5,
|
||
|
"f1": [
|
||
|
0.7307690382003784,
|
||
|
0.5588234066963196,
|
||
|
0.29523801803588867,
|
||
|
0.2048192024230957,
|
||
|
0.27272719144821167,
|
||
|
0.47916653752326965,
|
||
|
0.4873095452785492,
|
||
|
0.46632111072540283,
|
||
|
0.5786800384521484,
|
||
|
0.5583755373954773,
|
||
|
0.32402223348617554,
|
||
|
0.2485874742269516,
|
||
|
0.5544553399085999,
|
||
|
0.43979042768478394,
|
||
|
0.3880595862865448,
|
||
|
0.3979056477546692,
|
||
|
0.5217389464378357,
|
||
|
0.6432158946990967,
|
||
|
0.3417084515094757,
|
||
|
0.35675665736198425,
|
||
|
0.747572660446167,
|
||
|
0.5882351398468018,
|
||
|
0.42780739068984985,
|
||
|
0.6886791586875916,
|
||
|
0.6903551816940308,
|
||
|
0.36458322405815125,
|
||
|
0.40641695261001587,
|
||
|
0.319248765707016,
|
||
|
0.666666567325592,
|
||
|
0.49484527111053467,
|
||
|
0.4615383744239807,
|
||
|
0.39195966720581055,
|
||
|
0.38709667325019836,
|
||
|
0.4271843731403351,
|
||
|
0.43298953771591187,
|
||
|
0.2783504128456116,
|
||
|
0.44067782163619995,
|
||
|
0.3592231869697571,
|
||
|
0.33480167388916016,
|
||
|
0.6999998688697815,
|
||
|
0.42780739068984985,
|
||
|
0.7005074620246887,
|
||
|
0.40191373229026794,
|
||
|
0.45901623368263245,
|
||
|
0.24999991059303284,
|
||
|
0.3068782389163971,
|
||
|
0.3350784480571747,
|
||
|
0.5742572546005249,
|
||
|
0.6788989305496216,
|
||
|
0.6098653674125671,
|
||
|
0.28571417927742004,
|
||
|
0.4343433380126953,
|
||
|
0.568720281124115,
|
||
|
0.6517856121063232,
|
||
|
0.5229355692863464,
|
||
|
0.1368420422077179,
|
||
|
0.72251296043396,
|
||
|
0.502564013004303,
|
||
|
0.5079363584518433,
|
||
|
0.4788731336593628,
|
||
|
0.8151656985282898,
|
||
|
0.6039602756500244,
|
||
|
0.5170730352401733,
|
||
|
0.4319247901439667,
|
||
|
0.26666656136512756,
|
||
|
0.20224712789058685,
|
||
|
0.3775508999824524,
|
||
|
0.4408600926399231,
|
||
|
0.8080806732177734,
|
||
|
0.6796115040779114,
|
||
|
0.4827585518360138,
|
||
|
0.6540283560752869,
|
||
|
0.2021275758743286,
|
||
|
0.4059404730796814,
|
||
|
0.2810809910297394,
|
||
|
0.6886791586875916,
|
||
|
0.7373736500740051,
|
||
|
0.34736835956573486,
|
||
|
0.3084576427936554,
|
||
|
0.44554442167282104,
|
||
|
0.2522521913051605,
|
||
|
0.48401811718940735,
|
||
|
0.7290639281272888,
|
||
|
0.4951455295085907,
|
||
|
0.35582810640335083,
|
||
|
0.5846152901649475,
|
||
|
0.5235601663589478,
|
||
|
0.5431033372879028,
|
||
|
0.39215680956840515,
|
||
|
0.50862056016922,
|
||
|
0.5402842164039612,
|
||
|
0.5656563639640808,
|
||
|
0.31914883852005005,
|
||
|
0.3118278682231903,
|
||
|
0.776698887348175,
|
||
|
0.46938762068748474,
|
||
|
0.39999985694885254,
|
||
|
0.4292682111263275,
|
||
|
0.20512813329696655,
|
||
|
0.5957446098327637
|
||
|
],
|
||
|
"time": 6.001401857472956,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 112,
|
||
|
"train_loss": 0.005083139520138502,
|
||
|
"val_loss": 2.335123062133789,
|
||
|
"acc": 47.35,
|
||
|
"f1": [
|
||
|
0.7149757146835327,
|
||
|
0.5700481534004211,
|
||
|
0.2816900908946991,
|
||
|
0.21301770210266113,
|
||
|
0.27272719144821167,
|
||
|
0.45360812544822693,
|
||
|
0.46376800537109375,
|
||
|
0.4550263583660126,
|
||
|
0.5876287817955017,
|
||
|
0.5743588209152222,
|
||
|
0.31325289607048035,
|
||
|
0.2702701687812805,
|
||
|
0.5583755373954773,
|
||
|
0.4361701011657715,
|
||
|
0.36082467436790466,
|
||
|
0.4102562665939331,
|
||
|
0.524590015411377,
|
||
|
0.6470587849617004,
|
||
|
0.3383083641529083,
|
||
|
0.3459458649158478,
|
||
|
0.735293984413147,
|
||
|
0.5727270841598511,
|
||
|
0.43715834617614746,
|
||
|
0.6826921701431274,
|
||
|
0.6899998784065247,
|
||
|
0.3529410660266876,
|
||
|
0.41935470700263977,
|
||
|
0.30331745743751526,
|
||
|
0.6600984334945679,
|
||
|
0.46999987959861755,
|
||
|
0.4495411515235901,
|
||
|
0.38974347710609436,
|
||
|
0.38674020767211914,
|
||
|
0.4387753903865814,
|
||
|
0.4174756109714508,
|
||
|
0.27722764015197754,
|
||
|
0.43428558111190796,
|
||
|
0.36714968085289,
|
||
|
0.3290042281150818,
|
||
|
0.7106597423553467,
|
||
|
0.425531804561615,
|
||
|
0.6766167879104614,
|
||
|
0.38139525055885315,
|
||
|
0.46808499097824097,
|
||
|
0.2620086967945099,
|
||
|
0.2944161295890808,
|
||
|
0.3314915895462036,
|
||
|
0.5699998736381531,
|
||
|
0.6696427464485168,
|
||
|
0.6222221255302429,
|
||
|
0.2829267382621765,
|
||
|
0.4278606176376343,
|
||
|
0.5727270841598511,
|
||
|
0.6517856121063232,
|
||
|
0.5116277933120728,
|
||
|
0.1497325599193573,
|
||
|
0.7040814757347107,
|
||
|
0.5053762197494507,
|
||
|
0.507771909236908,
|
||
|
0.49523797631263733,
|
||
|
0.8212559223175049,
|
||
|
0.6108372807502747,
|
||
|
0.5167463421821594,
|
||
|
0.42253509163856506,
|
||
|
0.2673266530036926,
|
||
|
0.213483065366745,
|
||
|
0.37563440203666687,
|
||
|
0.43715834617614746,
|
||
|
0.8020302057266235,
|
||
|
0.6763284206390381,
|
||
|
0.4878047704696655,
|
||
|
0.6513760089874268,
|
||
|
0.18378373980522156,
|
||
|
0.40404030680656433,
|
||
|
0.27322396636009216,
|
||
|
0.6851851344108582,
|
||
|
0.742267906665802,
|
||
|
0.3386242389678955,
|
||
|
0.3141360282897949,
|
||
|
0.4487804174423218,
|
||
|
0.24999991059303284,
|
||
|
0.47787603735923767,
|
||
|
0.732673168182373,
|
||
|
0.49756085872650146,
|
||
|
0.33720916509628296,
|
||
|
0.5786800384521484,
|
||
|
0.5189187526702881,
|
||
|
0.5589519143104553,
|
||
|
0.3827749788761139,
|
||
|
0.49999988079071045,
|
||
|
0.5497629642486572,
|
||
|
0.5816324949264526,
|
||
|
0.3043477535247803,
|
||
|
0.3260868787765503,
|
||
|
0.7881771922111511,
|
||
|
0.47572803497314453,
|
||
|
0.39999985694885254,
|
||
|
0.44230756163597107,
|
||
|
0.2065216600894928,
|
||
|
0.6162160634994507
|
||
|
],
|
||
|
"time": 6.018478552810848,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 113,
|
||
|
"train_loss": 0.005653442814946175,
|
||
|
"val_loss": 2.278076648712158,
|
||
|
"acc": 47.14,
|
||
|
"f1": [
|
||
|
0.7115383744239807,
|
||
|
0.5619046092033386,
|
||
|
0.2938387989997864,
|
||
|
0.19753079116344452,
|
||
|
0.2620086967945099,
|
||
|
0.46808499097824097,
|
||
|
0.4827585518360138,
|
||
|
0.44559577107429504,
|
||
|
0.5773194432258606,
|
||
|
0.5913977026939392,
|
||
|
0.3389829397201538,
|
||
|
0.2569831311702728,
|
||
|
0.5463916063308716,
|
||
|
0.40641695261001587,
|
||
|
0.36269423365592957,
|
||
|
0.4041449725627899,
|
||
|
0.5113635063171387,
|
||
|
0.6632652282714844,
|
||
|
0.3251230716705322,
|
||
|
0.348314493894577,
|
||
|
0.7599998116493225,
|
||
|
0.5589519143104553,
|
||
|
0.43850257992744446,
|
||
|
0.6699506640434265,
|
||
|
0.6764704585075378,
|
||
|
0.38775497674942017,
|
||
|
0.40206170082092285,
|
||
|
0.31858399510383606,
|
||
|
0.6568626165390015,
|
||
|
0.4410255253314972,
|
||
|
0.47222211956977844,
|
||
|
0.4120602011680603,
|
||
|
0.39548009634017944,
|
||
|
0.4170615077018738,
|
||
|
0.43216070532798767,
|
||
|
0.2901553809642792,
|
||
|
0.432748407125473,
|
||
|
0.36190465092658997,
|
||
|
0.3231440484523773,
|
||
|
0.6930691599845886,
|
||
|
0.43093910813331604,
|
||
|
0.6799998879432678,
|
||
|
0.3999998867511749,
|
||
|
0.4491977095603943,
|
||
|
0.24669595062732697,
|
||
|
0.2758619785308838,
|
||
|
0.30851057171821594,
|
||
|
0.5756096839904785,
|
||
|
0.6880732178688049,
|
||
|
0.6071427464485168,
|
||
|
0.2692306935787201,
|
||
|
0.4278606176376343,
|
||
|
0.5662099123001099,
|
||
|
0.6457397937774658,
|
||
|
0.5402842164039612,
|
||
|
0.14814810454845428,
|
||
|
0.7216493487358093,
|
||
|
0.4947367310523987,
|
||
|
0.520408034324646,
|
||
|
0.47115376591682434,
|
||
|
0.8113206028938293,
|
||
|
0.5922329425811768,
|
||
|
0.5258214473724365,
|
||
|
0.4112148582935333,
|
||
|
0.26086950302124023,
|
||
|
0.22222214937210083,
|
||
|
0.37696322798728943,
|
||
|
0.43850257992744446,
|
||
|
0.8040199875831604,
|
||
|
0.6893202662467957,
|
||
|
0.4717947542667389,
|
||
|
0.6481480002403259,
|
||
|
0.18181811273097992,
|
||
|
0.3874344527721405,
|
||
|
0.2795697748661041,
|
||
|
0.6822428703308105,
|
||
|
0.7150257229804993,
|
||
|
0.32820504903793335,
|
||
|
0.29896897077560425,
|
||
|
0.45544540882110596,
|
||
|
0.26395928859710693,
|
||
|
0.48803818225860596,
|
||
|
0.7149757146835327,
|
||
|
0.4951455295085907,
|
||
|
0.3636362552642822,
|
||
|
0.5771142840385437,
|
||
|
0.5053762197494507,
|
||
|
0.5541123747825623,
|
||
|
0.38834938406944275,
|
||
|
0.5064376592636108,
|
||
|
0.5201792120933533,
|
||
|
0.5853657722473145,
|
||
|
0.3060108423233032,
|
||
|
0.3351954519748688,
|
||
|
0.7899998426437378,
|
||
|
0.4519229531288147,
|
||
|
0.38144323229789734,
|
||
|
0.43781083822250366,
|
||
|
0.19791658222675323,
|
||
|
0.6041665077209473
|
||
|
],
|
||
|
"time": 6.212730678729713,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 114,
|
||
|
"train_loss": 0.00832298118621111,
|
||
|
"val_loss": 2.296868324279785,
|
||
|
"acc": 47.46,
|
||
|
"f1": [
|
||
|
0.721153736114502,
|
||
|
0.5592415928840637,
|
||
|
0.2815532982349396,
|
||
|
0.20858889818191528,
|
||
|
0.2612611949443817,
|
||
|
0.4799998700618744,
|
||
|
0.48039206862449646,
|
||
|
0.4646463394165039,
|
||
|
0.5773194432258606,
|
||
|
0.5583755373954773,
|
||
|
0.3295453190803528,
|
||
|
0.26455017924308777,
|
||
|
0.5507245063781738,
|
||
|
0.4210525155067444,
|
||
|
0.3823528587818146,
|
||
|
0.4210525155067444,
|
||
|
0.5393257141113281,
|
||
|
0.6562498807907104,
|
||
|
0.34615373611450195,
|
||
|
0.3502824008464813,
|
||
|
0.7439612150192261,
|
||
|
0.5740739107131958,
|
||
|
0.45901623368263245,
|
||
|
0.6802029013633728,
|
||
|
0.6999998688697815,
|
||
|
0.36815908551216125,
|
||
|
0.4148934781551361,
|
||
|
0.319248765707016,
|
||
|
0.6407765746116638,
|
||
|
0.4780486822128296,
|
||
|
0.4537035822868347,
|
||
|
0.4042551815509796,
|
||
|
0.39130425453186035,
|
||
|
0.44210511445999146,
|
||
|
0.4236452281475067,
|
||
|
0.2751321792602539,
|
||
|
0.44571414589881897,
|
||
|
0.3846152722835541,
|
||
|
0.31627896428108215,
|
||
|
0.7171715497970581,
|
||
|
0.425531804561615,
|
||
|
0.6903551816940308,
|
||
|
0.39805811643600464,
|
||
|
0.45555540919303894,
|
||
|
0.2683981955051422,
|
||
|
0.29126206040382385,
|
||
|
0.3169397711753845,
|
||
|
0.5769229531288147,
|
||
|
0.6944442987442017,
|
||
|
0.5990782380104065,
|
||
|
0.29523801803588867,
|
||
|
0.4278606176376343,
|
||
|
0.562211811542511,
|
||
|
0.6515835523605347,
|
||
|
0.5339365601539612,
|
||
|
0.15151509642601013,
|
||
|
0.7142855525016785,
|
||
|
0.5027320981025696,
|
||
|
0.5177663564682007,
|
||
|
0.47846877574920654,
|
||
|
0.8246443271636963,
|
||
|
0.5980390906333923,
|
||
|
0.511415421962738,
|
||
|
0.43601882457733154,
|
||
|
0.2653060257434845,
|
||
|
0.208791121840477,
|
||
|
0.35978829860687256,
|
||
|
0.41711217164993286,
|
||
|
0.7999998331069946,
|
||
|
0.6829267144203186,
|
||
|
0.46938762068748474,
|
||
|
0.6484017372131348,
|
||
|
0.18079088628292084,
|
||
|
0.38139525055885315,
|
||
|
0.2584269046783447,
|
||
|
0.6956520080566406,
|
||
|
0.7187498211860657,
|
||
|
0.35714274644851685,
|
||
|
0.32160791754722595,
|
||
|
0.46601933240890503,
|
||
|
0.25233638286590576,
|
||
|
0.4770641028881073,
|
||
|
0.7227722406387329,
|
||
|
0.4953269362449646,
|
||
|
0.3508770763874054,
|
||
|
0.5714284777641296,
|
||
|
0.535353422164917,
|
||
|
0.5624998807907104,
|
||
|
0.4077668786048889,
|
||
|
0.4955751299858093,
|
||
|
0.5213268995285034,
|
||
|
0.5643563270568848,
|
||
|
0.3076922297477722,
|
||
|
0.2959182858467102,
|
||
|
0.7999998927116394,
|
||
|
0.5024629235267639,
|
||
|
0.39560428261756897,
|
||
|
0.4489794969558716,
|
||
|
0.19999991357326508,
|
||
|
0.6082472205162048
|
||
|
],
|
||
|
"time": 6.1540107959881425,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 115,
|
||
|
"train_loss": 0.005585639737546444,
|
||
|
"val_loss": 2.3704681396484375,
|
||
|
"acc": 47.09,
|
||
|
"f1": [
|
||
|
0.7389161586761475,
|
||
|
0.5561496019363403,
|
||
|
0.3406592309474945,
|
||
|
0.19883033633232117,
|
||
|
0.2832617461681366,
|
||
|
0.4705880880355835,
|
||
|
0.48958322405815125,
|
||
|
0.45833322405815125,
|
||
|
0.5756096839904785,
|
||
|
0.5507245063781738,
|
||
|
0.37349388003349304,
|
||
|
0.262857049703598,
|
||
|
0.5302324295043945,
|
||
|
0.4041449725627899,
|
||
|
0.36956506967544556,
|
||
|
0.367346853017807,
|
||
|
0.5024629235267639,
|
||
|
0.6146340370178223,
|
||
|
0.36529669165611267,
|
||
|
0.35483860969543457,
|
||
|
0.7523808479309082,
|
||
|
0.5882351398468018,
|
||
|
0.445652037858963,
|
||
|
0.6631014943122864,
|
||
|
0.6831682324409485,
|
||
|
0.3414633274078369,
|
||
|
0.4210525155067444,
|
||
|
0.3157894015312195,
|
||
|
0.6699027419090271,
|
||
|
0.46632111072540283,
|
||
|
0.4622220993041992,
|
||
|
0.39795905351638794,
|
||
|
0.3999998867511749,
|
||
|
0.4034333825111389,
|
||
|
0.396135151386261,
|
||
|
0.2980768382549286,
|
||
|
0.43428558111190796,
|
||
|
0.3580785095691681,
|
||
|
0.3247862458229065,
|
||
|
0.7005074620246887,
|
||
|
0.4222221076488495,
|
||
|
0.6769229769706726,
|
||
|
0.35294109582901,
|
||
|
0.45714277029037476,
|
||
|
0.20895515382289886,
|
||
|
0.29292917251586914,
|
||
|
0.3131312429904938,
|
||
|
0.563380241394043,
|
||
|
0.7014216780662537,
|
||
|
0.6146340370178223,
|
||
|
0.336633563041687,
|
||
|
0.4489794969558716,
|
||
|
0.5539904832839966,
|
||
|
0.6605502963066101,
|
||
|
0.5170730352401733,
|
||
|
0.12698405981063843,
|
||
|
0.7029701471328735,
|
||
|
0.5053762197494507,
|
||
|
0.5102038979530334,
|
||
|
0.4306218922138214,
|
||
|
0.8365382552146912,
|
||
|
0.6161615252494812,
|
||
|
0.528846025466919,
|
||
|
0.434782475233078,
|
||
|
0.2955664098262787,
|
||
|
0.2333332598209381,
|
||
|
0.3529410660266876,
|
||
|
0.4245808720588684,
|
||
|
0.8039213418960571,
|
||
|
0.6790696382522583,
|
||
|
0.4766837954521179,
|
||
|
0.6637166738510132,
|
||
|
0.14444437623023987,
|
||
|
0.38043469190597534,
|
||
|
0.29319363832473755,
|
||
|
0.6969695687294006,
|
||
|
0.7487177848815918,
|
||
|
0.31818172335624695,
|
||
|
0.33333325386047363,
|
||
|
0.4489794969558716,
|
||
|
0.24509796500205994,
|
||
|
0.48927029967308044,
|
||
|
0.7192116975784302,
|
||
|
0.4766353964805603,
|
||
|
0.36046499013900757,
|
||
|
0.5786800384521484,
|
||
|
0.5082871913909912,
|
||
|
0.531745970249176,
|
||
|
0.3904760777950287,
|
||
|
0.48305076360702515,
|
||
|
0.5046727657318115,
|
||
|
0.5806450843811035,
|
||
|
0.3351350426673889,
|
||
|
0.32183900475502014,
|
||
|
0.7232141494750977,
|
||
|
0.46829259395599365,
|
||
|
0.36956506967544556,
|
||
|
0.4125559628009796,
|
||
|
0.19999991357326508,
|
||
|
0.6077346205711365
|
||
|
],
|
||
|
"time": 6.151573809795082,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 116,
|
||
|
"train_loss": 0.005459565203636885,
|
||
|
"val_loss": 2.584136724472046,
|
||
|
"acc": 47.27,
|
||
|
"f1": [
|
||
|
0.7342994213104248,
|
||
|
0.5658535361289978,
|
||
|
0.30621999502182007,
|
||
|
0.1951218843460083,
|
||
|
0.27433618903160095,
|
||
|
0.46938762068748474,
|
||
|
0.4780486822128296,
|
||
|
0.47368407249450684,
|
||
|
0.5876287817955017,
|
||
|
0.5612244009971619,
|
||
|
0.34883710741996765,
|
||
|
0.2541435658931732,
|
||
|
0.5436891913414001,
|
||
|
0.4086019992828369,
|
||
|
0.3959389626979828,
|
||
|
0.3959389626979828,
|
||
|
0.5193368792533875,
|
||
|
0.6530610918998718,
|
||
|
0.3285022974014282,
|
||
|
0.34972667694091797,
|
||
|
0.747572660446167,
|
||
|
0.5740739107131958,
|
||
|
0.4301074147224426,
|
||
|
0.6734693050384521,
|
||
|
0.6865670084953308,
|
||
|
0.37864065170288086,
|
||
|
0.39784935116767883,
|
||
|
0.2955664098262787,
|
||
|
0.6666665077209473,
|
||
|
0.46938762068748474,
|
||
|
0.4579438269138336,
|
||
|
0.4019606411457062,
|
||
|
0.4022345542907715,
|
||
|
0.434782475233078,
|
||
|
0.4226802885532379,
|
||
|
0.27999991178512573,
|
||
|
0.43930622935295105,
|
||
|
0.37914684414863586,
|
||
|
0.33333322405815125,
|
||
|
0.7024388909339905,
|
||
|
0.4324323236942291,
|
||
|
0.6907215118408203,
|
||
|
0.3738316595554352,
|
||
|
0.4656083285808563,
|
||
|
0.2532750070095062,
|
||
|
0.28019312024116516,
|
||
|
0.3417084515094757,
|
||
|
0.5769229531288147,
|
||
|
0.688372015953064,
|
||
|
0.6255922317504883,
|
||
|
0.2941175699234009,
|
||
|
0.4615383446216583,
|
||
|
0.5660375952720642,
|
||
|
0.6457397937774658,
|
||
|
0.5098037719726562,
|
||
|
0.14736837148666382,
|
||
|
0.7216493487358093,
|
||
|
0.5133689045906067,
|
||
|
0.5230767726898193,
|
||
|
0.46999987959861755,
|
||
|
0.8309177160263062,
|
||
|
0.5980390906333923,
|
||
|
0.5161288380622864,
|
||
|
0.39301300048828125,
|
||
|
0.26666656136512756,
|
||
|
0.19672125577926636,
|
||
|
0.35897424817085266,
|
||
|
0.4431816637516022,
|
||
|
0.8040199875831604,
|
||
|
0.6697673201560974,
|
||
|
0.4599998891353607,
|
||
|
0.6543776988983154,
|
||
|
0.1777777075767517,
|
||
|
0.3979056477546692,
|
||
|
0.2673266530036926,
|
||
|
0.6985644102096558,
|
||
|
0.7368419766426086,
|
||
|
0.3578946590423584,
|
||
|
0.33684200048446655,
|
||
|
0.43999987840652466,
|
||
|
0.24299058318138123,
|
||
|
0.46696019172668457,
|
||
|
0.7399998903274536,
|
||
|
0.5024629235267639,
|
||
|
0.393063485622406,
|
||
|
0.5628139972686768,
|
||
|
0.502564013004303,
|
||
|
0.538461446762085,
|
||
|
0.3980098366737366,
|
||
|
0.4915253520011902,
|
||
|
0.5145629644393921,
|
||
|
0.5820105075836182,
|
||
|
0.30851057171821594,
|
||
|
0.3152172863483429,
|
||
|
0.7699528932571411,
|
||
|
0.48076915740966797,
|
||
|
0.36559128761291504,
|
||
|
0.4230768084526062,
|
||
|
0.22222214937210083,
|
||
|
0.5816324949264526
|
||
|
],
|
||
|
"time": 6.178182288073003,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 117,
|
||
|
"train_loss": 0.005354994907975197,
|
||
|
"val_loss": 2.278771162033081,
|
||
|
"acc": 47.18,
|
||
|
"f1": [
|
||
|
0.721153736114502,
|
||
|
0.5507245063781738,
|
||
|
0.3024389147758484,
|
||
|
0.20359273254871368,
|
||
|
0.264317125082016,
|
||
|
0.4795917272567749,
|
||
|
0.47524741291999817,
|
||
|
0.4598929286003113,
|
||
|
0.5894736051559448,
|
||
|
0.5445543527603149,
|
||
|
0.32748526334762573,
|
||
|
0.2433861643075943,
|
||
|
0.5771142840385437,
|
||
|
0.41935470700263977,
|
||
|
0.35602086782455444,
|
||
|
0.39603951573371887,
|
||
|
0.535519003868103,
|
||
|
0.6467660069465637,
|
||
|
0.33333322405815125,
|
||
|
0.326315701007843,
|
||
|
0.742857038974762,
|
||
|
0.5765764713287354,
|
||
|
0.4772725999355316,
|
||
|
0.6831682324409485,
|
||
|
0.6995072364807129,
|
||
|
0.3478260338306427,
|
||
|
0.40217384696006775,
|
||
|
0.31999990344047546,
|
||
|
0.6601940989494324,
|
||
|
0.4545453190803528,
|
||
|
0.4837207794189453,
|
||
|
0.38862547278404236,
|
||
|
0.3763439953327179,
|
||
|
0.43999987840652466,
|
||
|
0.41176459193229675,
|
||
|
0.2815532982349396,
|
||
|
0.44943806529045105,
|
||
|
0.3669723868370056,
|
||
|
0.322274774312973,
|
||
|
0.6969695687294006,
|
||
|
0.4232803285121918,
|
||
|
0.6734693050384521,
|
||
|
0.38190943002700806,
|
||
|
0.4315788447856903,
|
||
|
0.24999991059303284,
|
||
|
0.2959182858467102,
|
||
|
0.3315507173538208,
|
||
|
0.5628139972686768,
|
||
|
0.7115383744239807,
|
||
|
0.6019416451454163,
|
||
|
0.29743579030036926,
|
||
|
0.43999987840652466,
|
||
|
0.5754715800285339,
|
||
|
0.6403507590293884,
|
||
|
0.5428570508956909,
|
||
|
0.14285708963871002,
|
||
|
0.7157893776893616,
|
||
|
0.48453593254089355,
|
||
|
0.5368419289588928,
|
||
|
0.49261072278022766,
|
||
|
0.8316829800605774,
|
||
|
0.6086955666542053,
|
||
|
0.5120771527290344,
|
||
|
0.3999998867511749,
|
||
|
0.28019312024116516,
|
||
|
0.22702695429325104,
|
||
|
0.3636362552642822,
|
||
|
0.43850257992744446,
|
||
|
0.8118810057640076,
|
||
|
0.6542055010795593,
|
||
|
0.4489794969558716,
|
||
|
0.6607141494750977,
|
||
|
0.1556885540485382,
|
||
|
0.4102562665939331,
|
||
|
0.2751321792602539,
|
||
|
0.6912441253662109,
|
||
|
0.7236180305480957,
|
||
|
0.3809523284435272,
|
||
|
0.32160791754722595,
|
||
|
0.46938762068748474,
|
||
|
0.2347417026758194,
|
||
|
0.46551719307899475,
|
||
|
0.738461434841156,
|
||
|
0.49756085872650146,
|
||
|
0.3542855978012085,
|
||
|
0.5743588209152222,
|
||
|
0.5130888819694519,
|
||
|
0.5371899604797363,
|
||
|
0.38541653752326965,
|
||
|
0.4845814108848572,
|
||
|
0.5094338655471802,
|
||
|
0.5742572546005249,
|
||
|
0.31746023893356323,
|
||
|
0.3186812400817871,
|
||
|
0.7671231031417847,
|
||
|
0.45631060004234314,
|
||
|
0.40659332275390625,
|
||
|
0.4319247901439667,
|
||
|
0.1844659447669983,
|
||
|
0.5837836861610413
|
||
|
],
|
||
|
"time": 6.194912822917104,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 118,
|
||
|
"train_loss": 0.005865493789315224,
|
||
|
"val_loss": 2.248239040374756,
|
||
|
"acc": 46.94,
|
||
|
"f1": [
|
||
|
0.7219511270523071,
|
||
|
0.5555554032325745,
|
||
|
0.29906532168388367,
|
||
|
0.20118334889411926,
|
||
|
0.2775118350982666,
|
||
|
0.467661589384079,
|
||
|
0.48421040177345276,
|
||
|
0.4787232577800751,
|
||
|
0.5773194432258606,
|
||
|
0.5507245063781738,
|
||
|
0.36686381697654724,
|
||
|
0.2430938482284546,
|
||
|
0.5273630023002625,
|
||
|
0.4111110270023346,
|
||
|
0.3711339235305786,
|
||
|
0.39999985694885254,
|
||
|
0.5054942965507507,
|
||
|
0.6183573603630066,
|
||
|
0.3265305161476135,
|
||
|
0.35532984137535095,
|
||
|
0.7549017667770386,
|
||
|
0.5624998807907104,
|
||
|
0.45197728276252747,
|
||
|
0.6699506640434265,
|
||
|
0.6899998784065247,
|
||
|
0.37320560216903687,
|
||
|
0.4111110270023346,
|
||
|
0.331707239151001,
|
||
|
0.6666665077209473,
|
||
|
0.49484527111053467,
|
||
|
0.45132729411125183,
|
||
|
0.38834938406944275,
|
||
|
0.38251355290412903,
|
||
|
0.4112148582935333,
|
||
|
0.4158414602279663,
|
||
|
0.2775118350982666,
|
||
|
0.4469272196292877,
|
||
|
0.3540668785572052,
|
||
|
0.3175964951515198,
|
||
|
0.7040814757347107,
|
||
|
0.4324323236942291,
|
||
|
0.683937668800354,
|
||
|
0.3778800964355469,
|
||
|
0.47393354773521423,
|
||
|
0.23963125050067902,
|
||
|
0.2886596620082855,
|
||
|
0.32835814356803894,
|
||
|
0.5686272978782654,
|
||
|
0.6981130838394165,
|
||
|
0.6139533519744873,
|
||
|
0.29319363832473755,
|
||
|
0.4411763548851013,
|
||
|
0.5555554032325745,
|
||
|
0.6636770367622375,
|
||
|
0.49999988079071045,
|
||
|
0.14358967542648315,
|
||
|
0.711340069770813,
|
||
|
0.5189187526702881,
|
||
|
0.5360823273658752,
|
||
|
0.45631060004234314,
|
||
|
0.8115940690040588,
|
||
|
0.6051281094551086,
|
||
|
0.5192306637763977,
|
||
|
0.4077668786048889,
|
||
|
0.2761903405189514,
|
||
|
0.208791121840477,
|
||
|
0.3399999141693115,
|
||
|
0.43093910813331604,
|
||
|
0.8019800782203674,
|
||
|
0.6698111891746521,
|
||
|
0.46486473083496094,
|
||
|
0.6325579881668091,
|
||
|
0.17708326876163483,
|
||
|
0.37999987602233887,
|
||
|
0.26315781474113464,
|
||
|
0.7053138613700867,
|
||
|
0.7309643626213074,
|
||
|
0.32183900475502014,
|
||
|
0.3414633274078369,
|
||
|
0.44444435834884644,
|
||
|
0.22429899871349335,
|
||
|
0.48484838008880615,
|
||
|
0.7336682677268982,
|
||
|
0.4927534759044647,
|
||
|
0.3468207120895386,
|
||
|
0.5656563639640808,
|
||
|
0.4946235418319702,
|
||
|
0.5414846539497375,
|
||
|
0.38974347710609436,
|
||
|
0.4915253520011902,
|
||
|
0.5118482112884521,
|
||
|
0.5957446098327637,
|
||
|
0.32258057594299316,
|
||
|
0.31818172335624695,
|
||
|
0.7345131635665894,
|
||
|
0.4607841968536377,
|
||
|
0.39130425453186035,
|
||
|
0.4210525155067444,
|
||
|
0.19587622582912445,
|
||
|
0.5989303588867188
|
||
|
],
|
||
|
"time": 6.032111124135554,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 119,
|
||
|
"train_loss": 0.005236088298261166,
|
||
|
"val_loss": 2.4403951168060303,
|
||
|
"acc": 47.11,
|
||
|
"f1": [
|
||
|
0.7149757146835327,
|
||
|
0.5384615063667297,
|
||
|
0.30392149090766907,
|
||
|
0.22222216427326202,
|
||
|
0.27433618903160095,
|
||
|
0.46632111072540283,
|
||
|
0.4717947542667389,
|
||
|
0.45360812544822693,
|
||
|
0.582914412021637,
|
||
|
0.5612244009971619,
|
||
|
0.3313608467578888,
|
||
|
0.2901553809642792,
|
||
|
0.53465336561203,
|
||
|
0.4021162986755371,
|
||
|
0.36649200320243835,
|
||
|
0.36815908551216125,
|
||
|
0.524590015411377,
|
||
|
0.6315788626670837,
|
||
|
0.3121950626373291,
|
||
|
0.35602086782455444,
|
||
|
0.742857038974762,
|
||
|
0.5714284181594849,
|
||
|
0.43715834617614746,
|
||
|
0.6836733222007751,
|
||
|
0.6969695687294006,
|
||
|
0.37914684414863586,
|
||
|
0.4081631302833557,
|
||
|
0.32352936267852783,
|
||
|
0.653658390045166,
|
||
|
0.4766837954521179,
|
||
|
0.44444435834884644,
|
||
|
0.4059404730796814,
|
||
|
0.39130425453186035,
|
||
|
0.4205606281757355,
|
||
|
0.4041449725627899,
|
||
|
0.2769230008125305,
|
||
|
0.43678146600723267,
|
||
|
0.3584904372692108,
|
||
|
0.31818172335624695,
|
||
|
0.6767675280570984,
|
||
|
0.423912912607193,
|
||
|
0.6868685483932495,
|
||
|
0.40394076704978943,
|
||
|
0.4623654782772064,
|
||
|
0.23041465878486633,
|
||
|
0.2898550033569336,
|
||
|
0.32291656732559204,
|
||
|
0.5825241804122925,
|
||
|
0.7004607319831848,
|
||
|
0.6019416451454163,
|
||
|
0.3133639991283417,
|
||
|
0.44444435834884644,
|
||
|
0.5844747424125671,
|
||
|
0.6399998664855957,
|
||
|
0.5024629235267639,
|
||
|
0.13065321743488312,
|
||
|
0.7187498211860657,
|
||
|
0.49729716777801514,
|
||
|
0.5284972786903381,
|
||
|
0.49999988079071045,
|
||
|
0.8325356841087341,
|
||
|
0.6116504073143005,
|
||
|
0.5185183882713318,
|
||
|
0.4215245544910431,
|
||
|
0.2692306935787201,
|
||
|
0.2099446803331375,
|
||
|
0.35897424817085266,
|
||
|
0.4293783903121948,
|
||
|
0.8080806732177734,
|
||
|
0.679245114326477,
|
||
|
0.45918354392051697,
|
||
|
0.6396394968032837,
|
||
|
0.18390797078609467,
|
||
|
0.37563440203666687,
|
||
|
0.2569831311702728,
|
||
|
0.6952379941940308,
|
||
|
0.735751211643219,
|
||
|
0.3626372814178467,
|
||
|
0.3516482412815094,
|
||
|
0.4432988464832306,
|
||
|
0.239999920129776,
|
||
|
0.4765956401824951,
|
||
|
0.7437184453010559,
|
||
|
0.5048542022705078,
|
||
|
0.35359105467796326,
|
||
|
0.5876287817955017,
|
||
|
0.4947367310523987,
|
||
|
0.5431033372879028,
|
||
|
0.39805811643600464,
|
||
|
0.4730289578437805,
|
||
|
0.4886876940727234,
|
||
|
0.6041665077209473,
|
||
|
0.33333322405815125,
|
||
|
0.33333322405815125,
|
||
|
0.7431191205978394,
|
||
|
0.4487804174423218,
|
||
|
0.38461530208587646,
|
||
|
0.43781083822250366,
|
||
|
0.19689112901687622,
|
||
|
0.5876287817955017
|
||
|
],
|
||
|
"time": 5.901485502719879,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 120,
|
||
|
"train_loss": 0.005778628867119551,
|
||
|
"val_loss": 2.347073554992676,
|
||
|
"acc": 46.95,
|
||
|
"f1": [
|
||
|
0.7184464335441589,
|
||
|
0.5658535361289978,
|
||
|
0.30697670578956604,
|
||
|
0.22099439799785614,
|
||
|
0.26785707473754883,
|
||
|
0.45833322405815125,
|
||
|
0.4780486822128296,
|
||
|
0.48387083411216736,
|
||
|
0.5786800384521484,
|
||
|
0.5599998831748962,
|
||
|
0.32941165566444397,
|
||
|
0.24175815284252167,
|
||
|
0.53465336561203,
|
||
|
0.4145076870918274,
|
||
|
0.3707864284515381,
|
||
|
0.372548907995224,
|
||
|
0.5026736855506897,
|
||
|
0.6399998664855957,
|
||
|
0.3399999141693115,
|
||
|
0.36269423365592957,
|
||
|
0.7559806704521179,
|
||
|
0.5652172565460205,
|
||
|
0.4469272196292877,
|
||
|
0.6865670084953308,
|
||
|
0.6862744092941284,
|
||
|
0.36714968085289,
|
||
|
0.4043714702129364,
|
||
|
0.30769219994544983,
|
||
|
0.6572768688201904,
|
||
|
0.4432430863380432,
|
||
|
0.4753361940383911,
|
||
|
0.40609124302864075,
|
||
|
0.3894736170768738,
|
||
|
0.4056602716445923,
|
||
|
0.4226802885532379,
|
||
|
0.2731706500053406,
|
||
|
0.43181803822517395,
|
||
|
0.3454544246196747,
|
||
|
0.31034475564956665,
|
||
|
0.6907215118408203,
|
||
|
0.41052618622779846,
|
||
|
0.6907215118408203,
|
||
|
0.38647329807281494,
|
||
|
0.45360812544822693,
|
||
|
0.2488037496805191,
|
||
|
0.29896897077560425,
|
||
|
0.3265305161476135,
|
||
|
0.5756096839904785,
|
||
|
0.7081338167190552,
|
||
|
0.6116504073143005,
|
||
|
0.29292917251586914,
|
||
|
0.4226802885532379,
|
||
|
0.5555554032325745,
|
||
|
0.6371680498123169,
|
||
|
0.5098037719726562,
|
||
|
0.13065321743488312,
|
||
|
0.7076921463012695,
|
||
|
0.49214646220207214,
|
||
|
0.534031331539154,
|
||
|
0.4729062616825104,
|
||
|
0.8195120096206665,
|
||
|
0.6153844594955444,
|
||
|
0.5116277933120728,
|
||
|
0.42156851291656494,
|
||
|
0.2758619785308838,
|
||
|
0.22459883987903595,
|
||
|
0.3516482412815094,
|
||
|
0.4153004288673401,
|
||
|
0.7920790910720825,
|
||
|
0.6697673201560974,
|
||
|
0.4489794969558716,
|
||
|
0.6517856121063232,
|
||
|
0.19251330196857452,
|
||
|
0.3939392864704132,
|
||
|
0.26666656136512756,
|
||
|
0.7272725701332092,
|
||
|
0.729999840259552,
|
||
|
0.30939218401908875,
|
||
|
0.3495144844055176,
|
||
|
0.43298953771591187,
|
||
|
0.22535204887390137,
|
||
|
0.46351921558380127,
|
||
|
0.7437184453010559,
|
||
|
0.5167463421821594,
|
||
|
0.3468207120895386,
|
||
|
0.5803107619285583,
|
||
|
0.49729716777801514,
|
||
|
0.566523551940918,
|
||
|
0.40394076704978943,
|
||
|
0.48484838008880615,
|
||
|
0.5294116735458374,
|
||
|
0.596858561038971,
|
||
|
0.3016759157180786,
|
||
|
0.2983424663543701,
|
||
|
0.7649767994880676,
|
||
|
0.45544540882110596,
|
||
|
0.4123710095882416,
|
||
|
0.4195120930671692,
|
||
|
0.1970442682504654,
|
||
|
0.579234778881073
|
||
|
],
|
||
|
"time": 6.210677142255008,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 121,
|
||
|
"train_loss": 0.006371073890477419,
|
||
|
"val_loss": 2.242137908935547,
|
||
|
"acc": 47.18,
|
||
|
"f1": [
|
||
|
0.728155255317688,
|
||
|
0.5566036701202393,
|
||
|
0.3195875287055969,
|
||
|
0.21686740219593048,
|
||
|
0.26666659116744995,
|
||
|
0.46938762068748474,
|
||
|
0.47474732995033264,
|
||
|
0.4656083285808563,
|
||
|
0.575916051864624,
|
||
|
0.5472635626792908,
|
||
|
0.3351350426673889,
|
||
|
0.2780747711658478,
|
||
|
0.5399999022483826,
|
||
|
0.40217384696006775,
|
||
|
0.378109335899353,
|
||
|
0.3823528587818146,
|
||
|
0.5108694434165955,
|
||
|
0.6237622499465942,
|
||
|
0.33816415071487427,
|
||
|
0.34554967284202576,
|
||
|
0.7536230683326721,
|
||
|
0.5865383148193359,
|
||
|
0.44943806529045105,
|
||
|
0.6699506640434265,
|
||
|
0.6865670084953308,
|
||
|
0.3842363655567169,
|
||
|
0.4245808720588684,
|
||
|
0.31372541189193726,
|
||
|
0.6602869629859924,
|
||
|
0.44670039415359497,
|
||
|
0.47963786125183105,
|
||
|
0.4195120930671692,
|
||
|
0.38251355290412903,
|
||
|
0.43269219994544983,
|
||
|
0.41414129734039307,
|
||
|
0.2783504128456116,
|
||
|
0.44943806529045105,
|
||
|
0.3534882664680481,
|
||
|
0.3063828945159912,
|
||
|
0.6903551816940308,
|
||
|
0.41935470700263977,
|
||
|
0.6802029013633728,
|
||
|
0.3619908392429352,
|
||
|
0.4646463394165039,
|
||
|
0.22748807072639465,
|
||
|
0.281406968832016,
|
||
|
0.32124343514442444,
|
||
|
0.5841582417488098,
|
||
|
0.6940637826919556,
|
||
|
0.5812807083129883,
|
||
|
0.29166659712791443,
|
||
|
0.4432430863380432,
|
||
|
0.5753422975540161,
|
||
|
0.6399998664855957,
|
||
|
0.5258214473724365,
|
||
|
0.14213192462921143,
|
||
|
0.7150257229804993,
|
||
|
0.5026736855506897,
|
||
|
0.5291004180908203,
|
||
|
0.48076915740966797,
|
||
|
0.8133969902992249,
|
||
|
0.5870645046234131,
|
||
|
0.5118482112884521,
|
||
|
0.41666656732559204,
|
||
|
0.26341456174850464,
|
||
|
0.22916659712791443,
|
||
|
0.3523315489292145,
|
||
|
0.41573023796081543,
|
||
|
0.8019800782203674,
|
||
|
0.6604650020599365,
|
||
|
0.45595842599868774,
|
||
|
0.6517856121063232,
|
||
|
0.18285706639289856,
|
||
|
0.4148934781551361,
|
||
|
0.26519328355789185,
|
||
|
0.721153736114502,
|
||
|
0.725490152835846,
|
||
|
0.3389829397201538,
|
||
|
0.35978829860687256,
|
||
|
0.42857128381729126,
|
||
|
0.25116273760795593,
|
||
|
0.5022420287132263,
|
||
|
0.7373736500740051,
|
||
|
0.5071768760681152,
|
||
|
0.36046499013900757,
|
||
|
0.582914412021637,
|
||
|
0.5263156890869141,
|
||
|
0.5228214263916016,
|
||
|
0.3861384987831116,
|
||
|
0.4978164732456207,
|
||
|
0.4954127371311188,
|
||
|
0.5870645046234131,
|
||
|
0.30939218401908875,
|
||
|
0.30939218401908875,
|
||
|
0.7671231031417847,
|
||
|
0.46231144666671753,
|
||
|
0.3798881769180298,
|
||
|
0.4485980272293091,
|
||
|
0.19689112901687622,
|
||
|
0.5989846587181091
|
||
|
],
|
||
|
"time": 6.226439503021538,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 122,
|
||
|
"train_loss": 0.005533677525818348,
|
||
|
"val_loss": 2.381042003631592,
|
||
|
"acc": 47.27,
|
||
|
"f1": [
|
||
|
0.721153736114502,
|
||
|
0.5686272978782654,
|
||
|
0.2922373414039612,
|
||
|
0.19753079116344452,
|
||
|
0.25892847776412964,
|
||
|
0.4502616822719574,
|
||
|
0.4949493706226349,
|
||
|
0.4631577730178833,
|
||
|
0.5789472460746765,
|
||
|
0.5670101642608643,
|
||
|
0.31818172335624695,
|
||
|
0.2886596620082855,
|
||
|
