smart_augmentation/higher/res/benchmark/CIFAR10/log/wide_resnet50_2-200 epochs -2.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

4029 lines
No EOL
82 KiB
JSON
Executable file

{
"Accuracy": 73.43,
"Time": [
38.87322401339654,
0.5015562427883691,
8487.412921481766
],
"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": 3.230621337890625,
"val_loss": 271.1733703613281,
"acc": 10.24,
"f1": [
0.0,
0.0,
0.0,
0.09411758929491043,
0.11901077628135681,
0.1851063370704651,
0.029822908341884613,
0.13778017461299896,
0.0,
0.09169049561023712
],
"time": 38.26379679981619,
"param": null
},
{
"epoch": 1,
"train_loss": 2.5221383571624756,
"val_loss": 2.240415096282959,
"acc": 15.37,
"f1": [
0.24642078578472137,
0.06705345958471298,
0.0,
0.1066029742360115,
0.0,
0.1500614434480667,
0.2323981523513794,
0.003976141102612019,
0.10929731279611588,
0.01377952191978693
],
"time": 38.896697491407394,
"param": null
},
{
"epoch": 2,
"train_loss": 2.505089521408081,
"val_loss": 2.023688793182373,
"acc": 22.44,
"f1": [
0.18653683364391327,
0.13840824365615845,
0.19354833662509918,
0.15292547643184662,
0.15415814518928528,
0.015686269849538803,
0.22749994695186615,
0.17956985533237457,
0.39105209708213806,
0.34956297278404236
],
"time": 38.731522262096405,
"param": null
},
{
"epoch": 3,
"train_loss": 1.893109917640686,
"val_loss": 1.8260501623153687,
"acc": 31.1,
"f1": [
0.38848912715911865,
0.4031769037246704,
0.2812902331352234,
0.17507591843605042,
0.2789660394191742,
0.11129292100667953,
0.2400905042886734,
0.2917114198207855,
0.42551058530807495,
0.3696780204772949
],
"time": 39.454848220571876,
"param": null
},
{
"epoch": 4,
"train_loss": 1.83830726146698,
"val_loss": 1.7454241514205933,
"acc": 34.23,
"f1": [
0.42923304438591003,
0.3978034257888794,
0.21621616184711456,
0.1684587150812149,
0.3438595235347748,
0.20543800294399261,
0.3463106155395508,
0.38860252499580383,
0.4654022753238678,
0.3520941138267517
],
"time": 39.4435845958069,
"param": null
},
{
"epoch": 5,
"train_loss": 1.6979460716247559,
"val_loss": 1.6295344829559326,
"acc": 40.0,
"f1": [
0.494992733001709,
0.48039743304252625,
0.3059041202068329,
0.06026054546236992,
0.329804927110672,
0.34870436787605286,
0.4342312812805176,
0.46277013421058655,
0.49398893117904663,
0.4572385549545288
],
"time": 39.71988365240395,
"param": null
},
{
"epoch": 6,
"train_loss": 1.5302211046218872,
"val_loss": 1.647544264793396,
"acc": 41.3,
"f1": [
0.4960804879665375,
0.4691670835018158,
0.32272717356681824,
0.1537385731935501,
0.36525240540504456,
0.3881635069847107,
0.42377251386642456,
0.47399353981018066,
0.5284736752510071,
0.48767954111099243
],
"time": 39.857059955596924,
"param": null
},
{
"epoch": 7,
"train_loss": 1.44133460521698,
"val_loss": 1.5829275846481323,
"acc": 40.2,
"f1": [
0.43397191166877747,
0.4845769703388214,
0.3107141852378845,
0.30900123715400696,
0.36199989914894104,
0.25150591135025024,
0.5023561120033264,
0.41877245903015137,
0.46871623396873474,
0.3580784797668457
],
"time": 39.133880604058504,
"param": null
},
{
"epoch": 8,
"train_loss": 1.4181902408599854,
"val_loss": 1.49411940574646,
"acc": 45.79,
"f1": [
0.48118576407432556,
0.589972972869873,
0.35899990797042847,
0.3201834261417389,
0.3724393844604492,
0.28291937708854675,
0.5065730810165405,
0.5045870542526245,
0.5838925242424011,
0.4890079200267792
],
"time": 39.0264529697597,
"param": null
},
{
"epoch": 9,
"train_loss": 1.4322903156280518,
"val_loss": 1.4246902465820312,
"acc": 45.71,
"f1": [