0.5463413596153259,
|
||
|
0.39999985694885254,
|
||
|
0.382978618144989,
|
||
|
0.37499991059303284,
|
||
|
0.5108694434165955,
|
||
|
0.6407765746116638,
|
||
|
0.3414633274078369,
|
||
|
0.3510637581348419,
|
||
|
0.747572660446167,
|
||
|
0.5663716197013855,
|
||
|
0.45976996421813965,
|
||
|
0.6763284206390381,
|
||
|
0.697435736656189,
|
||
|
0.38190943002700806,
|
||
|
0.4042551815509796,
|
||
|
0.3272726535797119,
|
||
|
0.6568626165390015,
|
||
|
0.4550263583660126,
|
||
|
0.4566209018230438,
|
||
|
0.4242422580718994,
|
||
|
0.37185919284820557,
|
||
|
0.42512065172195435,
|
||
|
0.4183672070503235,
|
||
|
0.2941175699234009,
|
||
|
0.43575406074523926,
|
||
|
0.3523808717727661,
|
||
|
0.31489354372024536,
|
||
|
0.6903551816940308,
|
||
|
0.4324323236942291,
|
||
|
0.6868685483932495,
|
||
|
0.38862547278404236,
|
||
|
0.4923075735569,
|
||
|
0.246575266122818,
|
||
|
0.29268285632133484,
|
||
|
0.3440859317779541,
|
||
|
0.5742572546005249,
|
||
|
0.7102801203727722,
|
||
|
0.623255729675293,
|
||
|
0.3251230716705322,
|
||
|
0.43564343452453613,
|
||
|
0.5566036701202393,
|
||
|
0.6548671722412109,
|
||
|
0.5365853309631348,
|
||
|
0.13541659712791443,
|
||
|
0.7187498211860657,
|
||
|
0.48044681549072266,
|
||
|
0.5368419289588928,
|
||
|
0.4976957440376282,
|
||
|
0.8075116276741028,
|
||
|
0.6069650650024414,
|
||
|
0.5067872405052185,
|
||
|
0.4210525155067444,
|
||
|
0.25961530208587646,
|
||
|
0.22459883987903595,
|
||
|
0.34736835956573486,
|
||
|
0.43181803822517395,
|
||
|
0.8099998235702515,
|
||
|
0.6509432196617126,
|
||
|
0.44444435834884644,
|
||
|
0.6484017372131348,
|
||
|
0.1675977110862732,
|
||
|
0.3636362552642822,
|
||
|
0.26666656136512756,
|
||
|
0.7272725701332092,
|
||
|
0.738461434841156,
|
||
|
0.34254133701324463,
|
||
|
0.3384614586830139,
|
||
|
0.4502616822719574,
|
||
|
0.22535204887390137,
|
||
|
0.48430484533309937,
|
||
|
0.7399998903274536,
|
||
|
0.5170730352401733,
|
||
|
0.3699420988559723,
|
||
|
0.5728641748428345,
|
||
|
0.49214646220207214,
|
||
|
0.5523011684417725,
|
||
|
0.40999990701675415,
|
||
|
0.4782607853412628,
|
||
|
0.5167463421821594,
|
||
|
0.6073297262191772,
|
||
|
0.31746023893356323,
|
||
|
0.3370785713195801,
|
||
|
0.7677723169326782,
|
||
|
0.4629628360271454,
|
||
|
0.3756905198097229,
|
||
|
0.4485980272293091,
|
||
|
0.19289332628250122,
|
||
|
0.5803107619285583
|
||
|
],
|
||
|
"time": 6.3633000971749425,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 123,
|
||
|
"train_loss": 0.005087424069643021,
|
||
|
"val_loss": 2.205472707748413,
|
||
|
"acc": 46.97,
|
||
|
"f1": [
|
||
|
0.7448978424072266,
|
||
|
0.5436891913414001,
|
||
|
0.3350784480571747,
|
||
|
0.22222214937210083,
|
||
|
0.27433618903160095,
|
||
|
0.46632111072540283,
|
||
|
0.4799998700618744,
|
||
|
0.45595842599868774,
|
||
|
0.5670101642608643,
|
||
|
0.5744680166244507,
|
||
|
0.3370785713195801,
|
||
|
0.2446807622909546,
|
||
|
0.5151513814926147,
|
||
|
0.40217384696006775,
|
||
|
0.3861384987831116,
|
||
|
0.38190943002700806,
|
||
|
0.5197739005088806,
|
||
|
0.6599999070167542,
|
||
|
0.336633563041687,
|
||
|
0.3502824008464813,
|
||
|
0.7464112639427185,
|
||
|
0.5882351398468018,
|
||
|
0.4361701011657715,
|
||
|
0.6802029013633728,
|
||
|
0.6766167879104614,
|
||
|
0.3723403513431549,
|
||
|
0.4210525155067444,
|
||
|
0.3286384046077728,
|
||
|
0.6764704585075378,
|
||
|
0.45833322405815125,
|
||
|
0.47222211956977844,
|
||
|
0.43999987840652466,
|
||
|
0.3979056477546692,
|
||
|
0.4112148582935333,
|
||
|
0.4158414602279663,
|
||
|
0.26600977778434753,
|
||
|
0.4432430863380432,
|
||
|
0.3699999153614044,
|
||
|
0.2792791724205017,
|
||
|
0.6831682324409485,
|
||
|
0.42857128381729126,
|
||
|
0.6865670084953308,
|
||
|
0.3853210210800171,
|
||
|
0.4623654782772064,
|
||
|
0.22429899871349335,
|
||
|
0.28846150636672974,
|
||
|
0.32124343514442444,
|
||
|
0.5786800384521484,
|
||
|
0.6968324184417725,
|
||
|
0.5963301062583923,
|
||
|
0.2967032194137573,
|
||
|
0.4410255253314972,
|
||
|
0.5700933337211609,
|
||
|
0.6460175514221191,
|
||
|
0.5145629644393921,
|
||
|
0.14736837148666382,
|
||
|
0.7150257229804993,
|
||
|
0.49214646220207214,
|
||
|
0.5240640044212341,
|
||
|
0.47619035840034485,
|
||
|
0.8113206028938293,
|
||
|
0.5771142840385437,
|
||
|
0.5090908408164978,
|
||
|
0.4239630401134491,
|
||
|
0.26341456174850464,
|
||
|
0.19780214130878448,
|
||
|
0.33333325386047363,
|
||
|
0.41758227348327637,
|
||
|
0.8099998235702515,
|
||
|
0.6478871703147888,
|
||
|
0.4499998688697815,
|
||
|
0.6267279982566833,
|
||
|
0.19318175315856934,
|
||
|
0.39583319425582886,
|
||
|
0.25906726717948914,
|
||
|
0.7121950387954712,
|
||
|
0.7253884673118591,
|
||
|
0.34736835956573486,
|
||
|
0.30051806569099426,
|
||
|
0.43999987840652466,
|
||
|
0.22429899871349335,
|
||
|
0.48214277625083923,
|
||
|
0.732673168182373,
|
||
|
0.5071768760681152,
|
||
|
0.3463686406612396,
|
||
|
0.5799998641014099,
|
||
|
0.5185183882713318,
|
||
|
0.5560536980628967,
|
||
|
0.3703702688217163,
|
||
|
0.48510628938674927,
|
||
|
0.4953269362449646,
|
||
|
0.5888323187828064,
|
||
|
0.3152172863483429,
|
||
|
0.329670250415802,
|
||
|
0.7920790910720825,
|
||
|
0.46391740441322327,
|
||
|
0.40796008706092834,
|
||
|
0.4112148582935333,
|
||
|
0.20202013850212097,
|
||
|
0.5970147848129272
|
||
|
],
|
||
|
"time": 6.056978563778102,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 124,
|
||
|
"train_loss": 0.005306573119014502,
|
||
|
"val_loss": 2.410085439682007,
|
||
|
"acc": 47.16,
|
||
|
"f1": [
|
||
|
0.735293984413147,
|
||
|
0.5576921701431274,
|
||
|
0.32352936267852783,
|
||
|
0.19999992847442627,
|
||
|
0.2695651352405548,
|
||
|
0.48453593254089355,
|
||
|
0.48205116391181946,
|
||
|
0.46808499097824097,
|
||
|
0.5851062536239624,
|
||
|
0.5699998736381531,
|
||
|
0.3666665554046631,
|
||
|
0.28260859847068787,
|
||
|
0.5445543527603149,
|
||
|
0.39583319425582886,
|
||
|
0.35955044627189636,
|
||
|
0.39805811643600464,
|
||
|
0.4999998211860657,
|
||
|
0.6464645266532898,
|
||
|
0.3147207200527191,
|
||
|
0.3874344527721405,
|
||
|
0.747572660446167,
|
||
|
0.5739909410476685,
|
||
|
0.44943806529045105,
|
||
|
0.6798028349876404,
|
||
|
0.7035174369812012,
|
||
|
0.36190465092658997,
|
||
|
0.4044942855834961,
|
||
|
0.32558128237724304,
|
||
|
0.6732671856880188,
|
||
|
0.44559577107429504,
|
||
|
0.47222211956977844,
|
||
|
0.4278606176376343,
|
||
|
0.39106133580207825,
|
||
|
0.44230756163597107,
|
||
|
0.4162435233592987,
|
||
|
0.28571420907974243,
|
||
|
0.44444429874420166,
|
||
|
0.37614670395851135,
|
||
|
0.31390124559402466,
|
||
|
0.6799998879432678,
|
||
|
0.4232803285121918,
|
||
|
0.6874998807907104,
|
||
|
0.3853210210800171,
|
||
|
0.46391740441322327,
|
||
|
0.22421517968177795,
|
||
|
0.2843136191368103,
|
||
|
0.3510637581348419,
|
||
|
0.5673075914382935,
|
||
|
0.7004607319831848,
|
||
|
0.5961536765098572,
|
||
|
0.2914571762084961,
|
||
|
0.4502616822719574,
|
||
|
0.5446008443832397,
|
||
|
0.6545453667640686,
|
||
|
0.5151513814926147,
|
||
|
0.13930343091487885,
|
||
|
0.7040814757347107,
|
||
|
0.4973543584346771,
|
||
|
0.5306121110916138,
|
||
|
0.4854367673397064,
|
||
|
0.8275859951972961,
|
||
|
0.5870645046234131,
|
||
|
0.48309168219566345,
|
||
|
0.42253509163856506,
|
||
|
0.2559240758419037,
|
||
|
0.22916659712791443,
|
||
|
0.34736835956573486,
|
||
|
0.4153004288673401,
|
||
|
0.8118810057640076,
|
||
|
0.6666665077209473,
|
||
|
0.46231144666671753,
|
||
|
0.6547083854675293,
|
||
|
0.17679551243782043,
|
||
|
0.40641695261001587,
|
||
|
0.2584269046783447,
|
||
|
0.7142855525016785,
|
||
|
0.7282050251960754,
|
||
|
0.3406592309474945,
|
||
|
0.3487178385257721,
|
||
|
0.4102562665939331,
|
||
|
0.22535204887390137,
|
||
|
0.4978901743888855,
|
||
|
0.7363182306289673,
|
||
|
0.5118482112884521,
|
||
|
0.3636362552642822,
|
||
|
0.5757573843002319,
|
||
|
0.5212765336036682,
|
||
|
0.5321887135505676,
|
||
|
0.39603951573371887,
|
||
|
0.48034927248954773,
|
||
|
0.4954127371311188,
|
||
|
0.5656563639640808,
|
||
|
0.327868789434433,
|
||
|
0.32222211360931396,
|
||
|
0.7387385964393616,
|
||
|
0.46601933240890503,
|
||
|
0.3626372814178467,
|
||
|
0.43269219994544983,
|
||
|
0.193548321723938,
|
||
|
0.613756537437439
|
||
|
],
|
||
|
"time": 6.162122734822333,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 125,
|
||
|
"train_loss": 0.004819488152861595,
|
||
|
"val_loss": 2.3225748538970947,
|
||
|
"acc": 47.31,
|
||
|
"f1": [
|
||
|
0.7399998903274536,
|
||
|
0.5628139972686768,
|
||
|
0.3195875287055969,
|
||
|
0.20930226147174835,
|
||
|
0.2532750070095062,
|
||
|
0.48484835028648376,
|
||
|
0.4717947542667389,
|
||
|
0.4795917272567749,
|
||
|
0.5918366312980652,
|
||
|
0.5555554032325745,
|
||
|
0.3428570628166199,
|
||
|
0.2681563198566437,
|
||
|
0.539215624332428,
|
||
|
0.41884803771972656,
|
||
|
0.3516482412815094,
|
||
|
0.37623751163482666,
|
||
|
0.4999998211860657,
|
||
|
0.6280191540718079,
|
||
|
0.33333325386047363,
|
||
|
0.35897424817085266,
|
||
|
0.7632849216461182,
|
||
|
0.5818180441856384,
|
||
|
0.42780739068984985,
|
||
|
0.6701029539108276,
|
||
|
0.6798028349876404,
|
||
|
0.3654821515083313,
|
||
|
0.4041449725627899,
|
||
|
0.3211008310317993,
|
||
|
0.6567163467407227,
|
||
|
0.4631577730178833,
|
||
|
0.4884791076183319,
|
||
|
0.4411763548851013,
|
||
|
0.39548009634017944,
|
||
|
0.42857131361961365,
|
||
|
0.40404030680656433,
|
||
|
0.28999990224838257,
|
||
|
0.4530385434627533,
|
||
|
0.3584904372692108,
|
||
|
0.2991451919078827,
|
||
|
0.6896550059318542,
|
||
|
0.42857128381729126,
|
||
|
0.6934671998023987,
|
||
|
0.36607131361961365,
|
||
|
0.4827585518360138,
|
||
|
0.21296289563179016,
|
||
|
0.28426387906074524,
|
||
|
0.3367346227169037,
|
||
|
0.5728641748428345,
|
||
|
0.6968324184417725,
|
||
|
0.6048778891563416,
|
||
|
0.31884050369262695,
|
||
|
0.45128190517425537,
|
||
|
0.5829595327377319,
|
||
|
0.6484017372131348,
|
||
|
0.5196077227592468,
|
||
|
0.15135130286216736,
|
||
|
0.7005074620246887,
|
||
|
0.5414363145828247,
|
||
|
0.5230767726898193,
|
||
|
0.47846877574920654,
|
||
|
0.7999998331069946,
|
||
|
0.5980390906333923,
|
||
|
0.5205478072166443,
|
||
|
0.4313724637031555,
|
||
|
0.26341456174850464,
|
||
|
0.22099439799785614,
|
||
|
0.3419688045978546,
|
||
|
0.41758227348327637,
|
||
|
0.7999997735023499,
|
||
|
0.6728971004486084,
|
||
|
0.45918354392051697,
|
||
|
0.6543776988983154,
|
||
|
0.19209031760692596,
|
||
|
0.3979056477546692,
|
||
|
0.2702701687812805,
|
||
|
0.7290639281272888,
|
||
|
0.7407405972480774,
|
||
|
0.3295453190803528,
|
||
|
0.35643553733825684,
|
||
|
0.42857128381729126,
|
||
|
0.22330091893672943,
|
||
|
0.4978164732456207,
|
||
|
0.7342994213104248,
|
||
|
0.5188678503036499,
|
||
|
0.3723403513431549,
|
||
|
0.5799998641014099,
|
||
|
0.49999988079071045,
|
||
|
0.5599998831748962,
|
||
|
0.37735840678215027,
|
||
|
0.4672130346298218,
|
||
|
0.4953269362449646,
|
||
|
0.6054052114486694,
|
||
|
0.35675665736198425,
|
||
|
0.3111110329627991,
|
||
|
0.741783857345581,
|
||
|
0.47761180996894836,
|
||
|
0.38251355290412903,
|
||
|
0.434782475233078,
|
||
|
0.18579228222370148,
|
||
|
0.5925924777984619
|
||
|
],
|
||
|
"time": 6.066539553925395,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 126,
|
||
|
"train_loss": 0.005219270475208759,
|
||
|
"val_loss": 2.362635850906372,
|
||
|
"acc": 47.15,
|
||
|
"f1": [
|
||
|
0.7462685704231262,
|
||
|
0.5446008443832397,
|
||
|
0.31428563594818115,
|
||
|
0.22352932393550873,
|
||
|
0.27555546164512634,
|
||
|
0.474226713180542,
|
||
|
0.46999987959861755,
|
||
|
0.46632111072540283,
|
||
|
0.5851062536239624,
|
||
|
0.5744680166244507,
|
||
|
0.32748526334762573,
|
||
|
0.27472516894340515,
|
||
|
0.5408161878585815,
|
||
|
0.41052618622779846,
|
||
|
0.37696322798728943,
|
||
|
0.3743841052055359,
|
||
|
0.5108694434165955,
|
||
|
0.6288658380508423,
|
||
|
0.3131312429904938,
|
||
|
0.3586955666542053,
|
||
|
0.7512193918228149,
|
||
|
0.5675674080848694,
|
||
|
0.44943806529045105,
|
||
|
0.6763284206390381,
|
||
|
0.6938773989677429,
|
||
|
0.367346853017807,
|
||
|
0.4232803285121918,
|
||
|
0.3119265139102936,
|
||
|
0.6763284206390381,
|
||
|
0.4623654782772064,
|
||
|
0.4690264165401459,
|
||
|
0.4307691156864166,
|
||
|
0.39106133580207825,
|
||
|
0.4195120930671692,
|
||
|
0.4179103374481201,
|
||
|
0.2816900908946991,
|
||
|
0.4469272196292877,
|
||
|
0.3693692684173584,
|
||
|
0.3083699643611908,
|
||
|
0.6938773989677429,
|
||
|
0.4108106791973114,
|
||
|
0.6934671998023987,
|
||
|
0.37735840678215027,
|
||
|
0.4574466943740845,
|
||
|
0.2085307389497757,
|
||
|
0.2980768382549286,
|
||
|
0.3387977182865143,
|
||
|
0.5812807083129883,
|
||
|
0.6909089088439941,
|
||
|
0.6037734746932983,
|
||
|
0.31428563594818115,
|
||
|
0.42857128381729126,
|
||
|
0.5806450843811035,
|
||
|
0.6367712020874023,
|
||
|
0.5151513814926147,
|
||
|
0.13131305575370789,
|
||
|
0.7070705890655518,
|
||
|
0.5081079602241516,
|
||
|
0.5291004180908203,
|
||
|
0.4930231273174286,
|
||
|
0.8190473914146423,
|
||
|
0.582914412021637,
|
||
|
0.5137613415718079,
|
||
|
0.4230768084526062,
|
||
|
0.26086950302124023,
|
||
|
0.21390368044376373,
|
||
|
0.34999990463256836,
|
||
|
0.4108106791973114,
|
||
|
0.8199998736381531,
|
||
|
0.666666567325592,
|
||
|
0.4489794969558716,
|
||
|
0.6418603658676147,
|
||
|
0.2021275758743286,
|
||
|
0.38709667325019836,
|
||
|
0.2473117560148239,
|
||
|
0.7238093614578247,
|
||
|
0.7263681292533875,
|
||
|
0.35978829860687256,
|
||
|
0.3260868787765503,
|
||
|
0.4410255253314972,
|
||
|
0.23923437297344208,
|
||
|
0.49107134342193604,
|
||
|
0.7272725701332092,
|
||
|
0.5116277933120728,
|
||
|
0.3583814203739166,
|
||
|
0.5846152901649475,
|
||
|
0.4999998211860657,
|
||
|
0.5599998831748962,
|
||
|
0.4077668786048889,
|
||
|
0.4867255389690399,
|
||
|
0.4930231273174286,
|
||
|
0.5979380011558533,
|
||
|
0.34042540192604065,
|
||
|
0.3350784480571747,
|
||
|
0.7582937479019165,
|
||
|
0.4519229531288147,
|
||
|
0.3516482412815094,
|
||
|
0.4170615077018738,
|
||
|
0.19999991357326508,
|
||
|
0.6073297262191772
|
||
|
],
|
||
|
"time": 5.93095434922725,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 127,
|
||
|
"train_loss": 0.00506023783236742,
|
||
|
"val_loss": 2.357165575027466,
|
||
|
"acc": 47.27,
|
||
|
"f1": [
|
||
|
0.7389161586761475,
|
||
|
0.5603863000869751,
|
||
|
0.29245272278785706,
|
||
|
0.23391805589199066,
|
||
|
0.2758619785308838,
|
||
|
0.47368407249450684,
|
||
|
0.4499998688697815,
|
||
|
0.4717947542667389,
|
||
|
0.575916051864624,
|
||
|
0.5714284777641296,
|
||
|
0.36464083194732666,
|
||
|
0.2513660192489624,
|
||
|
0.5294116735458374,
|
||
|
0.413043349981308,
|
||
|
0.348314493894577,
|
||
|
0.390243798494339,
|
||
|
0.4918031394481659,
|
||
|
0.6464645266532898,
|
||
|
0.3535352647304535,
|
||
|
0.38461530208587646,
|
||
|
0.7512193918228149,
|
||
|
0.5560536980628967,
|
||
|
0.43956032395362854,
|
||
|
0.6699027419090271,
|
||
|
0.6834169626235962,
|
||
|
0.367346853017807,
|
||
|
0.4226802885532379,
|
||
|
0.32558128237724304,
|
||
|
0.663461446762085,
|
||
|
0.4631577730178833,
|
||
|
0.4657532870769501,
|
||
|
0.45226117968559265,
|
||
|
0.38674020767211914,
|
||
|
0.4292682111263275,
|
||
|
0.4145076870918274,
|
||
|
0.26540276408195496,
|
||
|
0.45054933428764343,
|
||
|
0.37668150663375854,
|
||
|
0.3171805441379547,
|
||
|
0.6831682324409485,
|
||
|
0.4301074147224426,
|
||
|
0.6834169626235962,
|
||
|
0.37209296226501465,
|
||
|
0.4516127407550812,
|
||
|
0.23423415422439575,
|
||
|
0.2976743280887604,
|
||
|
0.327868789434433,
|
||
|
0.5825241804122925,
|
||
|
0.7037035822868347,
|
||
|
0.5943394899368286,
|
||
|
0.3301886022090912,
|
||
|
0.44559577107429504,
|
||
|
0.5740739107131958,
|
||
|
0.660633385181427,
|
||
|
0.5098037719726562,
|
||
|
0.14659680426120758,
|
||
|
0.711340069770813,
|
||
|
0.5217389464378357,
|
||
|
0.5502644181251526,
|
||
|
0.492890864610672,
|
||
|
0.8133969902992249,
|
||
|
0.5911328792572021,
|
||
|
0.5145629644393921,
|
||
|
0.42512065172195435,
|
||
|
0.2705313265323639,
|
||
|
0.22598862648010254,
|
||
|
0.3315507173538208,
|
||
|
0.4293783903121948,
|
||
|
0.8140701651573181,
|
||
|
0.6763284206390381,
|
||
|
0.4577113389968872,
|
||
|
0.6513760089874268,
|
||
|
0.179775208234787,
|
||
|
0.40624988079071045,
|
||
|
0.24175815284252167,
|
||
|
0.7184464335441589,
|
||
|
0.7319586277008057,
|
||
|
0.37433144450187683,
|
||
|
0.3465345501899719,
|
||
|
0.42051267623901367,
|
||
|
0.23041465878486633,
|
||
|
0.4845814108848572,
|
||
|
0.7389161586761475,
|
||
|
0.5233643651008606,
|
||
|
0.3409090042114258,
|
||
|
0.5757573843002319,
|
||
|
0.5133689045906067,
|
||
|
0.5470851063728333,
|
||
|
0.37320560216903687,
|
||
|
0.4799998998641968,
|
||
|
0.5096152424812317,
|
||
|
0.5940592885017395,
|
||
|
0.3169397711753845,
|
||
|
0.3314915895462036,
|
||
|
0.7547168731689453,
|
||
|
0.47572803497314453,
|
||
|
0.39999985694885254,
|
||
|
0.4186045527458191,
|
||
|
0.18274106085300446,
|
||
|
0.5937498807907104
|
||
|
],
|
||
|
"time": 5.855966087430716,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 128,
|
||
|
"train_loss": 0.0050665573216974735,
|
||
|
"val_loss": 2.3054633140563965,
|
||
|
"acc": 47.26,
|
||
|
"f1": [
|
||
|
0.742574155330658,
|
||
|
0.5572138428688049,
|
||
|
0.3157894015312195,
|
||
|
0.23595495522022247,
|
||
|
0.275229275226593,
|
||
|
0.474226713180542,
|
||
|
0.4599998891353607,
|
||
|
0.47916653752326965,
|
||
|
0.5699480772018433,
|
||
|
0.575916051864624,
|
||
|
0.348314493894577,
|
||
|
0.28260859847068787,
|
||
|
0.529999852180481,
|
||
|
0.4088396728038788,
|
||
|
0.3736262619495392,
|
||
|
0.378109335899353,
|
||
|
0.5082871913909912,
|
||
|
0.6372547745704651,
|
||
|
0.33962252736091614,
|
||
|
0.3617020547389984,
|
||
|
0.7403844594955444,
|
||
|
0.5596328973770142,
|
||
|
0.44444432854652405,
|
||
|
0.6859902143478394,
|
||
|
0.6934671998023987,
|
||
|
0.367346853017807,
|
||
|
0.4262293577194214,
|
||
|
0.33816415071487427,
|
||
|
0.6699506640434265,
|
||
|
0.45405393838882446,
|
||
|
0.4537035822868347,
|
||
|
0.43216070532798767,
|
||
|
0.3723403513431549,
|
||
|
0.42512065172195435,
|
||
|
0.42639580368995667,
|
||
|
0.26262614130973816,
|
||
|
0.45197728276252747,
|
||
|
0.37209296226501465,
|
||
|
0.2959640622138977,
|
||
|
0.6829267144203186,
|
||
|
0.4145076870918274,
|
||
|
0.6903551816940308,
|
||
|
0.3636362552642822,
|
||
|
0.4432430863380432,
|
||
|
0.246575266122818,
|
||
|
0.2830187678337097,
|
||
|
0.32820504903793335,
|
||
|
0.5989846587181091,
|
||
|
0.7009344696998596,
|
||
|
0.6009388566017151,
|
||
|
0.32195112109184265,
|
||
|
0.43749991059303284,
|
||
|
0.5829595327377319,
|
||
|
0.6488887667655945,
|
||
|
0.5238093733787537,
|
||
|
0.13999994099140167,
|
||
|
0.7035174369812012,
|
||
|
0.5297296643257141,
|
||
|
0.5425531268119812,
|
||
|
0.49999988079071045,
|
||
|
0.8173075318336487,
|
||
|
0.5858584046363831,
|
||
|
0.49999988079071045,
|
||
|
0.4205606281757355,
|
||
|
0.26600977778434753,
|
||
|
0.2116401493549347,
|
||
|
0.367346853017807,
|
||
|
0.4269661605358124,
|
||
|
0.8181816339492798,
|
||
|
0.6543776988983154,
|
||
|
0.4577113389968872,
|
||
|
0.6604650020599365,
|
||
|
0.17679551243782043,
|
||
|
0.3880595862865448,
|
||
|
0.2526314854621887,
|
||
|
0.7298576831817627,
|
||
|
0.7319586277008057,
|
||
|
0.34254133701324463,
|
||
|
0.34343424439430237,
|
||
|
0.44210511445999146,
|
||
|
0.2403845638036728,
|
||
|
0.48908287286758423,
|
||
|
0.7524750828742981,
|
||
|
0.5046727657318115,
|
||
|
0.35955044627189636,
|
||
|
0.5786800384521484,
|
||
|
0.5240640044212341,
|
||
|
0.5502182841300964,
|
||
|
0.40206170082092285,
|
||
|
0.47577083110809326,
|
||
|
0.4792625606060028,
|
||
|
0.5863873362541199,
|
||
|
0.31284910440444946,
|
||
|
0.32258057594299316,
|
||
|
0.7465436458587646,
|
||
|
0.4688993990421295,
|
||
|
0.39583319425582886,
|
||
|
0.41314542293548584,
|
||
|
0.19251330196857452,
|
||
|
0.6010361909866333
|
||
|
],
|
||
|
"time": 6.105738778598607,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 129,
|
||
|
"train_loss": 0.0054315924644470215,
|
||
|
"val_loss": 2.3072738647460938,
|
||
|
"acc": 47.24,
|
||
|
"f1": [
|
||
|
0.7342994213104248,
|
||
|
0.5420559644699097,
|
||
|
0.3152708411216736,
|
||
|
0.22702695429325104,
|
||
|
0.3024389147758484,
|
||
|
0.49214646220207214,
|
||
|
0.4541061818599701,
|
||
|
0.4717947542667389,
|
||
|
0.5820105075836182,
|
||
|
0.5670101642608643,
|
||
|
0.3351954519748688,
|
||
|
0.2795697748661041,
|
||
|
0.5242717266082764,
|
||
|
0.38974347710609436,
|
||
|
0.35359105467796326,
|
||
|
0.390243798494339,
|
||
|
0.5388599634170532,
|
||
|
0.6411482095718384,
|
||
|
0.34449753165245056,
|
||
|
0.36842095851898193,
|
||
|
0.7298576831817627,
|
||
|
0.5429863333702087,
|
||
|
0.4469272196292877,
|
||
|
0.6528496146202087,
|
||
|
0.6938773989677429,
|
||
|
0.3692306876182556,
|
||
|
0.42857128381729126,
|
||
|
0.3431371748447418,
|
||
|
0.6632652282714844,
|
||
|
0.42708319425582886,
|
||
|
0.47747737169265747,
|
||
|
0.42156851291656494,
|
||
|
0.3675675094127655,
|
||
|
0.4339621663093567,
|
||
|
0.4120602011680603,
|
||
|
0.2731706500053406,
|
||
|
0.423912912607193,
|
||
|
0.36619704961776733,
|
||
|
0.2739725410938263,
|
||
|
0.6868685483932495,
|
||
|
0.43749991059303284,
|
||
|
0.6938773989677429,
|
||
|
0.3959389626979828,
|
||
|
0.4812833070755005,
|
||
|
0.25112098455429077,
|
||
|
0.2870812714099884,
|
||
|
0.3186812400817871,
|
||
|
0.5933012366294861,
|
||
|
0.6976743340492249,
|
||
|
0.5853657722473145,
|
||
|
0.32195112109184265,
|
||
|
0.4545453190803528,
|
||
|
0.5645932555198669,
|
||
|
0.642857015132904,
|
||
|
0.5314008593559265,
|
||
|
0.1361255943775177,
|
||
|
0.7040814757347107,
|
||
|
0.5284972786903381,
|
||
|
0.5561496019363403,
|
||
|
0.49999988079071045,
|
||
|
0.8169012069702148,
|
||
|
0.589371919631958,
|
||
|
0.5092591643333435,
|
||
|
0.44239622354507446,
|
||
|
0.2564101815223694,
|
||
|
0.2436547577381134,
|
||
|
0.3350784480571747,
|
||
|
0.43093910813331604,
|
||
|
0.8118810057640076,
|
||
|
0.6729856729507446,
|
||
|
0.4615383446216583,
|
||
|
0.6425337791442871,
|
||
|
0.19101116061210632,
|
||
|
0.3654821515083313,
|
||
|
0.22727267444133759,
|
||
|
0.7164177894592285,
|
||
|
0.7411166429519653,
|
||
|
0.38341957330703735,
|
||
|
0.3402060866355896,
|
||
|
0.41666656732559204,
|
||
|
0.2559240758419037,
|
||
|
0.4748857021331787,
|
||
|
0.7290639281272888,
|
||
|
0.5167463421821594,
|
||
|
0.3555554449558258,
|
||
|
0.5863873362541199,
|
||
|
0.5161289572715759,
|
||
|
0.5350876450538635,
|
||
|
0.39215680956840515,
|
||
|
0.4741378724575043,
|
||
|
0.49019595980644226,
|
||
|
0.5906734466552734,
|
||
|
0.32432422041893005,
|
||
|
0.34042540192604065,
|
||
|
0.7339447736740112,
|
||
|
0.4593299925327301,
|
||
|
0.3999999165534973,
|
||
|
0.4339621663093567,
|
||
|
0.18848159909248352,
|
||
|
0.5918366312980652
|
||
|
],
|
||
|
"time": 6.23220357298851,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 130,
|
||
|
"train_loss": 0.005182859022170305,
|
||
|
"val_loss": 2.304094076156616,
|
||
|
"acc": 47.11,
|
||
|
"f1": [
|
||
|
0.7614211440086365,
|
||
|
0.5544553399085999,
|
||
|
0.31372541189193726,
|
||
|
0.22988496720790863,
|
||
|
0.2995593845844269,
|
||
|
0.4717947542667389,
|
||
|
0.4593299925327301,
|
||
|
0.4646463394165039,
|
||
|
0.5714284777641296,
|
||
|
0.5786800384521484,
|
||
|
0.3370785713195801,
|
||
|
0.25668442249298096,
|
||
|
0.5142855644226074,
|
||
|
0.4044942855834961,
|
||
|
0.3636362552642822,
|
||
|
0.36893191933631897,
|
||
|
0.5197739005088806,
|
||
|
0.6095237135887146,
|
||
|
0.3203882575035095,
|
||
|
0.36559128761291504,
|
||
|
0.7393363118171692,
|
||
|
0.5999999046325684,
|
||
|
0.44444432854652405,
|
||
|
0.6767675280570984,
|
||
|
0.6865670084953308,
|
||
|
0.367346853017807,
|
||
|
0.413043349981308,
|
||
|
0.3301886022090912,
|
||
|
0.6532661318778992,
|
||
|
0.46632111072540283,
|
||
|
0.4857141971588135,
|
||
|
0.4292682111263275,
|
||
|
0.36649200320243835,
|
||
|
0.43601882457733154,
|
||
|
0.42639580368995667,
|
||
|
0.282828152179718,
|
||
|
0.44808733463287354,
|
||
|
0.3568074107170105,
|
||
|
0.2895926535129547,
|
||
|
0.6666665077209473,
|
||
|
0.42162150144577026,
|
||
|
0.6865670084953308,
|
||
|
0.3710406422615051,
|
||
|
0.44943806529045105,
|
||
|
0.26666656136512756,
|
||
|
0.278026819229126,
|
||
|
0.32804223895072937,
|
||
|
0.5841582417488098,
|
||
|
0.7004607319831848,
|
||
|
0.579439103603363,
|
||
|
0.3384614586830139,
|
||
|
0.4489794969558716,
|
||
|
0.579439103603363,
|
||
|
0.6697246432304382,
|
||
|
0.5118482112884521,
|
||
|
0.14659680426120758,
|
||
|
0.7208120226860046,
|
||
|
0.5054942965507507,
|
||
|
0.5502644181251526,
|
||
|
0.4705880880355835,
|
||
|
0.8309177160263062,
|
||
|
0.5922329425811768,
|
||
|
0.5221673846244812,
|
||
|
0.4090907871723175,
|
||
|
0.22772268950939178,
|
||
|
0.21428564190864563,
|
||
|
0.34374991059303284,
|
||
|
0.43093910813331604,
|
||
|
0.7999998927116394,
|
||
|
0.6666665077209473,
|
||
|
0.4487804174423218,
|
||
|
0.6543776988983154,
|
||
|
0.18390797078609467,
|
||
|
0.38674020767211914,
|
||
|
0.28260859847068787,
|
||
|
0.7184464335441589,
|
||
|
0.7216493487358093,
|
||
|
0.290502667427063,
|
||
|
0.3402060866355896,
|
||
|
0.419999897480011,
|
||
|
0.23414628207683563,
|
||
|
0.49999988079071045,
|
||
|
0.7389161586761475,
|
||
|
0.5024153590202332,
|
||
|
0.36464083194732666,
|
||
|
0.5858584046363831,
|
||
|
0.524590015411377,
|
||
|
0.5412842631340027,
|
||
|
0.39810416102409363,
|
||
|
0.47161564230918884,
|
||
|
0.4811319410800934,
|
||
|
0.5989846587181091,
|
||
|
0.3169397711753845,
|
||
|
0.320441871881485,
|
||
|
0.7476633787155151,
|
||
|
0.45714277029037476,
|
||
|
0.4041449725627899,
|
||
|
0.41818171739578247,
|
||
|
0.193548321723938,
|
||
|
0.5846152901649475
|
||
|
],
|
||
|
"time": 6.063748831860721,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 131,
|
||
|
"train_loss": 0.004983613267540932,
|
||
|
"val_loss": 2.2053115367889404,
|
||
|
"acc": 47.04,
|
||
|
"f1": [
|
||
|
0.7614211440086365,
|
||
|
0.5572138428688049,
|
||
|
0.32989683747291565,
|
||
|
0.23463678359985352,
|
||
|
0.280373752117157,
|
||
|
0.486772358417511,
|
||
|
0.467661589384079,
|
||
|
0.45360812544822693,
|
||
|
0.5820105075836182,
|
||
|
0.5714284777641296,
|
||
|
0.3583814203739166,
|
||
|
0.25555548071861267,
|
||
|
0.5242717266082764,
|
||
|
0.41269823908805847,
|
||
|
0.38888877630233765,
|
||
|
0.39215680956840515,
|
||
|
0.5161289572715759,
|
||
|
0.6358972787857056,
|
||
|
0.3584904372692108,
|
||
|
0.382978618144989,
|
||
|
0.7549017667770386,
|
||
|
0.558139443397522,
|
||
|
0.45555540919303894,
|
||
|
0.6601940989494324,
|
||
|
0.6934671998023987,
|
||
|
0.37999987602233887,
|
||
|
0.4232803285121918,
|
||
|
0.321428507566452,
|
||
|
0.6633662581443787,
|
||
|
0.4598929286003113,
|
||
|
0.4788731336593628,
|
||
|
0.41176459193229675,
|
||
|
0.39130425453186035,
|
||
|
0.4154588282108307,
|
||
|
0.41052618622779846,
|
||
|
0.2790696918964386,
|
||
|
0.43575406074523926,
|
||
|
0.3703702688217163,
|
||
|
0.3290042281150818,
|
||
|
0.6699506640434265,
|
||
|
0.4153004288673401,
|
||
|
0.6943003535270691,
|
||
|
0.3727271258831024,
|
||
|
0.4408600926399231,
|
||
|
0.2368420511484146,
|
||
|
0.2941175699234009,
|
||
|
0.31249991059303284,
|
||
|
0.5899998545646667,
|
||
|
0.6940637826919556,
|
||
|
0.6116504073143005,
|
||
|
0.3269230127334595,
|
||
|
0.4158414602279663,
|
||
|
0.5727698802947998,
|
||
|
0.6484017372131348,
|
||
|
0.5148513317108154,
|
||
|
0.1414140909910202,
|
||
|
0.7029701471328735,
|
||
|
0.5161289572715759,
|
||
|
0.5434780716896057,
|
||
|
0.5024153590202332,
|
||
|
0.8075116276741028,
|
||
|
0.5940592885017395,
|
||
|
0.4951455295085907,
|
||
|
0.42857131361961365,
|
||
|
0.26395928859710693,
|
||
|
0.19459453225135803,
|
||
|
0.3417084515094757,
|
||
|
0.4180789887905121,
|
||
|
0.8059700727462769,
|
||
|
0.6572768688201904,
|
||
|
0.4688993990421295,
|
||
|
0.6388887763023376,
|
||
|
0.17801040410995483,
|
||
|
0.39810416102409363,
|
||
|
0.2673795819282532,
|
||
|
0.7177032232284546,
|
||
|
0.7099998593330383,
|
||
|
0.32584258913993835,
|
||
|
0.32835814356803894,
|
||
|
0.4387753903865814,
|
||
|
0.2403845638036728,
|
||
|
0.4845814108848572,
|
||
|
0.732673168182373,
|
||
|
0.4976075291633606,
|
||
|
0.3468207120895386,
|
||
|
0.5699998736381531,
|
||
|
0.5027320981025696,
|
||
|
0.5570775270462036,
|
||
|
0.3743841052055359,
|
||
|
0.4608694612979889,
|
||
|
0.49090901017189026,
|
||
|
0.5858584046363831,
|
||
|
0.3516482412815094,
|
||
|
0.31088075041770935,
|
||
|
0.7699528932571411,
|
||
|
0.4717947542667389,
|
||
|
0.3874344527721405,
|
||
|
0.3999998867511749,
|
||
|
0.180851012468338,
|
||
|
0.5743588209152222
|
||
|
],
|
||
|
"time": 6.057668169029057,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 132,
|
||
|
"train_loss": 0.005662504117935896,
|
||
|
"val_loss": 2.489900827407837,
|
||
|
"acc": 46.96,
|
||
|
"f1": [
|
||
|
0.7537687420845032,
|
||
|
0.5671641230583191,
|
||
|
0.32291656732559204,
|
||
|
0.24580998718738556,
|
||
|
0.2649571895599365,
|
||
|
0.4787232577800751,
|
||
|
0.4509802758693695,
|
||
|
0.46391740441322327,
|
||
|
0.5643563270568848,
|
||
|
0.5743588209152222,
|
||
|
0.3555554449558258,
|
||
|
0.27322396636009216,
|
||
|
0.528846025466919,
|
||
|
0.38974347710609436,
|
||
|
0.3502824008464813,
|
||
|
0.37999987602233887,
|
||
|
0.5130888819694519,
|
||
|
0.6108372807502747,
|
||
|
0.31999990344047546,
|
||
|
0.3794870972633362,
|
||
|
0.747572660446167,
|
||
|
0.5381165146827698,
|
||
|
0.45454537868499756,
|
||
|
0.6868685483932495,
|
||
|
0.6899998784065247,
|
||
|
0.3609755337238312,
|
||
|
0.42162150144577026,
|
||
|
0.29864245653152466,
|
||
|
0.6666665077209473,
|
||
|
0.4705881178379059,
|
||
|
0.4867255389690399,
|
||
|
0.4179103374481201,
|
||
|
0.38674020767211914,
|
||
|
0.4123710095882416,
|
||
|
0.40217384696006775,
|
||
|
0.28712859749794006,
|
||
|
0.45714274048805237,
|
||
|
0.3693692684173584,
|
||
|
0.2832617461681366,
|
||
|
0.6699506640434265,
|
||
|
0.44210511445999146,
|
||
|
0.666666567325592,
|
||
|
0.37004393339157104,
|
||
|
0.4491977095603943,
|
||
|
0.20560741424560547,
|
||
|
0.29126206040382385,
|
||
|
0.32432422041893005,
|
||
|
0.5849055051803589,
|
||
|
0.7042252421379089,
|
||
|
0.5980390906333923,
|
||
|
0.3399999141693115,
|
||
|
0.44221094250679016,
|
||
|
0.5806450843811035,
|
||
|
0.6635512709617615,
|
||
|
0.4897957742214203,
|
||
|
0.14814810454845428,
|
||
|
0.7070705890655518,
|
||
|
0.5084744095802307,
|
||
|
0.5263156890869141,
|
||
|
0.4927534759044647,
|
||
|
0.8252425789833069,
|
||
|
0.5799998641014099,
|
||
|
0.5164318084716797,
|
||
|
0.40692633390426636,
|
||
|
0.2436547577381134,
|
||
|
0.21874994039535522,
|
||
|
0.3399999141693115,
|
||
|
0.41340771317481995,
|
||
|
0.8099998235702515,
|
||
|
0.6698111891746521,
|
||
|
0.4729062616825104,
|
||
|
0.6636770367622375,
|
||
|
0.20765019953250885,
|
||
|
0.39153432846069336,
|
||
|
0.2614377737045288,
|
||
|
0.735293984413147,
|
||
|
0.7253884673118591,
|
||
|
0.3522725999355316,
|
||
|
0.3179486393928528,
|
||
|
0.42051267623901367,
|
||
|
0.2347417026758194,
|
||
|
0.4786323606967926,
|
||
|
0.7227722406387329,
|
||
|
0.4827585518360138,
|
||
|
0.3583814203739166,
|
||
|
0.5714284181594849,
|
||
|
0.5240640044212341,
|
||
|
0.5367964506149292,
|
||
|
0.378109335899353,
|
||
|
0.46551719307899475,
|
||
|
0.45535701513290405,
|
||
|
0.6145831942558289,
|
||
|
0.3440859317779541,
|
||
|
0.33684200048446655,
|
||
|
0.7476633787155151,
|
||
|
0.4766353964805603,
|
||
|
0.39778995513916016,
|
||
|
0.39622631669044495,
|
||
|
0.1914892941713333,
|
||
|
0.5771142840385437
|
||
|
],
|
||
|
"time": 5.946177596226335,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 133,
|
||
|
"train_loss": 0.0053275953978300095,
|
||
|
"val_loss": 2.3729522228240967,
|
||
|
"acc": 46.96,
|
||
|
"f1": [
|
||
|
0.7389161586761475,
|
||
|
0.5527637004852295,
|
||
|
0.3168315887451172,
|
||
|
0.20571422576904297,
|
||
|
0.2792791724205017,
|
||
|
0.4717947542667389,
|
||
|
0.4545453190803528,
|
||
|
0.47916653752326965,
|
||
|
0.5744680166244507,
|
||
|
0.5714284777641296,
|
||
|
0.348314493894577,
|
||
|
0.2659573554992676,
|
||
|
0.5252523422241211,
|
||
|
0.4158414602279663,
|
||
|
0.38043469190597534,
|
||
|
0.3699999153614044,
|
||
|
0.4919784665107727,
|
||
|
0.6507176160812378,
|
||
|
0.32352936267852783,
|
||
|
0.3654821515083313,
|
||
|
0.7464112639427185,
|
||
|
0.562211811542511,
|
||
|
0.4565216302871704,
|
||
|
0.6764704585075378,
|
||
|
0.697435736656189,
|
||
|
0.35121941566467285,
|
||
|
0.42780739068984985,
|
||
|
0.3041473925113678,
|
||
|
0.6764704585075378,
|
||
|
0.44444429874420166,
|
||
|
0.48623839020729065,
|
||
|
0.41176459193229675,
|
||
|
0.36842095851898193,
|
||
|
0.4170615077018738,
|
||
|
0.4020099639892578,
|
||
|
0.2685184180736542,
|
||
|
0.43956032395362854,
|
||
|
0.37735840678215027,
|
||
|
0.3171805441379547,
|
||
|
0.6871793866157532,
|
||
|
0.41269823908805847,
|
||
|
0.6599999070167542,
|
||
|
0.3823528587818146,
|
||
|
0.45263150334358215,
|
||
|
0.24074065685272217,
|
||
|
0.30621999502182007,
|
||
|
0.31914883852005005,
|
||
|
0.5603863000869751,
|
||
|
0.704761803150177,
|
||
|
0.5887848734855652,
|
||
|
0.3317534327507019,
|
||
|
0.4313724637031555,
|
||
|
0.5673075914382935,
|
||
|
0.6431716680526733,
|
||
|
0.49999988079071045,
|
||
|
0.15135130286216736,
|
||
|
0.7106597423553467,
|
||
|
0.5111110210418701,
|
||
|
0.5654449462890625,
|
||
|
0.5070421695709229,
|
||
|
0.8195120096206665,
|
||
|
0.5773194432258606,
|
||
|
0.4927534759044647,
|
||
|
0.41758227348327637,
|
||
|
0.26600977778434753,
|
||
|
0.1868131160736084,
|
||
|
0.3299999237060547,
|
||
|
0.44943806529045105,
|
||
|
0.8118810057640076,
|
||
|
0.6604650020599365,
|
||
|
0.45320188999176025,
|
||
|
0.6666665077209473,
|
||
|
0.17204295098781586,
|
||
|
0.38341957330703735,
|
||
|
0.26315781474113464,
|
||
|
0.741463303565979,
|
||
|
0.7157893776893616,
|
||
|
0.3707864284515381,
|
||
|
0.34736835956573486,
|
||
|
0.43749991059303284,
|
||
|
0.23529402911663055,
|
||
|
0.5067872405052185,
|
||
|
0.7378638982772827,
|
||
|
0.4857141971588135,
|
||
|
0.3678159713745117,
|
||
|
0.5533979535102844,
|
||
|
0.5108694434165955,
|
||
|
0.5446008443832397,
|
||
|
0.3959389626979828,
|
||
|
0.47161564230918884,
|
||
|
0.4927534759044647,
|
||
|
0.5888323187828064,
|
||
|
0.3169397711753845,
|
||
|
0.3186812400817871,
|
||
|
0.753488302230835,
|
||
|
0.4788731336593628,
|
||
|
0.4042551815509796,
|
||
|
0.40552979707717896,
|
||
|
0.18536579608917236,
|
||
|
0.5837836861610413
|
||
|
],
|
||
|
"time": 5.911027298308909,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 134,
|
||
|
"train_loss": 0.007912012748420238,
|
||
|
"val_loss": 2.4034337997436523,
|
||
|
"acc": 47.05,
|
||
|
"f1": [
|
||
|
0.742574155330658,
|
||
|
0.5238093733787537,
|
||
|
0.3459458649158478,
|
||
|
0.2065216600894928,
|
||
|
0.30392149090766907,
|
||
|
0.5108694434165955,
|
||
|
0.44444432854652405,
|
||
|
0.45685264468193054,
|
||
|
0.5714284777641296,
|
||
|
0.5744680166244507,
|
||
|
0.33918121457099915,
|
||
|
0.2444443702697754,
|
||
|
0.5326631665229797,
|
||
|
0.4083768427371979,
|
||
|
0.37305691838264465,
|
||
|
0.37373724579811096,
|
||
|
0.5056177973747253,
|
||
|
0.619289219379425,
|
||
|
0.30769219994544983,
|
||
|
0.3370785713195801,
|
||
|
0.7549017667770386,
|
||
|
0.5714284181594849,
|
||
|
0.43715834617614746,
|
||
|
0.6796115040779114,
|
||
|
0.6802029013633728,
|
||
|
0.38144323229789734,
|
||
|
0.41884803771972656,
|
||
|
0.31775689125061035,
|
||
|
0.6532661318778992,
|
||
|
0.46808499097824097,
|
||
|
0.47222211956977844,
|
||
|
0.4077668786048889,
|
||
|
0.38709667325019836,
|
||
|
0.4339621663093567,
|
||
|
0.4059404730796814,
|
||
|
0.28855711221694946,
|
||
|
0.43181803822517395,
|
||
|
0.37914684414863586,
|
||
|
0.2972972095012665,
|
||
|
0.696517288684845,
|
||
|
0.413043349981308,
|
||
|
0.6799998879432678,
|
||
|
0.3696681261062622,
|
||
|
0.47236168384552,
|
||
|
0.23041465878486633,
|
||
|
0.28571417927742004,
|
||
|
0.3050846457481384,
|
||
|
0.5741626024246216,
|
||
|
0.6976743340492249,
|
||
|
0.6111109852790833,
|
||
|
0.33492809534072876,
|
||
|
0.425531804561615,
|
||
|
0.5754715800285339,
|
||
|
0.6517856121063232,
|
||
|
0.5308055877685547,
|
||
|
0.15217386186122894,
|
||
|
0.7309643626213074,
|
||
|
0.5052630305290222,
|
||
|
0.5425531268119812,
|
||
|
0.4951455295085907,
|
||
|
0.8018866777420044,
|
||
|
0.5714284181594849,
|
||
|
0.5410627126693726,
|
||
|
0.44230756163597107,
|
||
|
0.25688064098358154,
|
||
|
0.19689112901687622,
|
||
|
0.33497530221939087,
|
||
|
0.40206170082092285,
|
||
|
0.817733883857727,
|
||
|
0.6568626165390015,
|
||
|
0.4857141971588135,
|
||
|
0.6442306041717529,
|
||
|
0.21111102402210236,
|
||
|
0.38974347710609436,
|
||
|
0.22999992966651917,
|
||
|
0.7053138613700867,
|
||
|
0.7083331942558289,
|
||
|
0.3763439953327179,
|
||
|
0.3299999237060547,
|
||
|
0.4183672070503235,
|
||
|
0.2702701687812805,
|
||
|
0.49549540877342224,
|
||
|
0.725490152835846,
|
||
|
0.49765241146087646,
|
||
|
0.3583814203739166,
|
||
|
0.5789472460746765,
|
||
|
0.518134593963623,
|
||
|
0.5631066560745239,
|
||
|
0.367346853017807,
|
||
|
0.4867255389690399,
|
||
|
0.48598119616508484,
|
||
|
0.6185566186904907,
|
||
|
0.3060108423233032,
|
||
|
0.31155768036842346,
|
||
|
0.7488149404525757,
|
||
|
0.47761180996894836,
|
||
|
0.41666656732559204,
|
||
|
0.41628947854042053,
|
||
|
0.18579228222370148,
|
||
|
0.6113988757133484
|
||
|
],
|
||
|
"time": 5.98468884639442,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 135,
|
||
|
"train_loss": 0.004645601846277714,
|
||
|
"val_loss": 2.2976465225219727,
|
||
|
"acc": 47.12,
|
||
|
"f1": [
|
||
|
0.7708331346511841,
|
||
|
0.5294116735458374,
|
||
|
0.35532984137535095,
|
||
|
0.22099439799785614,
|
||
|
0.2620086967945099,
|
||
|
0.48167529702186584,
|
||
|
0.4541061818599701,
|
||
|
0.474226713180542,
|
||
|
0.572916567325592,
|
||
|
0.5863873362541199,
|
||
|
0.3583814203739166,
|
||
|
0.25274714827537537,
|
||
|
0.5102038979530334,
|
||
|
0.4248703718185425,
|
||
|
0.3820223808288574,
|
||
|
0.38974347710609436,
|
||
|
0.5108694434165955,
|
||
|
0.6336632370948792,
|
||
|
0.30999991297721863,
|
||
|
0.3675675094127655,
|
||
|
0.7536230683326721,
|
||
|
0.562211811542511,
|
||
|
0.45901623368263245,
|
||
|
0.666666567325592,
|
||
|
0.6766167879104614,
|
||
|
0.37563440203666687,
|
||
|
0.4361701011657715,
|
||
|
0.31884050369262695,
|
||
|
0.6633662581443787,
|
||
|
0.4502616822719574,
|
||
|
0.47004595398902893,
|
||
|
0.43523305654525757,
|
||
|
0.37894728779792786,
|
||
|
0.4401912987232208,
|
||
|
0.4343433380126953,
|
||
|
0.2758619785308838,
|
||
|
0.43956032395362854,
|
||
|
0.387096643447876,
|
||
|
0.3220337927341461,
|
||
|
0.6798028349876404,
|
||
|
0.4324323236942291,
|
||
|
0.6865670084953308,
|
||
|
0.36111101508140564,
|
||
|
0.45128190517425537,
|
||
|
0.22321420907974243,
|
||
|
0.2883720099925995,
|
||
|
0.32978713512420654,
|
||
|
0.5700481534004211,
|
||
|
0.7004607319831848,
|
||
|
0.6220094561576843,
|
||
|
0.33492809534072876,
|
||
|
0.4226802885532379,
|
||
|
0.563380241394043,
|
||
|
0.660633385181427,
|
||
|
0.4975123405456543,
|
||
|
0.14213192462921143,
|
||
|
0.7070705890655518,
|
||
|
0.5161289572715759,
|
||
|
0.5638296604156494,
|
||
|
0.504761815071106,
|
||
|
0.8190473914146423,
|
||
|
0.5699998736381531,
|
||
|
0.5258214473724365,
|
||
|
0.434782475233078,
|
||
|
0.26666656136512756,
|
||
|
0.2065216600894928,
|
||
|
0.3398057222366333,
|
||
|
0.4347825050354004,
|
||
|
0.8118810057640076,
|
||
|
0.666666567325592,
|
||
|
0.4622640609741211,
|
||
|
0.660633385181427,
|
||
|
0.20111726224422455,
|
||
|
0.37305691838264465,
|
||
|
0.25668442249298096,
|
||
|
0.7290639281272888,
|
||
|
0.7301585674285889,
|
||
|
0.3575417995452881,
|
||
|
0.30999991297721863,
|
||
|
0.4226802885532379,
|
||
|
0.24186037480831146,
|
||
|
0.47787603735923767,
|
||
|
0.735293984413147,
|
||
|
0.5217390656471252,
|
||
|
0.31818172335624695,
|
||
|
0.5572138428688049,
|
||
|
0.5133689045906067,
|
||
|
0.5523808598518372,
|
||
|
0.38834938406944275,
|
||
|
0.4867255389690399,
|
||
|
0.46082934737205505,
|
||
|
0.6170212030410767,
|
||
|
0.3406592309474945,
|
||
|
0.3169397711753845,
|
||
|
0.7592591643333435,
|
||
|
0.46009382605552673,
|
||
|
0.37158459424972534,
|
||
|
0.3943660855293274,
|
||
|
0.18652844429016113,
|
||
|
0.5937498807907104
|
||
|
],
|
||
|
"time": 6.259067554958165,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 136,
|
||
|
"train_loss": 0.005007588770240545,
|
||
|
"val_loss": 2.4244630336761475,
|
||
|
"acc": 47.11,
|
||
|
"f1": [
|
||
|
0.7537687420845032,
|
||
|
0.5333331823348999,
|
||
|
0.3251230716705322,
|
||
|
0.2065216600894928,
|
||
|
0.2723003923892975,
|
||
|
0.4973543584346771,
|
||
|
0.4585364758968353,
|
||
|
0.4646463394165039,
|
||
|
0.5699480772018433,
|
||
|
0.5684208869934082,
|
||
|
0.36464083194732666,
|
||
|
0.26881712675094604,
|
||
|
0.5099998712539673,
|
||
|
0.425531804561615,
|
||
|
0.36458322405815125,
|
||
|
0.39583319425582886,
|
||
|
0.4999998211860657,
|
||
|
0.6231154203414917,
|
||
|
0.2980768382549286,
|
||
|
0.3711339235305786,
|
||
|
0.7464112639427185,
|
||
|
0.5753422975540161,
|
||
|
0.4606740176677704,
|
||
|
0.6530610918998718,
|
||
|
0.6733667254447937,
|
||
|
0.3535352647304535,
|
||
|
0.40641695261001587,
|
||
|
0.31627896428108215,
|
||
|
0.6568626165390015,
|
||
|
0.46808499097824097,
|
||
|
0.4884791076183319,
|
||
|
0.45360812544822693,
|
||
|
0.3775508999824524,
|
||
|
0.44230756163597107,
|
||
|
0.43216070532798767,
|
||
|
0.28019312024116516,
|
||
|
0.4491977095603943,
|
||
|
0.3696681261062622,
|
||
|
0.30630621314048767,
|
||
|
0.6865670084953308,
|
||
|
0.42857128381729126,
|
||
|
0.6764704585075378,
|
||
|
0.3823528587818146,
|
||
|
0.4615383446216583,
|
||
|
0.23041465878486633,
|
||
|
0.28310492634773254,
|
||
|
0.32978713512420654,
|
||
|
0.5728154182434082,
|
||
|
0.6940637826919556,
|
||
|
0.6028706431388855,
|
||
|
0.3300969898700714,
|
||
|
0.44670039415359497,
|
||
|
0.5860464572906494,
|
||
|
0.6576575636863708,
|
||
|
0.49019595980644226,
|
||
|
0.14285708963871002,
|
||
|
0.7179486155509949,
|
||
|
0.5164833664894104,
|
||
|
0.5608464479446411,
|
||
|
0.49999988079071045,
|
||
|
0.8229663372039795,
|
||
|
0.5784311890602112,
|
||
|
0.5118482112884521,
|
||
|
0.4093022048473358,
|
||
|
0.27551010251045227,
|
||
|
0.20430098474025726,
|
||
|
0.3350784480571747,
|
||
|
0.4148934781551361,
|
||
|
0.796116292476654,
|
||
|
0.6698563694953918,
|
||
|
0.47619035840034485,
|
||
|
0.660633385181427,
|
||
|
0.19428564608097076,
|
||
|
0.372548907995224,
|
||
|
0.2473117560148239,
|
||
|
0.7238093614578247,
|
||
|
0.7195766568183899,
|
||
|
0.3675675094127655,
|
||
|
0.33333325386047363,
|
||
|
0.41666656732559204,
|
||
|
0.2488478720188141,
|
||
|
0.48214277625083923,
|
||
|
0.7474745512008667,
|
||
|
0.5123152136802673,
|
||
|
0.3542855978012085,
|
||
|
0.5699480772018433,
|
||
|
0.4999998211860657,
|
||
|
0.563380241394043,
|
||
|
0.3823528587818146,
|
||
|
0.48214277625083923,
|
||
|
0.48598119616508484,
|
||
|
0.6178008913993835,
|
||
|
0.3186812400817871,
|
||
|
0.3118278682231903,
|
||
|
0.742857038974762,
|
||
|
0.4599998891353607,
|
||
|
0.4083768427371979,
|
||
|
0.39810416102409363,
|
||
|
0.18947362899780273,
|
||
|
0.5989846587181091
|
||
|
],
|
||
|
"time": 5.881148559972644,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 137,
|
||
|
"train_loss": 0.004810270853340626,
|
||
|
"val_loss": 2.193208932876587,
|
||
|
"acc": 46.89,
|
||
|
"f1": [
|
||
|
0.7487177848815918,
|
||
|
0.5365853309631348,
|
||
|
0.33333322405815125,
|
||
|
0.22222214937210083,
|
||
|
0.2816900908946991,
|
||
|
0.48205116391181946,
|
||
|
0.4585364758968353,
|
||
|
0.4717947542667389,
|
||
|
0.5685278177261353,
|
||
|
0.5654449462890625,
|
||
|
0.36464083194732666,
|
||
|
0.27173903584480286,
|
||
|
0.5242717266082764,
|
||
|
0.4123710095882416,
|
||
|
0.3555554449558258,
|
||
|
0.39999985694885254,
|
||
|
0.4999998211860657,
|
||
|
0.6336632370948792,
|
||
|
0.31730762124061584,
|
||
|
0.382978618144989,
|
||
|
0.741783857345581,
|
||
|
0.562211811542511,
|
||
|
0.44808733463287354,
|
||
|
0.6798028349876404,
|
||
|
0.6903551816940308,
|
||
|
0.34999990463256836,
|
||
|
0.40641695261001587,
|
||
|
0.3269230127334595,
|
||
|
0.6504853367805481,
|
||
|
0.46808499097824097,
|
||
|
0.48598119616508484,
|
||
|
0.4343433380126953,
|
||
|
0.3936169147491455,
|
||
|
0.42253509163856506,
|
||
|
0.4299998879432678,
|
||
|
0.2697673439979553,
|
||
|
0.4347825050354004,
|
||
|
0.37499988079071045,
|
||
|
0.3097344636917114,
|
||
|
0.6798028349876404,
|
||
|
0.425531804561615,
|
||
|
0.6979165077209473,
|
||
|
0.3628317713737488,
|
||
|
0.425531804561615,
|
||
|
0.2272726446390152,
|
||
|
0.2938387989997864,
|
||
|
0.32222211360931396,
|
||
|
0.5769229531288147,
|
||
|
0.6877826452255249,
|
||
|
0.6009851098060608,
|
||
|
0.3399999141693115,
|
||
|
0.41884803771972656,
|
||
|
0.5619046092033386,
|
||
|
0.6486485004425049,
|
||
|
0.49999988079071045,
|
||
|
0.14736837148666382,
|
||
|
0.7106597423553467,
|
||
|
0.5082871913909912,
|
||
|
0.5494503974914551,
|
||
|
0.4905658960342407,
|
||
|
0.8190473914146423,
|
||
|
0.5656563639640808,
|
||
|
0.5098037719726562,
|
||
|
0.4292682111263275,
|
||
|
0.25125616788864136,
|
||
|
0.194871723651886,
|
||
|
0.32352936267852783,
|
||
|
0.4108106791973114,
|
||
|
0.8078815937042236,
|
||
|
0.6635069251060486,
|
||
|
0.4834122061729431,
|
||
|
0.6666665077209473,
|
||
|
0.18079088628292084,
|
||
|
0.3794870972633362,
|
||
|
0.2433861643075943,
|
||
|
0.7156862020492554,
|
||
|
0.7329840660095215,
|
||
|
0.3666665554046631,
|
||
|
0.32978713512420654,
|
||
|
0.41414129734039307,
|
||
|
0.23696675896644592,
|
||
|
0.4824560582637787,
|
||
|
0.7219511270523071,
|
||
|
0.4976075291633606,
|
||
|
0.3516482412815094,
|
||
|
0.5700481534004211,
|
||
|
0.4947367310523987,
|
||
|
0.5504586100578308,
|
||
|
0.3999999165534973,
|
||
|
0.4675323963165283,
|
||
|
0.4814813435077667,
|
||
|
0.6210525035858154,
|
||
|
0.3444443643093109,
|
||
|
0.309278279542923,
|
||
|
0.741783857345581,
|
||
|
0.467661589384079,
|
||
|
0.3575417995452881,
|
||
|
0.4170615077018738,
|
||
|
0.18947362899780273,
|
||
|
0.5803107619285583
|
||
|
],
|
||
|
"time": 6.061241548508406,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 138,
|
||
|
"train_loss": 0.004782737698405981,
|
||
|
"val_loss": 2.2965075969696045,
|
||
|
"acc": 47.09,
|
||
|
"f1": [
|
||
|
0.7628865242004395,
|
||
|
0.5377357006072998,
|
||
|
0.3300969898700714,
|
||
|
0.23728805780410767,
|
||
|
0.27488142251968384,
|
||
|
0.49214646220207214,
|
||
|
0.4454975128173828,
|
||
|
0.46938762068748474,
|
||
|
0.5624998807907104,
|
||
|
0.5775399804115295,
|
||
|
0.38150280714035034,
|
||
|
0.22988496720790863,
|
||
|
0.4975123405456543,
|
||
|
0.39999985694885254,
|
||
|
0.39784935116767883,
|
||
|
0.3936169147491455,
|
||
|
0.5027320981025696,
|
||
|
0.639593780040741,
|
||
|
0.3121950626373291,
|
||
|
0.37305691838264465,
|
||
|
0.7572813630104065,
|
||
|
0.5624998807907104,
|
||
|
0.4565216302871704,
|
||
|
0.6570047736167908,
|
||
|
0.6871793866157532,
|
||
|
0.36633655428886414,
|
||
|
0.41052618622779846,
|
||
|
0.32075464725494385,
|
||
|
0.6634145379066467,
|
||
|
0.48936155438423157,
|
||
|
0.48648640513420105,
|
||
|
0.44210511445999146,
|
||
|
0.3999999165534973,
|
||
|
0.4313724637031555,
|
||
|
0.4307691156864166,
|
||
|
0.2621358335018158,
|
||
|
0.4307691156864166,
|
||
|
0.4075828194618225,
|
||
|
0.30701744556427,
|
||
|
0.6934671998023987,
|
||
|
0.423912912607193,
|
||
|
0.6979165077209473,
|
||
|
0.3696681261062622,
|
||
|
0.4432988464832306,
|
||
|
0.23318377137184143,
|
||
|
0.29245272278785706,
|
||
|
0.31914883852005005,
|
||
|
0.5899998545646667,
|
||
|
0.7004607319831848,
|
||
|
0.5999999046325684,
|
||
|
0.3047617971897125,
|
||
|
0.4408600926399231,
|
||
|
0.5936071872711182,
|
||
|
0.6637166738510132,
|
||
|
0.5024153590202332,
|
||
|
0.14432983100414276,
|
||
|
0.7142855525016785,
|
||
|
0.505154550075531,
|
||
|
0.5454544425010681,
|
||
|
0.4976957440376282,
|
||
|
0.8173075318336487,
|
||
|
0.5699998736381531,
|
||
|
0.5217390656471252,
|
||
|
0.4174756109714508,
|
||
|
0.26415085792541504,
|
||
|
0.1914892941713333,
|
||
|
0.34374991059303284,
|
||
|
0.4262293577194214,
|
||
|
0.8019800782203674,
|
||
|
0.6698563694953918,
|
||
|
0.4694834351539612,
|
||
|
0.6574072241783142,
|
||
|
0.19251330196857452,
|
||
|
0.3555554449558258,
|
||
|
0.2446807622909546,
|
||
|
0.7378638982772827,
|
||
|
0.7157893776893616,
|
||
|
0.4021162986755371,
|
||
|
0.30456843972206116,
|
||
|
0.4123710095882416,
|
||
|
0.26484012603759766,
|
||
|
0.48648640513420105,
|
||
|
0.7378638982772827,
|
||
|
0.49765241146087646,
|
||
|
0.3351954519748688,
|
||
|
0.5656563639640808,
|
||
|
0.5128204226493835,
|
||
|
0.5523808598518372,
|
||
|
0.39195966720581055,
|
||
|
0.4824560582637787,
|
||
|
0.4814813435077667,
|
||
|
0.6243385076522827,
|
||
|
0.320441871881485,
|
||
|
0.3118278682231903,
|
||
|
0.7383176684379578,
|
||
|
0.4666665494441986,
|
||
|
0.38709667325019836,
|
||
|
0.39215680956840515,
|
||
|
0.17346931993961334,
|
||
|
0.5743588209152222
|
||
|
],
|
||
|
"time": 6.1035505114123225,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 139,
|
||
|
"train_loss": 0.004507643170654774,
|
||
|
"val_loss": 2.3696112632751465,
|
||
|
"acc": 47.11,
|
||
|
"f1": [
|
||
|
0.7487682700157166,
|
||
|
0.5402842164039612,
|
||
|
0.32835814356803894,
|
||
|
0.2099446803331375,
|
||
|
0.2761903405189514,
|
||
|
0.4873095452785492,
|
||
|
0.43720918893814087,
|
||
|
0.4670049846172333,
|
||
|
0.575916051864624,
|
||
|
0.5789472460746765,
|
||
|
0.3736262619495392,
|
||
|
0.2485874742269516,
|
||
|
0.5294116735458374,
|
||
|
0.4183672070503235,
|
||
|
0.36559128761291504,
|
||
|
0.39195966720581055,
|
||
|
0.5079363584518433,
|
||
|
0.6380951404571533,
|
||
|
0.32195112109184265,
|
||
|
0.35897424817085266,
|
||
|
0.7393363118171692,
|
||
|
0.5741626024246216,
|
||
|
0.45810040831565857,
|
||
|
0.6701029539108276,
|
||
|
0.6871793866157532,
|
||
|
0.34999990463256836,
|
||
|
0.4108106791973114,
|
||
|
0.3157894015312195,
|
||
|
0.669999897480011,
|
||
|
0.4631577730178833,
|
||
|
0.4884791076183319,
|
||
|
0.4174756109714508,
|
||
|
0.40217384696006775,
|
||
|
0.4339621663093567,
|
||
|
0.4179103374481201,
|
||
|
0.25116273760795593,
|
||
|
0.45054933428764343,
|
||
|
0.3831774890422821,
|
||
|
0.3157893717288971,
|
||
|
0.6831682324409485,
|
||
|
0.43715834617614746,
|
||
|
0.6798028349876404,
|
||
|
0.36792439222335815,
|
||
|
0.45544540882110596,
|
||
|
0.2421524077653885,
|
||
|
0.30392149090766907,
|
||
|
0.314606636762619,
|
||
|
0.5700481534004211,
|
||
|
0.7042252421379089,
|
||
|
0.5922329425811768,
|
||
|
0.35820886492729187,
|
||
|
0.43749991059303284,
|
||
|
0.5700933337211609,
|
||
|
0.6607141494750977,
|
||
|
0.49746179580688477,
|
||
|
0.14285708963871002,
|
||
|
0.7253884673118591,
|
||
|
0.5079363584518433,
|
||
|
0.5578945875167847,
|
||
|
0.4878047704696655,
|
||
|
0.8212559223175049,
|
||
|
0.5728641748428345,
|
||
|
0.5388126373291016,
|
||
|
0.4499998688697815,
|
||
|
0.2488037496805191,
|
||
|
0.19999991357326508,
|
||
|
0.3419688045978546,
|
||
|
0.41052618622779846,
|
||
|
0.7922703623771667,
|
||
|
0.6602869629859924,
|
||
|
0.44776105880737305,
|
||
|
0.6543776988983154,
|
||
|
0.1868131160736084,
|
||
|
0.38974347710609436,
|
||
|
0.24277448654174805,
|
||
|
0.7246376276016235,
|
||
|
0.7089946269989014,
|
||
|
0.36871495842933655,
|
||
|
0.324607253074646,
|
||
|
0.4081631302833557,
|
||
|
0.26484012603759766,
|
||
|
0.46956515312194824,
|
||
|
0.7363182306289673,
|
||
|
0.5094338655471802,
|
||
|
0.3657141625881195,
|
||
|
0.5888323187828064,
|
||
|
0.5026736855506897,
|
||
|
0.5479451417922974,
|
||
|
0.3959389626979828,
|
||
|
0.4869564175605774,
|
||
|
0.4744184911251068,
|
||
|
0.6178008913993835,
|
||
|
0.3463686406612396,
|
||
|
0.29787227511405945,
|
||
|
0.753488302230835,
|
||
|
0.47236168384552,
|
||
|
0.39999985694885254,
|
||
|
0.38497641682624817,
|
||
|
0.18274106085300446,
|
||
|
0.5820105075836182
|
||
|
],
|
||
|
"time": 5.855859966948628,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 140,
|
||
|
"train_loss": 0.007665736135095358,
|
||
|
"val_loss": 2.2022409439086914,
|
||
|
"acc": 47.01,
|
||
|
"f1": [
|
||
|
0.7599998116493225,
|
||
|
0.5507245063781738,
|
||
|
0.33333325386047363,
|
||
|
0.21714277565479279,
|
||
|
0.2816900908946991,
|
||
|
0.4766837954521179,
|
||
|
0.4585364758968353,
|
||
|
0.4717947542667389,
|
||
|
0.5538460612297058,
|
||
|
0.5803107619285583,
|
||
|
0.38251355290412903,
|
||
|
0.228571355342865,
|
||
|
0.5196077227592468,
|
||
|
0.40394076704978943,
|
||
|
0.3468207120895386,
|
||
|
0.3894736170768738,
|
||
|
0.5081079602241516,
|
||
|
0.6568626165390015,
|
||
|
0.3251230716705322,
|
||
|
0.37305691838264465,
|
||
|
0.7464112639427185,
|
||
|
0.5570775270462036,
|
||
|
0.445652037858963,
|
||
|
0.6532661318778992,
|
||
|
0.6969695687294006,
|
||
|
0.35467973351478577,
|
||
|
0.40217384696006775,
|
||
|
0.3018867075443268,
|
||
|
0.6470587849617004,
|
||
|
0.47368407249450684,
|
||
|
0.47787603735923767,
|
||
|
0.4278606176376343,
|
||
|
0.3809523284435272,
|
||
|
0.4319247901439667,
|
||
|
0.4081631302833557,
|
||
|
0.2512076497077942,
|
||
|
0.4347825050354004,
|
||
|
0.3904760777950287,
|
||
|
0.3261801600456238,
|
||
|
0.6903551816940308,
|
||
|
0.41884803771972656,
|
||
|
0.6834169626235962,
|
||
|
0.37558677792549133,
|
||
|
0.43850257992744446,
|
||
|
0.23318377137184143,
|
||
|
0.2870369255542755,
|
||
|
0.3118278682231903,
|
||
|
0.5870645046234131,
|
||
|
0.7004607319831848,
|
||
|
0.6078430414199829,
|
||
|
0.3495144844055176,
|
||
|
0.4365480840206146,
|
||
|
0.5963301062583923,
|
||
|
0.657534122467041,
|
||
|
0.49746179580688477,
|
||
|
0.14736837148666382,
|
||
|
0.7179486155509949,
|
||
|
0.5027320981025696,
|
||
|
0.5608464479446411,
|
||
|
0.4905658960342407,
|
||
|
0.8038275837898254,
|
||
|
0.5612244009971619,
|
||
|
0.528846025466919,
|
||
|
0.4380951225757599,
|
||
|
0.25870639085769653,
|
||
|
0.21621613204479218,
|
||
|
0.3419688045978546,
|
||
|
0.41340771317481995,
|
||
|
0.8159202337265015,
|
||
|
0.6635069251060486,
|
||
|
0.4688993990421295,
|
||
|
0.642857015132904,
|
||
|
0.1729728877544403,
|
||
|
0.39153432846069336,
|
||
|
0.262857049703598,
|
||
|
0.7272725701332092,
|
||
|
0.7395831346511841,
|
||
|
0.35359105467796326,
|
||
|
0.3076922297477722,
|
||
|
0.41884803771972656,
|
||
|
0.2592591643333435,
|
||
|
0.47577083110809326,
|
||
|
0.7317072153091431,
|
||
|
0.5024153590202332,
|
||
|
0.3575417995452881,
|
||
|
0.5685278177261353,
|
||
|
0.49484527111053467,
|
||
|
0.5327510237693787,
|
||
|
0.3711339235305786,
|
||
|
0.4827585518360138,
|
||
|
0.47393354773521423,
|
||
|
0.6113988757133484,
|
||
|
0.3370785713195801,
|
||
|
0.3101603388786316,
|
||
|
0.7488582730293274,
|
||
|
0.5023695826530457,
|
||
|
0.3934425115585327,
|
||
|
0.38139525055885315,
|
||
|
0.1799999475479126,
|
||
|
0.5624998807907104
|
||
|
],
|
||
|
"time": 6.052650328725576,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 141,
|
||
|
"train_loss": 0.00460828747600317,
|
||
|
"val_loss": 2.4798457622528076,
|
||
|
"acc": 46.77,
|
||
|
"f1": [
|
||
|
0.7575755715370178,
|
||
|
0.5471696853637695,
|
||
|
0.3267325758934021,
|
||
|
0.208791121840477,
|
||
|
0.26728102564811707,
|
||
|
0.4827585518360138,
|
||
|
0.43269219994544983,
|
||
|
0.46938762068748474,
|
||
|
0.5684208869934082,
|
||
|
0.5757573843002319,
|
||
|
0.3522725999355316,
|
||
|
0.2333332598209381,
|
||
|
0.4949493706226349,
|
||
|
0.4083768427371979,
|
||
|
0.34254133701324463,
|
||
|
0.39784935116767883,
|
||
|
0.5081079602241516,
|
||
|
0.6310677528381348,
|
||
|
0.3184078335762024,
|
||
|
0.35897424817085266,
|
||
|
0.7572813630104065,
|
||
|
0.5700481534004211,
|
||
|
0.4469272196292877,
|
||
|
0.6497460603713989,
|
||
|
0.6842104196548462,
|
||
|
0.34615373611450195,
|
||
|
0.4148934781551361,
|
||
|
0.2999999225139618,
|
||
|
0.6499998569488525,
|
||
|
0.46632111072540283,
|
||
|
0.48623839020729065,
|
||
|
0.43902426958084106,
|
||
|
0.3894736170768738,
|
||
|
0.4299064576625824,
|
||
|
0.39195966720581055,
|
||
|
0.2761903405189514,
|
||
|
0.44559577107429504,
|
||
|
0.36792439222335815,
|
||
|
0.3211008310317993,
|
||
|
0.697435736656189,
|
||
|
0.41269823908805847,
|
||
|
0.6903551816940308,
|
||
|
0.37499985098838806,
|
||
|
0.44559577107429504,
|
||
|
0.2434781938791275,
|
||
|
0.29126206040382385,
|
||
|
0.3076922297477722,
|
||
|
0.5865383148193359,
|
||
|
0.7009344696998596,
|
||
|
0.568720281124115,
|
||
|
0.32352936267852783,
|
||
|
0.4387753903865814,
|
||
|
0.5887848734855652,
|
||
|
0.6359830498695374,
|
||
|
0.48756206035614014,
|
||
|
0.14736837148666382,
|
||
|
0.7070705890655518,
|
||
|
0.5052630305290222,
|
||
|
0.5578945875167847,
|
||
|
0.4976075291633606,
|
||
|
0.8173075318336487,
|
||
|
0.5656563639640808,
|
||
|
0.5096152424812317,
|
||
|
0.4365480840206146,
|
||
|
0.2577318847179413,
|
||
|
0.20430098474025726,
|
||
|
0.3419688045978546,
|
||
|
0.40659332275390625,
|
||
|
0.8078815937042236,
|
||
|
0.6603772640228271,
|
||
|
0.4630540609359741,
|
||
|
0.6636770367622375,
|
||
|
0.17877088487148285,
|
||
|
0.3478259742259979,
|
||
|
0.25945934653282166,
|
||
|
0.742574155330658,
|
||
|
0.7346937656402588,
|
||
|
0.35675665736198425,
|
||
|
0.30541861057281494,
|
||
|
0.42931926250457764,
|
||
|
0.23041465878486633,
|
||
|
0.47963786125183105,
|
||
|
0.7230044603347778,
|
||
|
0.48756206035614014,
|
||
|
0.3542855978012085,
|
||
|
0.5742572546005249,
|
||
|
0.5079363584518433,
|
||
|
0.5405403971672058,
|
||
|
0.37681150436401367,
|
||
|
0.48888880014419556,
|
||
|
0.4837207794189453,
|
||
|
0.6105261445045471,
|
||
|
0.32402223348617554,
|
||
|
0.3315507173538208,
|
||
|
0.7499998211860657,
|
||
|
0.4811319410800934,
|
||
|
0.40217384696006775,
|
||
|
0.3831774890422821,
|
||
|
0.16931210458278656,
|
||
|
0.5773194432258606
|
||
|
],
|
||
|
"time": 6.107115617953241,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 142,
|
||
|
"train_loss": 0.004726317711174488,
|
||
|
"val_loss": 2.471118688583374,
|
||
|
"acc": 46.87,
|
||
|
"f1": [
|
||
|
0.7562187314033508,
|
||
|
0.5588234066963196,
|
||
|
0.3203882575035095,
|
||
|
0.20809243619441986,
|
||
|
0.26046502590179443,
|
||
|
0.49214646220207214,
|
||
|
0.4380951225757599,
|
||
|
0.4599998891353607,
|
||
|
0.572916567325592,
|
||
|
0.5744680166244507,
|
||
|
0.3583814203739166,
|
||
|
0.26086944341659546,
|
||
|
0.5050503611564636,
|
||
|
0.4081631302833557,
|
||
|
0.3711339235305786,
|
||
|
0.38502663373947144,
|
||
|
0.5108694434165955,
|
||
|
0.6336632370948792,
|
||
|
0.32352936267852783,
|
||
|
0.35602086782455444,
|
||
|
0.7609753608703613,
|
||
|
0.5767440795898438,
|
||
|
0.45405393838882446,
|
||
|
0.6666665077209473,
|
||
|
0.6802029013633728,
|
||
|
0.35294109582901,
|
||
|
0.41052618622779846,
|
||
|
0.29245272278785706,
|
||
|
0.6570047736167908,
|
||
|
0.4502616822719574,
|
||
|
0.4814813435077667,
|
||
|
0.43749991059303284,
|
||
|
0.38974347710609436,
|
||
|
0.42857131361961365,
|
||
|
0.39999985694885254,
|
||
|
0.2616821527481079,
|
||
|
0.445652037858963,
|
||
|
0.37735840678215027,
|
||
|
0.31390124559402466,
|
||
|
0.6868685483932495,
|
||
|
0.4108106791973114,
|
||
|
0.6834169626235962,
|
||
|
0.36619704961776733,
|
||
|
0.4361701011657715,
|
||
|
0.24999991059303284,
|
||
|
0.28444433212280273,
|
||
|
0.3068782389163971,
|
||
|
0.5781989693641663,
|
||
|
0.7004607319831848,
|
||
|
0.5961536765098572,
|
||
|
0.3414633274078369,
|
||
|
0.4257424473762512,
|
||
|
0.5550238490104675,
|
||
|
0.6727271676063538,
|
||
|
0.48076915740966797,
|
||
|
0.1497325599193573,
|
||
|
0.7142855525016785,
|
||
|
0.48936155438423157,
|
||
|
0.5608464479446411,
|
||
|
0.4951455295085907,
|
||
|
0.8212559223175049,
|
||
|
0.5699998736381531,
|
||
|
0.5238093733787537,
|
||
|
0.4236452281475067,
|
||
|
0.253807008266449,
|
||
|
0.210526242852211,
|
||
|
0.32989683747291565,
|
||
|
0.40641695261001587,
|
||
|
0.7999998927116394,
|
||
|
0.6698563694953918,
|
||
|
0.47115376591682434,
|
||
|
0.6635943651199341,
|
||
|
0.19999992847442627,
|
||
|
0.37894728779792786,
|
||
|
0.23280414938926697,
|
||
|
0.7389161586761475,
|
||
|
0.7346937656402588,
|
||
|
0.3406592309474945,
|
||
|
0.33333322405815125,
|
||
|
0.4248703718185425,
|
||
|
0.2464454174041748,
|
||
|
0.46808499097824097,
|
||
|
0.728155255317688,
|
||
|
0.502282977104187,
|
||
|
0.3502824008464813,
|
||
|
0.5773194432258606,
|
||
|
0.5106381177902222,
|
||
|
0.5437787175178528,
|
||
|
0.37914684414863586,
|
||
|
0.49565204977989197,
|
||
|
0.46445485949516296,
|
||
|
0.6153844594955444,
|
||
|
0.348314493894577,
|
||
|
0.320441871881485,
|
||
|
0.7476633787155151,
|
||
|
0.4780486822128296,
|
||
|
0.3707864284515381,
|
||
|
0.403755784034729,
|
||
|
0.18181811273097992,
|
||
|
0.5833332538604736
|
||
|
],
|
||
|
"time": 6.1495555145666,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 143,
|
||
|
"train_loss": 0.004705806728452444,
|
||
|
"val_loss": 2.4104583263397217,
|
||
|
"acc": 46.87,
|
||
|
"f1": [
|
||
|
0.7499999403953552,
|
||
|
0.5296802520751953,
|
||
|
0.33179715275764465,
|
||
|
0.1965317279100418,
|
||
|
0.2769230008125305,
|
||
|
0.46999987959861755,
|
||
|
0.4292236268520355,
|
||
|
0.467661589384079,
|
||
|
0.542713463306427,
|
||
|
0.5773194432258606,
|
||
|
0.3369564116001129,
|
||
|
0.251308798789978,
|
||
|
0.505154550075531,
|
||
|
0.40641695261001587,
|
||
|
0.3517586886882782,
|
||
|
0.40935659408569336,
|
||
|
0.5082871913909912,
|
||
|
0.6489360928535461,
|
||
|
0.34101372957229614,
|
||
|
0.36871495842933655,
|
||
|
0.7638189196586609,
|
||
|
0.5520360469818115,
|
||
|
0.45054933428764343,
|
||
|
0.6138612627983093,
|
||
|
0.6865670084953308,
|
||
|
0.36815908551216125,
|
||
|
0.4232803285121918,
|
||
|
0.31531521677970886,
|
||
|
0.6368157267570496,
|
||
|
0.46391740441322327,
|
||
|
0.47747737169265747,
|
||
|
0.4043714702129364,
|
||
|
0.36842095851898193,
|
||
|
0.4248703718185425,
|
||
|
0.4313724637031555,
|
||
|
0.24999991059303284,
|
||
|
0.43333321809768677,
|
||
|
0.3853210210800171,
|
||
|
0.3286384046077728,
|
||
|
0.6769229769706726,
|
||
|
0.41884803771972656,
|
||
|
0.683937668800354,
|
||
|
0.36893191933631897,
|
||
|
0.4632767140865326,
|
||
|
0.23214277625083923,
|
||
|
0.27755096554756165,
|
||
|
0.33333322405815125,
|
||
|
0.5767440795898438,
|
||
|
0.675555408000946,
|
||
|
0.616071343421936,
|
||
|
0.3253587782382965,
|
||
|
0.4365480840206146,
|
||
|
0.5741626024246216,
|
||
|
0.672810971736908,
|
||
|
0.5142855644226074,
|
||
|
0.1612902730703354,
|
||
|
0.7282050251960754,
|
||
|
0.4947367310523987,
|
||
|
0.575916051864624,
|
||
|
0.4905658960342407,
|
||
|
0.8415840268135071,
|
||
|
0.5631066560745239,
|
||
|
0.5164318084716797,
|
||
|
0.44670039415359497,
|
||
|
0.2741115987300873,
|
||
|
0.2116401493549347,
|
||
|
0.3468207120895386,
|
||
|
0.4148934781551361,
|
||
|
0.7920790910720825,
|
||
|
0.6798028349876404,
|
||
|
0.47846877574920654,
|
||
|
0.6396394968032837,
|
||
|
0.20454540848731995,
|
||
|
0.3636362850666046,
|
||
|
0.2543351650238037,
|
||
|
0.7437184453010559,
|
||
|
0.7340423464775085,
|
||
|
0.3365383446216583,
|
||
|
0.28444433212280273,
|
||
|
0.4401912987232208,
|
||
|
0.26244333386421204,
|
||
|
0.5116277933120728,
|
||
|
0.7373736500740051,
|
||
|
0.4899998903274536,
|
||
|
0.3463686406612396,
|
||
|
0.5803107619285583,
|
||
|
0.5193368792533875,
|
||
|
0.5533979535102844,
|
||
|
0.3981480300426483,
|
||
|
0.5045870542526245,
|
||
|
0.488262802362442,
|
||
|
0.5904760956764221,
|
||
|
0.3894736170768738,
|
||
|
0.29319363832473755,
|
||
|
0.7462685704231262,
|
||
|
0.4579438269138336,
|
||
|
0.3555554449558258,
|
||
|
0.3838382363319397,
|
||
|
0.1868131160736084,
|
||
|
0.5517240166664124
|
||
|
],
|
||
|
"time": 5.9553977604955435,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 144,
|
||
|
"train_loss": 0.007240390405058861,
|
||
|
"val_loss": 2.4090068340301514,
|
||
|
"acc": 46.84,
|
||
|
"f1": [
|
||
|
0.7562187314033508,
|
||
|
0.5365853309631348,
|
||
|
0.33333322405815125,
|
||
|
0.21590900421142578,
|
||
|
0.25116273760795593,
|
||
|
0.486772358417511,
|
||
|
0.44230756163597107,
|
||
|
0.4599998891353607,
|
||
|
0.5567008852958679,
|
||
|
0.5863873362541199,
|
||
|
0.3428570628166199,
|
||
|
0.24175815284252167,
|
||
|
0.522612988948822,
|
||
|
0.3979056477546692,
|
||
|
0.36649200320243835,
|
||
|
0.39153432846069336,
|
||
|
0.49999988079071045,
|
||
|
0.6432158946990967,
|
||
|
0.3299999237060547,
|
||
|
0.3809523284435272,
|
||
|
0.7609753608703613,
|
||
|
0.5662099123001099,
|
||
|
0.44943806529045105,
|
||
|
0.6567163467407227,
|
||
|
0.6769229769706726,
|
||
|
0.367346853017807,
|
||
|
0.3957218527793884,
|
||
|
0.28571417927742004,
|
||
|
0.6763284206390381,
|
||
|
0.4623654782772064,
|
||
|
0.4792625606060028,
|
||
|
0.42051267623901367,
|
||
|
0.3936169147491455,
|
||
|
0.4236452281475067,
|
||
|
0.38974347710609436,
|
||
|
0.28310492634773254,
|
||
|
0.43850257992744446,
|
||
|
0.38181808590888977,