0.5642267465591431,
0.5971658229827881,
0.38883715867996216,
0.24472108483314514,
0.2614979147911072,
0.3978460133075714,
0.5334727168083191,
0.42183274030685425,
0.6093825697898865,
0.5236050486564636
],
"time": 36.776689840480685,
"param": null
},
{
"epoch": 10,
"train_loss": 1.3910126686096191,
"val_loss": 1.321399211883545,
"acc": 50.61,
"f1": [
0.5559501051902771,
0.6370581984519958,
0.36325228214263916,
0.34113046526908875,
0.40077245235443115,
0.38510093092918396,
0.5737629532814026,
0.5470849871635437,
0.644672155380249,
0.5591397285461426
],
"time": 38.7176264654845,
"param": null
},
{
"epoch": 11,
"train_loss": 1.239985466003418,
"val_loss": 1.271676778793335,
"acc": 51.97,
"f1": [
0.6086582541465759,
0.6499748229980469,
0.308019757270813,
0.3350408673286438,
0.44572293758392334,
0.4154967963695526,
0.574791431427002,
0.5808030366897583,
0.648445725440979,
0.5663625597953796
],
"time": 37.90198368765414,
"param": null
},
{
"epoch": 12,
"train_loss": 1.1971230506896973,
"val_loss": 1.313076376914978,
"acc": 54.01,
"f1": [
0.6266776919364929,
0.6856878399848938,
0.4105460047721863,
0.293893039226532,
0.44645655155181885,
0.4682980179786682,
0.5854144096374512,
0.6249998807907104,
0.6544829607009888,
0.5697672963142395
],
"time": 38.576729310676455,
"param": null
},
{
"epoch": 13,
"train_loss": 1.1729836463928223,
"val_loss": 1.320735216140747,
"acc": 51.71,
"f1": [
0.5977425575256348,
0.6097559332847595,
0.42595192790031433,
0.3331569731235504,
0.41086941957473755,
0.38101252913475037,
0.6010361909866333,
0.5620195865631104,
0.6726997494697571,
0.5010525584220886
],
"time": 38.002984010614455,
"param": null
},
{
"epoch": 14,
"train_loss": 1.098007321357727,
"val_loss": 1.3027489185333252,
"acc": 54.91,
"f1": [
0.5993943810462952,
0.6885068416595459,
0.4411472976207733,
0.38555338978767395,
0.3877299726009369,
0.42427870631217957,
0.6290321350097656,
0.6002399325370789,
0.6551586985588074,
0.6120728850364685
],
"time": 38.64281280897558,
"param": null
},
{
"epoch": 15,
"train_loss": 0.9993510842323303,
"val_loss": 1.1054962873458862,
"acc": 56.88,
"f1": [
0.6475692987442017,
0.6951155066490173,
0.4635760188102722,
0.4105597734451294,
0.4665353298187256,
0.43145811557769775,
0.6412613987922668,
0.611983597278595,
0.6737738847732544,
0.6356821060180664
],
"time": 38.557530699297786,
"param": null
},
{
"epoch": 16,
"train_loss": 0.934091329574585,
"val_loss": 1.2916396856307983,
"acc": 57.23,
"f1": [
0.6019337773323059,
0.6580134034156799,
0.4692386984825134,
0.38063427805900574,
0.44522538781166077,
0.48587003350257874,
0.6646705865859985,
0.6389147639274597,
0.7039929032325745,
0.6136484742164612
],
"time": 37.93655369523913,
"param": null
},
{
"epoch": 17,
"train_loss": 0.9317532181739807,
"val_loss": 1.175408959388733,
"acc": 58.41,
"f1": [
0.6393303871154785,
0.7063828110694885,
0.4591482877731323,
0.3970586955547333,
0.5125975608825684,
0.4704544246196747,
0.6611660122871399,
0.6288785934448242,
0.6993736028671265,
0.6410664916038513
],
"time": 38.74740859400481,
"param": null
},
{
"epoch": 18,
"train_loss": 0.8795968890190125,
"val_loss": 1.132147192955017,
"acc": 59.24,
"f1": [
0.6518751978874207,
0.7105680704116821,
0.49022045731544495,
0.3380628228187561,
0.43384209275245667,
0.5162747502326965,
0.6312083005905151,
0.679108202457428,
0.747085452079773,
0.6785895228385925
],
"time": 38.4596005929634,
"param": null
},
{
"epoch": 19,
"train_loss": 0.8824270963668823,
"val_loss": 1.0921204090118408,
"acc": 60.91,
"f1": [
0.6715633273124695,
0.7273645401000977,
0.4785274565219879,
0.41546380519866943,
0.5156248807907104,
0.5349075198173523,
0.6699603199958801,
0.6723875403404236,
0.745825469493866,
0.6554529070854187
],
"time": 38.52916412334889,
"param": null
},
{
"epoch": 20,
"train_loss": 0.7249069809913635,
"val_loss": 1.0558446645736694,
"acc": 61.71,
"f1": [
0.68349689245224,
0.7536818981170654,
0.49783068895339966,
0.4465077519416809,
0.5313764214515686,
0.5150683522224426,
0.6765186786651611,
0.6676937341690063,
0.753074586391449,
0.6663122773170471
],
"time": 38.33063239324838,
"param": null
},
{
"epoch": 21,
"train_loss": 0.7752196788787842,
"val_loss": 1.1708043813705444,
"acc": 60.79,
"f1": [
0.683111846446991,
0.7150536179542542,
0.5008217692375183,
0.41724470257759094,
0.514099657535553,
0.48310235142707825,
0.6451083421707153,
0.6468183398246765,
0.7584607005119324,
0.6699594855308533
],
"time": 38.333383252844214,
"param": null
},
{
"epoch": 22,
"train_loss": 0.736232340335846,
"val_loss": 1.1170979738235474,
"acc": 60.33,
"f1": [
0.6345548629760742,
0.7254334092140198,
0.5122837424278259,
0.37409189343452454,
0.5258544087409973,
0.5256533026695251,
0.6451969742774963,
0.6553952097892761,
0.7444494962692261,
0.668786346912384
],
"time": 38.20472431089729,
"param": null
},
{
"epoch": 23,
"train_loss": 0.5395994782447815,
"val_loss": 1.1999813318252563,
"acc": 61.41,
"f1": [
0.6715705990791321,
0.6875360012054443,
0.5128203630447388,
0.4301074147224426,
0.5416447520256042,
0.506037175655365,
0.6807093620300293,
0.6832471489906311,
0.7511131167411804,
0.6577585339546204
],
"time": 38.181578419171274,
"param": null
},
{
"epoch": 24,
"train_loss": 0.5818667411804199,
"val_loss": 1.3992210626602173,
"acc": 60.39,
"f1": [
0.6660211682319641,
0.7407012581825256,
0.5007905960083008,
0.42641693353652954,
0.5033315420150757,
0.4602455496788025,
0.6211452484130859,
0.6349396109580994,
0.7564041614532471,
0.6690874695777893
],
"time": 38.32564152032137,
"param": null
},
{
"epoch": 25,
"train_loss": 0.44998544454574585,
"val_loss": 1.2067766189575195,
"acc": 62.55,
"f1": [
0.6992714405059814,
0.758456289768219,
0.5262075066566467,
0.44088879227638245,
0.5105139017105103,
0.49595361948013306,
0.6749480962753296,
0.6947021484375,
0.7485602498054504,
0.6782693862915039
],
"time": 38.39947447460145,
"param": null
},
{
"epoch": 26,
"train_loss": 0.5189844965934753,
"val_loss": 1.3036632537841797,
"acc": 61.28,
"f1": [
0.697317898273468,
0.7523123025894165,
0.5065817832946777,
0.3633275628089905,
0.5245736241340637,
0.5263156890869141,
0.6822571158409119,
0.6730573773384094,
0.7631439566612244,
0.667027473449707
],
"time": 37.880287788808346,
"param": null
},
{
"epoch": 27,
"train_loss": 0.3999877870082855,
"val_loss": 1.2265846729278564,
"acc": 62.82,
"f1": [
0.6867578625679016,
0.740112841129303,
0.5318760275840759,
0.4209972620010376,
0.5509505867958069,
0.5205783247947693,
0.7128058671951294,
0.6534294486045837,
0.7620479464530945,
0.681307315826416
],
"time": 37.85393459536135,
"param": null
},
{
"epoch": 28,
"train_loss": 0.447735071182251,
"val_loss": 1.3296868801116943,
"acc": 62.75,
"f1": [
0.7109600305557251,
0.7363133430480957,
0.5281614065170288,
0.4044376015663147,
0.5614582300186157,
0.5069948434829712,
0.6814157962799072,
0.6860641837120056,
0.7592007517814636,
0.669920027256012
],
"time": 37.87896945234388,
"param": null
},
{
"epoch": 29,
"train_loss": 0.3114226162433624,
"val_loss": 1.1632492542266846,
"acc": 63.12,
"f1": [