|
||
|
0.32888880372047424,
|
||
|
0.6732671856880188,
|
||
|
0.41935470700263977,
|
||
|
0.6903551816940308,
|
||
|
0.3696681261062622,
|
||
|
0.41884803771972656,
|
||
|
0.24999991059303284,
|
||
|
0.28444433212280273,
|
||
|
0.3186812400817871,
|
||
|
0.5882351994514465,
|
||
|
0.6940637826919556,
|
||
|
0.5887848734855652,
|
||
|
0.3269230127334595,
|
||
|
0.44791656732559204,
|
||
|
0.5844747424125671,
|
||
|
0.6697246432304382,
|
||
|
0.5099998712539673,
|
||
|
0.1450776606798172,
|
||
|
0.7106597423553467,
|
||
|
0.5164833664894104,
|
||
|
0.5863873362541199,
|
||
|
0.49523797631263733,
|
||
|
0.8173075318336487,
|
||
|
0.5685278177261353,
|
||
|
0.5238093733787537,
|
||
|
0.4413144290447235,
|
||
|
0.24528293311595917,
|
||
|
0.19999992847442627,
|
||
|
0.3384614586830139,
|
||
|
0.4301074147224426,
|
||
|
0.8099998235702515,
|
||
|
0.6730768084526062,
|
||
|
0.46728962659835815,
|
||
|
0.6511626243591309,
|
||
|
0.17679551243782043,
|
||
|
0.3692306876182556,
|
||
|
0.23913034796714783,
|
||
|
0.728155255317688,
|
||
|
0.7291665077209473,
|
||
|
0.3314284682273865,
|
||
|
0.3253587782382965,
|
||
|
0.4387753903865814,
|
||
|
0.2464454174041748,
|
||
|
0.49777767062187195,
|
||
|
0.7462685704231262,
|
||
|
0.49019595980644226,
|
||
|
0.3370785713195801,
|
||
|
0.5595853924751282,
|
||
|
0.5312498211860657,
|
||
|
0.5462961196899414,
|
||
|
0.37320560216903687,
|
||
|
0.47787603735923767,
|
||
|
0.4694834351539612,
|
||
|
0.6105261445045471,
|
||
|
0.3586955666542053,
|
||
|
0.3152172863483429,
|
||
|
0.7407405376434326,
|
||
|
0.48803818225860596,
|
||
|
0.34254133701324463,
|
||
|
0.36529669165611267,
|
||
|
0.18181811273097992,
|
||
|
0.5641024112701416
|
||
|
],
|
||
|
"time": 6.227011459879577,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 145,
|
||
|
"train_loss": 0.00492731761187315,
|
||
|
"val_loss": 2.4841723442077637,
|
||
|
"acc": 46.68,
|
||
|
"f1": [
|
||
|
0.7599998116493225,
|
||
|
0.5314008593559265,
|
||
|
0.3301886022090912,
|
||
|
0.22598862648010254,
|
||
|
0.2636362612247467,
|
||
|
0.486772358417511,
|
||
|
0.45631060004234314,
|
||
|
0.46938762068748474,
|
||
|
0.5670101642608643,
|
||
|
0.5699480772018433,
|
||
|
0.37777766585350037,
|
||
|
0.23204411566257477,
|
||
|
0.47715723514556885,
|
||
|
0.4108106791973114,
|
||
|
0.3703702688217163,
|
||
|
0.38578668236732483,
|
||
|
0.5079363584518433,
|
||
|
0.6255922317504883,
|
||
|
0.30999991297721863,
|
||
|
0.3783782720565796,
|
||
|
0.7499997615814209,
|
||
|
0.5650222897529602,
|
||
|
0.4615383446216583,
|
||
|
0.6831682324409485,
|
||
|
0.666666567325592,
|
||
|
0.35294109582901,
|
||
|
0.41269823908805847,
|
||
|
0.29245272278785706,
|
||
|
0.6600984334945679,
|
||
|
0.45405393838882446,
|
||
|
0.492890864610672,
|
||
|
0.40579700469970703,
|
||
|
0.3894736170768738,
|
||
|
0.41314542293548584,
|
||
|
0.37894728779792786,
|
||
|
0.271493136882782,
|
||
|
0.4408600926399231,
|
||
|
0.36893191933631897,
|
||
|
0.31390124559402466,
|
||
|
0.6699506640434265,
|
||
|
0.4111110270023346,
|
||
|
0.696517288684845,
|
||
|
0.36792439222335815,
|
||
|
0.4315788447856903,
|
||
|
0.23364479839801788,
|
||
|
0.2935778796672821,
|
||
|
0.29032251238822937,
|
||
|
0.5799998641014099,
|
||
|
0.6976743340492249,
|
||
|
0.589371919631958,
|
||
|
0.3431371748447418,
|
||
|
0.4432988464832306,
|
||
|
0.5876776576042175,
|
||
|
0.6576575636863708,
|
||
|
0.5050503611564636,
|
||
|
0.1546391248703003,
|
||
|
0.7142855525016785,
|
||
|
0.5052630305290222,
|
||
|
0.5561496019363403,
|
||
|
0.5024629235267639,
|
||
|
0.8133969902992249,
|
||
|
0.5743588209152222,
|
||
|
0.5314008593559265,
|
||
|
0.415094256401062,
|
||
|
0.23529402911663055,
|
||
|
0.19889496266841888,
|
||
|
0.3248729705810547,
|
||
|
0.42162150144577026,
|
||
|
0.8039213418960571,
|
||
|
0.6568626165390015,
|
||
|
0.4507041275501251,
|
||
|
0.6511626243591309,
|
||
|
0.18478251993656158,
|
||
|
0.37185919284820557,
|
||
|
0.23529404401779175,
|
||
|
0.729999840259552,
|
||
|
0.7216493487358093,
|
||
|
0.3444443643093109,
|
||
|
0.3195875287055969,
|
||
|
0.4278606176376343,
|
||
|
0.26046502590179443,
|
||
|
0.5066665410995483,
|
||
|
0.742574155330658,
|
||
|
0.49999988079071045,
|
||
|
0.3428570628166199,
|
||
|
0.5658535361289978,
|
||
|
0.5130888819694519,
|
||
|
0.5315313935279846,
|
||
|
0.3636362850666046,
|
||
|
0.48888880014419556,
|
||
|
0.4694834351539612,
|
||
|
0.613756537437439,
|
||
|
0.3389829397201538,
|
||
|
0.30270257592201233,
|
||
|
0.7465436458587646,
|
||
|
0.48756206035614014,
|
||
|
0.39999985694885254,
|
||
|
0.3831774890422821,
|
||
|
0.1836734265089035,
|
||
|
0.5510202646255493
|
||
|
],
|
||
|
"time": 6.156679568812251,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 146,
|
||
|
"train_loss": 0.004763678647577763,
|
||
|
"val_loss": 2.1814656257629395,
|
||
|
"acc": 46.73,
|
||
|
"f1": [
|
||
|
0.7676765322685242,
|
||
|
0.5410627126693726,
|
||
|
0.31884050369262695,
|
||
|
0.21468918025493622,
|
||
|
0.26415085792541504,
|
||
|
0.49484527111053467,
|
||
|
0.4306218922138214,
|
||
|
0.4670049846172333,
|
||
|
0.5527637004852295,
|
||
|
0.5863873362541199,
|
||
|
0.3793102502822876,
|
||
|
0.26086944341659546,
|
||
|
0.5098037719726562,
|
||
|
0.41052618622779846,
|
||
|
0.3459458649158478,
|
||
|
0.4021162986755371,
|
||
|
0.5054942965507507,
|
||
|
0.6497460603713989,
|
||
|
0.31730762124061584,
|
||
|
0.3578946590423584,
|
||
|
0.7536230683326721,
|
||
|
0.5765764713287354,
|
||
|
0.45405393838882446,
|
||
|
0.6633164882659912,
|
||
|
0.6806281208992004,
|
||
|
0.36815908551216125,
|
||
|
0.4043714702129364,
|
||
|
0.2962961792945862,
|
||
|
0.6666665077209473,
|
||
|
0.4598929286003113,
|
||
|
0.5022420287132263,
|
||
|
0.41666656732559204,
|
||
|
0.3794870972633362,
|
||
|
0.44444435834884644,
|
||
|
0.40999990701675415,
|
||
|
0.2660549581050873,
|
||
|
0.43575406074523926,
|
||
|
0.37914684414863586,
|
||
|
0.31441038846969604,
|
||
|
0.6769229769706726,
|
||
|
0.40624988079071045,
|
||
|
0.6767675280570984,
|
||
|
0.36792439222335815,
|
||
|
0.43298953771591187,
|
||
|
0.23744283616542816,
|
||
|
0.27649760246276855,
|
||
|
0.299465149641037,
|
||
|
0.5821594595909119,
|
||
|
0.7004607319831848,
|
||
|
0.5727698802947998,
|
||
|
0.33492809534072876,
|
||
|
0.4315788447856903,
|
||
|
0.5658535361289978,
|
||
|
0.6757989525794983,
|
||
|
0.5076140761375427,
|
||
|
0.13829779624938965,
|
||
|
0.7179486155509949,
|
||
|
0.5026736855506897,
|
||
|
0.5578945875167847,
|
||
|
0.492890864610672,
|
||
|
0.8195120096206665,
|
||
|
0.5685278177261353,
|
||
|
0.53465336561203,
|
||
|
0.43216070532798767,
|
||
|
0.25490185618400574,
|
||
|
0.20430098474025726,
|
||
|
0.3386242389678955,
|
||
|
0.4248703718185425,
|
||
|
0.8078815937042236,
|
||
|
0.666666567325592,
|
||
|
0.45871543884277344,
|
||
|
0.6454544067382812,
|
||
|
0.19459453225135803,
|
||
|
0.36559128761291504,
|
||
|
0.24175815284252167,
|
||
|
0.732673168182373,
|
||
|
0.7319586277008057,
|
||
|
0.3617020547389984,
|
||
|
0.30555546283721924,
|
||
|
0.42857128381729126,
|
||
|
0.2456139624118805,
|
||
|
0.49999988079071045,
|
||
|
0.742574155330658,
|
||
|
0.49999988079071045,
|
||
|
0.3314915895462036,
|
||
|
0.5612244009971619,
|
||
|
0.5079363584518433,
|
||
|
0.5229355692863464,
|
||
|
0.39603951573371887,
|
||
|
0.4705880880355835,
|
||
|
0.4694834351539612,
|
||
|
0.5989846587181091,
|
||
|
0.37158459424972534,
|
||
|
0.30526304244995117,
|
||
|
0.7476633787155151,
|
||
|
0.4734298884868622,
|
||
|
0.3657141625881195,
|
||
|
0.38139525055885315,
|
||
|
0.18378373980522156,
|
||
|
0.5454543828964233
|
||
|
],
|
||
|
"time": 6.0510671474039555,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 147,
|
||
|
"train_loss": 0.007077830843627453,
|
||
|
"val_loss": 2.3134429454803467,
|
||
|
"acc": 46.74,
|
||
|
"f1": [
|
||
|
0.7599998116493225,
|
||
|
0.5377357006072998,
|
||
|
0.35121941566467285,
|
||
|
0.19101116061210632,
|
||
|
0.2723003923892975,
|
||
|
0.4947367310523987,
|
||
|
0.4476189613342285,
|
||
|
0.45685264468193054,
|
||
|
0.5527637004852295,
|
||
|
0.5789472460746765,
|
||
|
0.3468207120895386,
|
||
|
0.24999991059303284,
|
||
|
0.49999988079071045,
|
||
|
0.4042551815509796,
|
||
|
0.36559128761291504,
|
||
|
0.36842095851898193,
|
||
|
0.5081079602241516,
|
||
|
0.6274508833885193,
|
||
|
0.31730762124061584,
|
||
|
0.37999987602233887,
|
||
|
0.7609753608703613,
|
||
|
0.5624998807907104,
|
||
|
0.45810040831565857,
|
||
|
0.6634145379066467,
|
||
|
0.6598983407020569,
|
||
|
0.3599999248981476,
|
||
|
0.41711217164993286,
|
||
|
0.2883720099925995,
|
||
|
0.6731706857681274,
|
||
|
0.47368407249450684,
|
||
|
0.4953269362449646,
|
||
|
0.4313724637031555,
|
||
|
0.37563440203666687,
|
||
|
0.42253509163856506,
|
||
|
0.39378228783607483,
|
||
|
0.26484012603759766,
|
||
|
0.4640882611274719,
|
||
|
0.37681150436401367,
|
||
|
0.30909082293510437,
|
||
|
0.6802029013633728,
|
||
|
0.3979056477546692,
|
||
|
0.7040814757347107,
|
||
|
0.37499985098838806,
|
||
|
0.45544540882110596,
|
||
|
0.23744283616542816,
|
||
|
0.28571417927742004,
|
||
|
0.28723397850990295,
|
||
|
0.5812807083129883,
|
||
|
0.6912441253662109,
|
||
|
0.5971562266349792,
|
||
|
0.336633563041687,
|
||
|
0.43298953771591187,
|
||
|
0.5754715800285339,
|
||
|
0.6517856121063232,
|
||
|
0.49019595980644226,
|
||
|
0.14358967542648315,
|
||
|
0.7216493487358093,
|
||
|
0.4973543584346771,
|
||
|
0.5806450843811035,
|
||
|
0.492890864610672,
|
||
|
0.8252425789833069,
|
||
|
0.5628139972686768,
|
||
|
0.5384615063667297,
|
||
|
0.41148313879966736,
|
||
|
0.2403845638036728,
|
||
|
0.19889496266841888,
|
||
|
0.3195875287055969,
|
||
|
0.4245808720588684,
|
||
|
0.7999998927116394,
|
||
|
0.6602869629859924,
|
||
|
0.4607841968536377,
|
||
|
0.6574072241783142,
|
||
|
0.18279562890529633,
|
||
|
0.37696322798728943,
|
||
|
0.2543351650238037,
|
||
|
0.7317072153091431,
|
||
|
0.7373736500740051,
|
||
|
0.31999990344047546,
|
||
|
0.3265305161476135,
|
||
|
0.43850257992744446,
|
||
|
0.2571427524089813,
|
||
|
0.4869564175605774,
|
||
|
0.728155255317688,
|
||
|
0.48756206035614014,
|
||
|
0.34482747316360474,
|
||
|
0.5599998831748962,
|
||
|
0.507771909236908,
|
||
|
0.5240174531936646,
|
||
|
0.3880595862865448,
|
||
|
0.47161564230918884,
|
||
|
0.452830046415329,
|
||
|
0.6276593804359436,
|
||
|
0.3502824008464813,
|
||
|
0.320441871881485,
|
||
|
0.753488302230835,
|
||
|
0.46829259395599365,
|
||
|
0.3809523284435272,
|
||
|
0.37558677792549133,
|
||
|
0.18999992311000824,
|
||
|
0.5654449462890625
|
||
|
],
|
||
|
"time": 6.070237608626485,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 148,
|
||
|
"train_loss": 0.004990925546735525,
|
||
|
"val_loss": 2.4567625522613525,
|
||
|
"acc": 46.75,
|
||
|
"f1": [
|
||
|
0.7524750828742981,
|
||
|
0.528846025466919,
|
||
|
0.3365383446216583,
|
||
|
0.2099446803331375,
|
||
|
0.28019312024116516,
|
||
|
0.4974091649055481,
|
||
|
0.4380951225757599,
|
||
|
0.46391740441322327,
|
||
|
0.572916567325592,
|
||
|
0.5999999046325684,
|
||
|
0.36158180236816406,
|
||
|
0.2473117560148239,
|
||
|
0.5314008593559265,
|
||
|
0.40404030680656433,
|
||
|
0.3675675094127655,
|
||
|
0.4019606411457062,
|
||
|
0.5217389464378357,
|
||
|
0.6407765746116638,
|
||
|
0.3267325758934021,
|
||
|
0.35051536560058594,
|
||
|
0.7499997615814209,
|
||
|
0.5511109828948975,
|
||
|
0.45054933428764343,
|
||
|
0.6666665077209473,
|
||
|
0.6631577014923096,
|
||
|
0.3535352647304535,
|
||
|
0.4148934781551361,
|
||
|
0.28971952199935913,
|
||
|
0.6766167879104614,
|
||
|
0.43749991059303284,
|
||
|
0.5071768760681152,
|
||
|
0.42639580368995667,
|
||
|
0.38775497674942017,
|
||
|
0.4186045527458191,
|
||
|
0.4041449725627899,
|
||
|
0.26484012603759766,
|
||
|
0.4324323236942291,
|
||
|
0.38095229864120483,
|
||
|
0.30046939849853516,
|
||
|
0.6842104196548462,
|
||
|
0.4041449725627899,
|
||
|
0.7127658128738403,
|
||
|
0.3714284896850586,
|
||
|
0.4301074147224426,
|
||
|
0.24999991059303284,
|
||
|
0.2882882058620453,
|
||
|
0.29189181327819824,
|
||
|
0.5784311890602112,
|
||
|
0.688372015953064,
|
||
|
0.5940592885017395,
|
||
|
0.3253587782382965,
|
||
|
0.4307691156864166,
|
||
|
0.5658535361289978,
|
||
|
0.657534122467041,
|
||
|
0.4949493706226349,
|
||
|
0.14285708963871002,
|
||
|
0.7106597423553467,
|
||
|
0.510416567325592,
|
||
|
0.5775399804115295,
|
||
|
0.5048542022705078,
|
||
|
0.8292681574821472,
|
||
|
0.5641024112701416,
|
||
|
0.5294116735458374,
|
||
|
0.4145076870918274,
|
||
|
0.24875615537166595,
|
||
|
0.18652844429016113,
|
||
|
0.33684200048446655,
|
||
|
0.4148934781551361,
|
||
|
0.798029363155365,
|
||
|
0.6731706857681274,
|
||
|
0.46153831481933594,
|
||
|
0.6604650020599365,
|
||
|
0.1648350954055786,
|
||
|
0.37373724579811096,
|
||
|
0.2553190290927887,
|
||
|
0.7399998903274536,
|
||
|
0.7309643626213074,
|
||
|
0.3370785713195801,
|
||
|
0.3286384046077728,
|
||
|
0.425531804561615,
|
||
|
0.26724129915237427,
|
||
|
0.4953269362449646,
|
||
|
0.7389161586761475,
|
||
|
0.492890864610672,
|
||
|
0.35483860969543457,
|
||
|
0.5612244009971619,
|
||
|
0.5312498211860657,
|
||
|
0.5398228764533997,
|
||
|
0.4059404730796814,
|
||
|
0.46363624930381775,
|
||
|
0.4734298884868622,
|
||
|
0.6243385076522827,
|
||
|
0.36458322405815125,
|
||
|
0.29896897077560425,
|
||
|
0.7465436458587646,
|
||
|
0.4705880880355835,
|
||
|
0.40641695261001587,
|
||
|
0.366812139749527,
|
||
|
0.18749994039535522,
|
||
|
0.5595853924751282
|
||
|
],
|
||
|
"time": 6.210073460824788,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 149,
|
||
|
"train_loss": 0.004524372052401304,
|
||
|
"val_loss": 2.532036542892456,
|
||
|
"acc": 46.6,
|
||
|
"f1": [
|
||
|
0.7524750828742981,
|
||
|
0.5463413596153259,
|
||
|
0.34482747316360474,
|
||
|
0.20111726224422455,
|
||
|
0.27777767181396484,
|
||
|
0.5026736855506897,
|
||
|
0.4466018080711365,
|
||
|
0.46829259395599365,
|
||
|
0.5454543828964233,
|
||
|
0.5820105075836182,
|
||
|
0.3575417995452881,
|
||
|
0.2526314854621887,
|
||
|
0.49999988079071045,
|
||
|
0.4102562665939331,
|
||
|
0.3529410660266876,
|
||
|
0.3763439953327179,
|
||
|
0.5053762197494507,
|
||
|
0.6403939127922058,
|
||
|
0.31067952513694763,
|
||
|
0.3636362850666046,
|
||
|
0.7536230683326721,
|
||
|
0.5781989693641663,
|
||
|
0.45405393838882446,
|
||
|
0.6735749840736389,
|
||
|
0.6874998807907104,
|
||
|
0.35714274644851685,
|
||
|
0.41935470700263977,
|
||
|
0.2895926535129547,
|
||
|
0.6502462029457092,
|
||
|
0.446808397769928,
|
||
|
0.492890864610672,
|
||
|
0.40206170082092285,
|
||
|
0.38190943002700806,
|
||
|
0.41176459193229675,
|
||
|
0.39795905351638794,
|
||
|
0.2745097279548645,
|
||
|
0.423912912607193,
|
||
|
0.38888880610466003,
|
||
|
0.29074883460998535,
|
||
|
0.6871793866157532,
|
||
|
0.4021162986755371,
|
||
|
0.6836733222007751,
|
||
|
0.36619704961776733,
|
||
|
0.43298953771591187,
|
||
|
0.246575266122818,
|
||
|
0.2935778796672821,
|
||
|
0.29508185386657715,
|
||
|
0.5754715800285339,
|
||
|
0.6816141605377197,
|
||
|
0.5876776576042175,
|
||
|
0.35121941566467285,
|
||
|
0.4410255253314972,
|
||
|
0.5741626024246216,
|
||
|
0.6759257912635803,
|
||
|
0.502564013004303,
|
||
|
0.1407034695148468,
|
||
|
0.7070705890655518,
|
||
|
0.4947367310523987,
|
||
|
0.5806450843811035,
|
||
|
0.4811319410800934,
|
||
|
0.8309177160263062,
|
||
|
0.5743588209152222,
|
||
|
0.542713463306427,
|
||
|
0.42156851291656494,
|
||
|
0.24509796500205994,
|
||
|
0.19999991357326508,
|
||
|
0.3232322335243225,
|
||
|
0.43850257992744446,
|
||
|
0.7999998331069946,
|
||
|
0.6602869629859924,
|
||
|
0.45581385493278503,
|
||
|
0.6604650020599365,
|
||
|
0.1868131160736084,
|
||
|
0.35675665736198425,
|
||
|
0.23655906319618225,
|
||
|
0.7499999403953552,
|
||
|
0.7329840660095215,
|
||
|
0.3578946590423584,
|
||
|
0.3157894015312195,
|
||
|
0.45128190517425537,
|
||
|
0.25688064098358154,
|
||
|
0.4867255389690399,
|
||
|
0.7389161586761475,
|
||
|
0.48309168219566345,
|
||
|
0.348314493894577,
|
||
|
0.572916567325592,
|
||
|
0.5284972786903381,
|
||
|
0.5388126373291016,
|
||
|
0.36633655428886414,
|
||
|
0.4792625606060028,
|
||
|
0.4363635182380676,
|
||
|
0.6086955666542053,
|
||
|
0.34972667694091797,
|
||
|
0.306122362613678,
|
||
|
0.7452828288078308,
|
||
|
0.4657532870769501,
|
||
|
0.39153432846069336,
|
||
|
0.3653844892978668,
|
||
|
0.16666661202907562,
|
||
|
0.5670101642608643
|
||
|
],
|
||
|
"time": 6.104985641315579,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 150,
|
||
|
"train_loss": 0.004405919462442398,
|
||
|
"val_loss": 2.3030083179473877,
|
||
|
"acc": 46.64,
|
||
|
"f1": [
|
||
|
0.7307690382003784,
|
||
|
0.5314008593559265,
|
||
|
0.3041473925113678,
|
||
|
0.20338977873325348,
|
||
|
0.2843136191368103,
|
||
|
0.49999988079071045,
|
||
|
0.41346144676208496,
|
||
|
0.45595842599868774,
|
||
|
0.5608464479446411,
|
||
|
0.5684208869934082,
|
||
|
0.3675675094127655,
|
||
|
0.23958325386047363,
|
||
|
0.507771909236908,
|
||
|
0.3959389626979828,
|
||
|
0.3398057222366333,
|
||
|
0.4083768427371979,
|
||
|
0.5139663219451904,
|
||
|
0.6633164882659912,
|
||
|
0.3253587782382965,
|
||
|
0.34224584698677063,
|
||
|
0.7512193918228149,
|
||
|
0.5504586100578308,
|
||
|
0.4632767140865326,
|
||
|
0.6363635063171387,
|
||
|
0.6735749840736389,
|
||
|
0.35820886492729187,
|
||
|
0.42857128381729126,
|
||
|
0.31775689125061035,
|
||
|
0.6502462029457092,
|
||
|
0.4432988464832306,
|
||
|
0.49999988079071045,
|
||
|
0.4021162986755371,
|
||
|
0.3654821515083313,
|
||
|
0.40609124302864075,
|
||
|
0.4248703718185425,
|
||
|
0.24413138628005981,
|
||
|
0.4598929286003113,
|
||
|
0.4020099639892578,
|
||
|
0.29107969999313354,
|
||
|
0.6597937345504761,
|
||
|
0.3939392864704132,
|
||
|
0.6868685483932495,
|
||
|
0.38578668236732483,
|
||
|
0.43930622935295105,
|
||
|
0.2488478720188141,
|
||
|
0.28947362303733826,
|
||
|
0.314606636762619,
|
||
|
0.5870645046234131,
|
||
|
0.7037035822868347,
|
||
|
0.5963301062583923,
|
||
|
0.3287670314311981,
|
||
|
0.44444435834884644,
|
||
|
0.5933012366294861,
|
||
|
0.6488887667655945,
|
||
|
0.4999999403953552,
|
||
|
0.13259662687778473,
|
||
|
0.7309643626213074,
|
||
|
0.5273630023002625,
|
||
|
0.5612244009971619,
|
||
|
0.48803818225860596,
|
||
|
0.8076921701431274,
|
||
|
0.5671641230583191,
|
||
|
0.5148513317108154,
|
||
|
0.4262293577194214,
|
||
|
0.2577318847179413,
|
||
|
0.22222213447093964,
|
||
|
0.3369564116001129,
|
||
|
0.4183672070503235,
|
||
|
0.798029363155365,
|
||
|
0.6699027419090271,
|
||
|
0.45714277029037476,
|
||
|
0.639269232749939,
|
||
|
0.1914892941713333,
|
||
|
0.35051536560058594,
|
||
|
0.24864855408668518,
|
||
|
0.7087377309799194,
|
||
|
0.738461434841156,
|
||
|
0.37999987602233887,
|
||
|
0.30541861057281494,
|
||
|
0.4387753903865814,
|
||
|
0.24892695248126984,
|
||
|
0.5112106204032898,
|
||
|
0.729999840259552,
|
||
|
0.4834122061729431,
|
||
|
0.3387977182865143,
|
||
|
0.5806450843811035,
|
||
|
0.518134593963623,
|
||
|
0.5395347476005554,
|
||
|
0.3936169147491455,
|
||
|
0.4651161730289459,
|
||
|
0.4666665494441986,
|
||
|
0.5999999046325684,
|
||
|
0.38541653752326965,
|
||
|
0.2955664098262787,
|
||
|
0.7677723169326782,
|
||
|
0.4593299925327301,
|
||
|
0.4021162986755371,
|
||
|
0.3800903856754303,
|
||
|
0.180851012468338,
|
||
|
0.5527637004852295
|
||
|
],
|
||
|
"time": 6.360005658119917,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 151,
|
||
|
"train_loss": 0.006887771189212799,
|
||
|
"val_loss": 2.3442280292510986,
|
||
|
"acc": 46.5,
|
||
|
"f1": [
|
||
|
0.741463303565979,
|
||
|
0.5436891913414001,
|
||
|
0.3301886022090912,
|
||
|
0.22222214937210083,
|
||
|
0.2705313265323639,
|
||
|
0.49746179580688477,
|
||
|
0.4339621663093567,
|
||
|
0.45595842599868774,
|
||
|
0.5612244009971619,
|
||
|
0.5820105075836182,
|
||
|
0.3736262619495392,
|
||
|
0.23204411566257477,
|
||
|
0.5049503445625305,
|
||
|
0.4123710095882416,
|
||
|
0.3529410660266876,
|
||
|
0.38775497674942017,
|
||
|
0.48936155438423157,
|
||
|
0.6368157267570496,
|
||
|
0.3113206624984741,
|
||
|
0.3692306876182556,
|
||
|
0.7499997615814209,
|
||
|
0.5674417018890381,
|
||
|
0.4692735970020294,
|
||
|
0.6598983407020569,
|
||
|
0.6736840605735779,
|
||
|
0.3540668785572052,
|
||
|
0.4044942855834961,
|
||
|
0.28440356254577637,
|
||
|
0.6568626165390015,
|
||
|
0.44198882579803467,
|
||
|
0.47222211956977844,
|
||
|
0.4123710095882416,
|
||
|
0.3936169147491455,
|
||
|
0.4200912117958069,
|
||
|
0.3980098366737366,
|
||
|
0.2612611949443817,
|
||
|
0.4408600926399231,
|
||
|
0.38095229864120483,
|
||
|
0.30769219994544983,
|
||
|
0.666666567325592,
|
||
|
0.4081631302833557,
|
||
|
0.6871793866157532,
|
||
|
0.37320560216903687,
|
||
|
0.4324323236942291,
|
||
|
0.23423415422439575,
|
||
|
0.2949307858943939,
|
||
|
0.2967032194137573,
|
||
|
0.5700481534004211,
|
||
|
0.6948355436325073,
|
||
|
0.5951218605041504,
|
||
|
0.3431371748447418,
|
||
|
0.44791656732559204,
|
||
|
0.5781989693641663,
|
||
|
0.6666665077209473,
|
||
|
0.49999988079071045,
|
||
|
0.13756607472896576,
|
||
|
0.7244896292686462,
|
||
|
0.5161289572715759,
|
||
|
0.5684208869934082,
|
||
|
0.4907405972480774,
|
||
|
0.8275859951972961,
|
||
|
0.5612244009971619,
|
||
|
0.5320196151733398,
|
||
|
0.4242422580718994,
|
||
|
0.24509796500205994,
|
||
|
0.18279562890529633,
|
||
|
0.33333322405815125,
|
||
|
0.41052618622779846,
|
||
|
0.8078815937042236,
|
||
|
0.6634145379066467,
|
||
|
0.4630540609359741,
|
||
|
0.6547083854675293,
|
||
|
0.1789472997188568,
|
||
|
0.35051536560058594,
|
||
|
0.23076915740966797,
|
||
|
0.7389161586761475,
|
||
|
0.7329840660095215,
|
||
|
0.3459458649158478,
|
||
|
0.31627896428108215,
|
||
|
0.4315788447856903,
|
||
|
0.2592591643333435,
|
||
|
0.48510628938674927,
|
||
|
0.735293984413147,
|
||
|
0.4799998700618744,
|
||
|
0.35675665736198425,
|
||
|
0.5624998807907104,
|
||
|
0.5388599634170532,
|
||
|
0.5405403971672058,
|
||
|
0.3627450466156006,
|
||
|
0.4818180501461029,
|
||
|
0.4593299925327301,
|
||
|
0.5863873362541199,
|
||
|
0.35897424817085266,
|
||
|
0.31284910440444946,
|
||
|
0.7499998211860657,
|
||
|
0.4780486822128296,
|
||
|
0.36871495842933655,
|
||
|
0.36448585987091064,
|
||
|
0.18749994039535522,
|
||
|
0.5567008852958679
|
||
|
],
|
||
|
"time": 6.107038862071931,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 152,
|
||
|
"train_loss": 0.0043869237415492535,
|
||
|
"val_loss": 2.407945394515991,
|
||
|
"acc": 46.56,
|
||
|
"f1": [
|
||
|
0.7524750828742981,
|
||
|
0.5402842164039612,
|
||
|
0.3431371748447418,
|
||
|
0.20765019953250885,
|
||
|
0.27488142251968384,
|
||
|
0.4923075735569,
|
||
|
0.42857131361961365,
|
||
|
0.47619032859802246,
|
||
|
0.5595853924751282,
|
||
|
0.5789472460746765,
|
||
|
0.3522725999355316,
|
||
|
0.23655906319618225,
|
||
|
0.49999988079071045,
|
||
|
0.40404030680656433,
|
||
|
0.35416656732559204,
|
||
|
0.3936169147491455,
|
||
|
0.5053762197494507,
|
||
|
0.6341462135314941,
|
||
|
0.30331745743751526,
|
||
|
0.34224584698677063,
|
||
|
0.7536230683326721,
|
||
|
0.5585584044456482,
|
||
|
0.4640882611274719,
|
||
|
0.6903551816940308,
|
||
|
0.6632652282714844,
|
||
|
0.34482747316360474,
|
||
|
0.42285704612731934,
|
||
|
0.2895926535129547,
|
||
|
0.6666665077209473,
|
||
|
0.43979042768478394,
|
||
|
0.5046727657318115,
|
||
|
0.419999897480011,
|
||
|
0.372548907995224,
|
||
|
0.4186045527458191,
|
||
|
0.4019606411457062,
|
||
|
0.246575266122818,
|
||
|
0.44444432854652405,
|
||
|
0.3707316219806671,
|
||
|
0.29864245653152466,
|
||
|
0.6938773989677429,
|
||
|
0.3979056477546692,
|
||
|
0.6600984334945679,
|
||
|
0.35820886492729187,
|
||
|
0.42931926250457764,
|
||
|
0.24528293311595917,
|
||
|
0.2935778796672821,
|
||
|
0.2999999225139618,
|
||
|
0.5825241804122925,
|
||
|
0.6880732178688049,
|
||
|
0.5904760956764221,
|
||
|
0.3251230716705322,
|
||
|
0.4432988464832306,
|
||
|
0.5560973882675171,
|
||
|
0.6577776670455933,
|
||
|
0.4899998903274536,
|
||
|
0.13999994099140167,
|
||
|
0.7135677337646484,
|
||
|
0.4999998211860657,
|
||
|
0.5820105075836182,
|
||
|
0.488262802362442,
|
||
|
0.8309177160263062,
|
||
|
0.5714284777641296,
|
||
|
0.5428570508956909,
|
||
|
0.4292682111263275,
|
||
|
0.24271836876869202,
|
||
|
0.19565211236476898,
|
||
|
0.3316582143306732,
|
||
|
0.41758227348327637,
|
||
|
0.7999998927116394,
|
||
|
0.6601940989494324,
|
||
|
0.45544540882110596,
|
||
|
0.6759257912635803,
|
||
|
0.18579228222370148,
|
||
|
0.36082467436790466,
|
||
|
0.23463678359985352,
|
||
|
0.7290639281272888,
|
||
|
0.7208120226860046,
|
||
|
0.3409090042114258,
|
||
|
0.3267325758934021,
|
||
|
0.42857128381729126,
|
||
|
0.26046502590179443,
|
||
|
0.5110130310058594,
|
||
|
0.735293984413147,
|
||
|
0.4899998903274536,
|
||
|
0.3575417995452881,
|
||
|
0.5773194432258606,
|
||
|
0.5319147706031799,
|
||
|
0.5367964506149292,
|
||
|
0.38834938406944275,
|
||
|
0.4782607853412628,
|
||
|
0.4466018080711365,
|
||
|
0.6073297262191772,
|
||
|
0.3060108423233032,
|
||
|
0.3135133981704712,
|
||
|
0.7627905607223511,
|
||
|
0.4579438269138336,
|
||
|
0.3809523284435272,
|
||
|
0.3703702688217163,
|
||
|
0.17708326876163483,
|
||
|
0.5775399804115295
|
||
|
],
|
||
|
"time": 6.072423005476594,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 153,
|
||
|
"train_loss": 0.004585832357406616,
|
||
|
"val_loss": 2.336425304412842,
|
||
|
"acc": 46.59,
|
||
|
"f1": [
|
||
|
0.7450978755950928,
|
||
|
0.5544553399085999,
|
||
|
0.3414633274078369,
|
||
|
0.21468918025493622,
|
||
|
0.2895926535129547,
|
||
|
0.48453593254089355,
|
||
|
0.4319247901439667,
|
||
|
0.45595842599868774,
|
||
|
0.5527637004852295,
|
||
|
0.5714284777641296,
|
||
|
0.3626372814178467,
|
||
|
0.24175815284252167,
|
||
|
0.4851484000682831,
|
||
|
0.41666656732559204,
|
||
|
0.35978829860687256,
|
||
|
0.37499991059303284,
|
||
|
0.5130888819694519,
|
||
|
0.6161136031150818,
|
||
|
0.32195112109184265,
|
||
|
0.36269423365592957,
|
||
|
0.7393363118171692,
|
||
|
0.5809522867202759,
|
||
|
0.4640882611274719,
|
||
|
0.649484395980835,
|
||
|
0.6597937345504761,
|
||
|
0.3465345501899719,
|
||
|
0.40659332275390625,
|
||
|
0.2909089922904968,
|
||
|
0.657142698764801,
|
||
|
0.43956032395362854,
|
||
|
0.4907405972480774,
|
||
|
0.43216070532798767,
|
||
|
0.38578668236732483,
|
||
|
0.42452818155288696,
|
||
|
0.38541653752326965,
|
||
|
0.27272719144821167,
|
||
|
0.43956032395362854,
|
||
|
0.37914684414863586,
|
||
|
0.30769219994544983,
|
||
|
0.683937668800354,
|
||
|
0.4041449725627899,
|
||
|
0.6910993456840515,
|
||
|
0.3551400303840637,
|
||
|
0.4145076870918274,
|
||
|
0.2347417026758194,
|
||
|
0.30331745743751526,
|
||
|
0.299465149641037,
|
||
|
0.5728154182434082,
|
||
|
0.6854459643363953,
|
||
|
0.6009851098060608,
|
||
|
0.3317534327507019,
|
||
|
0.43979042768478394,
|
||
|
0.5741626024246216,
|
||
|
0.6822428703308105,
|
||
|
0.49999988079071045,
|
||
|
0.13756607472896576,
|
||
|
0.7244896292686462,
|
||
|
0.5133689045906067,
|
||
|
0.5775399804115295,
|
||
|
0.4748857021331787,
|
||
|
0.8133969902992249,
|
||
|
0.5612244009971619,
|
||
|
0.528846025466919,
|
||
|
0.4278606176376343,
|
||
|
0.2436547577381134,
|
||
|
0.180851012468338,
|
||
|
0.3316582143306732,
|
||
|
0.41052618622779846,
|
||
|
0.798029363155365,
|
||
|
0.663461446762085,
|
||
|
0.4593299925327301,
|
||
|
0.6636770367622375,
|
||
|
0.193548321723938,
|
||
|
0.34374991059303284,
|
||
|
0.239999920129776,
|
||
|
0.729999840259552,
|
||
|
0.742267906665802,
|
||
|
0.3387977182865143,
|
||
|
0.3179486393928528,
|
||
|
0.44791656732559204,
|
||
|
0.24999991059303284,
|
||
|
0.5044246912002563,
|
||
|
0.7246376276016235,
|
||
|
0.5096152424812317,
|
||
|
0.36559128761291504,
|
||
|
0.5699480772018433,
|
||
|
0.5319147706031799,
|
||
|
0.5398228764533997,
|
||
|
0.38647329807281494,
|
||
|
0.4824560582637787,
|
||
|
0.45631060004234314,
|
||
|
0.5858584046363831,
|
||
|
0.3440859317779541,
|
||
|
0.299465149641037,
|
||
|
0.7592591643333435,
|
||
|
0.4734298884868622,
|
||
|
0.37777766585350037,
|
||
|
0.3727271258831024,
|
||
|
0.1748633086681366,
|
||
|
0.5608464479446411
|
||
|
],
|
||
|
"time": 6.08587790466845,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 154,
|
||
|
"train_loss": 0.004812738858163357,
|
||
|
"val_loss": 2.4378035068511963,
|
||
|
"acc": 46.58,
|
||
|
"f1": [
|
||
|
0.7487682700157166,
|
||
|
0.5437787175178528,
|
||
|
0.33492809534072876,
|
||
|
0.20571422576904297,
|
||
|
0.2790696918964386,
|
||
|
0.48936155438423157,
|
||
|
0.43902426958084106,
|
||
|
0.46938762068748474,
|
||
|
0.5538460612297058,
|
||
|
0.5714284777641296,
|
||
|
0.3707864284515381,
|
||
|
0.2430938482284546,
|
||
|
0.4795917272567749,
|
||
|
0.4210525155067444,
|
||
|
0.36269423365592957,
|
||
|
0.3936169147491455,
|
||
|
0.5027320981025696,
|
||
|
0.6310677528381348,
|
||
|
0.3024389147758484,
|
||
|
0.3617020547389984,
|
||
|
0.742857038974762,
|
||
|
0.5529952645301819,
|
||
|
0.4777776598930359,
|
||
|
0.6735749840736389,
|
||
|
0.6632652282714844,
|
||
|
0.36180898547172546,
|
||
|
0.413043349981308,
|
||
|
0.2933332622051239,
|
||
|
0.6634145379066467,
|
||
|
0.4489794969558716,
|
||
|
0.4954127371311188,
|
||
|
0.4248703718185425,
|
||
|
0.3874344527721405,
|
||
|
0.4170615077018738,
|
||
|
0.40796008706092834,
|
||
|
0.2702701687812805,
|
||
|
0.4516127407550812,
|
||
|
0.37558677792549133,
|
||
|
0.30909082293510437,
|
||
|
0.6871793866157532,
|
||
|
0.4042551815509796,
|
||
|
0.6874998807907104,
|
||
|
0.36893191933631897,
|
||
|
0.4307691156864166,
|
||
|
0.24324318766593933,
|
||
|
0.30275216698646545,
|
||
|
0.3076922297477722,
|
||
|
0.589371919631958,
|
||
|
0.7042252421379089,
|
||
|
0.5837318897247314,
|
||
|
0.33492809534072876,
|
||
|
0.419999897480011,
|
||
|
0.5741626024246216,
|
||
|
0.6491227149963379,
|
||
|
0.4949493706226349,
|
||
|
0.1290322095155716,
|
||
|
0.7244896292686462,
|
||
|
0.5133689045906067,
|
||
|
0.5789472460746765,
|
||
|
0.4811319410800934,
|
||
|
0.8269229531288147,
|
||
|
0.5773194432258606,
|
||
|
0.53465336561203,
|
||
|
0.4299998879432678,
|
||
|
0.24615377187728882,
|
||
|
0.18478251993656158,
|
||
|
0.345177561044693,
|
||
|
0.41935470700263977,
|
||
|
0.798029363155365,
|
||
|
0.663461446762085,
|
||
|
0.46601933240890503,
|
||
|
0.6666665077209473,
|
||
|
0.17391297221183777,
|
||
|
0.3402060866355896,
|
||
|
0.2485874742269516,
|
||
|
0.7373736500740051,
|
||
|
0.7319586277008057,
|
||
|
0.3478259742259979,
|
||
|
0.30046939849853516,
|
||
|
0.4338623583316803,
|
||
|
0.24454142153263092,
|
||
|
0.4867255389690399,
|
||
|
0.7499999403953552,
|
||
|
0.4827585518360138,
|
||
|
0.3516482412815094,
|
||
|
0.5684208869934082,
|
||
|
0.520408034324646,
|
||
|
0.5345621109008789,
|
||
|
0.3846152722835541,
|
||
|
0.46636757254600525,
|
||
|
0.4331796169281006,
|
||
|
0.5979380011558533,
|
||
|
0.3369564116001129,
|
||
|
0.30851057171821594,
|
||
|
0.7547168731689453,
|
||
|
0.4729062616825104,
|
||
|
0.38709667325019836,
|
||
|
0.362790584564209,
|
||
|
0.18378373980522156,
|
||
|
0.5454543828964233
|
||
|
],
|
||
|
"time": 6.046180898323655,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 155,
|
||
|
"train_loss": 0.005079798866063356,
|
||
|
"val_loss": 2.482579231262207,
|
||
|
"acc": 46.48,
|
||
|
"f1": [
|
||
|
0.7562187314033508,
|
||
|
0.5454544425010681,
|
||
|
0.32558128237724304,
|
||
|
0.213483065366745,
|
||
|
0.2718445658683777,
|
||
|
0.5026176571846008,
|
||
|
0.4299064576625824,
|
||
|
0.46808499097824097,
|
||
|
0.5684208869934082,
|
||
|
0.5760868191719055,
|
||
|
0.36956506967544556,
|
||
|
0.24864855408668518,
|
||
|
0.4899998903274536,
|
||
|
0.40404030680656433,
|
||
|
0.3636362850666046,
|
||
|
0.39999985694885254,
|
||
|
0.5108694434165955,
|
||
|
0.6299998760223389,
|
||
|
0.31279608607292175,
|
||
|
0.35978829860687256,
|
||
|
0.742857038974762,
|
||
|
0.5486724376678467,
|
||
|
0.45555540919303894,
|
||
|
0.6871793866157532,
|
||
|
0.6528496146202087,
|
||
|
0.3636362850666046,
|
||
|
0.4083768427371979,
|
||
|
0.2933332622051239,
|
||
|
0.666666567325592,
|
||
|
0.45405393838882446,
|
||
|
0.4976957440376282,
|
||
|
0.419999897480011,
|
||
|
0.37563440203666687,
|
||
|
0.40384599566459656,
|
||
|
0.41269823908805847,
|
||
|
0.26415085792541504,
|
||
|
0.4324323236942291,
|
||
|
0.37623751163482666,
|
||
|
0.2949307858943939,
|
||
|
0.666666567325592,
|
||
|
0.41269823908805847,
|
||
|
0.6770831346511841,
|
||
|
0.36893191933631897,
|
||
|
0.43749991059303284,
|
||
|
0.2443438321352005,
|
||
|
0.3043477237224579,
|
||
|
0.2872926890850067,
|
||
|
0.5853657722473145,
|
||
|
0.688372015953064,
|
||
|
0.6039602756500244,
|
||
|
0.33492809534072876,