0.6813557744026184,
0.7651551961898804,
0.5181284546852112,
0.41258731484413147,
0.5450859665870667,
0.5391457676887512,
0.6642035245895386,
0.6936234831809998,
0.7822953462600708,
0.7111109495162964
],
"time": 37.660972356796265,
"param": null
},
{
"epoch": 30,
"train_loss": 0.3461786210536957,
"val_loss": 1.722983479499817,
"acc": 58.36,
"f1": [
0.5906497836112976,
0.721960186958313,
0.5024428367614746,
0.3954409062862396,
0.5313335061073303,
0.4688066244125366,
0.6387741565704346,
0.6528434157371521,
0.7317718267440796,
0.5886744260787964
],
"time": 38.36031714081764,
"param": null
},
{
"epoch": 31,
"train_loss": 0.33935418725013733,
"val_loss": 1.2575244903564453,
"acc": 60.81,
"f1": [
0.6891745924949646,
0.7188839912414551,
0.4855285584926605,
0.44023561477661133,
0.5522326231002808,
0.5300828218460083,
0.6947367191314697,
0.5971445441246033,
0.7330315709114075,
0.671075701713562
],
"time": 38.28200573567301,
"param": null
},
{
"epoch": 32,
"train_loss": 0.2745501399040222,
"val_loss": 1.5550938844680786,
"acc": 63.35,
"f1": [
0.7144277691841125,
0.7556648254394531,
0.5458070039749146,
0.4131735563278198,
0.5796967148780823,
0.527461051940918,
0.6969375610351562,
0.6882791519165039,
0.7504059076309204,
0.6764704585075378
],
"time": 38.32850448973477,
"param": null
},
{
"epoch": 33,
"train_loss": 0.23036035895347595,
"val_loss": 1.264654278755188,
"acc": 63.43,
"f1": [
0.713259756565094,
0.7558454275131226,
0.5206444263458252,
0.44954943656921387,
0.5632482171058655,
0.5301417112350464,
0.6881265044212341,
0.7010203003883362,
0.7654448747634888,
0.7047815918922424
],
"time": 38.35600043088198,
"param": null
},
{
"epoch": 34,
"train_loss": 0.2855658531188965,
"val_loss": 1.672379970550537,
"acc": 63.2,
"f1": [
0.6946107149124146,
0.7369837164878845,
0.49883437156677246,
0.44421684741973877,
0.578551173210144,
0.5336608290672302,
0.694290816783905,
0.6566624641418457,
0.7707361578941345,
0.6685328483581543
],
"time": 38.34260073583573,
"param": null
},
{
"epoch": 35,
"train_loss": 0.23332579433918,
"val_loss": 1.4922153949737549,
"acc": 62.91,
"f1": [
0.7093022465705872,
0.7439152002334595,
0.536060094833374,
0.4353548586368561,
0.5731706023216248,
0.5464879274368286,
0.6575177311897278,
0.682439386844635,
0.7719297409057617,
0.679999828338623
],
"time": 38.38720770087093,
"param": null
},
{
"epoch": 36,
"train_loss": 0.26556286215782166,
"val_loss": 1.440504550933838,
"acc": 63.01,
"f1": [
0.6716697216033936,
0.7754316926002502,
0.5181387066841125,
0.4195650815963745,
0.5316026210784912,
0.4991086423397064,
0.6910085678100586,
0.7029426097869873,
0.7647339105606079,
0.6990393400192261
],
"time": 38.21940397564322,
"param": null
},
{
"epoch": 37,
"train_loss": 0.20462453365325928,
"val_loss": 1.4096616506576538,
"acc": 62.46,
"f1": [
0.7146352529525757,
0.7612454891204834,
0.5384927988052368,
0.43274232745170593,
0.5408260226249695,
0.5226231813430786,
0.7009673118591309,
0.6010294556617737,
0.7756727933883667,
0.656734049320221
],
"time": 37.75303089339286,
"param": null
},
{
"epoch": 38,
"train_loss": 0.1851174235343933,
"val_loss": 1.5007779598236084,
"acc": 64.91,
"f1": [
0.7029648423194885,
0.7569139003753662,
0.5422497391700745,
0.46230238676071167,
0.5747367143630981,
0.5519449710845947,
0.7320825457572937,
0.6941798329353333,
0.7800828218460083,
0.721143901348114
],
"time": 38.30746941361576,
"param": null
},
{
"epoch": 39,
"train_loss": 0.18969571590423584,
"val_loss": 1.6324820518493652,
"acc": 63.56,
"f1": [