|
||
|
0.4154588282108307,
|
||
|
0.5904760956764221,
|
||
|
0.6547083854675293,
|
||
|
0.47236168384552,
|
||
|
0.14659680426120758,
|
||
|
0.7236180305480957,
|
||
|
0.5026176571846008,
|
||
|
0.5668447613716125,
|
||
|
0.48803818225860596,
|
||
|
0.8229663372039795,
|
||
|
0.5670101642608643,
|
||
|
0.5213268995285034,
|
||
|
0.40999990701675415,
|
||
|
0.23414628207683563,
|
||
|
0.17391297221183777,
|
||
|
0.3384614586830139,
|
||
|
0.41711217164993286,
|
||
|
0.798029363155365,
|
||
|
0.6731706857681274,
|
||
|
0.4495411515235901,
|
||
|
0.6697673201560974,
|
||
|
0.1868131160736084,
|
||
|
0.3350784480571747,
|
||
|
0.24175815284252167,
|
||
|
0.7227722406387329,
|
||
|
0.7319586277008057,
|
||
|
0.3510637581348419,
|
||
|
0.32835814356803894,
|
||
|
0.4307691156864166,
|
||
|
0.2690582275390625,
|
||
|
0.49773746728897095,
|
||
|
0.735293984413147,
|
||
|
0.49019595980644226,
|
||
|
0.3636362552642822,
|
||
|
0.5641024112701416,
|
||
|
0.5284972786903381,
|
||
|
0.5272725820541382,
|
||
|
0.37563440203666687,
|
||
|
0.47169798612594604,
|
||
|
0.43925222754478455,
|
||
|
0.6170212030410767,
|
||
|
0.3654821515083313,
|
||
|
0.28723397850990295,
|
||
|
0.766355037689209,
|
||
|
0.467661589384079,
|
||
|
0.39999985694885254,
|
||
|
0.36448585987091064,
|
||
|
0.1798941045999527,
|
||
|
0.5435895919799805
|
||
|
],
|
||
|
"time": 5.958084168843925,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 156,
|
||
|
"train_loss": 0.004249119199812412,
|
||
|
"val_loss": 2.153719902038574,
|
||
|
"acc": 46.33,
|
||
|
"f1": [
|
||
|
0.7378638982772827,
|
||
|
0.5544553399085999,
|
||
|
0.3211008310317993,
|
||
|
0.19540224969387054,
|
||
|
0.2898550033569336,
|
||
|
0.5026176571846008,
|
||
|
0.42512065172195435,
|
||
|
0.4489794969558716,
|
||
|
0.5583755373954773,
|
||
|
0.5789472460746765,
|
||
|
0.3508770763874054,
|
||
|
0.2433861643075943,
|
||
|
0.49756085872650146,
|
||
|
0.4083768427371979,
|
||
|
0.35978829860687256,
|
||
|
0.38341957330703735,
|
||
|
0.49999988079071045,
|
||
|
0.6336632370948792,
|
||
|
0.30999991297721863,
|
||
|
0.3535352647304535,
|
||
|
0.7499997615814209,
|
||
|
0.5529952645301819,
|
||
|
0.4516127407550812,
|
||
|
0.6633164882659912,
|
||
|
0.6497460603713989,
|
||
|
0.3654821515083313,
|
||
|
0.40659332275390625,
|
||
|
0.29107969999313354,
|
||
|
0.6504853367805481,
|
||
|
0.44198882579803467,
|
||
|
0.4788731336593628,
|
||
|
0.41414129734039307,
|
||
|
0.37681150436401367,
|
||
|
0.43902426958084106,
|
||
|
0.3894736170768738,
|
||
|
0.26244333386421204,
|
||
|
0.44198882579803467,
|
||
|
0.3778800964355469,
|
||
|
0.3013697862625122,
|
||
|
0.6769229769706726,
|
||
|
0.4021162986755371,
|
||
|
0.680412232875824,
|
||
|
0.37499985098838806,
|
||
|
0.44559577107429504,
|
||
|
0.23744283616542816,
|
||
|
0.2882882058620453,
|
||
|
0.299465149641037,
|
||
|
0.5825241804122925,
|
||
|
0.6923075318336487,
|
||
|
0.5769229531288147,
|
||
|
0.3465345501899719,
|
||
|
0.4257424473762512,
|
||
|
0.5933012366294861,
|
||
|
0.6727271676063538,
|
||
|
0.4899998903274536,
|
||
|
0.14358967542648315,
|
||
|
0.7319586277008057,
|
||
|
0.5106381177902222,
|
||
|
0.5744680166244507,
|
||
|
0.4788731336593628,
|
||
|
0.8252425789833069,
|
||
|
0.5670101642608643,
|
||
|
0.5120771527290344,
|
||
|
0.4242422580718994,
|
||
|
0.23529402911663055,
|
||
|
0.18784524500370026,
|
||
|
0.3316582143306732,
|
||
|
0.41935470700263977,
|
||
|
0.8059700727462769,
|
||
|
0.6699027419090271,
|
||
|
0.4507041275501251,
|
||
|
0.6574072241783142,
|
||
|
0.1789472997188568,
|
||
|
0.345177561044693,
|
||
|
0.239999920129776,
|
||
|
0.732673168182373,
|
||
|
0.7346937656402588,
|
||
|
0.34254133701324463,
|
||
|
0.31730762124061584,
|
||
|
0.4226802885532379,
|
||
|
0.25862061977386475,
|
||
|
0.4782607853412628,
|
||
|
0.7389161586761475,
|
||
|
0.4927534759044647,
|
||
|
0.3459458649158478,
|
||
|
0.5567008852958679,
|
||
|
0.5368419289588928,
|
||
|
0.5315313935279846,
|
||
|
0.3711339235305786,
|
||
|
0.46363624930381775,
|
||
|
0.44230756163597107,
|
||
|
0.6041665077209473,
|
||
|
0.34736835956573486,
|
||
|
0.30107519030570984,
|
||
|
0.7592591643333435,
|
||
|
0.46376800537109375,
|
||
|
0.3783782720565796,
|
||
|
0.3587442934513092,
|
||
|
0.19459453225135803,
|
||
|
0.5578945875167847
|
||
|
],
|
||
|
"time": 6.129589548334479,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 157,
|
||
|
"train_loss": 0.004240561276674271,
|
||
|
"val_loss": 2.3273355960845947,
|
||
|
"acc": 46.49,
|
||
|
"f1": [
|
||
|
0.741463303565979,
|
||
|
0.5533979535102844,
|
||
|
0.33333322405815125,
|
||
|
0.20224712789058685,
|
||
|
0.2735848128795624,
|
||
|
0.518134593963623,
|
||
|
0.436893105506897,
|
||
|
0.45360812544822693,
|
||
|
0.5595853924751282,
|
||
|
0.5789472460746765,
|
||
|
0.3657141625881195,
|
||
|
0.24864855408668518,
|
||
|
0.5094338655471802,
|
||
|
0.4081631302833557,
|
||
|
0.34736835956573486,
|
||
|
0.39583319425582886,
|
||
|
0.49214646220207214,
|
||
|
0.6336632370948792,
|
||
|
0.32160791754722595,
|
||
|
0.35532984137535095,
|
||
|
0.7464112639427185,
|
||
|
0.5596328973770142,
|
||
|
0.4685713052749634,
|
||
|
0.6766167879104614,
|
||
|
0.6597937345504761,
|
||
|
0.34343424439430237,
|
||
|
0.413043349981308,
|
||
|
0.29107969999313354,
|
||
|
0.6567163467407227,
|
||
|
0.45054933428764343,
|
||
|
0.4834122061729431,
|
||
|
0.4221104085445404,
|
||
|
0.3775508999824524,
|
||
|
0.4380951225757599,
|
||
|
0.4041449725627899,
|
||
|
0.26540276408195496,
|
||
|
0.45555540919303894,
|
||
|
0.3707316219806671,
|
||
|
0.30357134342193604,
|
||
|
0.6700506210327148,
|
||
|
0.4041449725627899,
|
||
|
0.6984125375747681,
|
||
|
0.3696681261062622,
|
||
|
0.4232803285121918,
|
||
|
0.2443438321352005,
|
||
|
0.2991451919078827,
|
||
|
0.3118278682231903,
|
||
|
0.5809522867202759,
|
||
|
0.6846845149993896,
|
||
|
0.5799998641014099,
|
||
|
0.33333322405815125,
|
||
|
0.43216070532798767,
|
||
|
0.5781989693641663,
|
||
|
0.6460175514221191,
|
||
|
0.507771909236908,
|
||
|
0.14213192462921143,
|
||
|
0.7208120226860046,
|
||
|
0.5161289572715759,
|
||
|
0.5775399804115295,
|
||
|
0.47846877574920654,
|
||
|
0.8235292434692383,
|
||
|
0.5699480772018433,
|
||
|
0.5373133420944214,
|
||
|
0.4179103374481201,
|
||
|
0.236453115940094,
|
||
|
0.1777777075767517,
|
||
|
0.33502528071403503,
|
||
|
0.42857128381729126,
|
||
|
0.7881771922111511,
|
||
|
0.6732671856880188,
|
||
|
0.45714277029037476,
|
||
|
0.6604650020599365,
|
||
|
0.18947362899780273,
|
||
|
0.3417084515094757,
|
||
|
0.23204411566257477,
|
||
|
0.7192116975784302,
|
||
|
0.7329840660095215,
|
||
|
0.3516482412815094,
|
||
|
0.3251230716705322,
|
||
|
0.45128190517425537,
|
||
|
0.24669595062732697,
|
||
|
0.4871794283390045,
|
||
|
0.7317072153091431,
|
||
|
0.49999988079071045,
|
||
|
0.35359105467796326,
|
||
|
0.5743588209152222,
|
||
|
0.5177663564682007,
|
||
|
0.5221238136291504,
|
||
|
0.3846152722835541,
|
||
|
0.4615383744239807,
|
||
|
0.43601882457733154,
|
||
|
0.6178008913993835,
|
||
|
0.3314915895462036,
|
||
|
0.30851057171821594,
|
||
|
0.7592591643333435,
|
||
|
0.46153831481933594,
|
||
|
0.39106133580207825,
|
||
|
0.3577980697154999,
|
||
|
0.17801040410995483,
|
||
|
0.5549736618995667
|
||
|
],
|
||
|
"time": 5.877797180786729,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 158,
|
||
|
"train_loss": 0.004719309508800507,
|
||
|
"val_loss": 2.605774402618408,
|
||
|
"acc": 46.45,
|
||
|
"f1": [
|
||
|
0.7676765322685242,
|
||
|
0.5572138428688049,
|
||
|
0.31775689125061035,
|
||
|
0.2065216600894928,
|
||
|
0.2745097279548645,
|
||
|
0.507771909236908,
|
||
|
0.43269219994544983,
|
||
|
0.46808499097824097,
|
||
|
0.5773194432258606,
|
||
|
0.5894736051559448,
|
||
|
0.3666665554046631,
|
||
|
0.2446807622909546,
|
||
|
0.5073169469833374,
|
||
|
0.4123710095882416,
|
||
|
0.37433144450187683,
|
||
|
0.3917524814605713,
|
||
|
0.4946235418319702,
|
||
|
0.6321242451667786,
|
||
|
0.3300969898700714,
|
||
|
0.3459458649158478,
|
||
|
0.7499997615814209,
|
||
|
0.558139443397522,
|
||
|
0.4615383446216583,
|
||
|
0.6733667254447937,
|
||
|
0.6564101576805115,
|
||
|
0.3465345501899719,
|
||
|
0.4210525155067444,
|
||
|
0.2882882058620453,
|
||
|
0.6599999070167542,
|
||
|
0.445652037858963,
|
||
|
0.4907405972480774,
|
||
|
0.4041449725627899,
|
||
|
0.3627450466156006,
|
||
|
0.434782475233078,
|
||
|
0.40609124302864075,
|
||
|
0.2792791724205017,
|
||
|
0.4408600926399231,
|
||
|
0.3636362552642822,
|
||
|
0.29864245653152466,
|
||
|
0.666666567325592,
|
||
|
0.4083768427371979,
|
||
|
0.6979165077209473,
|
||
|
0.3696681261062622,
|
||
|
0.4248703718185425,
|
||
|
0.2488478720188141,
|
||
|
0.2922373414039612,
|
||
|
0.29787227511405945,
|
||
|
0.579710066318512,
|
||
|
0.6851851344108582,
|
||
|
0.5882351994514465,
|
||
|
0.33492809534072876,
|
||
|
0.43216070532798767,
|
||
|
0.5728154182434082,
|
||
|
0.6666665077209473,
|
||
|
0.4924621880054474,
|
||
|
0.1390373706817627,
|
||
|
0.7216493487358093,
|
||
|
0.505154550075531,
|
||
|
0.5775399804115295,
|
||
|
0.4857141971588135,
|
||
|
0.8195120096206665,
|
||
|
0.5699480772018433,
|
||
|
0.5507245063781738,
|
||
|
0.4158414602279663,
|
||
|
0.23696675896644592,
|
||
|
0.1675977110862732,
|
||
|
0.3195875287055969,
|
||
|
0.41758227348327637,
|
||
|
0.7941174507141113,
|
||
|
0.6699506640434265,
|
||
|
0.45714277029037476,
|
||
|
0.6574072241783142,
|
||
|
0.17204295098781586,
|
||
|
0.3316061198711395,
|
||
|
0.24137921631336212,
|
||
|
0.7121950387954712,
|
||
|
0.7411166429519653,
|
||
|
0.3440859317779541,
|
||
|
0.3184078335762024,
|
||
|
0.4432988464832306,
|
||
|
0.25862061977386475,
|
||
|
0.48908287286758423,
|
||
|
0.7246376276016235,
|
||
|
0.4834122061729431,
|
||
|
0.3575417995452881,
|
||
|
0.5624998807907104,
|
||
|
0.522612988948822,
|
||
|
0.5161288380622864,
|
||
|
0.3743841052055359,
|
||
|
0.4753361940383911,
|
||
|
0.45631060004234314,
|
||
|
0.6051281094551086,
|
||
|
0.3386242389678955,
|
||
|
0.29189181327819824,
|
||
|
0.7592591643333435,
|
||
|
0.46376800537109375,
|
||
|
0.38918909430503845,
|
||
|
0.36619704961776733,
|
||
|
0.18478251993656158,
|
||
|
0.5527637004852295
|
||
|
],
|
||
|
"time": 6.1212529530748725,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 159,
|
||
|
"train_loss": 0.0048696668818593025,
|
||
|
"val_loss": 2.331118583679199,
|
||
|
"acc": 46.3,
|
||
|
"f1": [
|
||
|
0.7342994213104248,
|
||
|
0.5628139972686768,
|
||
|
0.3148147463798523,
|
||
|
0.208791121840477,
|
||
|
0.28571420907974243,
|
||
|
0.4973543584346771,
|
||
|
0.4186045527458191,
|
||
|
0.44444435834884644,
|
||
|
0.5612244009971619,
|
||
|
0.5743588209152222,
|
||
|
0.3626372814178467,
|
||
|
0.23655906319618225,
|
||
|
0.4951455295085907,
|
||
|
0.4123710095882416,
|
||
|
0.3675675094127655,
|
||
|
0.3959389626979828,
|
||
|
0.4947367310523987,
|
||
|
0.6497460603713989,
|
||
|
0.30999991297721863,
|
||
|
0.3402060866355896,
|
||
|
0.7464112639427185,
|
||
|
0.5495494604110718,
|
||
|
0.45810040831565857,
|
||
|
0.6598983407020569,
|
||
|
0.6428569555282593,
|
||
|
0.3517586886882782,
|
||
|
0.41935470700263977,
|
||
|
0.2935778796672821,
|
||
|
0.6699506640434265,
|
||
|
0.4432430863380432,
|
||
|
0.492890864610672,
|
||
|
0.42156851291656494,
|
||
|
0.37185919284820557,
|
||
|
0.4154588282108307,
|
||
|
0.4083768427371979,
|
||
|
0.2660549581050873,
|
||
|
0.43428558111190796,
|
||
|
0.3831774890422821,
|
||
|
0.3018867075443268,
|
||
|
0.6632652282714844,
|
||
|
0.39999985694885254,
|
||
|
0.680412232875824,
|
||
|
0.3551400303840637,
|
||
|
0.42780739068984985,
|
||
|
0.23529402911663055,
|
||
|
0.2962961792945862,
|
||
|
0.2887699604034424,
|
||
|
0.5865383148193359,
|
||
|
0.7009344696998596,
|
||
|
0.5825241804122925,
|
||
|
0.3398057222366333,
|
||
|
0.42857128381729126,
|
||
|
0.5876776576042175,
|
||
|
0.6607141494750977,
|
||
|
0.49999988079071045,
|
||
|
0.13829779624938965,
|
||
|
0.7171715497970581,
|
||
|
0.518134593963623,
|
||
|
0.5806450843811035,
|
||
|
0.48803818225860596,
|
||
|
0.8195120096206665,
|
||
|
0.5670101642608643,
|
||
|
0.5436891913414001,
|
||
|
0.42857128381729126,
|
||
|
0.24509796500205994,
|
||
|
0.179775208234787,
|
||
|
0.3232322335243225,
|
||
|
0.42857128381729126,
|
||
|
0.7902437448501587,
|
||
|
0.6699027419090271,
|
||
|
0.4549761712551117,
|
||
|
0.6422017216682434,
|
||
|
0.18947362899780273,
|
||
|
0.3179486393928528,
|
||
|
0.239999920129776,
|
||
|
0.7227722406387329,
|
||
|
0.735751211643219,
|
||
|
0.3370785713195801,
|
||
|
0.32195112109184265,
|
||
|
0.4410255253314972,
|
||
|
0.23529402911663055,
|
||
|
0.48484838008880615,
|
||
|
0.728155255317688,
|
||
|
0.46231144666671753,
|
||
|
0.3516482412815094,
|
||
|
0.5816324949264526,
|
||
|
0.5177663564682007,
|
||
|
0.5181816816329956,
|
||
|
0.40206170082092285,
|
||
|
0.46788978576660156,
|
||
|
0.4585364758968353,
|
||
|
0.6113988757133484,
|
||
|
0.3351350426673889,
|
||
|
0.2901553809642792,
|
||
|
0.7522933483123779,
|
||
|
0.46376800537109375,
|
||
|
0.37433144450187683,
|
||
|
0.36111101508140564,
|
||
|
0.18274106085300446,
|
||
|
0.5549736618995667
|
||
|
],
|
||
|
"time": 6.014099800027907,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 160,
|
||
|
"train_loss": 0.006007322575896978,
|
||
|
"val_loss": 2.1649324893951416,
|
||
|
"acc": 46.46,
|
||
|
"f1": [
|
||
|
0.7450978755950928,
|
||
|
0.561576247215271,
|
||
|
0.32195112109184265,
|
||
|
0.21505369246006012,
|
||
|
0.2723003923892975,
|
||
|
0.49999988079071045,
|
||
|
0.4306218922138214,
|
||
|
0.47368407249450684,
|
||
|
0.5628139972686768,
|
||
|
0.5773194432258606,
|
||
|
0.3583814203739166,
|
||
|
0.2333332598209381,
|
||
|
0.49261072278022766,
|
||
|
0.4145076870918274,
|
||
|
0.35978829860687256,
|
||
|
0.3999998867511749,
|
||
|
0.5108694434165955,
|
||
|
0.6432158946990967,
|
||
|
0.31884050369262695,
|
||
|
0.3369564116001129,
|
||
|
0.742857038974762,
|
||
|
0.5674417018890381,
|
||
|
0.4565216302871704,
|
||
|
0.6598983407020569,
|
||
|
0.6564101576805115,
|
||
|
0.35294109582901,
|
||
|
0.4198893904685974,
|
||
|
0.2895926535129547,
|
||
|
0.6666665077209473,
|
||
|
0.45054933428764343,
|
||
|
0.5023254752159119,
|
||
|
0.42051267623901367,
|
||
|
0.37305691838264465,
|
||
|
0.4174756109714508,
|
||
|
0.42639580368995667,
|
||
|
0.2660549581050873,
|
||
|
0.4324323236942291,
|
||
|
0.3714284896850586,
|
||
|
0.3111110329627991,
|
||
|
0.6733667254447937,
|
||
|
0.3874344527721405,
|
||
|
0.6806281208992004,
|
||
|
0.3551400303840637,
|
||
|
0.43979042768478394,
|
||
|
0.23696675896644592,
|
||
|
0.2909089922904968,
|
||
|
0.3068782389163971,
|
||
|
0.5825241804122925,
|
||
|
0.6981130838394165,
|
||
|
0.5809522867202759,
|
||
|
0.3365383446216583,
|
||
|
0.43216070532798767,
|
||
|
0.5876776576042175,
|
||
|
0.6757989525794983,
|
||
|
0.4897957742214203,
|
||
|
0.1414140909910202,
|
||
|
0.7029701471328735,
|
||
|
0.5102038979530334,
|
||
|
0.5806450843811035,
|
||
|
0.48803818225860596,
|
||
|
0.8269229531288147,
|
||
|
0.5743588209152222,
|
||
|
0.53465336561203,
|
||
|
0.42156851291656494,
|
||
|
0.23076917231082916,
|
||
|
0.18784524500370026,
|
||
|
0.32989683747291565,
|
||
|
0.42162150144577026,
|
||
|
0.7922703623771667,
|
||
|
0.6666665077209473,
|
||
|
0.4507041275501251,
|
||
|
0.6513760089874268,
|
||
|
0.17616572976112366,
|
||
|
0.32989683747291565,
|
||
|
0.23728805780410767,
|
||
|
0.7227722406387329,
|
||
|
0.738461434841156,
|
||
|
0.3315507173538208,
|
||
|
0.3203882575035095,
|
||
|
0.45595842599868774,
|
||
|
0.24454142153263092,
|
||
|
0.49107134342193604,
|
||
|
0.7246376276016235,
|
||
|
0.49019595980644226,
|
||
|
0.36464083194732666,
|
||
|
0.5773194432258606,
|
||
|
0.5312498211860657,
|
||
|
0.5302324295043945,
|
||
|
0.3617020547389984,
|
||
|
0.4705880880355835,
|
||
|
0.4541061818599701,
|
||
|
0.602040708065033,
|
||
|
0.3406592309474945,
|
||
|
0.29213473200798035,
|
||
|
0.7627905607223511,
|
||
|
0.4622640609741211,
|
||
|
0.3809523284435272,
|
||
|
0.36111101508140564,
|
||
|
0.18478251993656158,
|
||
|
0.5454543828964233
|
||
|
],
|
||
|
"time": 6.1806006310507655,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 161,
|
||
|
"train_loss": 0.006997869350016117,
|
||
|
"val_loss": 2.53974986076355,
|
||
|
"acc": 46.27,
|
||
|
"f1": [
|
||
|
0.7562187314033508,
|
||
|
0.5628139972686768,
|
||
|
0.33333322405815125,
|
||
|
0.1899440735578537,
|
||
|
0.27777767181396484,
|
||
|
0.48936155438423157,
|
||
|
0.4306218922138214,
|
||
|
0.47619032859802246,
|
||
|
0.5612244009971619,
|
||
|
0.5786800384521484,
|
||
|
0.3675675094127655,
|
||
|
0.24999991059303284,
|
||
|
0.48803818225860596,
|
||
|
0.40624988079071045,
|
||
|
0.36559128761291504,
|
||
|
0.37894728779792786,
|
||
|
0.48936155438423157,
|
||
|
0.6341462135314941,
|
||
|
0.3179486393928528,
|
||
|
0.3402060866355896,
|
||
|
0.7499997615814209,
|
||
|
0.5454544425010681,
|
||
|
0.4745761454105377,
|
||
|
0.6767675280570984,
|
||
|
0.6562498807907104,
|
||
|
0.35714274644851685,
|
||
|
0.423912912607193,
|
||
|
0.2782607972621918,
|
||
|
0.6601940989494324,
|
||
|
0.4408600926399231,
|
||
|
0.4811319410800934,
|
||
|
0.4236452281475067,
|
||
|
0.3609755337238312,
|
||
|
0.42857131361961365,
|
||
|
0.38974347710609436,
|
||
|
0.2636362612247467,
|
||
|
0.45454537868499756,
|
||
|
0.3738316595554352,
|
||
|
0.2962961792945862,
|
||
|
0.6806281208992004,
|
||
|
0.3838382363319397,
|
||
|
0.6769229769706726,
|
||
|
0.3557691276073456,
|
||
|
0.4292682111263275,
|
||
|
0.23963125050067902,
|
||
|
0.3113206624984741,
|
||
|
0.30366483330726624,
|
||
|
0.5769229531288147,
|
||
|
0.6981130838394165,
|
||
|
0.5812807083129883,
|
||
|
0.3398057222366333,
|
||
|
0.4236452281475067,
|
||
|
0.5769229531288147,
|
||
|
0.666666567325592,
|
||
|
0.502564013004303,
|
||
|
0.13471496105194092,
|
||
|
0.7208120226860046,
|
||
|
0.5079363584518433,
|
||
|
0.5699480772018433,
|
||
|
0.47004595398902893,
|
||
|
0.8292681574821472,
|
||
|
0.5699480772018433,
|
||
|
0.5365853309631348,
|
||
|
0.4148934781551361,
|
||
|
0.24509796500205994,
|
||
|
0.17877088487148285,
|
||
|
0.33333325386047363,
|
||
|
0.4198893904685974,
|
||
|
0.7884613275527954,
|
||
|
0.6699027419090271,
|
||
|
0.45320188999176025,
|
||
|
0.6635943651199341,
|
||
|
0.17801040410995483,
|
||
|
0.3517586886882782,
|
||
|
0.23728805780410767,
|
||
|
0.742574155330658,
|
||
|
0.7395831346511841,
|
||
|
0.320441871881485,
|
||
|
0.3069306015968323,
|
||
|
0.42162150144577026,
|
||
|
0.246575266122818,
|
||
|
0.4810125529766083,
|
||
|
0.728155255317688,
|
||
|
0.4878047704696655,
|
||
|
0.3389829397201538,
|
||
|
0.5789472460746765,
|
||
|
0.5102038979530334,
|
||
|
0.5161288380622864,
|
||
|
0.3653844892978668,
|
||
|
0.4824560582637787,
|
||
|
0.4476189613342285,
|
||
|
0.609625518321991,
|
||
|
0.32402223348617554,
|
||
|
0.31155768036842346,
|
||
|
0.7488582730293274,
|
||
|
0.46829259395599365,
|
||
|
0.3675675094127655,
|
||
|
0.35616424679756165,
|
||
|
0.19047614932060242,
|
||
|
0.5520831942558289
|
||
|
],
|
||
|
"time": 5.981346721760929,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 162,
|
||
|
"train_loss": 0.004353819414973259,
|
||
|
"val_loss": 2.544785737991333,
|
||
|
"acc": 46.39,
|
||
|
"f1": [
|
||
|
0.7487682700157166,
|
||
|
0.5560973882675171,
|
||
|
0.331707239151001,
|
||
|
0.20111726224422455,
|
||
|
0.28999990224838257,
|
||
|
0.505154550075531,
|
||
|
0.4230768084526062,
|
||
|
0.4787232577800751,
|
||
|
0.5743588209152222,
|
||
|
0.5906734466552734,
|
||
|
0.38674020767211914,
|
||
|
0.2580644488334656,
|
||
|
0.4878047704696655,
|
||
|
0.4081631302833557,
|
||
|
0.36458322405815125,
|
||
|
0.3979056477546692,
|
||
|
0.5026736855506897,
|
||
|
0.6399998664855957,
|
||
|
0.3121950626373291,
|
||
|
0.35051536560058594,
|
||
|
0.7536230683326721,
|
||
|
0.558139443397522,
|
||
|
0.4640882611274719,
|
||
|
0.6598983407020569,
|
||
|
0.6597937345504761,
|
||
|
0.3469386696815491,
|
||
|
0.4083768427371979,
|
||
|
0.28318578004837036,
|
||
|
0.6633662581443787,
|
||
|
0.45405393838882446,
|
||
|
0.49523797631263733,
|
||
|
0.4278606176376343,
|
||
|
0.3592231869697571,
|
||
|
0.4174756109714508,
|
||
|
0.4210525155067444,
|
||
|
0.26785707473754883,
|
||
|
0.43956032395362854,
|
||
|
0.37320560216903687,
|
||
|
0.3196346163749695,
|
||
|
0.6567163467407227,
|
||
|
0.40206170082092285,
|
||
|
0.6802029013633728,
|
||
|
0.35071080923080444,
|
||
|
0.423912912607193,
|
||
|
0.2399999350309372,
|
||
|
0.292035311460495,
|
||
|
0.30051806569099426,
|
||
|
0.5784311890602112,
|
||
|
0.6944442987442017,
|
||
|
0.579710066318512,
|
||
|
0.33492809534072876,
|
||
|
0.43216070532798767,
|
||
|
0.5837318897247314,
|
||
|
0.660633385181427,
|
||
|
0.4827585518360138,
|
||
|
0.13978487253189087,
|
||
|
0.7106597423553467,
|
||
|
0.5157893896102905,
|
||
|
0.5714284777641296,
|
||
|
0.4744184911251068,
|
||
|
0.8309177160263062,
|
||
|
0.5641024112701416,
|
||
|
0.5252523422241211,
|
||
|
0.4158414602279663,
|
||
|
0.2347417026758194,
|
||
|
0.18478251993656158,
|
||
|
0.33502528071403503,
|
||
|
0.43850257992744446,
|
||
|
0.7884613275527954,
|
||
|
0.666666567325592,
|
||
|
0.4509802758693695,
|
||
|
0.6635512709617615,
|
||
|
0.1777777075767517,
|
||
|
0.3419688045978546,
|
||
|
0.239999920129776,
|
||
|
0.7236180305480957,
|
||
|
0.7291665077209473,
|
||
|
0.34254133701324463,
|
||
|
0.3084576427936554,
|
||
|
0.413043349981308,
|
||
|
0.2532750070095062,
|
||
|
0.4894513487815857,
|
||
|
0.7246376276016235,
|
||
|
0.47715723514556885,
|
||
|
0.3406592309474945,
|
||
|
0.5786800384521484,
|
||
|
0.5177663564682007,
|
||
|
0.5225224494934082,
|
||
|
0.382978618144989,
|
||
|
0.4748857021331787,
|
||
|
0.4466018080711365,
|
||
|
0.6129031181335449,
|
||
|
0.32402223348617554,
|
||
|
0.28571420907974243,
|
||
|
0.7627905607223511,
|
||
|
0.46009382605552673,
|
||
|
0.382978618144989,
|
||
|
0.36448585987091064,
|
||
|
0.19251330196857452,
|
||
|
0.5510202646255493
|
||
|
],
|
||
|
"time": 5.991464606486261,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 163,
|
||
|
"train_loss": 0.006053924560546875,
|
||
|
"val_loss": 2.3623805046081543,
|
||
|
"acc": 46.11,
|
||
|
"f1": [
|
||
|
0.7599998116493225,
|
||
|
0.5671641230583191,
|
||
|
0.323809415102005,
|
||
|
0.21621613204479218,
|
||
|
0.2723003923892975,
|
||
|
0.502564013004303,
|
||
|
0.4292682111263275,
|
||
|
0.45918354392051697,
|
||
|
0.5472635626792908,
|
||
|
0.5728641748428345,
|
||
|
0.3575417995452881,
|
||
|
0.2333332598209381,
|
||
|
0.4903845191001892,
|
||
|
0.39795905351638794,
|
||
|
0.36269423365592957,
|
||
|
0.4041449725627899,
|
||
|
0.48421040177345276,
|
||
|
0.6280191540718079,
|
||
|
0.30999991297721863,
|
||
|
0.3350784480571747,
|
||
|
0.7464112639427185,
|
||
|
0.5529952645301819,
|
||
|
0.4640882611274719,
|
||
|
0.666666567325592,
|
||
|
0.6464645266532898,
|
||
|
0.35643553733825684,
|
||
|
0.41711217164993286,
|
||
|
0.27678564190864563,
|
||
|
0.6633662581443787,
|
||
|
0.4502616822719574,
|
||
|
0.48803818225860596,
|
||
|
0.40796008706092834,
|
||
|
0.3609755337238312,
|
||
|
0.4195120930671692,
|
||
|
0.3999999165534973,
|
||
|
0.2545453906059265,
|
||
|
0.4431816637516022,
|
||
|
0.3557691276073456,
|
||
|
0.28971952199935913,
|
||
|
0.6565654873847961,
|
||
|
0.4020099639892578,
|
||
|
0.6806281208992004,
|
||
|
0.3495144844055176,
|
||
|
0.44444429874420166,
|
||
|
0.23214277625083923,
|
||
|
0.30769219994544983,
|
||
|
0.3186812400817871,
|
||
|
0.5784311890602112,
|
||
|
0.688372015953064,
|
||
|
0.5853657722473145,
|
||
|
0.3365383446216583,
|
||
|
0.4174756109714508,
|
||
|
0.5769229531288147,
|
||
|
0.6491227149963379,
|
||
|
0.48039206862449646,
|
||
|
0.13756607472896576,
|
||
|
0.7216493487358093,
|
||
|
0.5050503611564636,
|
||
|
0.5714284777641296,
|
||
|
0.4903845191001892,
|
||
|
0.8235292434692383,
|
||
|
0.5670101642608643,
|
||
|
0.5410627126693726,
|
||
|
0.42857128381729126,
|
||
|
0.23414628207683563,
|
||
|
0.1899440735578537,
|
||
|
0.33333325386047363,
|
||
|
0.41758227348327637,
|
||
|
0.7881771922111511,
|
||
|
0.6766167879104614,
|
||
|
0.46829259395599365,
|
||
|
0.6635943651199341,
|
||
|
0.1641024947166443,
|
||
|
0.32820504903793335,
|
||
|
0.24719089269638062,
|
||
|
0.7236180305480957,
|
||
|
0.7448978424072266,
|
||
|
0.31284910440444946,
|
||
|
0.30621999502182007,
|
||
|
0.42162150144577026,
|
||
|
0.2616821527481079,
|
||
|
0.48908287286758423,
|
||
|
0.721153736114502,
|
||
|
0.4717947542667389,
|
||
|
0.3370785713195801,
|
||
|
0.5728641748428345,
|
||
|
0.518134593963623,
|
||
|
0.5112106204032898,
|
||
|
0.36649200320243835,
|
||
|
0.46428558230400085,
|
||
|
0.4466018080711365,
|
||
|
0.6170212030410767,
|
||
|
0.33333322405815125,
|
||
|
0.299465149641037,
|
||
|
0.7522933483123779,
|
||
|
0.46153831481933594,
|
||
|
0.38709667325019836,
|
||
|
0.37681150436401367,
|
||
|
0.18090447783470154,
|
||
|
0.529999852180481
|
||
|
],
|
||
|
"time": 5.965381869114935,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 164,
|
||
|
"train_loss": 0.0046646613627672195,
|
||
|
"val_loss": 2.363590717315674,
|
||
|
"acc": 46.26,
|
||
|
"f1": [
|
||
|
0.7524750828742981,
|
||
|
0.5671641230583191,
|
||
|
0.3317534327507019,
|
||
|
0.19780214130878448,
|
||
|
0.2909089922904968,
|
||
|
0.4973543584346771,
|
||
|
0.4190475046634674,
|
||
|
0.4607328474521637,
|
||
|
0.5684208869934082,
|
||
|
0.5789472460746765,
|
||
|
0.36065563559532166,
|
||
|
0.24999991059303284,
|
||
|
0.4905658960342407,
|
||
|
0.4102562665939331,
|
||
|
0.35532984137535095,
|
||
|
0.38043469190597534,
|
||
|
0.4999998211860657,
|
||
|
0.6372547745704651,
|
||
|
0.32558128237724304,
|
||
|
0.34554967284202576,
|
||
|
0.7464112639427185,
|
||
|
0.5592415928840637,
|
||
|
0.45405393838882446,
|
||
|
0.6666665077209473,
|
||
|
0.6564101576805115,
|
||
|
0.36180898547172546,
|
||
|
0.41666656732559204,
|
||
|
0.28571420907974243,
|
||
|
0.6464645266532898,
|
||
|
0.45054933428764343,
|
||
|
0.488262802362442,
|
||
|
0.4059404730796814,
|
||
|
0.3699999153614044,
|
||
|
0.4306218922138214,
|
||
|
0.4042551815509796,
|
||
|
0.25233638286590576,
|
||
|
0.4382021129131317,
|
||
|
0.37914684414863586,
|
||
|
0.3240739703178406,
|
||
|
0.6567163467407227,
|
||
|
0.3894736170768738,
|
||
|
0.6770831346511841,
|
||
|
0.35071080923080444,
|
||
|
0.42780739068984985,
|
||
|
0.22330091893672943,
|
||
|
0.2909089922904968,
|
||
|
0.31638407707214355,
|
||
|
0.579710066318512,
|
||
|
0.7014216780662537,
|
||
|
0.5841582417488098,
|
||
|
0.3365383446216583,
|
||
|
0.4387753903865814,
|
||
|
0.5849055051803589,
|
||
|
0.660633385181427,
|
||
|
0.4851484000682831,
|
||
|
0.13756607472896576,
|
||
|
0.7179486155509949,
|
||
|
0.49746179580688477,
|
||
|
0.5913977026939392,
|
||
|
0.4657532870769501,
|
||
|
0.8235292434692383,
|
||
|
0.5670101642608643,
|
||
|
0.5463413596153259,
|
||
|
0.419999897480011,
|
||
|
0.23300965130329132,
|
||
|
0.17679551243782043,
|
||
|
0.33502528071403503,
|
||
|
0.41935470700263977,
|
||
|
0.7821780443191528,
|
||
|
0.6732671856880188,
|
||
|
0.46376800537109375,
|
||
|
0.6605502963066101,
|
||
|
0.17708326876163483,
|
||
|
0.3399999141693115,
|
||
|
0.24277448654174805,
|
||
|
0.7363182306289673,
|
||
|
0.7487177848815918,
|
||
|
0.32978713512420654,
|
||
|
0.30541861057281494,
|
||
|
0.42931926250457764,
|
||
|
0.24786315858364105,
|
||
|
0.4786323606967926,
|
||
|
0.7317072153091431,
|
||
|
0.4799998700618744,
|
||
|
0.35359105467796326,
|
||
|
0.5773194432258606,
|
||
|
0.5102038979530334,
|
||
|
0.5161288380622864,
|
||
|
0.3861384987831116,
|
||
|
0.4705880880355835,
|
||
|
0.4630540609359741,
|
||
|
0.6030149459838867,
|
||
|
0.34254133701324463,
|
||
|
0.2812499403953552,
|
||
|
0.7592591643333435,
|
||
|
0.4705880880355835,
|
||
|
0.37158459424972534,
|
||
|
0.35135123133659363,
|
||
|
0.18579228222370148,
|
||
|
0.542713463306427
|
||
|
],
|
||
|
"time": 5.906589002348483,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 165,
|
||
|
"train_loss": 0.004528717137873173,
|
||
|
"val_loss": 2.4039077758789062,
|
||
|
"acc": 46.31,
|
||
|
"f1": [
|
||
|
0.7653059959411621,
|
||
|
0.5428570508956909,
|
||
|
0.3119265139102936,
|
||
|
0.20111726224422455,
|
||
|
0.28699544072151184,
|
||
|
0.505154550075531,
|
||
|
0.4292682111263275,
|
||
|
0.4631577730178833,
|
||
|
0.5699480772018433,
|
||
|
0.5775399804115295,
|
||
|
0.37426888942718506,
|
||
|
0.2580644488334656,
|
||
|
0.49756085872650146,
|
||
|
0.40609124302864075,
|
||
|
0.3535352647304535,
|
||
|
0.38918909430503845,
|
||
|
0.5027320981025696,
|
||
|
0.6432158946990967,
|
||
|
0.31372541189193726,
|
||
|
0.345177561044693,
|
||
|
0.7499997615814209,
|
||
|
0.5660375952720642,
|
||
|
0.4685713052749634,
|
||
|
0.6734693050384521,
|
||
|
0.639593780040741,
|
||
|
0.34999990463256836,
|
||
|
0.40641695261001587,
|
||
|
0.278026819229126,
|
||
|
0.6403939127922058,
|
||
|
0.4361701011657715,
|
||
|
0.48039206862449646,
|
||
|
0.40404030680656433,
|
||
|
0.3692306876182556,
|
||
|
0.42857131361961365,
|
||
|
0.4041449725627899,
|
||
|
0.2547169029712677,
|
||
|
0.4615383446216583,
|
||
|
0.35748788714408875,
|
||
|
0.3119265139102936,
|
||
|
0.6769229769706726,
|
||
|
0.3874344527721405,
|
||
|
0.6842104196548462,
|
||
|
0.34579432010650635,
|
||
|
0.42780739068984985,
|
||
|
0.23696675896644592,
|
||
|
0.28820955753326416,
|
||
|
0.29896897077560425,
|
||
|
0.5728154182434082,
|
||
|
0.688372015953064,
|
||
|
0.5825241804122925,
|
||
|
0.3365383446216583,
|
||
|
0.4365480840206146,
|
||
|
0.5809522867202759,
|
||
|
0.672810971736908,
|
||
|
0.47524741291999817,
|
||
|
0.14893612265586853,
|
||
|
0.7179486155509949,
|
||
|
0.4947367310523987,
|
||
|
0.572916567325592,
|
||
|
0.4811319410800934,
|
||
|
0.8349512815475464,
|
||
|
0.575916051864624,
|
||
|
0.5314008593559265,
|
||
|
0.44210511445999146,
|
||
|
0.24761897325515747,
|
||
|
0.1777777075767517,
|
||
|
0.3384614586830139,
|
||
|
0.423912912607193,
|
||
|
0.7881771922111511,
|
||
|
0.6764704585075378,
|
||
|
0.44651150703430176,
|
||
|
0.6635943651199341,
|
||
|
0.17616572976112366,
|
||
|
0.35467973351478577,
|
||
|
0.23728805780410767,
|
||
|
0.7346937656402588,
|
||
|
0.742267906665802,
|
||
|
0.35416656732559204,
|
||
|
0.3152708411216736,
|
||
|
0.4232803285121918,
|
||
|
0.24786315858364105,
|
||
|
0.4871794283390045,
|
||
|
0.7462685704231262,
|
||
|
0.49999988079071045,
|
||
|
0.3440859317779541,
|
||
|
0.5773194432258606,
|
||
|
0.505154550075531,
|
||
|
0.5357142090797424,
|
||
|
0.37681150436401367,
|
||
|
0.4615383744239807,
|
||
|
0.4454975128173828,
|
||
|
0.6031745076179504,
|
||
|
0.3636362552642822,
|
||
|
0.30366483330726624,
|
||
|
0.7511736154556274,
|
||
|
0.47524741291999817,
|
||
|
0.4041449725627899,
|
||
|
0.36111101508140564,
|
||
|
0.18279562890529633,
|
||
|
0.5549736618995667
|
||
|
],
|
||
|
"time": 5.9913364155218005,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 166,
|
||
|
"train_loss": 0.0045706103555858135,
|
||
|
"val_loss": 2.4598896503448486,
|
||
|
"acc": 46.38,
|
||
|
"f1": [
|
||
|
0.7748689651489258,
|
||
|
0.5631066560745239,
|
||
|
0.3286384046077728,
|
||
|
0.19209031760692596,
|
||
|
0.27777767181396484,
|
||
|
0.5026176571846008,
|
||
|
0.4306218922138214,
|
||
|
0.47368407249450684,
|
||
|
0.5612244009971619,
|
||
|
0.572916567325592,
|
||
|
0.3771427571773529,
|
||
|
0.2553190290927887,
|
||
|
0.49999988079071045,
|
||
|
0.40206170082092285,
|
||
|
0.36458322405815125,
|
||
|
0.37696322798728943,
|
||
|
0.5056177973747253,
|
||
|
0.6280191540718079,
|
||
|
0.31730762124061584,
|
||
|
0.3487178385257721,
|
||
|
0.7536230683326721,
|
||
|
0.558139443397522,
|
||
|
0.4692735970020294,
|
||
|
0.6733667254447937,
|
||
|
0.6458331942558289,
|
||
|
0.36633655428886414,
|
||
|
0.4148934781551361,
|
||
|
0.2792791724205017,
|
||
|
0.653465211391449,
|
||
|
0.4432430863380432,
|
||
|
0.4834122061729431,
|
||
|
0.4120602011680603,
|
||
|
0.3592231869697571,
|
||
|
0.43902426958084106,
|
||
|
0.40624988079071045,
|
||
|
0.2575106620788574,
|
||
|
0.4640882611274719,
|
||
|
0.3557691276073456,
|
||
|
0.3148147463798523,
|
||
|
0.6470587849617004,
|
||
|
0.38541653752326965,
|
||
|
0.6806281208992004,
|
||
|
0.3478260338306427,
|
||
|
0.4301074147224426,
|
||
|
0.2488478720188141,
|
||
|
0.29464277625083923,
|
||
|
0.32222211360931396,
|
||
|
0.5769229531288147,
|
||
|
0.7014216780662537,
|
||
|
0.5809522867202759,
|
||
|
0.3317534327507019,
|
||
|
0.4278606176376343,
|
||
|
0.579710066318512,
|
||
|
0.6605502963066101,
|
||
|
0.4873095452785492,
|
||
|
0.1390373706817627,
|
||
|
0.7099998593330383,
|
||
|
0.5079363584518433,
|
||
|
0.572916567325592,
|
||
|
0.4657532870769501,
|
||
|
0.8235292434692383,
|
||
|
0.5699480772018433,
|
||
|
0.5454544425010681,
|
||
|
0.42639580368995667,
|
||
|
0.239999920129776,
|
||
|
0.18478251993656158,
|
||
|
0.3316582143306732,
|
||
|
0.4111110270023346,
|
||
|
0.7843136787414551,
|
||
|
0.6831682324409485,
|
||
|
0.45714277029037476,
|
||
|
0.6576575636863708,
|
||
|
0.1789472997188568,
|
||
|
0.34343424439430237,
|
||
|
0.24137921631336212,
|
||
|
0.742574155330658,
|
||
|
0.7373736500740051,
|
||
|
0.3406592309474945,
|
||
|
0.31067952513694763,
|
||
|
0.4245808720588684,
|
||
|
0.25112098455429077,
|
||
|
0.48510628938674927,
|
||
|
0.7317072153091431,
|
||
|
0.49019595980644226,
|
||
|
0.3406592309474945,
|
||
|
0.5786800384521484,
|
||
|
0.5102038979530334,
|
||
|
0.5244443416595459,
|
||
|
0.3743841052055359,
|
||
|
0.46491214632987976,
|
||
|
0.4476189613342285,
|
||
|
0.6073297262191772,
|
||
|
0.35483860969543457,
|
||
|
0.30107519030570984,
|
||
|
0.7522933483123779,
|
||
|
0.4705880880355835,
|
||
|
0.3783782720565796,
|
||
|
0.3636362552642822,
|
||
|
0.188888818025589,
|
||
|
0.5578945875167847
|
||
|
],
|
||
|
"time": 5.966646051965654,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 167,
|
||
|
"train_loss": 0.004881261847913265,
|
||
|
"val_loss": 2.396940231323242,
|
||
|
"acc": 46.27,
|
||
|
"f1": [
|
||
|
0.7524750828742981,
|
||
|
0.5560973882675171,
|
||
|
0.3383083641529083,
|
||
|
0.21621613204479218,
|
||
|
0.2775118350982666,
|
||
|
0.49729716777801514,
|
||
|
0.42452818155288696,
|
||
|
0.45226117968559265,
|
||
|
0.5583755373954773,
|
||
|
0.5773194432258606,
|
||
|
0.3516482412815094,
|
||
|
0.24999991059303284,
|
||
|
0.49261072278022766,
|
||
|
0.4145076870918274,
|
||
|
0.3399999141693115,
|
||
|
0.3979056477546692,
|
||
|
0.49729716777801514,
|
||
|
0.6372547745704651,
|
||
|
0.319248765707016,
|
||
|
0.34374991059303284,
|
||
|
0.7499997615814209,
|
||
|
0.5454544425010681,
|
||
|
0.45901623368263245,
|
||
|
0.6802029013633728,
|
||
|
0.6464645266532898,
|
||
|
0.3592231869697571,
|
||
|
0.4148934781551361,
|
||
|
0.28310492634773254,
|
||
|
0.6504853367805481,
|
||
|
0.4516127407550812,
|
||
|
0.4953269362449646,
|
||
|
0.4102562665939331,
|
||
|
0.3557691276073456,
|
||
|
0.43269219994544983,
|
||
|
0.40404030680656433,
|
||
|
0.2545453906059265,
|
||
|
0.45054933428764343,
|
||
|
0.36018943786621094,
|
||
|
0.33035704493522644,
|
||
|
0.6470587849617004,
|
||
|
0.3957218527793884,
|
||
|
0.6842104196548462,
|
||
|
0.3495144844055176,
|
||
|
0.42708319425582886,
|
||
|
0.22222214937210083,
|
||
|
0.2995593845844269,
|
||
|
0.3060108423233032,
|
||
|
0.5784311890602112,
|
||
|
0.7014216780662537,
|
||
|
0.5742572546005249,
|
||
|
0.33816415071487427,
|
||
|
0.4278606176376343,
|
||
|
0.5887848734855652,
|
||
|
0.657534122467041,
|
||
|
0.49999988079071045,
|
||
|
0.14285708963871002,
|
||
|
0.7244896292686462,
|
||
|
0.5130888819694519,
|
||
|
0.575916051864624,
|
||
|
0.4834122061729431,
|
||
|
0.8309177160263062,
|
||
|
0.5699480772018433,
|
||
|
0.5314008593559265,
|
||
|
0.4183672070503235,
|
||
|
0.23696675896644592,
|
||
|
0.16304342448711395,
|
||
|
0.3299999237060547,
|
||
|
0.43298953771591187,
|
||
|
0.7761192321777344,
|
||
|
0.6633662581443787,
|
||
|
0.4729062616825104,
|
||
|
0.6574072241783142,
|
||
|
0.16666661202907562,
|
||
|
0.3135133981704712,
|
||
|
0.239999920129776,
|
||
|
0.7192116975784302,
|
||
|
0.735751211643219,
|
||
|
0.35978829860687256,
|
||
|
0.2980768382549286,
|
||
|
0.43715834617614746,
|
||
|
0.2566370666027069,
|
||
|
0.47787603735923767,
|
||
|
0.7177032232284546,
|
||
|
0.4799998700618744,
|
||
|
0.37288129329681396,
|
||
|
0.5833332538604736,
|
||
|
0.5263156890869141,
|
||
|
0.5229355692863464,
|
||
|
0.38095229864120483,
|
||
|
0.47321414947509766,
|
||
|
0.4413144290447235,
|
||
|
0.6243385076522827,
|
||
|
0.33333322405815125,
|
||
|
0.2888887822628021,
|
||
|
0.7547168731689453,
|
||
|
0.4799998700618744,
|
||
|
0.3736262619495392,
|
||
|
0.3703702688217163,
|
||
|
0.18579228222370148,
|
||
|
0.5520831942558289
|
||
|
],
|
||
|
"time": 6.07134070340544,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 168,
|
||
|
"train_loss": 0.00458248145878315,
|
||
|
"val_loss": 2.3417913913726807,
|
||
|
"acc": 46.19,
|
||
|
"f1": [
|
||
|
0.7487682700157166,
|
||
|
0.5699998736381531,
|
||
|
0.3300969898700714,
|
||
|
0.19780214130878448,
|
||
|
0.27777767181396484,
|
||
|
0.502564013004303,
|
||
|
0.4210525155067444,
|
||
|
0.45595842599868774,
|
||
|
0.5482232570648193,
|
||
|
0.5757573843002319,
|
||
|
0.3666665554046631,
|
||
|
0.24864855408668518,
|
||
|
0.5023695826530457,
|
||
|
0.4041449725627899,
|
||
|
0.35602086782455444,
|
||
|
0.37305691838264465,
|
||
|
0.5056177973747253,
|
||
|
0.6341462135314941,
|
||
|
0.32160791754722595,
|
||
|
0.35051536560058594,
|
||
|
0.7393363118171692,
|
||
|
0.5607475638389587,
|
||
|
0.4606740176677704,
|
||
|
0.6461536884307861,
|
||
|
0.6632122993469238,
|
||
|
0.34615373611450195,
|
||
|
0.4148934781551361,
|
||
|
0.2830187678337097,
|
||
|
0.6504853367805481,
|
||
|
0.43850257992744446,
|
||
|
0.4857141971588135,
|
||
|
0.42051267623901367,
|
||
|
0.3699999153614044,
|
||
|
0.4306218922138214,
|
||
|
0.40999990701675415,
|
||
|
0.26484012603759766,
|
||
|
0.45405393838882446,
|
||
|
0.35121941566467285,
|
||
|
0.31531521677970886,
|
||
|
0.6530610918998718,
|
||
|
0.38775497674942017,
|
||
|
0.6878305077552795,
|
||
|
0.35121941566467285,
|
||
|
0.4226802885532379,
|
||
|
0.24074065685272217,
|
||
|
0.3018867075443268,
|
||
|
0.3135133981704712,
|
||
|
0.5769229531288147,
|
||
|
0.6915886998176575,
|
||
|
0.579710066318512,
|
||
|
0.3271027207374573,
|
||
|
0.43749991059303284,
|
||
|
0.5809522867202759,
|
||
|
0.6517856121063232,
|
||
|
0.4924621880054474,
|
||
|
0.13756607472896576,
|
||
|
0.7179486155509949,
|
||
|
0.5263156890869141,
|
||
|
0.5820105075836182,
|
||
|
0.4694834351539612,
|
||
|
0.8195120096206665,
|
||
|
0.5699480772018433,
|
||
|
0.526829183101654,
|
||
|
0.42639580368995667,
|
||
|
0.23584897816181183,
|
||
|
0.18181811273097992,
|
||
|
0.34374991059303284,
|
||
|
0.423912912607193,
|
||
|
0.7920790910720825,
|
||
|
0.6731706857681274,
|
||
|
0.46601933240890503,
|
||
|
0.6454544067382812,
|
||
|
0.17391297221183777,
|
||
|
0.3350784480571747,
|
||
|
0.251428484916687,
|
||
|
0.727272629737854,
|
||
|
0.742267906665802,
|
||
|
0.34554967284202576,
|
||
|
0.30366483330726624,
|
||
|
0.41884803771972656,
|
||
|
0.23376618325710297,
|
||
|
0.48927029967308044,
|
||
|
0.721153736114502,
|
||
|
0.474226713180542,
|
||
|
0.34554967284202576,
|
||
|
0.5728641748428345,
|
||
|
0.5154638290405273,
|
||
|
0.5291478633880615,
|
||
|
0.3842363655567169,
|
||
|
0.4818180501461029,
|
||
|
0.4454975128173828,
|
||
|
0.596858561038971,
|
||
|
0.3370785713195801,
|
||
|
0.29032251238822937,
|
||
|
0.7522933483123779,
|
||
|
0.4593299925327301,
|
||
|
0.3666665554046631,
|
||
|
0.3577980697154999,
|
||
|
0.180851012468338,
|
||
|
0.5399999022483826
|
||
|
],
|
||
|
"time": 6.151025195606053,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 169,
|
||
|
"train_loss": 0.004090051632374525,
|
||
|
"val_loss": 2.223825216293335,
|
||
|
"acc": 46.16,
|
||
|
"f1": [
|
||
|
0.7537687420845032,
|
||
|
0.5576921701431274,
|
||
|
0.31627896428108215,
|
||
|
0.2065216600894928,
|
||
|
0.28695645928382874,
|
||
|
0.4973543584346771,
|
||
|
0.4292682111263275,
|
||
|
0.4631577730178833,
|
||
|
0.5531913042068481,
|
||
|
0.5685278177261353,
|
||
|
0.38150280714035034,
|
||
|
0.2430938482284546,
|
||
|
0.4976075291633606,
|
||
|
0.40206170082092285,
|
||
|
0.35416656732559204,
|
||
|
0.39795905351638794,
|
||
|
0.4946235418319702,
|
||
|
0.653658390045166,
|
||
|
0.31999990344047546,
|
||
|
0.345177561044693,
|
||
|
0.7464112639427185,
|
||
|
0.5700933337211609,
|
||
|
0.4530385434627533,
|
||
|
0.6666665077209473,
|
||
|
0.6564101576805115,
|
||
|
0.35467973351478577,
|
||
|
0.41884803771972656,
|
||
|
0.2882882058620453,
|
||
|
0.6600984334945679,
|
||
|
0.4248703718185425,
|
||
|
0.4903845191001892,
|
||
|
0.40404030680656433,
|
||
|
0.37373724579811096,
|
||
|
0.43564343452453613,
|
||
|
0.3979056477546692,
|
||
|
0.26315784454345703,
|
||
|
0.4469272196292877,
|
||
|
0.3707316219806671,
|
||
|
0.3196346163749695,
|
||
|
0.6564101576805115,
|
||
|
0.38974347710609436,
|
||
|
0.6836733222007751,
|
||
|
0.33802807331085205,
|
||
|
0.4248703718185425,
|
||
|
0.22522515058517456,
|
||
|
0.2976743280887604,
|
||
|
0.299465149641037,
|
||
|
0.579710066318512,
|
||
|
0.6820275187492371,
|
||
|
0.5686272978782654,
|
||
|
0.33333322405815125,
|
||
|
0.4387753903865814,
|
||
|
0.5809522867202759,
|
||
|
0.6545453667640686,
|
||
|
0.47761180996894836,
|
||
|
0.14358967542648315,
|
||
|
0.7142855525016785,
|
||
|
0.5185183882713318,
|
||
|
0.5789472460746765,
|
||
|
0.488262802362442,
|
||
|
0.8349512815475464,
|
||
|
0.5699480772018433,
|
||
|
0.5314008593559265,
|
||
|
0.4158414602279663,
|
||
|
0.22748807072639465,
|
||
|
0.17112290859222412,
|
||
|
0.33502528071403503,
|
||
|
0.42162150144577026,
|
||
|
0.7920790910720825,
|
||
|
0.6798028349876404,
|
||
|
0.4519229531288147,
|
||
|
0.6604650020599365,
|
||
|
0.1604277491569519,
|
||
|
0.3440859317779541,
|
||
|
0.2456139326095581,
|
||
|
0.7171715497970581,
|
||
|
0.7461138963699341,
|
||
|
0.3276835083961487,
|
||
|
0.29126206040382385,
|
||
|
0.44198882579803467,
|
||
|
0.25112098455429077,
|
||
|
0.48034927248954773,
|
||
|
0.7246376276016235,
|
||
|
0.47916653752326965,
|
||
|
0.3440859317779541,
|
||
|
0.5799998641014099,
|
||
|
0.5050503611564636,
|
||
|
0.517857015132904,
|
||
|
0.3699999153614044,
|
||
|
0.4792625606060028,
|
||
|
0.45320188999176025,
|
||
|
0.6170212030410767,
|
||
|
0.327868789434433,
|
||
|
0.29292917251586914,
|
||
|
0.7570091485977173,
|
||
|
0.4734298884868622,
|
||
|
0.3783782720565796,
|
||
|
0.3636362552642822,
|
||
|
0.188888818025589,
|
||
|
0.5435895919799805
|
||
|
],
|
||
|
"time": 6.048649477772415,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 170,
|
||
|
"train_loss": 0.006306533236056566,
|
||
|
"val_loss": 2.4372544288635254,
|
||
|
"acc": 46.35,
|
||
|
"f1": [
|
||
|
0.7524750828742981,
|
||
|
0.5560973882675171,
|
||
|
0.323809415102005,
|
||
|
0.208791121840477,
|
||
|
0.30097079277038574,
|
||
|
0.49999988079071045,
|
||
|
0.42790690064430237,
|
||
|
0.45833322405815125,
|
||
|
0.5685278177261353,
|
||
|
0.5937498807907104,
|
||
|
0.3736262619495392,
|
||
|
0.2430938482284546,
|
||
|
0.4950493574142456,
|
||
|
0.41666656732559204,
|
||
|
0.34736835956573486,
|
||
|
0.3809523284435272,
|
||
|
0.49999988079071045,
|
||
|
0.6435642242431641,
|
||
|
0.30097079277038574,
|
||
|
0.3523315489292145,
|
||
|
0.7464112639427185,
|
||
|
0.5660375952720642,
|
||
|
0.4632767140865326,
|
||
|
0.6633164882659912,
|
||
|
0.6530610918998718,
|
||
|
0.34999990463256836,
|
||
|
0.41269823908805847,
|
||
|
0.278026819229126,
|
||
|
0.6602869629859924,
|
||
|
0.4432430863380432,
|
||
|
0.492890864610672,
|
||
|
0.42051267623901367,
|
||
|
0.3775508999824524,
|
||
|
0.4195120930671692,
|
||
|
0.4102562665939331,
|
||
|
0.2522521913051605,
|
||
|
0.45901623368263245,
|
||
|
0.3599999248981476,
|
||
|
0.3363635540008545,
|
||
|
0.6530610918998718,
|
||
|
0.3936169147491455,
|
||
|
0.6735749840736389,
|
||
|
0.3557691276073456,
|
||
|
0.4226802885532379,
|
||
|
0.23041465878486633,
|
||
|
0.2933332622051239,
|
||
|
0.30366483330726624,
|
||
|
0.5784311890602112,
|
||
|
0.6981130838394165,
|
||
|
0.5781989693641663,
|
||
|
0.31390124559402466,
|
||
|
0.4278606176376343,
|
||
|
0.5821594595909119,
|
||
|
0.657534122467041,
|
||
|
0.49746179580688477,
|
||
|
0.1361255943775177,
|
||
|
0.7179486155509949,
|
||
|
0.5235601663589478,
|
||
|
0.5820105075836182,
|
||
|
0.48076915740966797,
|
||
|
0.8309177160263062,
|
||
|
0.572916567325592,
|
||
|
0.5294116735458374,
|
||
|
0.42051267623901367,
|
||
|
0.23255807161331177,
|
||
|
0.1748633086681366,
|
||
|
0.3367346227169037,
|
||
|
0.4248703718185425,
|
||
|
0.7881771922111511,
|
||
|
0.6732671856880188,
|
||
|
0.46601933240890503,
|
||
|
0.6454544067382812,
|
||
|
0.17391297221183777,
|
||
|
0.3316061198711395,
|
||
|
0.24719089269638062,
|
||
|
0.7171715497970581,
|
||
|
0.7525771856307983,
|
||
|
0.3402060866355896,
|
||
|
0.30150744318962097,
|
||
|
0.4307691156864166,
|
||
|
0.2532750070095062,
|
||
|
0.4915253520011902,
|
||
|
0.7246376276016235,
|
||
|
0.4851484000682831,
|
||
|
0.3478259742259979,
|
||
|
0.5773194432258606,
|
||
|
0.5268816351890564,
|
||
|
0.5229355692863464,
|
||
|
0.37999987602233887,
|
||
|
0.48401811718940735,
|
||
|
0.45631060004234314,
|
||
|
0.6276593804359436,
|
||
|
0.3314915895462036,
|
||
|
0.2887699604034424,
|
||
|
0.7522933483123779,
|
||
|
0.48803818225860596,
|
||
|
0.38043469190597534,
|
||
|
0.3636362552642822,
|
||
|
0.180851012468338,
|
||
|
0.535353422164917
|
||
|
],
|
||
|
"time": 6.232347530312836,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 171,
|
||
|
"train_loss": 0.004259045235812664,
|
||
|
"val_loss": 2.353100299835205,
|
||
|
"acc": 46.24,
|
||
|
"f1": [
|
||
|
0.7487682700157166,
|
||
|
0.5550238490104675,
|
||
|
0.3269230127334595,
|
||
|
0.20765019953250885,
|
||
|
0.2870369255542755,
|
||
|
0.49999988079071045,
|
||
|
0.4271843731403351,
|
||
|
0.45833322405815125,
|
||
|
0.5454543828964233,
|
||
|
0.5833332538604736,
|
||
|
0.36871495842933655,
|
||
|
0.2430938482284546,
|
||
|
0.49999988079071045,
|
||
|
0.41935470700263977,
|
||
|
0.3523315489292145,
|
||
|
0.3899998664855957,
|
||
|
0.4947367310523987,
|
||
|
0.6435642242431641,
|
||
|
0.3152708411216736,
|
||
|
0.35051536560058594,
|
||
|
0.7499997615814209,
|
||
|
0.558139443397522,
|
||
|
0.4632767140865326,
|
||
|
0.6666665077209473,
|
||
|
0.6597937345504761,
|
||
|
0.3428570628166199,
|
||
|
0.4148934781551361,
|
||
|
0.29245272278785706,
|
||
|
0.633165717124939,
|
||
|
0.4361701011657715,
|
||
|
0.4927534759044647,
|
||
|
0.41052618622779846,
|
||
|
0.37373724579811096,
|
||
|
0.43216070532798767,
|
||
|
0.42639580368995667,
|
||
|
0.2660549581050873,
|
||
|
0.4269661605358124,
|
||
|
0.35467973351478577,
|
||
|
0.33333325386047363,
|
||
|
0.6530610918998718,
|
||
|
0.38190943002700806,
|
||
|
0.6842104196548462,
|
||
|
0.3557691276073456,
|
||
|
0.42708319425582886,
|
||
|
0.2347417026758194,
|
||
|
0.2922373414039612,
|
||
|
0.30851057171821594,
|
||
|
0.5756096839904785,
|
||
|
0.6788989305496216,
|
||
|
0.5756096839904785,
|
||
|
0.3271027207374573,
|
||
|
0.4257424473762512,
|
||
|
0.5781989693641663,
|
||
|
0.6635943651199341,
|
||
|
0.4851484000682831,
|
||
|
0.1333332657814026,
|
||
|
0.7142855525016785,
|
||
|
0.5230767726898193,
|
||
|
0.5882351994514465,
|
||
|
0.4788731336593628,
|
||
|
0.8309177160263062,
|
||
|
0.572916567325592,
|
||
|
0.5074625611305237,
|
||
|
0.4195120930671692,
|
||
|
0.2264150083065033,
|
||
|
0.1729728877544403,
|
||
|
0.33333325386047363,
|
||
|
0.43715834617614746,
|
||
|
0.7922703623771667,
|
||
|
0.6731706857681274,
|
||
|
0.46601933240890503,
|
||
|
0.6604650020599365,
|
||
|
0.15642453730106354,
|
||
|
0.32978713512420654,
|
||
|
0.2312137931585312,
|
||
|
0.7099998593330383,
|
||
|
0.7461138963699341,
|
||
|
0.34736835956573486,
|
||
|
0.3121950626373291,
|
||
|
0.4210525155067444,
|
||
|
0.2564101815223694,
|
||
|
0.5021275877952576,
|
||
|
0.7246376276016235,
|
||
|
0.49756085872650146,
|
||
|
0.34972667694091797,
|
||
|
0.57297283411026,
|
||
|
0.520408034324646,
|
||
|
0.5181816816329956,
|
||
|
0.3823528587818146,
|
||
|
0.4748857021331787,
|
||
|
0.45631060004234314,
|
||
|
0.6105261445045471,
|
||
|
0.37894728779792786,
|
||
|
0.29629620909690857,
|
||
|
0.7499998211860657,
|
||
|
0.46445485949516296,
|
||
|
0.3763439953327179,
|
||
|
0.3534882664680481,
|
||
|
0.1748633086681366,
|
||
|
0.5360823273658752
|
||
|
],
|
||
|
"time": 6.0901203555986285,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 172,
|
||
|
"train_loss": 0.00430332450196147,
|
||
|
"val_loss": 2.2636208534240723,
|
||
|
"acc": 46.31,
|
||
|
"f1": [
|
||
|
0.7614211440086365,
|
||
|
0.5576921701431274,
|
||
|
0.323809415102005,
|
||
|
0.20111726224422455,
|
||
|
0.28571420907974243,
|
||
|
0.4897957742214203,
|
||
|
0.4313724637031555,
|
||
|
0.4615383446216583,
|
||
|
0.5482232570648193,
|
||
|
0.5925924777984619,
|
||
|
0.36464083194732666,
|
||
|
0.24175815284252167,
|
||
|
0.492890864610672,
|
||
|
0.39153432846069336,
|
||
|
0.35416656732559204,
|
||
|
0.39999985694885254,
|
||
|
0.5136610269546509,
|
||
|
0.6432158946990967,
|
||
|
0.32160791754722595,
|
||
|
0.35532984137535095,
|
||
|
0.7403844594955444,
|
||
|
0.5555554032325745,
|
||
|
0.4712642431259155,
|
||
|
0.6666665077209473,
|
||
|
0.6528496146202087,
|
||
|
0.34123215079307556,
|
||
|
0.4148934781551361,
|
||
|
0.27678564190864563,
|
||
|
0.653658390045166,
|
||
|
0.45263150334358215,
|
||
|
0.4905658960342407,
|
||
|
0.4183672070503235,
|
||
|
0.3592231869697571,
|
||
|
0.4292682111263275,
|
||
|
0.42639580368995667,
|
||
|
0.2636362612247467,
|
||
|
0.44808733463287354,
|
||
|
0.3523808717727661,
|
||
|
0.32456132769584656,
|
||
|
0.6564101576805115,
|
||
|
0.38578668236732483,
|
||
|
0.6907215118408203,
|
||
|
0.34615373611450195,
|
||
|
0.42708319425582886,
|
||
|
0.22935770452022552,
|
||
|
0.29906532168388367,
|
||
|
0.3068782389163971,
|
||
|
0.5769229531288147,
|
||
|
0.688372015953064,
|
||
|
0.5825241804122925,
|
||
|
0.3301886022090912,
|
||
|
0.43523305654525757,
|
||
|
0.5809522867202759,
|
||
|
0.6545453667640686,
|
||
|
0.46938762068748474,
|
||
|
0.13471496105194092,
|
||
|
0.7216493487358093,
|
||
|
0.5291004180908203,
|
||
|
0.5851062536239624,
|
||
|
0.47619035840034485,
|
||
|
0.8349512815475464,
|
||
|
0.5685278177261353,
|
||
|
0.5098037719726562,
|
||
|
0.42639580368995667,
|
||
|
0.22966498136520386,
|
||
|
0.17877088487148285,
|
||
|
0.3367346227169037,
|
||
|
0.445652037858963,
|
||
|
0.796116292476654,
|
||
|
0.6831682324409485,
|
||
|
0.4507041275501251,
|
||
|
0.6576575636863708,
|
||
|
0.17112290859222412,
|
||
|
0.32978713512420654,
|
||
|
0.25555548071861267,
|
||
|
0.727272629737854,
|
||
|
0.7525771856307983,
|
||
|
0.3386242389678955,
|
||
|
0.30051806569099426,
|
||
|
0.41884803771972656,
|
||
|
0.2543858587741852,
|
||
|
0.4871794283390045,
|
||
|
0.728155255317688,
|
||
|
0.46938762068748474,
|
||
|
0.3463686406612396,
|
||
|
0.5799998641014099,
|
||
|
0.5235601663589478,
|
||
|
0.5198236703872681,
|
||
|
0.3487178385257721,
|
||
|
0.48214277625083923,
|
||
|
0.4519229531288147,
|
||
|
0.609625518321991,
|
||
|
0.38341957330703735,
|
||
|
0.3111110329627991,
|
||
|
0.753488302230835,
|
||
|
0.46376800537109375,
|
||
|
0.3783782720565796,
|
||
|
0.3594468832015991,
|
||
|
0.17679551243782043,
|
||
|
0.53465336561203
|
||
|
],
|
||
|
"time": 6.032345250248909,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 173,
|
||
|
"train_loss": 0.007404554635286331,
|
||
|
"val_loss": 2.457808494567871,
|
||
|
"acc": 46.35,
|
||
|
"f1": [
|
||
|
0.7524750828742981,
|
||
|
0.561576247215271,
|
||
|
0.33492809534072876,
|
||
|
0.21857915818691254,
|
||
|
0.2882882058620453,
|
||
|
0.49729716777801514,
|
||
|
0.4230768084526062,
|
||
|
0.46874985098838806,
|
||
|
0.5555554032325745,
|
||
|
0.5786800384521484,
|
||
|
0.35359105467796326,
|
||
|
0.24175815284252167,
|
||
|
0.5024153590202332,
|
||
|
0.3979056477546692,
|
||
|
0.3535352647304535,
|
||
|
0.39999985694885254,
|
||
|
0.5053762197494507,
|
||
|
0.6467660069465637,
|
||
|
0.3152708411216736,
|
||
|
0.35897424817085266,
|
||
|
0.7464112639427185,
|
||
|
0.563380241394043,
|
||
|
0.44808733463287354,
|
||
|
0.6802029013633728,
|
||
|
0.6564101576805115,
|
||
|
0.35294109582901,
|
||
|
0.4020099639892578,
|
||
|
0.2792791724205017,
|
||
|
0.6634145379066467,
|
||
|
0.4338623583316803,
|
||
|
0.49261072278022766,
|
||
|
0.4226802885532379,
|
||
|
0.36633655428886414,
|
||
|
0.43564343452453613,
|
||
|
0.41884803771972656,
|
||
|
0.26315784454345703,
|
||
|
0.4431816637516022,
|
||
|
0.3551400303840637,
|
||
|
0.32456132769584656,
|
||
|
0.6701029539108276,
|
||
|
0.39999985694885254,
|
||
|
0.6736840605735779,
|
||
|
0.35748788714408875,
|
||
|
0.42708319425582886,
|
||
|
0.23636355996131897,
|
||
|
0.3083699643611908,
|
||
|
0.30208322405815125,
|
||
|
0.5784311890602112,
|
||
|
0.6915886998176575,
|
||
|
0.5899998545646667,
|
||
|
0.33333322405815125,
|
||
|
0.4307691156864166,
|
||
|
0.5849055051803589,
|
||
|
0.6515835523605347,
|
||
|
0.4795917272567749,
|
||
|
0.13541659712791443,
|
||
|
0.7216493487358093,
|
||
|
0.5053762197494507,
|
||
|
0.5863873362541199,
|
||
|
0.47393354773521423,
|
||
|
0.8309177160263062,
|
||
|
0.5670101642608643,
|
||
|
0.528846025466919,
|
||
|
0.42051267623901367,
|
||
|
0.25233638286590576,
|
||
|
0.1639343500137329,
|
||
|
0.34343424439430237,
|
||
|
0.4269661605358124,
|
||
|
0.7839194536209106,
|
||
|
0.6699027419090271,
|
||
|
0.4593299925327301,
|
||
|
0.6542055010795593,
|
||
|
0.1657457947731018,
|
||
|
0.3384614586830139,
|
||
|
0.24999991059303284,
|
||
|
0.7244896292686462,
|
||
|
0.7564765214920044,
|
||
|
0.36649200320243835,
|
||
|
0.306122362613678,
|
||
|
0.4262293577194214,
|
||
|
0.2521738111972809,
|
||
|
0.48908287286758423,
|
||
|
0.7246376276016235,
|
||
|
0.4834122061729431,
|
||
|
0.3351954519748688,
|
||
|
0.5846152901649475,
|
||
|
0.5306121110916138,
|
||
|
0.511415421962738,
|
||
|
0.3804876506328583,
|
||
|
0.4818180501461029,
|
||
|
0.4541061818599701,
|
||
|
0.6195651292800903,
|
||
|
0.3370785713195801,
|
||
|
0.3076922297477722,
|
||
|
0.7522933483123779,
|
||
|
0.46153831481933594,
|
||
|
0.38251355290412903,
|
||
|
0.3584904372692108,
|
||
|
0.18279562890529633,
|
||
|
0.5416665077209473
|
||
|
],
|
||
|
"time": 6.1170940808951855,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 174,
|
||
|
"train_loss": 0.004349079914391041,
|
||
|
"val_loss": 2.286323308944702,
|
||
|
"acc": 46.19,
|
||
|
"f1": [
|
||
|
0.7715734243392944,
|
||
|
0.5658535361289978,
|
||
|
0.32075464725494385,
|
||
|
0.2065216600894928,
|
||
|
0.28440356254577637,
|
||
|
0.49729716777801514,
|
||
|
0.4313724637031555,
|
||
|
0.45833322405815125,
|
||
|
0.5510202646255493,
|
||
|
0.5901637673377991,
|
||
|
0.35955044627189636,
|
||
|
0.24864855408668518,
|
||
|
0.48803818225860596,
|
||
|
0.39603951573371887,
|
||
|
0.35416656732559204,
|
||
|
0.38502663373947144,
|
||
|
0.4999998211860657,
|
||
|
0.622641384601593,
|
||
|
0.336633563041687,
|
||
|
0.3487178385257721,
|
||
|
0.7439612150192261,
|
||
|
0.5545453429222107,
|
||
|
0.4632767140865326,
|
||
|
0.669999897480011,
|
||
|
0.6632652282714844,
|
||
|
0.36633655428886414,
|
||
|
0.4041449725627899,
|
||
|
0.28571417927742004,
|
||
|
0.653658390045166,
|
||
|
0.4408600926399231,
|
||
|
0.49019595980644226,
|
||
|
0.41176459193229675,
|
||
|
0.35051536560058594,
|
||
|
0.4292682111263275,
|
||
|
0.42051267623901367,
|
||
|
0.25116273760795593,
|
||
|
0.43181803822517395,
|
||
|
0.3699999153614044,
|
||
|
0.3211008310317993,
|
||
|
0.6497460603713989,
|
||
|
0.38775497674942017,
|
||
|
0.6770831346511841,
|
||
|
0.35294109582901,
|
||
|
0.4226802885532379,
|
||
|
0.22935770452022552,
|
||
|
0.29694315791130066,
|
||
|
0.30208322405815125,
|
||
|
0.5728154182434082,
|
||
|
0.6820275187492371,
|
||
|
0.5619046092033386,
|
||
|
0.33492809534072876,
|
||
|
0.4257424473762512,
|
||
|
0.579439103603363,
|
||
|
0.6697673201560974,
|
||
|
0.48205116391181946,
|
||
|
0.1407034695148468,
|
||
|
0.7142855525016785,
|
||
|
0.5157893896102905,
|
||
|
0.5760868191719055,
|
||
|
0.47222211956977844,
|
||
|
0.8349512815475464,
|
||
|
0.572916567325592,
|
||
|
0.5339804887771606,
|
||
|
0.4183672070503235,
|
||
|
0.24271836876869202,
|
||
|
0.1748633086681366,
|
||
|
0.3402060866355896,
|
||
|
0.4269661605358124,
|
||
|
0.7922703623771667,
|
||
|
0.6798028349876404,
|
||
|
0.46445485949516296,
|
||
|
0.6542055010795593,
|
||
|
0.16999994218349457,
|
||
|
0.3419688045978546,
|
||
|
0.239999920129776,
|
||
|
0.727272629737854,
|
||
|
0.7513225674629211,
|
||
|
0.3440859317779541,
|
||
|
0.30150744318962097,
|
||
|
0.4301074147224426,
|
||
|
0.26008957624435425,
|
||
|
0.49565204977989197,
|
||
|
0.7317072153091431,
|
||
|
0.4827585518360138,
|
||
|
0.348314493894577,
|
||
|
0.582914412021637,
|
||
|
0.5240640044212341,
|
||
|
0.5244443416595459,
|
||
|
0.3707316219806671,
|
||
|
0.46491214632987976,
|
||
|
0.44976064562797546,
|
||
|
0.6010361909866333,
|
||
|
0.36065563559532166,
|
||
|
0.2887699604034424,
|
||
|
0.7441859841346741,
|
||
|
0.4622640609741211,
|
||
|
0.3675675094127655,
|
||
|
0.362790584564209,
|
||
|
0.1675977110862732,
|
||
|
0.5247523188591003
|
||
|
],
|
||
|
"time": 6.018265455029905,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 175,
|
||
|
"train_loss": 0.004871622659265995,
|
||
|
"val_loss": 2.270420789718628,
|
||
|
"acc": 46.12,
|
||
|
"f1": [
|
||
|
0.7450978755950928,
|
||
|
0.5507245063781738,
|
||
|
0.3301886022090912,
|
||
|
0.19101116061210632,
|
||
|
0.28019312024116516,
|
||
|
0.505154550075531,
|
||
|
0.43564343452453613,
|
||
|
0.45685264468193054,
|
||
|
0.542713463306427,
|
||
|
0.5786800384521484,
|
||
|
0.3555554449558258,
|
||
|
0.23863628506660461,
|
||
|
0.4951455295085907,
|
||
|
0.3979056477546692,
|
||
|
0.35602086782455444,
|
||
|
0.38144323229789734,
|
||
|
0.48936155438423157,
|
||
|
0.6255922317504883,
|
||
|
0.3184078335762024,
|
||
|
0.345177561044693,
|
||
|
0.742857038974762,
|
||
|
0.5714284181594849,
|
||
|
0.4606740176677704,
|
||
|
0.6565654873847961,
|
||
|
0.6666665077209473,
|
||
|
0.34343424439430237,
|
||
|
0.3979056477546692,
|
||
|
0.2870812714099884,
|
||
|
0.6570047736167908,
|
||
|
0.4432430863380432,
|
||
|
0.4905658960342407,
|
||
|
0.4019606411457062,
|
||
|
0.3699999153614044,
|
||
|
0.436893105506897,
|
||
|
0.39153432846069336,
|
||
|
0.2555064857006073,
|
||
|
0.44067782163619995,
|
||
|
0.3627450466156006,
|
||
|
0.32579174637794495,
|
||
|
0.6666665077209473,
|
||
|
0.38578668236732483,
|
||
|
0.683937668800354,
|
||
|
0.35121941566467285,
|
||
|
0.43749991059303284,
|
||
|
0.23809516429901123,
|
||
|
0.2895926535129547,
|
||
|
0.29896897077560425,
|
||
|
0.5728154182434082,
|
||
|
0.688372015953064,
|
||
|
0.5741626024246216,
|
||
|
0.33333322405815125,
|
||
|
0.42639580368995667,
|
||
|
0.5756096839904785,
|
||
|
0.6486485004425049,
|
||
|
0.4949493706226349,
|
||
|
0.13402055203914642,
|
||
|
0.7070705890655518,
|
||
|
0.5257730484008789,
|
||
|
0.57297283411026,
|
||
|
0.4744184911251068,
|
||
|
0.8269229531288147,
|
||
|
0.5699480772018433,
|
||
|
0.5365853309631348,
|
||
|
0.41176459193229675,
|
||
|
0.24271836876869202,
|
||
|
0.1748633086681366,
|
||
|
0.3367346227169037,
|
||
|
0.42857128381729126,
|
||
|
0.7902437448501587,
|
||
|
0.6731706857681274,
|
||
|
0.45544540882110596,
|
||
|
0.6481480002403259,
|
||
|
0.17801040410995483,
|
||
|
0.345177561044693,
|
||
|
0.239999920129776,
|
||
|
0.729999840259552,
|
||
|
0.7373736500740051,
|
||
|
0.3478259742259979,
|
||
|
0.31067952513694763,
|
||
|
0.43333321809768677,
|
||
|
0.23728807270526886,
|
||
|
0.49999988079071045,
|
||
|
0.7109003663063049,
|
||
|
0.47368407249450684,
|
||
|
0.3351954519748688,
|
||
|
0.5918366312980652,
|
||
|
0.5128204226493835,
|
||
|
0.5112106204032898,
|
||
|
0.3723403513431549,
|
||
|
0.47787603735923767,
|
||
|
0.4630540609359741,
|
||
|
0.5979380011558533,
|
||
|
0.3169397711753845,
|
||
|
0.2983424663543701,
|
||
|
0.7557602524757385,
|
||
|
0.4688993990421295,
|
||
|
0.3934425115585327,
|
||
|
0.3454544246196747,
|
||
|
0.1612902730703354,
|
||
|
0.539215624332428
|
||
|
],
|
||
|
"time": 6.205817382782698,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 176,
|
||
|
"train_loss": 0.00519599299877882,
|
||
|
"val_loss": 2.5235087871551514,
|
||
|
"acc": 46.13,
|
||
|
"f1": [
|
||
|
0.7524750828742981,
|
||
|
0.5699998736381531,
|
||
|
0.3133639991283417,
|
||
|
0.2099446803331375,
|
||
|
0.27649760246276855,
|
||
|
0.49484527111053467,
|
||
|
0.4292682111263275,
|
||
|
0.47120407223701477,
|
||
|
0.5408161878585815,
|
||
|
0.5803107619285583,
|
||
|
0.3666665554046631,
|
||
|
0.23204411566257477,
|
||
|
0.4927534759044647,
|
||
|
0.38834938406944275,
|
||
|
0.35532984137535095,
|
||
|
0.38918909430503845,
|
||
|
0.4972374439239502,
|
||
|
0.6464645266532898,
|
||
|
0.3265305161476135,
|
||
|
0.35532984137535095,
|
||
|
0.7499997615814209,
|
||
|
0.5520360469818115,
|
||
|
0.45054933428764343,
|
||
|
0.6700506210327148,
|
||
|
0.6562498807907104,
|
||
|
0.3636362850666046,
|
||
|
0.40217384696006775,
|
||
|
0.264317125082016,
|
||
|
0.6568626165390015,
|
||
|
0.4408600926399231,
|
||
|
0.4748857021331787,
|
||
|
0.4162435233592987,
|
||
|
0.38144323229789734,
|
||
|
0.43902426958084106,
|
||
|
0.4210525155067444,
|
||
|
0.26008957624435425,
|
||
|
0.45054933428764343,
|
||
|
0.3636362552642822,
|
||
|
0.3376622498035431,
|
||
|
0.6368157267570496,
|
||
|
0.38578668236732483,
|
||
|
0.6871793866157532,
|
||
|
0.3592231869697571,
|
||
|
0.4226802885532379,
|
||
|
0.22748807072639465,
|
||
|
0.29464277625083923,
|
||
|
0.30366483330726624,
|
||
|
0.5673075914382935,
|
||
|
0.6851851344108582,
|
||
|
0.568720281124115,
|
||
|
0.32558128237724304,
|
||
|
0.419999897480011,
|
||
|
0.5658535361289978,
|
||
|
0.6605502963066101,
|
||
|
0.47236168384552,
|
||
|
0.13402055203914642,
|
||
|
0.7005074620246887,
|
||
|
0.5133689045906067,
|
||
|
0.5743588209152222,
|
||
|
0.4744184911251068,
|
||
|
0.8212559223175049,
|
||
|
0.5699480772018433,
|
||
|
0.520408034324646,
|
||
|
0.43979042768478394,
|
||
|
0.23529402911663055,
|
||
|
0.1694914698600769,
|
||
|
0.3384614586830139,
|
||
|
0.4108106791973114,
|
||
|
0.7899998426437378,
|
||
|
0.6798028349876404,
|
||
|
0.45714277029037476,
|
||
|
0.6513760089874268,
|
||
|
0.18181811273097992,
|
||
|
0.3265305161476135,
|
||
|
0.2598869204521179,
|
||
|
0.729999840259552,
|
||
|
0.7564765214920044,
|
||
|
0.3351350426673889,
|
||
|
0.3267325758934021,
|
||
|
0.42162150144577026,
|
||
|
0.23111103475093842,
|
||
|
0.4869564175605774,
|
||
|
0.721153736114502,
|
||
|
0.4854367673397064,
|
||
|
0.3351954519748688,
|
||
|
0.5876287817955017,
|
||
|
0.5212765336036682,
|
||
|
0.5205478072166443,
|
||
|
0.3654821515083313,
|
||
|
0.48401811718940735,
|
||
|
0.4487804174423218,
|
||
|
0.613065242767334,
|
||
|
0.3463686406612396,
|
||
|
0.3118278682231903,
|
||
|
0.7592591643333435,
|
||
|
0.46153831481933594,
|
||
|
0.38251355290412903,
|
||
|
0.3454544246196747,
|
||
|
0.180851012468338,
|
||
|
0.5435895919799805
|
||
|
],
|
||
|
"time": 6.103873072192073,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 177,
|
||
|
"train_loss": 0.004524855874478817,
|
||
|
"val_loss": 2.5258123874664307,
|
||
|
"acc": 46.27,
|
||
|
"f1": [
|
||
|
0.7562187314033508,
|
||
|
0.5671641230583191,
|
||
|
0.319248765707016,
|
||
|
0.20105813443660736,
|
||
|
0.28310492634773254,
|
||
|
0.4973543584346771,
|
||
|
0.43349742889404297,
|
||
|
0.47368407249450684,
|
||
|
0.5435895919799805,
|
||
|
0.5833332538604736,
|
||
|
0.3626372814178467,
|
||
|
0.24598921835422516,
|
||
|
0.492890864610672,
|
||
|
0.3959389626979828,
|
||
|
0.35897424817085266,
|
||
|
0.3959389626979828,
|
||
|
0.5053762197494507,
|
||
|
0.6599999070167542,
|
||
|
0.3179486393928528,
|
||
|
0.35978829860687256,
|
||
|
0.7464112639427185,
|
||
|
0.5662099123001099,
|
||
|
0.45054933428764343,
|
||
|
0.6734693050384521,
|
||
|
0.6597937345504761,
|
||
|
0.35467973351478577,
|
||
|
0.39999985694885254,
|
||
|
0.275229275226593,
|
||
|
0.6568626165390015,
|
||
|
0.43715834617614746,
|
||
|
0.492890864610672,
|
||
|
0.4083768427371979,
|
||
|
0.3557691276073456,
|
||
|
0.4466018080711365,
|
||
|
0.4041449725627899,
|
||
|
0.24299058318138123,
|
||
|
0.4382021129131317,
|
||
|
0.37864065170288086,
|
||
|
0.3272726535797119,
|
||
|
0.6435642242431641,
|
||
|
0.3959389626979828,
|
||
|
0.683937668800354,
|
||
|
0.3599999248981476,
|
||
|
0.42931926250457764,
|
||
|
0.2347417026758194,
|
||
|
0.3013697862625122,
|
||
|
0.2967032194137573,
|
||
|
0.5673075914382935,
|
||
|
0.6915886998176575,
|
||
|
0.5799998641014099,
|
||
|
0.33816415071487427,
|
||
|
0.4299998879432678,
|
||
|
0.5769229531288147,
|
||
|
0.660633385181427,
|
||
|
0.474226713180542,
|
||
|
0.13265299797058105,
|
||
|
0.7040814757347107,
|
||
|
0.5130888819694519,
|
||
|
0.5894736051559448,
|
||
|
0.4788731336593628,
|
||
|
0.8229663372039795,
|
||
|
0.572916567325592,
|
||
|
0.5123152136802673,
|
||
|
0.4179103374481201,
|
||
|
0.2488478720188141,
|
||
|
0.17021268606185913,
|
||
|
0.33502528071403503,
|
||
|
0.43715834617614746,
|
||
|
0.7804876565933228,
|
||
|
0.6699506640434265,
|
||
|
0.4579438269138336,
|
||
|
0.6698111891746521,
|
||
|
0.16304342448711395,
|
||
|
0.32820504903793335,
|
||
|
0.2558138370513916,
|
||
|
0.7263681292533875,
|
||
|
0.7525771856307983,
|
||
|