0.6959705352783203,
0.7709161639213562,
0.5410627126693726,
0.4301963448524475,
0.5009783506393433,
0.516674816608429,
0.6627264618873596,
0.7044709920883179,
0.7769782543182373,
0.72016441822052
],
"time": 39.1223306665197,
"param": null
},
{
"epoch": 40,
"train_loss": 0.1991066187620163,
"val_loss": 1.5584288835525513,
"acc": 63.79,
"f1": [
0.6887539029121399,
0.7800281047821045,
0.5409834980964661,
0.4424067437648773,
0.5047168731689453,
0.5396340489387512,
0.6766083836555481,
0.6953123807907104,
0.7673973441123962,
0.6994349360466003
],
"time": 39.31043779477477,
"param": null
},
{
"epoch": 41,
"train_loss": 0.15267041325569153,
"val_loss": 1.5995439291000366,
"acc": 64.78,
"f1": [
0.7114582657814026,
0.7824708223342896,
0.5630251169204712,
0.458609938621521,
0.5816771388053894,
0.5426504611968994,
0.6874727606773376,
0.6822587847709656,
0.7914935946464539,
0.7200842499732971
],
"time": 38.31760136410594,
"param": null
},
{
"epoch": 42,
"train_loss": 0.16281183063983917,
"val_loss": 1.4470651149749756,
"acc": 64.73,
"f1": [
0.6793420910835266,
0.7689392566680908,
0.5425412654876709,
0.45596960186958313,
0.5774325132369995,
0.547580897808075,
0.7042403817176819,
0.6658279895782471,
0.786247968673706,
0.716768741607666
],
"time": 38.42947103176266,
"param": null
},
{
"epoch": 43,
"train_loss": 0.238933265209198,
"val_loss": 1.450662612915039,
"acc": 63.97,
"f1": [
0.7173487544059753,
0.7804620265960693,
0.5463319420814514,
0.4382815659046173,
0.5463162064552307,
0.5297055840492249,
0.6741034984588623,
0.6809679269790649,
0.7640824913978577,
0.7280422449111938
],
"time": 38.471870398148894,
"param": null
},
{
"epoch": 44,
"train_loss": 0.251997172832489,
"val_loss": 1.5122489929199219,
"acc": 64.62,
"f1": [
0.718259871006012,
0.7486237287521362,
0.5623517036437988,
0.48553335666656494,
0.588861882686615,
0.4677315056324005,
0.7188239097595215,
0.6926881670951843,
0.7621563076972961,
0.6978762745857239
],
"time": 38.56714985333383,
"param": null
},
{
"epoch": 45,
"train_loss": 0.1917942762374878,
"val_loss": 1.2822248935699463,
"acc": 64.79,
"f1": [
0.706300675868988,
0.7826539874076843,
0.5369368195533752,
0.4504131078720093,
0.602962076663971,
0.5292928218841553,
0.7084546685218811,
0.7190036177635193,
0.7604258060455322,
0.691329300403595
],
"time": 39.287948440760374,
"param": null
},
{
"epoch": 46,
"train_loss": 0.15643338859081268,
"val_loss": 1.6650598049163818,
"acc": 63.23,
"f1": [
0.626715362071991,
0.7608376145362854,
0.5427871942520142,
0.38640645146369934,
0.5618220567703247,
0.5702435970306396,
0.6865508556365967,
0.679850161075592,
0.7575077414512634,
0.7023510336875916
],
"time": 39.221387271769345,
"param": null
},
{
"epoch": 47,
"train_loss": 0.16722017526626587,
"val_loss": 1.3101551532745361,
"acc": 64.7,
"f1": [
0.6988635063171387,
0.7780623435974121,
0.5480092167854309,
0.44598326086997986,
0.5764280557632446,
0.5435085296630859,
0.6815833449363708,
0.7172797918319702,
0.782651960849762,
0.7349998354911804
],
"time": 38.509639877825975,
"param": null
},
{
"epoch": 48,
"train_loss": 0.2744251787662506,
"val_loss": 1.3354148864746094,
"acc": 63.98,
"f1": [
0.6961264610290527,
0.7563958764076233,
0.5478672385215759,
0.438709557056427,
0.5778560638427734,
0.5481269359588623,
0.6842104196548462,
0.6877955198287964,
0.7634506821632385,
0.7122860550880432
],
"time": 39.225640293210745,
"param": null
},
{
"epoch": 49,
"train_loss": 0.24597464501857758,
"val_loss": 1.4607220888137817,
"acc": 62.26,
"f1": [