0.3510637581348419,
|
||
|
0.30366483330726624,
|
||
|
0.4382021129131317,
|
||
|
0.24999991059303284,
|
||
|
0.4869564175605774,
|
||
|
0.7363182306289673,
|
||
|
0.46728962659835815,
|
||
|
0.3502824008464813,
|
||
|
0.5888323187828064,
|
||
|
0.5151513814926147,
|
||
|
0.5065500736236572,
|
||
|
0.3699999153614044,
|
||
|
0.47321414947509766,
|
||
|
0.4476189613342285,
|
||
|
0.6060605049133301,
|
||
|
0.3459458649158478,
|
||
|
0.29189181327819824,
|
||
|
0.753488302230835,
|
||
|
0.46009382605552673,
|
||
|
0.3798881769180298,
|
||
|
0.3677128851413727,
|
||
|
0.18390797078609467,
|
||
|
0.5373133420944214
|
||
|
],
|
||
|
"time": 6.033647368662059,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 178,
|
||
|
"train_loss": 0.004648068454116583,
|
||
|
"val_loss": 2.3521814346313477,
|
||
|
"acc": 46.1,
|
||
|
"f1": [
|
||
|
0.7708331346511841,
|
||
|
0.561576247215271,
|
||
|
0.32558128237724304,
|
||
|
0.20765019953250885,
|
||
|
0.27555546164512634,
|
||
|
0.49214646220207214,
|
||
|
0.4292682111263275,
|
||
|
0.4615383446216583,
|
||
|
0.5608464479446411,
|
||
|
0.5803107619285583,
|
||
|
0.3625729978084564,
|
||
|
0.2430938482284546,
|
||
|
0.5073169469833374,
|
||
|
0.3999999165534973,
|
||
|
0.345177561044693,
|
||
|
0.3894736170768738,
|
||
|
0.49729716777801514,
|
||
|
0.6467660069465637,
|
||
|
0.32195112109184265,
|
||
|
0.3529410660266876,
|
||
|
0.7393363118171692,
|
||
|
0.562211811542511,
|
||
|
0.45555540919303894,
|
||
|
0.6734693050384521,
|
||
|
0.6497460603713989,
|
||
|
0.3414633274078369,
|
||
|
0.4081631302833557,
|
||
|
0.28571417927742004,
|
||
|
0.6568626165390015,
|
||
|
0.445652037858963,
|
||
|
0.4827585518360138,
|
||
|
0.40404030680656433,
|
||
|
0.37563440203666687,
|
||
|
0.4292682111263275,
|
||
|
0.4041449725627899,
|
||
|
0.26484012603759766,
|
||
|
0.43575406074523926,
|
||
|
0.36633655428886414,
|
||
|
0.3228698670864105,
|
||
|
0.6464645266532898,
|
||
|
0.38541653752326965,
|
||
|
0.6770831346511841,
|
||
|
0.34615373611450195,
|
||
|
0.41884803771972656,
|
||
|
0.23584897816181183,
|
||
|
0.3083699643611908,
|
||
|
0.3043477535247803,
|
||
|
0.5741626024246216,
|
||
|
0.6820275187492371,
|
||
|
0.5728154182434082,
|
||
|
0.32258057594299316,
|
||
|
0.4195120930671692,
|
||
|
0.5769229531288147,
|
||
|
0.660633385181427,
|
||
|
0.4899998903274536,
|
||
|
0.13756607472896576,
|
||
|
0.7106597423553467,
|
||
|
0.5257730484008789,
|
||
|
0.5698922872543335,
|
||
|
0.47169798612594604,
|
||
|
0.8235292434692383,
|
||
|
0.575916051864624,
|
||
|
0.5242717266082764,
|
||
|
0.41346144676208496,
|
||
|
0.24999991059303284,
|
||
|
0.1748633086681366,
|
||
|
0.3384614586830139,
|
||
|
0.4269661605358124,
|
||
|
0.7843136787414551,
|
||
|
0.6766167879104614,
|
||
|
0.4599998891353607,
|
||
|
0.6605502963066101,
|
||
|
0.1612902730703354,
|
||
|
0.3469386696815491,
|
||
|
0.24999991059303284,
|
||
|
0.7208120226860046,
|
||
|
0.7487177848815918,
|
||
|
0.3578946590423584,
|
||
|
0.3147207200527191,
|
||
|
0.41884803771972656,
|
||
|
0.2532750070095062,
|
||
|
0.48034927248954773,
|
||
|
0.7246376276016235,
|
||
|
0.46534639596939087,
|
||
|
0.3370785713195801,
|
||
|
0.5714284777641296,
|
||
|
0.5102038979530334,
|
||
|
0.5198236703872681,
|
||
|
0.36815908551216125,
|
||
|
0.46428558230400085,
|
||
|
0.467661589384079,
|
||
|
0.613756537437439,
|
||
|
0.34920626878738403,
|
||
|
0.2959182858467102,
|
||
|
0.7499998211860657,
|
||
|
0.4579438269138336,
|
||
|
0.36956506967544556,
|
||
|
0.34862375259399414,
|
||
|
0.1704544872045517,
|
||
|
0.53465336561203
|
||
|
],
|
||
|
"time": 6.035438344813883,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 179,
|
||
|
"train_loss": 0.006261586211621761,
|
||
|
"val_loss": 2.4168941974639893,
|
||
|
"acc": 46.08,
|
||
|
"f1": [
|
||
|
0.7537687420845032,
|
||
|
0.5507245063781738,
|
||
|
0.322274774312973,
|
||
|
0.2116401493549347,
|
||
|
0.28846150636672974,
|
||
|
0.4923075735569,
|
||
|
0.4292682111263275,
|
||
|
0.44670039415359497,
|
||
|
0.535353422164917,
|
||
|
0.575916051864624,
|
||
|
0.3626372814178467,
|
||
|
0.2404370754957199,
|
||
|
0.5024153590202332,
|
||
|
0.4041449725627899,
|
||
|
0.35532984137535095,
|
||
|
0.38461530208587646,
|
||
|
0.49729716777801514,
|
||
|
0.6310677528381348,
|
||
|
0.3168315887451172,
|
||
|
0.34042540192604065,
|
||
|
0.7499997615814209,
|
||
|
0.5555554032325745,
|
||
|
0.45054933428764343,
|
||
|
0.6733667254447937,
|
||
|
0.6596857309341431,
|
||
|
0.3557691276073456,
|
||
|
0.41052618622779846,
|
||
|
0.2790696918964386,
|
||
|
0.6538460850715637,
|
||
|
0.43850257992744446,
|
||
|
0.488262802362442,
|
||
|
0.42156851291656494,
|
||
|
0.3699999153614044,
|
||
|
0.4230768084526062,
|
||
|
0.40624988079071045,
|
||
|
0.25116273760795593,
|
||
|
0.45054933428764343,
|
||
|
0.36180898547172546,
|
||
|
0.3119265139102936,
|
||
|
0.6399998664855957,
|
||
|
0.38341957330703735,
|
||
|
0.6806281208992004,
|
||
|
0.33962252736091614,
|
||
|
0.41666656732559204,
|
||
|
0.23041465878486633,
|
||
|
0.2922373414039612,
|
||
|
0.30107519030570984,
|
||
|
0.579439103603363,
|
||
|
0.688372015953064,
|
||
|
0.5728154182434082,
|
||
|
0.3097344636917114,
|
||
|
0.4278606176376343,
|
||
|
0.5728154182434082,
|
||
|
0.6491227149963379,
|
||
|
0.4851484000682831,
|
||
|
0.1368420422077179,
|
||
|
0.7179486155509949,
|
||
|
0.5212765336036682,
|
||
|
0.5820105075836182,
|
||
|
0.4857141971588135,
|
||
|
0.8229663372039795,
|
||
|
0.5684208869934082,
|
||
|
0.5263156890869141,
|
||
|
0.4210525155067444,
|
||
|
0.23584897816181183,
|
||
|
0.1798941045999527,
|
||
|
0.3419688045978546,
|
||
|
0.42162150144577026,
|
||
|
0.7864076495170593,
|
||
|
0.6799998879432678,
|
||
|
0.46231144666671753,
|
||
|
0.6605502963066101,
|
||
|
0.1758241057395935,
|
||
|
0.33333325386047363,
|
||
|
0.22727267444133759,
|
||
|
0.7263681292533875,
|
||
|
0.7448978424072266,
|
||
|
0.3529410660266876,
|
||
|
0.30999991297721863,
|
||
|
0.425531804561615,
|
||
|
0.24999991059303284,
|
||
|
0.49327346682548523,
|
||
|
0.7246376276016235,
|
||
|
0.45833322405815125,
|
||
|
0.3459458649158478,
|
||
|
0.5846152901649475,
|
||
|
0.5154638290405273,
|
||
|
0.517857015132904,
|
||
|
0.367346853017807,
|
||
|
0.4753361940383911,
|
||
|
0.467661589384079,
|
||
|
0.613756537437439,
|
||
|
0.3351350426673889,
|
||
|
0.29189181327819824,
|
||
|
0.7431191205978394,
|
||
|
0.46601933240890503,
|
||
|
0.3763439953327179,
|
||
|
0.36190465092658997,
|
||
|
0.1648350954055786,
|
||
|
0.5507245063781738
|
||
|
],
|
||
|
"time": 6.02544055134058,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 180,
|
||
|
"train_loss": 0.006311038509011269,
|
||
|
"val_loss": 2.451192855834961,
|
||
|
"acc": 46.24,
|
||
|
"f1": [
|
||
|
0.7524750828742981,
|
||
|
0.5686272978782654,
|
||
|
0.3133639991283417,
|
||
|
0.20105813443660736,
|
||
|
0.29665064811706543,
|
||
|
0.486772358417511,
|
||
|
0.4292682111263275,
|
||
|
0.46391740441322327,
|
||
|
0.5583755373954773,
|
||
|
0.5773194432258606,
|
||
|
0.3820223808288574,
|
||
|
0.23204411566257477,
|
||
|
0.5024153590202332,
|
||
|
0.40624988079071045,
|
||
|
0.3523315489292145,
|
||
|
0.3861384987831116,
|
||
|
0.47619032859802246,
|
||
|
0.6502462029457092,
|
||
|
0.31372541189193726,
|
||
|
0.36082467436790466,
|
||
|
0.7378638982772827,
|
||
|
0.5645932555198669,
|
||
|
0.4606740176677704,
|
||
|
0.6598983407020569,
|
||
|
0.6632122993469238,
|
||
|
0.34449753165245056,
|
||
|
0.4042551815509796,
|
||
|
0.2895926535129547,
|
||
|
0.6666665077209473,
|
||
|
0.4516127407550812,
|
||
|
0.4927534759044647,
|
||
|
0.41414129734039307,
|
||
|
0.3794870972633362,
|
||
|
0.4433496594429016,
|
||
|
0.41346144676208496,
|
||
|
0.2695651352405548,
|
||
|
0.4530385434627533,
|
||
|
0.35643553733825684,
|
||
|
0.3290042281150818,
|
||
|
0.6532661318778992,
|
||
|
0.38974347710609436,
|
||
|
0.6914892196655273,
|
||
|
0.3478260338306427,
|
||
|
0.43749991059303284,
|
||
|
0.24413138628005981,
|
||
|
0.30701744556427,
|
||
|
0.3068782389163971,
|
||
|
0.5870645046234131,
|
||
|
0.6915886998176575,
|
||
|
0.5673075914382935,
|
||
|
0.3196346163749695,
|
||
|
0.4410255253314972,
|
||
|
0.5904760956764221,
|
||
|
0.6605502963066101,
|
||
|
0.4824119210243225,
|
||
|
0.13197962939739227,
|
||
|
0.7142855525016785,
|
||
|
0.5128204226493835,
|
||
|
0.5851062536239624,
|
||
|
0.4811319410800934,
|
||
|
0.8173075318336487,
|
||
|
0.575916051864624,
|
||
|
0.520408034324646,
|
||
|
0.42708319425582886,
|
||
|
0.24154582619667053,
|
||
|
0.18378373980522156,
|
||
|
0.3402060866355896,
|
||
|
0.4245808720588684,
|
||
|
0.7804876565933228,
|
||
|
0.6764704585075378,
|
||
|
0.4519229531288147,
|
||
|
0.6422017216682434,
|
||
|
0.1789472997188568,
|
||
|
0.3384614586830139,
|
||
|
0.22988496720790863,
|
||
|
0.7263681292533875,
|
||
|
0.7434553503990173,
|
||
|
0.3654821515083313,
|
||
|
0.31088075041770935,
|
||
|
0.425531804561615,
|
||
|
0.251082181930542,
|
||
|
0.4912279546260834,
|
||
|
0.7246376276016235,
|
||
|
0.47474732995033264,
|
||
|
0.36158180236816406,
|
||
|
0.5863873362541199,
|
||
|
0.5235601663589478,
|
||
|
0.5181816816329956,
|
||
|
0.34554967284202576,
|
||
|
0.46696019172668457,
|
||
|
0.4476189613342285,
|
||
|
0.6010927557945251,
|
||
|
0.3260868787765503,
|
||
|
0.29473677277565,
|
||
|
0.7570091485977173,
|
||
|
0.4622640609741211,
|
||
|
0.38674020767211914,
|
||
|
0.36018943786621094,
|
||
|
0.17021268606185913,
|
||
|
0.5454543828964233
|
||
|
],
|
||
|
"time": 5.968602658249438,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 181,
|
||
|
"train_loss": 0.004767586477100849,
|
||
|
"val_loss": 2.3834726810455322,
|
||
|
"acc": 46.09,
|
||
|
"f1": [
|
||
|
0.7653059959411621,
|
||
|
0.5523808598518372,
|
||
|
0.3148147463798523,
|
||
|
0.20430098474025726,
|
||
|
0.27649760246276855,
|
||
|
0.49214646220207214,
|
||
|
0.43216070532798767,
|
||
|
0.46874985098838806,
|
||
|
0.535353422164917,
|
||
|
0.5714284777641296,
|
||
|
0.38251355290412903,
|
||
|
0.2378377616405487,
|
||
|
0.49999988079071045,
|
||
|
0.4081631302833557,
|
||
|
0.3487178385257721,
|
||
|
0.3999999165534973,
|
||
|
0.4945053458213806,
|
||
|
0.6499998569488525,
|
||
|
0.3195875287055969,
|
||
|
0.3523315489292145,
|
||
|
0.7439612150192261,
|
||
|
0.5529952645301819,
|
||
|
0.45555540919303894,
|
||
|
0.666666567325592,
|
||
|
0.6497460603713989,
|
||
|
0.35748788714408875,
|
||
|
0.40641695261001587,
|
||
|
0.2690582275390625,
|
||
|
0.6568626165390015,
|
||
|
0.4338623583316803,
|
||
|
0.488262802362442,
|
||
|
0.4120602011680603,
|
||
|
0.37185919284820557,
|
||
|
0.436893105506897,
|
||
|
0.3979056477546692,
|
||
|
0.25777769088745117,
|
||
|
0.44808733463287354,
|
||
|
0.3592231869697571,
|
||
|
0.33333322405815125,
|
||
|
0.6336632370948792,
|
||
|
0.39378228783607483,
|
||
|
0.6874998807907104,
|
||
|
0.34449753165245056,
|
||
|
0.425531804561615,
|
||
|
0.23255807161331177,
|
||
|
0.30303022265434265,
|
||
|
0.3076922297477722,
|
||
|
0.5769229531288147,
|
||
|
0.6944442987442017,
|
||
|
0.5756096839904785,
|
||
|
0.3286384046077728,
|
||
|
0.4307691156864166,
|
||
|
0.5673075914382935,
|
||
|
0.660633385181427,
|
||
|
0.4780486822128296,
|
||
|
0.12765949964523315,
|
||
|
0.7135677337646484,
|
||
|
0.5130888819694519,
|
||
|
0.5743588209152222,
|
||
|
0.47619035840034485,
|
||
|
0.8137252926826477,
|
||
|
0.5699480772018433,
|
||
|
0.5151513814926147,
|
||
|
0.42857128381729126,
|
||
|
0.24761897325515747,
|
||
|
0.17877088487148285,
|
||
|
0.3402060866355896,
|
||
|
0.4248703718185425,
|
||
|
0.798029363155365,
|
||
|
0.6635069251060486,
|
||
|
0.4466018080711365,
|
||
|
0.642857015132904,
|
||
|
0.15469607710838318,
|
||
|
0.31249991059303284,
|
||
|
0.23863628506660461,
|
||
|
0.7227722406387329,
|
||
|
0.7434553503990173,
|
||
|
0.3314915895462036,
|
||
|
0.3084576427936554,
|
||
|
0.4114284813404083,
|
||
|
0.24242417514324188,
|
||
|
0.4957263767719269,
|
||
|
0.7389161586761475,
|
||
|
0.49765241146087646,
|
||
|
0.3295453190803528,
|
||
|
0.5858584046363831,
|
||
|
0.5157893896102905,
|
||
|
0.5267855525016785,
|
||
|
0.3487178385257721,
|
||
|
0.47747737169265747,
|
||
|
0.4541061818599701,
|
||
|
0.6113988757133484,
|
||
|
0.33918121457099915,
|
||
|
0.29319363832473755,
|
||
|
0.7499998211860657,
|
||
|
0.4593299925327301,
|
||
|
0.3736262619495392,
|
||
|
0.362790584564209,
|
||
|
0.188888818025589,
|
||
|
0.5482232570648193
|
||
|
],
|
||
|
"time": 5.893180356360972,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 182,
|
||
|
"train_loss": 0.0045889001339674,
|
||
|
"val_loss": 2.343844175338745,
|
||
|
"acc": 45.97,
|
||
|
"f1": [
|
||
|
0.7575755715370178,
|
||
|
0.5550238490104675,
|
||
|
0.30909082293510437,
|
||
|
0.21468918025493622,
|
||
|
0.2935778796672821,
|
||
|
0.48484835028648376,
|
||
|
0.4230768084526062,
|
||
|
0.46391740441322327,
|
||
|
0.5492226481437683,
|
||
|
0.5641024112701416,
|
||
|
0.3798881769180298,
|
||
|
0.23076915740966797,
|
||
|
0.5024153590202332,
|
||
|
0.390243798494339,
|
||
|
0.35978829860687256,
|
||
|
0.38341957330703735,
|
||
|
0.49999988079071045,
|
||
|
0.6435642242431641,
|
||
|
0.3152708411216736,
|
||
|
0.33684200048446655,
|
||
|
0.7499997615814209,
|
||
|
0.5645932555198669,
|
||
|
0.4632767140865326,
|
||
|
0.6733667254447937,
|
||
|
0.649484395980835,
|
||
|
0.33333322405815125,
|
||
|
0.4232803285121918,
|
||
|
0.2790696918964386,
|
||
|
0.6442306041717529,
|
||
|
0.4361701011657715,
|
||
|
0.492890864610672,
|
||
|
0.4162435233592987,
|
||
|
0.3711339235305786,
|
||
|
0.4380951225757599,
|
||
|
0.4083768427371979,
|
||
|
0.25688064098358154,
|
||
|
0.4530385434627533,
|
||
|
0.3540668785572052,
|
||
|
0.31050220131874084,
|
||
|
0.62135910987854,
|
||
|
0.37563440203666687,
|
||
|
0.6806281208992004,
|
||
|
0.34615373611450195,
|
||
|
0.43850257992744446,
|
||
|
0.23364479839801788,
|
||
|
0.2935778796672821,
|
||
|
0.3135133981704712,
|
||
|
0.5645932555198669,
|
||
|
0.688372015953064,
|
||
|
0.5645932555198669,
|
||
|
0.3286384046077728,
|
||
|
0.44444429874420166,
|
||
|
0.5631066560745239,
|
||
|
0.6431716680526733,
|
||
|
0.48039206862449646,
|
||
|
0.1368420422077179,
|
||
|
0.7106597423553467,
|
||
|
0.5252523422241211,
|
||
|
0.5699480772018433,
|
||
|
0.47004595398902893,
|
||
|
0.8212559223175049,
|
||
|
0.5699480772018433,
|
||
|
0.5199998617172241,
|
||
|
0.42857128381729126,
|
||
|
0.25233638286590576,
|
||
|
0.179775208234787,
|
||
|
0.3419688045978546,
|
||
|
0.42931926250457764,
|
||
|
0.7881771922111511,
|
||
|
0.6731706857681274,
|
||
|
0.45226117968559265,
|
||
|
0.6545453667640686,
|
||
|
0.1657457947731018,
|
||
|
0.3179486393928528,
|
||
|
0.2312137931585312,
|
||
|
0.7373736500740051,
|
||
|
0.742267906665802,
|
||
|
0.3711339235305786,
|
||
|
0.30456843972206116,
|
||
|
0.41711217164993286,
|
||
|
0.23529402911663055,
|
||
|
0.4690264165401459,
|
||
|
0.7177032232284546,
|
||
|
0.46632111072540283,
|
||
|
0.33333322405815125,
|
||
|
0.5789472460746765,
|
||
|
0.5128204226493835,
|
||
|
0.5244443416595459,
|
||
|
0.3636362850666046,
|
||
|
0.4690264165401459,
|
||
|
0.4454975128173828,
|
||
|
0.5937498807907104,
|
||
|
0.33333322405815125,
|
||
|
0.29896897077560425,
|
||
|
0.753488302230835,
|
||
|
0.45714277029037476,
|
||
|
0.37158459424972534,
|
||
|
0.3551400303840637,
|
||
|
0.18279562890529633,
|
||
|
0.535353422164917
|
||
|
],
|
||
|
"time": 6.000166727229953,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 183,
|
||
|
"train_loss": 0.004679665435105562,
|
||
|
"val_loss": 2.361024856567383,
|
||
|
"acc": 46.17,
|
||
|
"f1": [
|
||
|
0.7537687420845032,
|
||
|
0.5420559644699097,
|
||
|
0.3348415493965149,
|
||
|
0.20765019953250885,
|
||
|
0.2870369255542755,
|
||
|
0.49214646220207214,
|
||
|
0.43269219994544983,
|
||
|
0.45918354392051697,
|
||
|
0.5549736618995667,
|
||
|
0.5757573843002319,
|
||
|
0.36470577120780945,
|
||
|
0.23204411566257477,
|
||
|
0.5048542022705078,
|
||
|
0.38144323229789734,
|
||
|
0.35714274644851685,
|
||
|
0.4108106791973114,
|
||
|
0.49999988079071045,
|
||
|
0.6341462135314941,
|
||
|
0.32352936267852783,
|
||
|
0.3315507173538208,
|
||
|
0.7439612150192261,
|
||
|
0.5660375952720642,
|
||
|
0.4530385434627533,
|
||
|
0.6799998879432678,
|
||
|
0.649484395980835,
|
||
|
0.34615373611450195,
|
||
|
0.4148934781551361,
|
||
|
0.2792791724205017,
|
||
|
0.6601940989494324,
|
||
|
0.4408600926399231,
|
||
|
0.49999988079071045,
|
||
|
0.39795905351638794,
|
||
|
0.37305691838264465,
|
||
|
0.434782475233078,
|
||
|
0.4145076870918274,
|
||
|
0.24761897325515747,
|
||
|
0.4469272196292877,
|
||
|
0.34615373611450195,
|
||
|
0.3318384885787964,
|
||
|
0.6530610918998718,
|
||
|
0.3917524814605713,
|
||
|
0.680412232875824,
|
||
|
0.34615373611450195,
|
||
|
0.4248703718185425,
|
||
|
0.2347417026758194,
|
||
|
0.30046939849853516,
|
||
|
0.3111110329627991,
|
||
|
0.5673075914382935,
|
||
|
0.6981130838394165,
|
||
|
0.5756096839904785,
|
||
|
0.33027511835098267,
|
||
|
0.43298953771591187,
|
||
|
0.568720281124115,
|
||
|
0.6515835523605347,
|
||
|
0.4729062616825104,
|
||
|
0.14285708963871002,
|
||
|
0.7208120226860046,
|
||
|
0.5125626921653748,
|
||
|
0.5775399804115295,
|
||
|
0.47393354773521423,
|
||
|
0.8269229531288147,
|
||
|
0.5773194432258606,
|
||
|
0.5170730352401733,
|
||
|
0.419999897480011,
|
||
|
0.24413138628005981,
|
||
|
0.17679551243782043,
|
||
|
0.3367346227169037,
|
||
|
0.423912912607193,
|
||
|
0.7843136787414551,
|
||
|
0.6699027419090271,
|
||
|
0.45631060004234314,
|
||
|
0.6451612114906311,
|
||
|
0.17801040410995483,
|
||
|
0.32124343514442444,
|
||
|
0.26086944341659546,
|
||
|
0.7263681292533875,
|
||
|
0.7525771856307983,
|
||
|
0.3523315489292145,
|
||
|
0.3147207200527191,
|
||
|
0.43850257992744446,
|
||
|
0.24324318766593933,
|
||
|
0.47963786125183105,
|
||
|
0.7177032232284546,
|
||
|
0.46938762068748474,
|
||
|
0.33918121457099915,
|
||
|
0.5870645046234131,
|
||
|
0.5257730484008789,
|
||
|
0.5225224494934082,
|
||
|
0.35643553733825684,
|
||
|
0.4705880880355835,
|
||
|
0.4519229531288147,
|
||
|
0.6051281094551086,
|
||
|
0.3478259742259979,
|
||
|
0.30526304244995117,
|
||
|
0.7499998211860657,
|
||
|
0.46601933240890503,
|
||
|
0.36559128761291504,
|
||
|
0.36792439222335815,
|
||
|
0.16666661202907562,
|
||
|
0.5314008593559265
|
||
|
],
|
||
|
"time": 5.861874868161976,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 184,
|
||
|
"train_loss": 0.004772964399307966,
|
||
|
"val_loss": 2.5221168994903564,
|
||
|
"acc": 46.3,
|
||
|
"f1": [
|
||
|
0.7462685704231262,
|
||
|
0.5631066560745239,
|
||
|
0.3119265139102936,
|
||
|
0.2021275758743286,
|
||
|
0.28440356254577637,
|
||
|
0.5027320981025696,
|
||
|
0.42512065172195435,
|
||
|
0.46391740441322327,
|
||
|
0.5583755373954773,
|
||
|
0.5851062536239624,
|
||
|
0.3583814203739166,
|
||
|
0.24210518598556519,
|
||
|
0.49999988079071045,
|
||
|
0.37373724579811096,
|
||
|
0.3523315489292145,
|
||
|
0.38709667325019836,
|
||
|
0.4918031394481659,
|
||
|
0.6532661318778992,
|
||
|
0.3299999237060547,
|
||
|
0.35051536560058594,
|
||
|
0.7439612150192261,
|
||
|
0.5560536980628967,
|
||
|
0.45555540919303894,
|
||
|
0.669999897480011,
|
||
|
0.6596857309341431,
|
||
|
0.35467973351478577,
|
||
|
0.4145076870918274,
|
||
|
0.28054288029670715,
|
||
|
0.6538460850715637,
|
||
|
0.4408600926399231,
|
||
|
0.4854367673397064,
|
||
|
0.39603951573371887,
|
||
|
0.36815908551216125,
|
||
|
0.4271843731403351,
|
||
|
0.4102562665939331,
|
||
|
0.24999991059303284,
|
||
|
0.45810040831565857,
|
||
|
0.372548907995224,
|
||
|
0.33333322405815125,
|
||
|
0.6435642242431641,
|
||
|
0.38502663373947144,
|
||
|
0.6770831346511841,
|
||
|
0.3592231869697571,
|
||
|
0.4299998879432678,
|
||
|
0.23744283616542816,
|
||
|
0.31050220131874084,
|
||
|
0.3043477535247803,
|
||
|
0.5700481534004211,
|
||
|
0.6981130838394165,
|
||
|
0.5728154182434082,
|
||
|
0.3365383446216583,
|
||
|
0.44444429874420166,
|
||
|
0.5784311890602112,
|
||
|
0.657534122467041,
|
||
|
0.4897957742214203,
|
||
|
0.13978487253189087,
|
||
|
0.7179486155509949,
|
||
|
0.5108694434165955,
|
||
|
0.575916051864624,
|
||
|
0.4657532870769501,
|
||
|
0.8269229531288147,
|
||
|
0.5670101642608643,
|
||
|
0.5221673846244812,
|
||
|
0.43216070532798767,
|
||
|
0.2545453906059265,
|
||
|
0.1868131160736084,
|
||
|
0.34343424439430237,
|
||
|
0.446808397769928,
|
||
|
0.7902437448501587,
|
||
|
0.6699506640434265,
|
||
|
0.46728962659835815,
|
||
|
0.6604650020599365,
|
||
|
0.18079088628292084,
|
||
|
0.3157893717288971,
|
||
|
0.25555548071861267,
|
||
|
0.7373736500740051,
|
||
|
0.7487177848815918,
|
||
|
0.327868789434433,
|
||
|
0.30150744318962097,
|
||
|
0.44444429874420166,
|
||
|
0.251082181930542,
|
||
|
0.4871794283390045,
|
||
|
0.7142855525016785,
|
||
|
0.46938762068748474,
|
||
|
0.3522725999355316,
|
||
|
0.5948716402053833,
|
||
|
0.520408034324646,
|
||
|
0.5291478633880615,
|
||
|
0.36893191933631897,
|
||
|
0.4799998998641968,
|
||
|
0.4476189613342285,
|
||
|
0.6162160634994507,
|
||
|
0.3529410660266876,
|
||
|
0.2901553809642792,
|
||
|
0.7452828288078308,
|
||
|
0.4705880880355835,
|
||
|
0.3763439953327179,
|
||
|
0.3703702688217163,
|
||
|
0.1748633086681366,
|
||
|
0.5454543828964233
|
||
|
],
|
||
|
"time": 6.186301927082241,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 185,
|
||
|
"train_loss": 0.00449797697365284,
|
||
|
"val_loss": 2.455749750137329,
|
||
|
"acc": 46.11,
|
||
|
"f1": [
|
||
|
0.7342994213104248,
|
||
|
0.5588234066963196,
|
||
|
0.3148147463798523,
|
||
|
0.2094240039587021,
|
||
|
0.28846150636672974,
|
||
|
0.49999988079071045,
|
||
|
0.4230768084526062,
|
||
|
0.47120407223701477,
|
||
|
0.5608464479446411,
|
||
|
0.5670101642608643,
|
||
|
0.3522725999355316,
|
||
|
0.2433861643075943,
|
||
|
0.4975123405456543,
|
||
|
0.378109335899353,
|
||
|
0.3469386696815491,
|
||
|
0.3809523284435272,
|
||
|
0.48387083411216736,
|
||
|
0.6532661318778992,
|
||
|
0.3184078335762024,
|
||
|
0.3482586145401001,
|
||
|
0.747572660446167,
|
||
|
0.5511109828948975,
|
||
|
0.4606740176677704,
|
||
|
0.6633164882659912,
|
||
|
0.6564101576805115,
|
||
|
0.36180898547172546,
|
||
|
0.3957218527793884,
|
||
|
0.278026819229126,
|
||
|
0.657142698764801,
|
||
|
0.4408600926399231,
|
||
|
0.4857141971588135,
|
||
|
0.4162435233592987,
|
||
|
0.3609755337238312,
|
||
|
0.4292682111263275,
|
||
|
0.40641695261001587,
|
||
|
0.2545453906059265,
|
||
|
0.43575406074523926,
|
||
|
0.3636362552642822,
|
||
|
0.31818172335624695,
|
||
|
0.6467660069465637,
|
||
|
0.37894728779792786,
|
||
|
0.6769229769706726,
|
||
|
0.3478260338306427,
|
||
|
0.4162435233592987,
|
||
|
0.2347417026758194,
|
||
|
0.31249991059303284,
|
||
|
0.2983424663543701,
|
||
|
0.5728154182434082,
|
||
|
0.6759257912635803,
|
||
|
0.5700481534004211,
|
||
|
0.33333322405815125,
|
||
|
0.4179103374481201,
|
||
|
0.5943394899368286,
|
||
|
0.6488887667655945,
|
||
|
0.4899998903274536,
|
||
|
0.1450776606798172,
|
||
|
0.7142855525016785,
|
||
|
0.4950493574142456,
|
||
|
0.5863873362541199,
|
||
|
0.47004595398902893,
|
||
|
0.8309177160263062,
|
||
|
0.572916567325592,
|
||
|
0.5314008593559265,
|
||
|
0.4278606176376343,
|
||
|
0.24999991059303284,
|
||
|
0.1694914698600769,
|
||
|
0.3402060866355896,
|
||
|
0.423912912607193,
|
||
|
0.7881771922111511,
|
||
|
0.669999897480011,
|
||
|
0.44444435834884644,
|
||
|
0.6511626243591309,
|
||
|
0.17112290859222412,
|
||
|
0.32124343514442444,
|
||
|
0.26086944341659546,
|
||
|
0.729999840259552,
|
||
|
0.7448978424072266,
|
||
|
0.36269423365592957,
|
||
|
0.3101603388786316,
|
||
|
0.41573023796081543,
|
||
|
0.24999991059303284,
|
||
|
0.46428558230400085,
|
||
|
0.7317072153091431,
|
||
|
0.46829259395599365,
|
||
|
0.3502824008464813,
|
||
|
0.5948716402053833,
|
||
|
0.5312498211860657,
|
||
|
0.5132741928100586,
|
||
|
0.36269423365592957,
|
||
|
0.488262802362442,
|
||
|
0.44339612126350403,
|
||
|
0.6041665077209473,
|
||
|
0.3523315489292145,
|
||
|
0.29629620909690857,
|
||
|
0.7557602524757385,
|
||
|
0.4824119210243225,
|
||
|
0.37158459424972534,
|
||
|
0.36190465092658997,
|
||
|
0.18279562890529633,
|
||
|
0.5583755373954773
|
||
|
],
|
||
|
"time": 6.42112762760371,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 186,
|
||
|
"train_loss": 0.005620810203254223,
|
||
|
"val_loss": 2.523629903793335,
|
||
|
"acc": 46.12,
|
||
|
"f1": [
|
||
|
0.742574155330658,
|
||
|
0.5673075914382935,
|
||
|
0.3148147463798523,
|
||
|
0.2127658873796463,
|
||
|
0.2816900908946991,
|
||
|
0.4973543584346771,
|
||
|
0.4313724637031555,
|
||
|
0.46391740441322327,
|
||
|
0.5578945875167847,
|
||
|
0.5773194432258606,
|
||
|
0.3563217520713806,
|
||
|
0.23913034796714783,
|
||
|
0.4854367673397064,
|
||
|
0.39603951573371887,
|
||
|
0.35714274644851685,
|
||
|
0.38709667325019836,
|
||
|
0.4946235418319702,
|
||
|
0.6376810669898987,
|
||
|
0.31730762124061584,
|
||
|
0.345177561044693,
|
||
|
0.7499997615814209,
|
||
|
0.5570775270462036,
|
||
|
0.4632767140865326,
|
||
|
0.6766167879104614,
|
||
|
0.6461536884307861,
|
||
|
0.3599999248981476,
|
||
|
0.40624988079071045,
|
||
|
0.275229275226593,
|
||
|
0.6601940989494324,
|
||
|
0.4408600926399231,
|
||
|
0.49019595980644226,
|
||
|
0.3939392864704132,
|
||
|
0.35643553733825684,
|
||
|
0.4292682111263275,
|
||
|
0.4021162986755371,
|
||
|
0.26244333386421204,
|
||
|
0.4293783903121948,
|
||
|
0.36714968085289,
|
||
|
0.3196346163749695,
|
||
|
0.6464645266532898,
|
||
|
0.37499991059303284,
|
||
|
0.6769229769706726,
|
||
|
0.35121941566467285,
|
||
|
0.4361701011657715,
|
||
|
0.23584897816181183,
|
||
|
0.30630621314048767,
|
||
|
0.30939218401908875,
|
||
|
0.5700481534004211,
|
||
|
0.6981130838394165,
|
||
|
0.5645932555198669,
|
||
|
0.3271027207374573,
|
||
|
0.41176459193229675,
|
||
|
0.5809522867202759,
|
||
|
0.6491227149963379,
|
||
|
0.4729062616825104,
|
||
|
0.14659680426120758,
|
||
|
0.711340069770813,
|
||
|
0.5212765336036682,
|
||
|
0.5906734466552734,
|
||
|
0.4744184911251068,
|
||
|
0.8309177160263062,
|
||
|
0.5670101642608643,
|
||
|
0.5170730352401733,
|
||
|
0.419999897480011,
|
||
|
0.2403845638036728,
|
||
|
0.17679551243782043,
|
||
|
0.33502528071403503,
|
||
|
0.4293783903121948,
|
||
|
0.7881771922111511,
|
||
|
0.6699506640434265,
|
||
|
0.44976064562797546,
|
||
|
0.6481480002403259,
|
||
|
0.16494840383529663,
|
||
|
0.3316061198711395,
|
||
|
0.2444443702697754,
|
||
|
0.7336682677268982,
|
||
|
0.7411166429519653,
|
||
|
0.35675665736198425,
|
||
|
0.3147207200527191,
|
||
|
0.41935470700263977,
|
||
|
0.24299058318138123,
|
||
|
0.4753361940383911,
|
||
|
0.7177032232284546,
|
||
|
0.45226117968559265,
|
||
|
0.3522725999355316,
|
||
|
0.5918366312980652,
|
||
|
0.5279186367988586,
|
||
|
0.525345504283905,
|
||
|
0.3523315489292145,
|
||
|
0.4684683382511139,
|
||
|
0.4519229531288147,
|
||
|
0.5948716402053833,
|
||
|
0.3578946590423584,
|
||
|
0.31632643938064575,
|
||
|
0.7592591643333435,
|
||
|
0.4688993990421295,
|
||
|
0.36956506967544556,
|
||
|
0.37320560216903687,
|
||
|
0.1777777075767517,
|
||
|
0.5507245063781738
|
||
|
],
|
||
|
"time": 6.45998006593436,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 187,
|
||
|
"train_loss": 0.004422390833497047,
|
||
|
"val_loss": 2.3888213634490967,
|
||
|
"acc": 46.09,
|
||
|
"f1": [
|
||
|
0.7692306637763977,
|
||
|
0.5631066560745239,
|
||
|
0.31775689125061035,
|
||
|
0.22222213447093964,
|
||
|
0.2790696918964386,
|
||
|
0.49214646220207214,
|
||
|
0.43564343452453613,
|
||
|
0.45918354392051697,
|
||
|
0.5373133420944214,
|
||
|
0.5789472460746765,
|
||
|
0.34482747316360474,
|
||
|
0.23529404401779175,
|
||
|
0.4976075291633606,
|
||
|
0.4041449725627899,
|
||
|
0.3495144844055176,
|
||
|
0.39784935116767883,
|
||
|
0.48913031816482544,
|
||
|
0.6502462029457092,
|
||
|
0.29896897077560425,
|
||
|
0.3517586886882782,
|
||
|
0.747572660446167,
|
||
|
0.5454544425010681,
|
||
|
0.445652037858963,
|
||
|
0.6766167879104614,
|
||
|
0.6528496146202087,
|
||
|
0.35643553733825684,
|
||
|
0.4021162986755371,
|
||
|
0.280373752117157,
|
||
|
0.6570047736167908,
|
||
|
0.44210511445999146,
|
||
|
0.4788731336593628,
|
||
|
0.39195966720581055,
|
||
|
0.367346853017807,
|
||
|
0.4230768084526062,
|
||
|
0.4232803285121918,
|
||
|
0.24999991059303284,
|
||
|
0.45054933428764343,
|
||
|
0.3609755337238312,
|
||
|
0.31999990344047546,
|
||
|
0.6530610918998718,
|
||
|
0.3957218527793884,
|
||
|
0.6735749840736389,
|
||
|
0.3394494354724884,
|
||
|
0.4210525155067444,
|
||
|
0.22429899871349335,
|
||
|
0.2935778796672821,
|
||
|
0.3060108423233032,
|
||
|
0.5754715800285339,
|
||
|
0.6912441253662109,
|
||
|
0.5784311890602112,
|
||
|
0.3271027207374573,
|
||
|
0.43749991059303284,
|
||
|
0.5631066560745239,
|
||
|
0.6547083854675293,
|
||
|
0.474226713180542,
|
||
|
0.13043470680713654,
|
||
|
0.7106597423553467,
|
||
|
0.5099998712539673,
|
||
|
0.5851062536239624,
|
||
|
0.4857141971588135,
|
||
|
0.8309177160263062,
|
||
|
0.5612244009971619,
|
||
|
0.5320196151733398,
|
||
|
0.43298953771591187,
|
||
|
0.24761897325515747,
|
||
|
0.18478251993656158,
|
||
|
0.33502528071403503,
|
||
|
0.4226802885532379,
|
||
|
0.7860695123672485,
|
||
|
0.6699027419090271,
|
||
|
0.4495411515235901,
|
||
|
0.6572768688201904,
|
||
|
0.18478251993656158,
|
||
|
0.3157893717288971,
|
||
|
0.22727267444133759,
|
||
|
0.7263681292533875,
|
||
|
0.7499998807907104,
|
||
|
0.3510637581348419,
|
||
|
0.3121950626373291,
|
||
|
0.4210525155067444,
|
||
|
0.24999991059303284,
|
||
|
0.4869564175605774,
|
||
|
0.742574155330658,
|
||
|
0.492890864610672,
|
||
|
0.3563217520713806,
|
||
|
0.5833332538604736,
|
||
|
0.5263156890869141,
|
||
|
0.517857015132904,
|
||
|
0.3315507173538208,
|
||
|
0.47222211956977844,
|
||
|
0.4607841968536377,
|
||
|
0.6073297262191772,
|
||
|
0.37499991059303284,
|
||
|
0.29665064811706543,
|
||
|
0.7499998211860657,
|
||
|
0.4666665494441986,
|
||
|
0.36559128761291504,
|
||
|
0.35643553733825684,
|
||
|
0.17877088487148285,
|
||
|
0.522612988948822
|
||
|
],
|
||
|
"time": 6.680055107921362,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 188,
|
||
|
"train_loss": 0.004375407472252846,
|
||
|
"val_loss": 2.345292329788208,
|
||
|
"acc": 46.13,
|
||
|
"f1": [
|
||
|
0.7450978755950928,
|
||
|
0.5550238490104675,
|
||
|
0.3269230127334595,
|
||
|
0.2054053246974945,
|
||
|
0.29245272278785706,
|
||
|
0.49214646220207214,
|
||
|
0.4271843731403351,
|
||
|
0.47120407223701477,
|
||
|
0.5567008852958679,
|
||
|
0.572916567325592,
|
||
|
0.3636362552642822,
|
||
|
0.23463678359985352,
|
||
|
0.5024153590202332,
|
||
|
0.39195966720581055,
|
||
|
0.34343424439430237,
|
||
|
0.3838382363319397,
|
||
|
0.49729716777801514,
|
||
|
0.6499998569488525,
|
||
|
0.3398057222366333,
|
||
|
0.3487178385257721,
|
||
|
0.7439612150192261,
|
||
|
0.553571343421936,
|
||
|
0.45555540919303894,
|
||
|
0.6767675280570984,
|
||
|
0.6497460603713989,
|
||
|
0.3465345501899719,
|
||
|
0.4086019992828369,
|
||
|
0.27649760246276855,
|
||
|
0.653658390045166,
|
||
|
0.43850257992744446,
|
||
|
0.4903845191001892,
|
||
|
0.4041449725627899,
|
||
|
0.364531934261322,
|
||
|
0.43781083822250366,
|
||
|
0.40609124302864075,
|
||
|
0.2660943269729614,
|
||
|
0.43575406074523926,
|
||
|
0.36714968085289,
|
||
|
0.3228698670864105,
|
||
|
0.6399998664855957,
|
||
|
0.39378228783607483,
|
||
|
0.6806281208992004,
|
||
|
0.35467973351478577,
|
||
|
0.4248703718185425,
|
||
|
0.22966498136520386,
|
||
|
0.3111110329627991,
|
||
|
0.30107519030570984,
|
||
|
0.5700481534004211,
|
||
|
0.688372015953064,
|
||
|
0.5728154182434082,
|
||
|
0.33333322405815125,
|
||
|
0.43979042768478394,
|
||
|
0.5700481534004211,
|
||
|
0.6545453667640686,
|
||
|
0.4827585518360138,
|
||
|
0.13065321743488312,
|
||
|
0.7106597423553467,
|
||
|
0.5279186367988586,
|
||
|
0.5820105075836182,
|
||
|
0.4811319410800934,
|
||
|
0.8195120096206665,
|
||
|
0.5699480772018433,
|
||
|
0.5314008593559265,
|
||
|
0.4137929677963257,
|
||
|
0.2477063536643982,
|
||
|
0.179775208234787,
|
||
|
0.3367346227169037,
|
||
|
0.43093910813331604,
|
||
|
0.7821780443191528,
|
||
|
0.6764704585075378,
|
||
|
0.46534639596939087,
|
||
|
0.6542055010795593,
|
||
|
0.1818181276321411,
|
||
|
0.32291656732559204,
|
||
|
0.24418595433235168,
|
||
|
0.729999840259552,
|
||
|
0.7525771856307983,
|
||
|
0.3419688045978546,
|
||
|
0.31999990344047546,
|
||
|
0.4245808720588684,
|
||
|
0.25210076570510864,
|
||
|
0.48214277625083923,
|
||
|
0.7177032232284546,
|
||
|
0.4670049846172333,
|
||
|
0.33333322405815125,
|
||
|
0.5816324949264526,
|
||
|
0.5230767726898193,
|
||
|
0.5248867273330688,
|
||
|
0.3699999153614044,
|
||
|
0.4811319410800934,
|
||
|
0.44976064562797546,
|
||
|
0.6129031181335449,
|
||
|
0.3459458649158478,
|
||
|
0.2812499403953552,
|
||
|
0.7441859841346741,
|
||
|
0.4666665494441986,
|
||
|
0.36956506967544556,
|
||
|
0.3577980697154999,
|
||
|
0.17679551243782043,
|
||
|
0.5463916063308716
|
||
|
],
|
||
|
"time": 6.889840931631625,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 189,
|
||
|
"train_loss": 0.004385641776025295,
|
||
|
"val_loss": 2.3740029335021973,
|
||
|
"acc": 46.02,
|
||
|
"f1": [
|
||
|
0.7614211440086365,
|
||
|
0.5576921701431274,
|
||
|
0.31730762124061584,
|
||
|
0.2127658873796463,
|
||
|
0.2898550033569336,
|
||
|
0.48167529702186584,
|
||
|
0.43349742889404297,
|
||
|
0.46874985098838806,
|
||
|
0.5326631665229797,
|
||
|
0.5833332538604736,
|
||
|
0.36464083194732666,
|
||
|
0.24598921835422516,
|
||
|
0.48803818225860596,
|
||
|
0.3999998867511749,
|
||
|
0.35714274644851685,
|
||
|
0.3936169147491455,
|
||
|
0.48913031816482544,
|
||
|
0.6499998569488525,
|
||
|
0.3184078335762024,
|
||
|
0.35051536560058594,
|
||
|
0.7403844594955444,
|
||
|
0.5570775270462036,
|
||
|
0.4632767140865326,
|
||
|
0.669999897480011,
|
||
|
0.6562498807907104,
|
||
|
0.3540668785572052,
|
||
|
0.425531804561615,
|
||
|
0.2790696918964386,
|
||
|
0.6570047736167908,
|
||
|
0.4315788447856903,
|
||
|
0.4951455295085907,
|
||
|
0.4020099639892578,
|
||
|
0.3557691276073456,
|
||
|
0.43564343452453613,
|
||
|
0.4108106791973114,
|
||
|
0.23853203654289246,
|
||
|
0.4269661605358124,
|
||
|
0.3592231869697571,
|
||
|
0.31818172335624695,
|
||
|
0.6467660069465637,
|
||
|
0.3775508999824524,
|
||
|
0.683937668800354,
|
||
|
0.33962252736091614,
|
||
|
0.4210525155067444,
|
||
|
0.23809516429901123,
|
||
|
0.29864245653152466,
|
||
|
0.30270257592201233,
|
||
|
0.5645932555198669,
|
||
|
0.6849313974380493,
|
||
|
0.5539904832839966,
|
||
|
0.3286384046077728,
|
||
|
0.419999897480011,
|
||
|
0.5631066560745239,
|
||
|
0.6460175514221191,
|
||
|
0.48484835028648376,
|
||
|
0.13471496105194092,
|
||
|
0.7040814757347107,
|
||
|
0.5177663564682007,
|
||
|
0.5743588209152222,
|
||
|
0.4788731336593628,
|
||
|
0.8252425789833069,
|
||
|
0.5744680166244507,
|
||
|
0.5247523188591003,
|
||
|
0.4221104085445404,
|
||
|
0.24761897325515747,
|
||
|
0.1777777075767517,
|
||
|
0.33502528071403503,
|
||
|
0.423912912607193,
|
||
|
0.7881771922111511,
|
||
|
0.6732671856880188,
|
||
|
0.4487804174423218,
|
||
|
0.6422017216682434,
|
||
|
0.17391297221183777,
|
||
|
0.3299999237060547,
|
||
|
0.23863628506660461,
|
||
|
0.7263681292533875,
|
||
|
0.7411166429519653,
|
||
|
0.3315507173538208,
|
||
|
0.3179486393928528,
|
||
|
0.4198893904685974,
|
||
|
0.2488478720188141,
|
||
|
0.4799998998641968,
|
||
|
0.7317072153091431,
|
||
|
0.46874985098838806,
|
||
|
0.34972667694091797,
|
||
|
0.582914412021637,
|
||
|
0.5230767726898193,
|
||
|
0.5291478633880615,
|
||
|
0.3517586886882782,
|
||
|
0.47963786125183105,
|
||
|
0.4585364758968353,
|
||
|
0.6051281094551086,
|
||
|
0.3260868787765503,
|
||
|
0.3068782389163971,
|
||
|
0.7570091485977173,
|
||
|
0.47004595398902893,
|
||
|
0.37158459424972534,
|
||
|
0.3587442934513092,
|
||
|
0.180851012468338,
|
||
|
0.5473682880401611
|
||
|
],
|
||
|
"time": 6.387781638652086,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 190,
|
||
|
"train_loss": 0.004991663619875908,
|
||
|
"val_loss": 2.2869205474853516,
|
||
|
"acc": 46.17,
|
||
|
"f1": [
|
||
|
0.7450978755950928,
|
||
|
0.561576247215271,
|
||
|
0.32195112109184265,
|
||
|
0.19889496266841888,
|
||
|
0.2758619785308838,
|
||
|
0.48958322405815125,
|
||
|
0.43349742889404297,
|
||
|
0.47368407249450684,
|
||
|
0.5454543828964233,
|
||
|
0.5894736051559448,
|
||
|
0.3756905198097229,
|
||
|
0.23913034796714783,
|
||
|
0.5098037719726562,
|
||
|
0.3939392864704132,
|
||
|
0.36559128761291504,
|
||
|
0.39999985694885254,
|
||
|
0.4945053458213806,
|
||
|
0.6467660069465637,
|
||
|
0.3299999237060547,
|
||
|
0.3469386696815491,
|
||
|
0.7368419766426086,
|
||
|
0.5555554032325745,
|
||
|
0.45810040831565857,
|
||
|
0.6903551816940308,
|
||
|
0.6597937345504761,
|
||
|
0.3495144844055176,
|
||
|
0.413043349981308,
|
||
|
0.28571420907974243,
|
||
|
0.6448596715927124,
|
||
|
0.44444429874420166,
|
||
|
0.49523797631263733,
|
||
|
0.39252325892448425,
|
||
|
0.3794870972633362,
|
||
|
0.4313724637031555,
|
||
|
0.4162435233592987,
|
||
|
0.2649571895599365,
|
||
|
0.43575406074523926,
|
||
|
0.36190465092658997,
|
||
|
0.2999999225139618,
|
||
|
0.6497460603713989,
|
||
|
0.3874344527721405,
|
||
|
0.683937668800354,
|
||
|
0.33802807331085205,
|
||
|
0.4145076870918274,
|
||
|
0.23364479839801788,
|
||
|
0.3013697862625122,
|
||
|
0.30851057171821594,
|
||
|
0.5756096839904785,
|
||
|
0.6944442987442017,
|
||
|
0.5756096839904785,
|
||
|
0.3211008310317993,
|
||
|
0.4221104085445404,
|
||
|
0.5887848734855652,
|
||
|
0.657534122467041,
|
||
|
0.4924621880054474,
|
||
|
0.13541659712791443,
|
||
|
0.7106597423553467,
|
||
|
0.4947367310523987,
|
||
|
0.5698922872543335,
|
||
|
0.47393354773521423,
|
||
|
0.8269229531288147,
|
||
|
0.5789472460746765,
|
||
|
0.5221673846244812,
|
||
|
0.419999897480011,
|
||
|
0.23364479839801788,
|
||
|
0.18749994039535522,
|
||
|
0.34554967284202576,
|
||
|
0.4338623583316803,
|
||
|
0.7920790910720825,
|
||
|
0.6699027419090271,
|
||
|
0.4670049846172333,
|
||
|
0.6543776988983154,
|
||
|
0.1612902730703354,
|
||
|
0.3399999141693115,
|
||
|
0.23728805780410767,
|
||
|
0.7309643626213074,
|
||
|
0.738461434841156,
|
||
|
0.34920626878738403,
|
||
|
0.3179486393928528,
|
||
|
0.4262293577194214,
|
||
|
0.25777769088745117,
|
||
|
0.4867255389690399,
|
||
|
0.7317072153091431,
|
||
|
0.46534639596939087,
|
||
|
0.34254133701324463,
|
||
|
0.5863873362541199,
|
||
|
0.5235601663589478,
|
||
|
0.5244443416595459,
|
||
|
0.3487178385257721,
|
||
|
0.47321414947509766,
|
||
|
0.45631060004234314,
|
||
|
0.6031745076179504,
|
||
|
0.33333322405815125,
|
||
|
0.299465149641037,
|
||
|
0.753488302230835,
|
||
|
0.46601933240890503,
|
||
|
0.3675675094127655,
|
||
|
0.36619704961776733,
|
||
|
0.18279562890529633,
|
||
|
0.5482232570648193
|
||
|
],
|
||
|
"time": 6.154746698215604,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 191,
|
||
|
"train_loss": 0.004331285133957863,
|
||
|
"val_loss": 2.4227395057678223,
|
||
|
"acc": 46.24,
|
||
|
"f1": [
|
||
|
0.7676765322685242,
|
||
|
0.5671641230583191,
|
||
|
0.3133639991283417,
|
||
|
0.210526242852211,
|
||
|
0.2949307858943939,
|
||
|
0.4947367310523987,
|
||
|
0.4306218922138214,
|
||
|
0.46391740441322327,
|
||
|
0.5499998927116394,
|
||
|
0.5863873362541199,
|
||
|
0.3736262619495392,
|
||
|
0.2430938482284546,
|
||
|
0.49999988079071045,
|
||
|
0.4081631302833557,
|
||
|
0.3578946590423584,
|
||
|
0.3874344527721405,
|
||
|
0.49214646220207214,
|
||
|
0.6467660069465637,
|
||
|
0.33333322405815125,
|
||
|
0.35532984137535095,
|
||
|
0.7439612150192261,
|
||
|
0.562211811542511,
|
||
|
0.45810040831565857,
|
||
|
0.6834169626235962,
|
||
|
0.6562498807907104,
|
||
|
0.35467973351478577,
|
||
|
0.41269823908805847,
|
||
|
0.27272719144821167,
|
||
|
0.6507176160812378,
|
||
|
0.4408600926399231,
|
||
|
0.49765241146087646,
|
||
|
0.4020099639892578,
|
||
|
0.36815908551216125,
|
||
|
0.4299998879432678,
|
||
|
0.4210525155067444,
|
||
|
0.26484012603759766,
|
||
|
0.4269661605358124,
|
||
|
0.364531934261322,
|
||
|
0.31858399510383606,
|
||
|
0.6464645266532898,
|
||
|
0.38341957330703735,
|
||
|
0.6735749840736389,
|
||
|
0.34449753165245056,
|
||
|
0.4242422580718994,
|
||
|
0.23809516429901123,
|
||
|
0.30555546283721924,
|
||
|
0.30366483330726624,
|
||
|
0.5728154182434082,
|
||
|
0.688372015953064,
|
||
|
0.5784311890602112,
|
||
|
0.3301886022090912,
|
||
|
0.4257424473762512,
|
||
|
0.5769229531288147,
|
||
|
0.6635943651199341,
|
||
|
0.47761180996894836,
|
||
|
0.1333332657814026,
|
||
|
0.7142855525016785,
|
||
|
0.5102038979530334,
|
||
|
0.5806450843811035,
|
||
|
0.4903845191001892,
|
||
|
0.8309177160263062,
|
||
|
0.5820105075836182,
|
||
|
0.5196077227592468,
|
||
|
0.42639580368995667,
|
||
|
0.2524271011352539,
|
||
|
0.180851012468338,
|
||
|
0.3367346227169037,
|
||
|
0.4301074147224426,
|
||
|
0.776698887348175,
|
||
|
0.6764704585075378,
|
||
|
0.4476189613342285,
|
||
|
0.6603772640228271,
|
||
|
0.18652844429016113,
|
||
|
0.32124343514442444,
|
||
|
0.24137921631336212,
|
||
|
0.729999840259552,
|
||
|
0.735751211643219,
|
||
|
0.34554967284202576,
|
||
|
0.306122362613678,
|
||
|
0.425531804561615,
|
||
|
0.24786315858364105,
|
||
|
0.4867255389690399,
|
||
|
0.7246376276016235,
|
||
|
0.46231144666671753,
|
||
|
0.348314493894577,
|
||
|
0.5894736051559448,
|
||
|
0.534031331539154,
|
||
|
0.5272725820541382,
|
||
|
0.35714274644851685,
|
||
|
0.47747737169265747,
|
||
|
0.4607841968536377,
|
||
|
0.6105261445045471,
|
||
|
0.34224584698677063,
|
||
|
0.29473677277565,
|
||
|
0.753488302230835,
|
||
|
0.4688993990421295,
|
||
|
0.37433144450187683,
|
||
|
0.362790584564209,
|
||
|
0.1694914698600769,
|
||
|
0.535353422164917
|
||
|
],
|
||
|
"time": 6.097007621079683,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 192,
|
||
|
"train_loss": 0.004680227488279343,
|
||
|
"val_loss": 2.490272283554077,
|
||
|
"acc": 45.96,
|
||
|
"f1": [
|
||
|
0.7462685704231262,
|
||
|
0.5686272978782654,
|
||
|
0.3119265139102936,
|
||
|
0.2054053246974945,
|
||
|
0.2761903405189514,
|
||
|
0.4919784665107727,
|
||
|
0.4210525155067444,
|
||
|
0.46391740441322327,
|
||
|
0.5463916063308716,
|
||
|
0.5714284777641296,
|
||
|
0.3508770763874054,
|
||
|
0.23913034796714783,
|
||
|
0.5049503445625305,
|
||
|
0.3842363655567169,
|
||
|
0.3523315489292145,
|
||
|
0.39130425453186035,
|
||
|
0.4972374439239502,
|
||
|
0.6499998569488525,
|
||
|
0.32075464725494385,
|
||
|
0.34554967284202576,
|
||
|
0.7499997615814209,
|
||
|
0.5437787175178528,
|
||
|
0.45054933428764343,
|
||
|
0.6564101576805115,
|
||
|
0.649484395980835,
|
||
|
0.35643553733825684,
|
||
|
0.40641695261001587,
|
||
|
0.28181809186935425,
|
||
|
0.6470587849617004,
|
||
|
0.445652037858963,
|
||
|
0.49261072278022766,
|
||
|
0.39583319425582886,
|
||
|
0.3699999153614044,
|
||
|
0.43564343452453613,
|
||
|
0.4081631302833557,
|
||
|
0.2731276750564575,
|
||
|
0.45405393838882446,
|
||
|
0.36448585987091064,
|
||
|
0.31999990344047546,
|
||
|
0.6305417418479919,
|
||
|
0.37894728779792786,
|
||
|
0.6735749840736389,
|
||
|
0.34123215079307556,
|
||
|
0.4162435233592987,
|
||
|
0.23696675896644592,
|
||
|
0.31390124559402466,
|
||
|
0.3111110329627991,
|
||
|
0.5784311890602112,
|
||
|
0.7014216780662537,
|
||
|
0.5592415928840637,
|
||
|
0.3167419731616974,
|
||
|
0.4221104085445404,
|
||
|
0.5876776576042175,
|
||
|
0.6486485004425049,
|
||
|
0.46376800537109375,
|
||
|
0.14736837148666382,
|
||
|
0.7070705890655518,
|
||
|
0.5208331942558289,
|
||
|
0.5744680166244507,
|
||
|
0.4792625606060028,
|
||
|
0.8269229531288147,
|
||
|
0.5670101642608643,
|
||
|
0.5199998617172241,
|
||
|
0.42857128381729126,
|
||
|
0.24186037480831146,
|
||
|
0.1748633086681366,
|
||
|
0.3299999237060547,
|
||
|
0.43093910813331604,
|
||
|
0.7902437448501587,
|
||
|
0.6766167879104614,
|
||
|
0.4466018080711365,
|
||
|
0.6511626243591309,
|
||
|
0.17204295098781586,
|
||
|
0.326315701007843,
|
||
|
0.22727267444133759,
|
||
|
0.7263681292533875,
|
||
|
0.7373736500740051,
|
||
|
0.3516482412815094,
|
||
|
0.3024389147758484,
|
||
|
0.413043349981308,
|
||
|
0.24545449018478394,
|
||
|
0.4711109697818756,
|
||
|
0.7142855525016785,
|
||
|
0.47236168384552,
|
||
|
0.3522725999355316,
|
||
|
0.5918366312980652,
|
||
|
0.5199998617172241,
|
||
|
0.525345504283905,
|
||
|
0.36082467436790466,
|
||
|
0.47747737169265747,
|
||
|
0.4454975128173828,
|
||
|
0.602040708065033,
|
||
|
0.3314915895462036,
|
||
|
0.3068782389163971,
|
||
|
0.753488302230835,
|
||
|
0.46376800537109375,
|
||
|
0.37158459424972534,
|
||
|
0.36018943786621094,
|
||
|
0.17801040410995483,
|
||
|
0.5510202646255493
|
||
|
],
|
||
|
"time": 6.089799292385578,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 193,
|
||
|
"train_loss": 0.004270119592547417,
|
||
|
"val_loss": 2.2954094409942627,
|
||
|
"acc": 46.06,
|
||
|
"f1": [
|
||
|
0.7524750828742981,
|
||
|
0.561576247215271,
|
||
|
0.31775689125061035,
|
||
|
0.2234041839838028,
|
||
|
0.28971952199935913,
|
||
|
0.48453593254089355,
|
||
|
0.434782475233078,
|
||
|
0.4787232577800751,
|
||
|
0.5373133420944214,
|
||
|
0.5913977026939392,
|
||
|
0.36464083194732666,
|
||
|
0.23204411566257477,
|
||
|
0.5048542022705078,
|
||
|
0.39378228783607483,
|
||
|
0.35602086782455444,
|
||
|
0.3979056477546692,
|
||
|
0.4946235418319702,
|
||
|
0.6532661318778992,
|
||
|
0.323809415102005,
|
||
|
0.36082467436790466,
|
||
|
0.742857038974762,
|
||
|
0.5585584044456482,
|
||
|
0.45810040831565857,
|
||
|
0.6701029539108276,
|
||
|
0.6564101576805115,
|
||
|
0.34482747316360474,
|
||
|
0.4041449725627899,
|
||
|
0.275229275226593,
|
||
|
0.6538460850715637,
|
||
|
0.4315788447856903,
|
||
|
0.49523797631263733,
|
||
|
0.40206170082092285,
|
||
|
0.3699999153614044,
|
||
|
0.43349742889404297,
|
||
|
0.4043714702129364,
|
||
|
0.26086950302124023,
|
||
|
0.4269661605358124,
|
||
|
0.36893191933631897,
|
||
|
0.32432422041893005,
|
||
|
0.6666665077209473,
|
||
|
0.38144323229789734,
|
||
|
0.6842104196548462,
|
||
|
0.3474177420139313,
|
||
|
0.4226802885532379,
|
||
|
0.22935770452022552,
|
||
|
0.2976743280887604,
|
||
|
0.3068782389163971,
|
||
|
0.5673075914382935,
|
||
|
0.6981130838394165,
|
||
|
0.5728154182434082,
|
||
|
0.3365383446216583,
|
||
|
0.4195120930671692,
|
||
|
0.5700481534004211,
|
||
|
0.6547083854675293,
|
||
|
0.48484835028648376,
|
||
|
0.13541659712791443,
|
||
|
0.7076921463012695,
|
||
|
0.510416567325592,
|
||
|
0.57297283411026,
|
||
|
0.4834122061729431,
|
||
|
0.8155338168144226,
|
||
|
0.5714284777641296,
|
||
|
0.5238093733787537,
|
||
|
0.4307691156864166,
|
||
|
0.2547169029712677,
|
||
|
0.17391297221183777,
|
||
|
0.3384614586830139,
|
||
|
0.4108106791973114,
|
||
|
0.7804876565933228,
|
||
|
0.6731706857681274,
|
||
|
0.4585364758968353,
|
||
|
0.6484017372131348,
|
||
|
0.1836734265089035,
|
||
|
0.336633563041687,
|
||
|
0.23255808651447296,
|
||
|
0.729999840259552,
|
||
|
0.7395831346511841,
|
||
|
0.3440859317779541,
|
||
|
0.3069306015968323,
|
||
|
0.4198893904685974,
|
||
|
0.2456139624118805,
|
||
|
0.49327346682548523,
|
||
|
0.728155255317688,
|
||
|
0.45685264468193054,
|
||
|
0.3351954519748688,
|
||
|
0.5846152901649475,
|
||
|
0.5312498211860657,
|
||
|
0.5229355692863464,
|
||
|
0.3465345501899719,
|
||
|
0.4818180501461029,
|
||
|
0.45631060004234314,
|
||
|
0.5989846587181091,
|
||
|
0.3369564116001129,
|
||
|
0.29319363832473755,
|
||
|
0.753488302230835,
|
||
|
0.4666665494441986,
|
||
|
0.37158459424972534,
|
||
|
0.3603602349758148,
|
||
|
0.1675977110862732,
|
||
|
0.535353422164917
|
||
|
],
|
||
|
"time": 5.849729926325381,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 194,
|
||
|
"train_loss": 0.004445785656571388,
|
||
|
"val_loss": 2.4558656215667725,
|
||
|
"acc": 46.07,
|
||
|
"f1": [
|
||
|
0.7524750828742981,
|
||
|
0.5671641230583191,
|
||
|
0.31627896428108215,
|
||
|
0.2054053246974945,
|
||
|
0.29126206040382385,
|
||
|
0.4919784665107727,
|
||
|
0.4210525155067444,
|
||
|
0.46632111072540283,
|
||
|
0.5549736618995667,
|
||
|
0.5806450843811035,
|
||
|
0.37288129329681396,
|
||
|
0.23913034796714783,
|
||
|
0.4951455295085907,
|
||
|
0.39795905351638794,
|
||
|
0.34736835956573486,
|
||
|
0.37499991059303284,
|
||
|
0.48913031816482544,
|
||
|
0.6315788626670837,
|
||
|
0.33333322405815125,
|
||
|
0.3517586886882782,
|
||
|
0.7439612150192261,
|
||
|
0.558139443397522,
|
||
|
0.4606740176677704,
|
||
|
0.6632652282714844,
|
||
|
0.6528496146202087,
|
||
|
0.36633655428886414,
|
||
|
0.40641695261001587,
|
||
|
0.2739725410938263,
|
||
|
0.653658390045166,
|
||
|
0.446808397769928,
|
||
|
0.49999988079071045,
|
||
|
0.4162435233592987,
|
||
|
0.3654821515083313,
|
||
|
0.43999987840652466,
|
||
|
0.4123710095882416,
|
||
|
0.2702701687812805,
|
||
|
0.44198882579803467,
|
||
|
0.37209296226501465,
|
||
|
0.31858399510383606,
|
||
|
0.6432158946990967,
|
||
|
0.38541653752326965,
|
||
|
0.6806281208992004,
|
||
|
0.34123215079307556,
|
||
|
0.41884803771972656,
|
||
|
0.23696675896644592,
|
||
|
0.3217390477657318,
|
||
|
0.3043477535247803,
|
||
|
0.5756096839904785,
|
||
|
0.6948355436325073,
|
||
|
0.5700481534004211,
|
||
|
0.3301886022090912,
|
||
|
0.4179103374481201,
|
||
|
0.5821594595909119,
|
||
|
0.6460175514221191,
|
||
|
0.4873095452785492,
|
||
|
0.13402055203914642,
|
||
|
0.711340069770813,
|
||
|
0.518134593963623,
|
||
|
0.5869563817977905,
|
||
|
0.4694834351539612,
|
||
|
0.8229663372039795,
|
||
|
0.575916051864624,
|
||
|
0.5339804887771606,
|
||
|
0.4179103374481201,
|
||
|
0.2547169029712677,
|
||
|
0.1729728877544403,
|
||
|
0.3316582143306732,
|
||
|
0.43850257992744446,
|
||
|
0.7881771922111511,
|
||
|
0.6666665077209473,
|
||
|
0.4630540609359741,
|
||
|
0.6635069251060486,
|
||
|
0.16666659712791443,
|
||
|
0.3179486393928528,
|
||
|
0.23463678359985352,
|
||
|
0.7263681292533875,
|
||
|
0.7329840660095215,
|
||
|
0.3406592309474945,
|
||
|
0.3147207200527191,
|
||
|
0.4108106791973114,
|
||
|
0.24999991059303284,
|
||
|
0.4827585518360138,
|
||
|
0.735293984413147,
|
||
|
0.4615383446216583,
|
||
|
0.3502824008464813,
|
||
|
0.5789472460746765,
|
||
|
0.5199998617172241,
|
||
|
0.5135133862495422,
|
||
|
0.3419688045978546,
|
||
|
0.4690264165401459,
|
||
|
0.4519229531288147,
|
||
|
0.5858584046363831,
|
||
|
0.3510637581348419,
|
||
|
0.30526304244995117,
|
||
|
0.753488302230835,
|
||
|
0.4622640609741211,
|
||
|
0.37158459424972534,
|
||
|
0.3714284896850586,
|
||
|
0.17112290859222412,
|
||
|
0.529999852180481
|
||
|
],
|
||
|
"time": 6.073868652805686,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 195,
|
||
|
"train_loss": 0.004301553126424551,
|
||
|
"val_loss": 2.4995501041412354,
|
||
|
"acc": 45.97,
|
||
|
"f1": [
|
||
|
0.7537687420845032,
|
||
|
0.561576247215271,
|
||
|
0.31627896428108215,
|
||
|
0.2127658873796463,
|
||
|
0.28971952199935913,
|
||
|
0.487046480178833,
|
||
|
0.4292682111263275,
|
||
|
0.45128190517425537,
|
||
|
0.526829183101654,
|
||
|
0.5894736051559448,
|
||
|
0.3666665554046631,
|
||
|
0.23076915740966797,
|
||
|
0.5098037719726562,
|
||
|
0.3880595862865448,
|
||
|
0.35416656732559204,
|
||
|
0.38674020767211914,
|
||
|
0.4946235418319702,
|
||
|
0.6280191540718079,
|
||
|
0.33333322405815125,
|
||
|
0.32989683747291565,
|
||
|
0.7439612150192261,
|
||
|
0.5607475638389587,
|
||
|
0.45555540919303894,
|
||
|
0.6700506210327148,
|
||
|
0.6528496146202087,
|
||
|
0.3465345501899719,
|
||
|
0.4108106791973114,
|
||
|
0.27777767181396484,
|
||
|
0.6568626165390015,
|
||
|
0.4347825050354004,
|
||
|
0.48598119616508484,
|
||
|
0.3999998867511749,
|
||
|
0.36180898547172546,
|
||
|
0.42857131361961365,
|
||
|
0.4301074147224426,
|
||
|
0.26008957624435425,
|
||
|
0.44444432854652405,
|
||
|
0.3517586886882782,
|
||
|
0.3272726535797119,
|
||
|
0.6305417418479919,
|
||
|
0.38541653752326965,
|
||
|
0.6735749840736389,
|
||
|
0.33333322405815125,
|
||
|
0.4145076870918274,
|
||
|
0.22429899871349335,
|
||
|
0.30275216698646545,
|
||
|
0.31034475564956665,
|
||
|
0.5728154182434082,
|
||
|
0.704761803150177,
|
||
|
0.5566036701202393,
|
||
|
0.3271027207374573,
|
||
|
0.4299998879432678,
|
||
|
0.5673075914382935,
|
||
|
0.6605502963066101,
|
||
|
0.4827585518360138,
|
||
|
0.13756607472896576,
|
||
|
0.7208120226860046,
|
||
|
0.5157893896102905,
|
||
|
0.5744680166244507,
|
||
|
0.47222211956977844,
|
||
|
0.8229663372039795,
|
||
|
0.5699480772018433,
|
||
|
0.5306121110916138,
|
||
|
0.4179103374481201,
|
||
|
0.24299058318138123,
|
||
|
0.17679551243782043,
|
||
|
0.33502528071403503,
|
||
|
0.42857128381729126,
|
||
|
0.776698887348175,
|
||
|
0.6731706857681274,
|
||
|
0.44776105880737305,
|
||
|
0.6484017372131348,
|
||
|
0.16666661202907562,
|
||
|
0.31999990344047546,
|
||
|
0.23255808651447296,
|
||
|
0.7263681292533875,
|
||
|
0.7319586277008057,
|
||
|
0.34554967284202576,
|
||
|
0.3069306015968323,
|
||
|
0.4307691156864166,
|
||
|
0.24999991059303284,
|
||
|
0.49549540877342224,
|
||
|
0.7142855525016785,
|
||
|
0.4646463394165039,
|
||
|
0.3502824008464813,
|
||
|
0.5851062536239624,
|
||
|
0.5368419289588928,
|
||
|
0.517857015132904,
|
||
|
0.3469386696815491,
|
||
|
0.4753361940383911,
|
||
|
0.4519229531288147,
|
||
|
0.6105261445045471,
|
||
|
0.36458322405815125,
|
||
|
0.29787227511405945,
|
||
|
0.7547168731689453,
|
||
|
0.47393354773521423,
|
||
|
0.3675675094127655,
|
||
|
0.36111101508140564,
|
||
|
0.179775208234787,
|
||
|
0.5247523188591003
|
||
|
],
|
||
|
"time": 5.978090723976493,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 196,
|
||
|
"train_loss": 0.004463512450456619,
|
||
|
"val_loss": 2.341782331466675,
|
||
|
"acc": 45.98,
|
||
|
"f1": [
|
||
|
0.7575755715370178,
|
||
|
0.5533979535102844,
|
||
|
0.31627896428108215,
|
||
|
0.20765019953250885,
|
||
|
0.2941175699234009,
|
||
|
0.4824119210243225,
|
||
|
0.434782475233078,
|
||
|
0.45595842599868774,
|
||
|
0.5473682880401611,
|
||
|
0.5699998736381531,
|
||
|
0.35675665736198425,
|
||
|
0.24598921835422516,
|
||
|
0.49999988079071045,
|
||
|
0.3939392864704132,
|
||
|
0.3469386696815491,
|
||
|
0.38918909430503845,
|
||
|
0.4972374439239502,
|
||
|
0.6310677528381348,
|
||
|
0.3267325758934021,
|
||
|
0.32978713512420654,
|
||
|
0.7368419766426086,
|
||
|
0.5555554032325745,
|
||
|
0.45054933428764343,
|
||
|
0.6632652282714844,
|
||
|
0.6432158946990967,
|
||
|
0.3398057222366333,
|
||
|
0.40624988079071045,
|
||
|
0.2816900908946991,
|
||
|
0.6568626165390015,
|
||
|
0.4408600926399231,
|
||
|
0.4976075291633606,
|
||
|
0.40999990701675415,
|
||
|
0.37696322798728943,
|
||
|
0.4313724637031555,
|
||
|
0.4210525155067444,
|
||
|
0.25777769088745117,
|
||
|
0.44198882579803467,
|
||
|
0.3523808717727661,
|
||
|
0.3275861144065857,
|
||
|
0.6464645266532898,
|
||
|
0.39195966720581055,
|
||
|
0.6874998807907104,
|
||
|
0.34449753165245056,
|
||
|
0.42857128381729126,
|
||
|
0.2347417026758194,
|
||
|
0.30909082293510437,
|
||
|
0.3068180978298187,
|
||
|
0.5700481534004211,
|
||
|
0.7014216780662537,
|
||
|
0.5728154182434082,
|
||
|
0.31818172335624695,
|
||
|
0.43523305654525757,
|
||
|
0.5769229531288147,
|
||
|
0.6488887667655945,
|
||
|
0.4799998700618744,
|
||
|
0.1405404806137085,
|
||
|
0.711340069770813,
|
||
|
0.5199998617172241,
|
||
|
0.57297283411026,
|
||
|
0.4811319410800934,
|
||
|
0.8173075318336487,
|
||
|
0.5670101642608643,
|
||
|
0.529999852180481,
|
||
|
0.4158414602279663,
|
||
|
0.24154582619667053,
|
||
|
0.180851012468338,
|
||
|
0.3316582143306732,
|
||
|
0.43715834617614746,
|
||
|
0.7843136787414551,
|
||
|
0.6699027419090271,
|
||
|
0.4607841968536377,
|
||
|
0.6515835523605347,
|
||
|
0.16304342448711395,
|
||
|
0.3265305161476135,
|
||
|
0.22727267444133759,
|
||
|
0.7199999094009399,
|
||
|
0.742267906665802,
|
||
|
0.34374991059303284,
|
||
|
0.2999999225139618,
|
||
|
0.4315788447856903,
|
||
|
0.23580780625343323,
|
||
|
0.47787603735923767,
|
||
|
0.721153736114502,
|
||
|
0.45226117968559265,
|
||
|
0.3351954519748688,
|
||
|
0.5979380011558533,
|
||
|
0.5208331942558289,
|
||
|
0.5221238136291504,
|
||
|
0.3617020547389984,
|
||
|
0.4770641028881073,
|
||
|
0.4585364758968353,
|
||
|
0.5906734466552734,
|
||
|
0.33333322405815125,
|
||
|
0.29189181327819824,
|
||
|
0.7522933483123779,
|
||
|
0.46445485949516296,
|
||
|
0.37433144450187683,
|
||
|
0.3557691276073456,
|
||
|
0.1675977110862732,
|
||
|
0.5247523188591003
|
||
|
],
|
||
|
"time": 6.212263074703515,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 197,
|
||
|
"train_loss": 0.004247540142387152,
|
||
|
"val_loss": 2.422917366027832,
|
||
|
"acc": 46.11,
|
||
|
"f1": [
|
||
|
0.7450978755950928,
|
||
|
0.5643563270568848,
|
||
|
0.30769219994544983,
|
||
|
0.2094240039587021,
|
||
|
0.28571420907974243,
|
||
|
0.486772358417511,
|
||
|
0.4271843731403351,
|
||
|
0.46874985098838806,
|
||
|
0.5435895919799805,
|
||
|
0.5863873362541199,
|
||
|
0.3707864284515381,
|
||
|
0.23655906319618225,
|
||
|
0.5123152136802673,
|
||
|
0.39999985694885254,
|
||
|
0.35602086782455444,
|
||
|
0.39153432846069336,
|
||
|
0.4918031394481659,
|
||
|
0.653465211391449,
|
||
|
0.3152708411216736,
|
||
|
0.35532984137535095,
|
||
|
0.7403844594955444,
|
||
|
0.5674417018890381,
|
||
|
0.45555540919303894,
|
||
|
0.6632652282714844,
|
||
|
0.6528496146202087,
|
||
|
0.3609755337238312,
|
||
|
0.41711217164993286,
|
||
|
0.28181809186935425,
|
||
|
0.6568626165390015,
|
||
|
0.4324323236942291,
|
||
|
0.49756085872650146,
|
||
|
0.40404030680656433,
|
||
|
0.3654821515083313,
|
||
|
0.43349742889404297,
|
||
|
0.4145076870918274,
|
||
|
0.2660943269729614,
|
||
|
0.44808733463287354,
|
||
|
0.3653844892978668,
|
||
|
0.3228698670864105,
|
||
|
0.6464645266532898,
|
||
|
0.38541653752326965,
|
||
|
0.6874998807907104,
|
||
|
0.3594468832015991,
|
||
|
0.419999897480011,
|
||
|
0.23853203654289246,
|
||
|
0.30555546283721924,
|
||
|
0.29508185386657715,
|
||
|
0.5673075914382935,
|
||
|
0.6948355436325073,
|
||
|
0.5645932555198669,
|
||
|
0.3240739703178406,
|
||
|
0.42857128381729126,
|
||
|
0.5728154182434082,
|
||
|
0.6576575636863708,
|
||
|
0.47524741291999817,
|
||
|
0.13402055203914642,
|
||
|
0.7070705890655518,
|
||
|
0.5133689045906067,
|
||
|
0.5789472460746765,
|
||
|
0.4857141971588135,
|
||
|
0.8195120096206665,
|
||
|
0.5699480772018433,
|
||
|
0.526829183101654,
|
||
|
0.44210511445999146,
|
||
|
0.24074065685272217,
|
||
|
0.1729728877544403,
|
||
|
0.3384614586830139,
|
||
|
0.43333321809768677,
|
||
|
0.7843136787414551,
|
||
|
0.6798028349876404,
|
||
|
0.4433496594429016,
|
||
|
0.6451612114906311,
|
||
|
0.16842098534107208,
|
||
|
0.3179486393928528,
|
||
|
0.24137921631336212,
|
||
|
0.729999840259552,
|
||
|
0.7473682165145874,
|
||
|
0.36842095851898193,
|
||
|
0.3232322335243225,
|
||
|
0.42857128381729126,
|
||
|
0.24786315858364105,
|
||
|
0.49107134342193604,
|
||
|
0.728155255317688,
|
||
|
0.46391740441322327,
|
||
|
0.3444443643093109,
|
||
|
0.5846152901649475,
|
||
|
0.5279186367988586,
|
||
|
0.5112106204032898,
|
||
|
0.35602086782455444,
|
||
|
0.4788731336593628,
|
||
|
0.4607841968536377,
|
||
|
0.6170212030410767,
|
||
|
0.33333325386047363,
|
||
|
0.3131312429904938,
|
||
|
0.7570091485977173,
|
||
|
0.46153831481933594,
|
||
|
0.37433144450187683,
|
||
|
0.3577980697154999,
|
||
|
0.1789472997188568,
|
||
|
0.5333331823348999
|
||
|
],
|
||
|
"time": 6.108552274294198,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 198,
|
||
|
"train_loss": 0.005870917346328497,
|
||
|
"val_loss": 2.3845374584198,
|
||
|
"acc": 46.18,
|
||
|
"f1": [
|
||
|
0.7524750828742981,
|
||
|
0.5643563270568848,
|
||
|
0.32075464725494385,
|
||
|
0.19101116061210632,
|
||
|
0.29665064811706543,
|
||
|
0.4919784665107727,
|
||
|
0.42857131361961365,
|
||
|
0.4607328474521637,
|
||
|
0.5463916063308716,
|
||
|
0.5803107619285583,
|
||
|
0.3678159713745117,
|
||
|
0.23655906319618225,
|
||
|
0.5024629235267639,
|
||
|
0.40609124302864075,
|
||
|
0.3482586145401001,
|
||
|
0.3874344527721405,
|
||
|
0.4918031394481659,
|
||
|
0.6464645266532898,
|
||
|
0.32075464725494385,
|
||
|
0.35714274644851685,
|
||
|
0.7403844594955444,
|
||
|
0.5514017343521118,
|
||
|
0.4632767140865326,
|
||
|
0.6632652282714844,
|
||
|
0.6597937345504761,
|
||
|
0.35121941566467285,
|
||
|
0.40641695261001587,
|
||
|
0.28310492634773254,
|
||
|
0.6504853367805481,
|
||
|
0.4347825050354004,
|
||
|
0.4951455295085907,
|
||
|
0.40975597500801086,
|
||
|
0.3699999153614044,
|
||
|
0.43781083822250366,
|
||
|
0.41666656732559204,
|
||
|
0.2683981955051422,
|
||
|
0.42285704612731934,
|
||
|
0.36190465092658997,
|
||
|
0.3220337927341461,
|
||
|
0.6564101576805115,
|
||
|
0.38144323229789734,
|
||
|
0.6666665077209473,
|
||
|
0.3428570628166199,
|
||
|
0.4226802885532379,
|
||
|
0.24154582619667053,
|
||
|
0.33333325386047363,
|
||
|
0.3152172863483429,
|
||
|
0.5929647088050842,
|
||
|
0.688372015953064,
|
||
|
0.5756096839904785,
|
||
|
0.3157893717288971,
|
||
|
0.42639580368995667,
|
||
|
0.5849055051803589,
|
||
|
0.6576575636863708,
|
||
|
0.48039206862449646,
|
||
|
0.1368420422077179,
|
||
|
0.7150257229804993,
|
||
|
0.5199998617172241,
|
||
|
0.5714284777641296,
|
||
|
0.4811319410800934,
|
||
|
0.8269229531288147,
|
||
|
0.572916567325592,
|
||
|
0.5326631665229797,
|
||
|
0.419999897480011,
|
||
|
0.2403845638036728,
|
||
|
0.1748633086681366,
|
||
|
0.3316582143306732,
|
||
|
0.42780739068984985,
|
||
|
0.7804876565933228,
|
||
|
0.6731706857681274,
|
||
|
0.44221094250679016,
|
||
|
0.6603772640228271,
|
||
|
0.18181811273097992,
|
||
|
0.31249991059303284,
|
||
|
0.2513660192489624,
|
||
|
0.729999840259552,
|
||
|
0.7448978424072266,
|
||
|
0.3386242389678955,
|
||
|
0.3141360282897949,
|
||
|
0.41711217164993286,
|
||
|
0.25339359045028687,
|
||
|
0.48908287286758423,
|
||
|
0.7246376276016235,
|
||
|
0.4646463394165039,
|
||
|
0.3463686406612396,
|
||
|
0.5876287817955017,
|
||
|
0.5388599634170532,
|
||
|
0.5296802520751953,
|
||
|
0.35532984137535095,
|
||
|
0.4748857021331787,
|
||
|
0.4585364758968353,
|
||
|
0.5948716402053833,
|
||
|
0.34736835956573486,
|
||
|
0.30208322405815125,
|
||
|
0.753488302230835,
|
||
|
0.46153831481933594,
|
||
|
0.38043469190597534,
|
||
|
0.35185176134109497,
|
||
|
0.18478251993656158,
|
||
|
0.5472635626792908
|
||
|
],
|
||
|
"time": 6.036906046792865,
|
||
|
"param": null
|
||
|
},
|
||
|
{
|
||
|
"epoch": 199,
|
||
|
"train_loss": 0.004079710692167282,
|
||
|
"val_loss": 2.457467555999756,
|
||
|
"acc": 46.1,
|
||
|
"f1": [
|
||
|
0.7599998116493225,
|
||
|
0.5816324949264526,
|
||
|
0.322274774312973,
|
||
|
0.2054053246974945,
|
||
|
0.2790696918964386,
|
||
|
0.4919784665107727,
|
||
|
0.4271843731403351,
|
||
|
0.45685264468193054,
|
||
|
0.526829183101654,
|
||
|
0.5833332538604736,
|
||
|
0.36871495842933655,
|
||
|
0.22702695429325104,
|
||
|
0.4951455295085907,
|
||
|
0.3940885663032532,
|
||
|
0.3523315489292145,
|
||
|
0.39153432846069336,
|
||
|
0.48387083411216736,
|
||
|
0.6464645266532898,
|
||
|
0.31999990344047546,
|
||
|
0.35897424817085266,
|
||
|
0.7368419766426086,
|
||
|
0.5429863333702087,
|
||
|
0.45810040831565857,
|
||
|
0.6632122993469238,
|
||
|
0.649484395980835,
|
||
|
0.3609755337238312,
|
||
|
0.41666656732559204,
|
||
|
0.278026819229126,
|
||
|
0.6476188898086548,
|
||
|
0.4347825050354004,
|
||
|
0.49756085872650146,
|
||
|
0.40206170082092285,
|
||
|
0.3627450466156006,
|
||
|
0.42512065172195435,
|
||
|
0.4210525155067444,
|
||
|
0.2522521913051605,
|
||
|
0.4293783903121948,
|
||
|
0.36792439222335815,
|
||
|
0.31858399510383606,
|
||
|
0.6368157267570496,
|
||
|
0.39378228783607483,
|
||
|
0.6806281208992004,
|
||
|
0.34123215079307556,
|
||
|
0.4221104085445404,
|
||
|
0.23744283616542816,
|
||
|
0.30555546283721924,
|
||
|
0.30107519030570984,
|
||
|
0.5784311890602112,
|
||
|
0.6944442987442017,
|
||
|
0.5756096839904785,
|
||
|
0.3272726535797119,
|
||
|
0.43298953771591187,
|
||
|
0.5769229531288147,
|
||
|
0.6666665077209473,
|
||
|
0.48484835028648376,
|
||
|
0.15384608507156372,
|
||
|
0.7179486155509949,
|
||
|
0.5053762197494507,
|
||
|
0.5668447613716125,
|
||
|
0.4766353964805603,
|
||
|
0.8269229531288147,
|
||
|
0.5670101642608643,
|
||
|
0.5151513814926147,
|
||
|
0.43298953771591187,
|
||
|
0.24999991059303284,
|
||
|
0.18285706639289856,
|
||
|
0.33333325386047363,
|
||
|
0.4198893904685974,
|
||
|
0.7860695123672485,
|
||
|
0.6699027419090271,
|
||
|
0.4577113389968872,
|
||
|
0.6605502963066101,
|
||
|
0.17021268606185913,
|
||
|
0.31746023893356323,
|
||
|
0.25555548071861267,
|
||
|
0.727272629737854,
|
||
|
0.7395831346511841,
|
||
|
0.3487178385257721,
|
||
|
0.3147207200527191,
|
||
|
0.4232803285121918,
|
||
|
0.25112098455429077,
|
||
|
0.48927029967308044,
|
||
|
0.7317072153091431,
|
||
|
0.47761180996894836,
|
||
|
0.3387977182865143,
|
||
|
0.5948716402053833,
|
||
|
0.5273630023002625,
|
||
|
0.5205478072166443,
|
||
|
0.37185919284820557,
|
||
|
0.4799998998641968,
|
||
|
0.44976064562797546,
|
||
|
0.5989303588867188,
|
||
|
0.3351954519748688,
|
||
|
0.30366483330726624,
|
||
|
0.753488302230835,
|
||
|
0.46376800537109375,
|
||
|
0.36956506967544556,
|
||
|
0.36529669165611267,
|
||
|
0.1694914698600769,
|
||
|
0.5436891913414001
|
||
|
],
|
||
|
"time": 6.0349583979696035,
|
||
|
"param": null
|
||
|
}
|
||
|
]
|
||
|
}
|