0.7109566926956177,
0.6751667857170105,
0.472240686416626,
0.4196077287197113,
0.5979852080345154,
0.5392975807189941,
0.6818711757659912,
0.6617898344993591,
0.7740605473518372,
0.685053288936615
],
"time": 38.44678950123489,
"param": null
},
{
"epoch": 50,
"train_loss": 0.1412769854068756,
"val_loss": 1.3406890630722046,
"acc": 65.52,
"f1": [
0.7127711772918701,
0.7705966830253601,
0.541516125202179,
0.4408944249153137,
0.5954885482788086,
0.5600383281707764,
0.6999999284744263,
0.6935482621192932,
0.788956344127655,
0.7250353693962097
],
"time": 39.30444183200598,
"param": null
},
{
"epoch": 51,
"train_loss": 0.15495289862155914,
"val_loss": 1.5569465160369873,
"acc": 62.56,
"f1": [
0.6986299753189087,
0.7558427453041077,
0.49232572317123413,
0.42047321796417236,
0.5709826946258545,
0.4860266149044037,
0.6524766683578491,
0.6700181365013123,
0.7488787770271301,
0.6842787861824036
],
"time": 38.31932504940778,
"param": null
},
{
"epoch": 52,
"train_loss": 0.21031320095062256,
"val_loss": 1.4572803974151611,
"acc": 64.95,
"f1": [
0.7039471864700317,
0.788773775100708,
0.543072521686554,
0.46444541215896606,
0.5706400871276855,
0.5174901485443115,
0.7243937253952026,
0.6710212230682373,
0.7844486832618713,
0.7312594056129456
],
"time": 39.241426918655634,
"param": null
},
{
"epoch": 53,
"train_loss": 0.1396343857049942,
"val_loss": 1.454566240310669,
"acc": 65.02,
"f1": [
0.6929782629013062,
0.7844521403312683,
0.5286388993263245,
0.46091994643211365,
0.5528645515441895,
0.5513015985488892,
0.7124868035316467,
0.6918975114822388,
0.7936960458755493,
0.7225804328918457
],
"time": 38.46365322358906,
"param": null
},
{
"epoch": 54,
"train_loss": 0.13463114202022552,
"val_loss": 1.5894829034805298,
"acc": 63.97,
"f1": [
0.7106044292449951,
0.7196840643882751,
0.5475564002990723,
0.4426068961620331,
0.5795509815216064,
0.5406017899513245,
0.6790771484375,
0.70767742395401,
0.7611938714981079,
0.703771710395813
],
"time": 38.35652716457844,
"param": null
},
{
"epoch": 55,
"train_loss": 0.1785515397787094,
"val_loss": 1.3943437337875366,
"acc": 64.59,
"f1": [
0.7180821895599365,
0.7716048359870911,
0.5594342947006226,
0.48391029238700867,
0.5514665842056274,
0.5122233629226685,
0.6846117377281189,
0.6783419251441956,
0.7983366847038269,
0.738775372505188
],
"time": 39.374738024547696,
"param": null
},
{
"epoch": 56,
"train_loss": 0.11552564799785614,
"val_loss": 1.5831410884857178,
"acc": 64.65,
"f1": [
0.7065269947052002,
0.7854164838790894,
0.5394666790962219,
0.4589040279388428,
0.5960518717765808,
0.5540940761566162,
0.7006301283836365,
0.6963787078857422,
0.7841317057609558,
0.7142855525016785
],
"time": 38.44944299943745,
"param": null
},
{
"epoch": 57,
"train_loss": 0.09044873714447021,
"val_loss": 1.4328192472457886,
"acc": 66.34,
"f1": [
0.7143566012382507,
0.7822036743164062,
0.5556830167770386,
0.4734116494655609,
0.6009613871574402,
0.5668448209762573,
0.7302629947662354,
0.7078704833984375,
0.7755323052406311,
0.7366335391998291
],
"time": 38.45669739693403,
"param": null
},
{
"epoch": 58,
"train_loss": 0.13175110518932343,
"val_loss": 1.4953924417495728,
"acc": 66.38,
"f1": [
0.7243459820747375,
0.7872445583343506,
0.5685839056968689,
0.47683385014533997,
0.6040673851966858,
0.5429708361625671,
0.7176936864852905,
0.6912978887557983,
0.7964425683021545,
0.7189407348632812
],
"time": 39.19876795262098,
"param": null
},
{
"epoch": 59,
"train_loss": 0.14421042799949646,
"val_loss": 1.484673023223877,
"acc": 64.54,
"f1": [
0.6985017657279968,
0.7739385962486267,
0.557936429977417,
0.4445548355579376,
0.5627801418304443,
0.49058887362480164,
0.7139456272125244,
0.7117817401885986,
0.7820382118225098,
0.703852653503418
],
"time": 38.423420341685414,
"param": null
},
{
"epoch": 60,
"train_loss": 0.12319912761449814,
"val_loss": 1.6233643293380737,
"acc": 64.88,
"f1": [
0.730532705783844,
0.7560691833496094,
0.5630443692207336,
0.48501354455947876,
0.6037343144416809,
0.5341164469718933,
0.6452394127845764,
0.7063570022583008,
0.7807533740997314,
0.7224487662315369
],
"time": 39.254606393165886,
"param": null
},
{
"epoch": 61,
"train_loss": 0.14813697338104248,
"val_loss": 1.3162257671356201,
"acc": 65.78,
"f1": [
0.7166063189506531,
0.7770506739616394,
0.5772982835769653,
0.4266228973865509,
0.6032422184944153,
0.560636043548584,
0.7076113820075989,
0.7041035890579224,
0.7667160034179688,
0.7299733757972717
],
"time": 39.30327009409666,
"param": null
},
{
"epoch": 62,
"train_loss": 0.13093771040439606,
"val_loss": 1.3414216041564941,
"acc": 66.09,
"f1": [
0.7329468727111816,
0.7883856296539307,
0.5685326457023621,
0.47608914971351624,
0.5616517663002014,
0.5482624173164368,
0.6729633212089539,
0.716577410697937,
0.777030348777771,
0.7295464873313904
],
"time": 38.47796402685344,
"param": null
},
{
"epoch": 63,
"train_loss": 0.15085342526435852,
"val_loss": 1.5444368124008179,
"acc": 64.67,
"f1": [
0.6760438084602356,
0.771507740020752,
0.5542494654655457,
0.4659317135810852,
0.6071248054504395,
0.49968984723091125,
0.7105547785758972,
0.7110595107078552,
0.7452573180198669,
0.6964465379714966
],
"time": 39.321400607936084,
"param": null
},
{
"epoch": 64,
"train_loss": 0.09555289894342422,
"val_loss": 1.2665525674819946,
"acc": 67.14,
"f1": [
0.7311533689498901,
0.7959492206573486,
0.5835895538330078,
0.47328996658325195,
0.5950095653533936,
0.5742387771606445,
0.733944833278656,
0.7074755430221558,
0.8018431663513184,
0.7312167882919312
],
"time": 39.263777379877865,
"param": null
},
{
"epoch": 65,
"train_loss": 0.09738887846469879,
"val_loss": 1.1849266290664673,
"acc": 67.69,
"f1": [
0.714583158493042,
0.8047274947166443,
0.5857283473014832,
0.4608500003814697,
0.6046996116638184,
0.580183744430542,
0.7181087136268616,
0.7155553698539734,
0.8186421990394592,
0.7360481023788452
],
"time": 39.293148478493094,
"param": null
},
{
"epoch": 66,
"train_loss": 0.11719915270805359,
"val_loss": 1.3768805265426636,
"acc": 66.55,
"f1": [
0.7030715942382812,
0.776739239692688,
0.5706292390823364,
0.4640997648239136,
0.6010751128196716,
0.5782277584075928,
0.7172545790672302,
0.7153698205947876,
0.7882036566734314,
0.737854540348053
],
"time": 38.32099572662264,
"param": null
},
{
"epoch": 67,
"train_loss": 0.09245118498802185,
"val_loss": 1.3003106117248535,
"acc": 66.89,
"f1": [
0.7039673328399658,
0.7940182089805603,
0.572294294834137,
0.4348333477973938,
0.6147539615631104,
0.5929647088050842,
0.7339711785316467,
0.7264100313186646,
0.7767207026481628,
0.7328393459320068
],
"time": 39.1744802268222,
"param": null
},
{
"epoch": 68,
"train_loss": 0.08104730397462845,
"val_loss": 1.3280454874038696,
"acc": 64.96,
"f1": [
0.7057791948318481,
0.7679323554039001,
0.5620983839035034,
0.46301621198654175,
0.587125301361084,
0.5399840474128723,
0.7012126445770264,
0.6993317604064941,
0.7939644455909729,
0.7134327292442322
],
"time": 39.30557905882597,
"param": null
},
{
"epoch": 69,
"train_loss": 0.10475151985883713,
"val_loss": 1.5173307657241821,
"acc": 67.32,
"f1": [
0.7279186248779297,
0.7895006537437439,
0.5538816452026367,
0.48498421907424927,
0.627565860748291,
0.580037534236908,
0.7274557948112488,
0.7183991074562073,
0.7999998331069946,
0.7426285743713379
],
"time": 39.29079016018659,
"param": null
},
{
"epoch": 70,
"train_loss": 0.08495674282312393,
"val_loss": 1.3223761320114136,
"acc": 65.63,
"f1": [
0.6901883482933044,
0.7794921398162842,
0.5596450567245483,
0.4370459020137787,
0.5934717059135437,
0.5323908925056458,
0.6850298047065735,
0.7319103479385376,
0.7819094061851501,
0.7269823551177979
],
"time": 39.31174429040402,
"param": null
},
{
"epoch": 71,
"train_loss": 0.06226140260696411,
"val_loss": 1.6549599170684814,
"acc": 63.82,
"f1": [
0.729743242263794,
0.7576447129249573,
0.5556536316871643,
0.44034695625305176,
0.5593748688697815,
0.49784335494041443,
0.642640233039856,
0.6997116804122925,
0.7676054835319519,
0.6997790336608887
],
"time": 38.41856859717518,
"param": null
},
{
"epoch": 72,
"train_loss": 0.09423937648534775,
"val_loss": 1.7716865539550781,
"acc": 63.67,
"f1": [
0.6623998880386353,
0.7336388826370239,
0.5337518453598022,
0.4514671564102173,
0.6053761839866638,
0.5391014218330383,
0.6828851103782654,
0.7090004086494446,
0.7340657711029053,
0.6625489592552185
],
"time": 39.267101388424635,
"param": null
},
{
"epoch": 73,
"train_loss": 0.11675620824098587,
"val_loss": 1.3301324844360352,
"acc": 66.97,
"f1": [
0.7093456387519836,
0.7766057848930359,
0.5668591260910034,
0.4979327917098999,
0.6135725378990173,
0.5489509105682373,
0.7404128313064575,
0.7290689945220947,
0.7874742150306702,
0.7301749587059021
],
"time": 38.407230782322586,
"param": null
},
{
"epoch": 74,
"train_loss": 0.0706656202673912,
"val_loss": 1.542321801185608,
"acc": 68.45,
"f1": [
0.7464250326156616,
0.8032241463661194,
0.5877332091331482,
0.4788592755794525,
0.635902464389801,
0.5874784588813782,
0.7361898422241211,
0.7373570799827576,
0.803534209728241,
0.745744526386261
],
"time": 38.35300868842751,
"param": null
},
{
"epoch": 75,
"train_loss": 0.0672573447227478,
"val_loss": 1.6059333086013794,
"acc": 65.43,
"f1": [
0.7064812779426575,
0.7845657467842102,
0.5448585748672485,
0.4819485545158386,
0.5880378484725952,
0.541042685508728,
0.7124792337417603,
0.7249999046325684,
0.7806147933006287,
0.7409324645996094
],
"time": 39.198081562295556,
"param": null
},
{
"epoch": 76,
"train_loss": 0.07275218516588211,
"val_loss": 1.4893935918807983,
"acc": 65.93,
"f1": [
0.6969071626663208,
0.7964965105056763,
0.5537738800048828,
0.5109688639640808,
0.5988698601722717,
0.5463575124740601,
0.7215644121170044,
0.704357922077179,
0.7803494334220886,
0.7259019017219543
],
"time": 38.5267340792343,
"param": null
},
{
"epoch": 77,
"train_loss": 0.08759304881095886,
"val_loss": 1.4125128984451294,
"acc": 68.0,
"f1": [
0.7334359288215637,
0.7922348380088806,
0.562609076499939,
0.4884095788002014,
0.6344037652015686,
0.5852488875389099,
0.7473571300506592,
0.7360078692436218,
0.7653331160545349,
0.7325862646102905
],
"time": 38.5079086991027,
"param": null
},
{
"epoch": 78,
"train_loss": 0.07091876119375229,
"val_loss": 1.2821135520935059,
"acc": 68.24,
"f1": [
0.7507597804069519,
0.7828255891799927,
0.6031744480133057,
0.4570159614086151,
0.6389018893241882,
0.5861573815345764,
0.7410758137702942,
0.7414965033531189,
0.7912198305130005,
0.7185927629470825
],
"time": 38.343135042116046,
"param": null
},
{
"epoch": 79,
"train_loss": 0.07206311821937561,
"val_loss": 1.309456467628479,
"acc": 67.5,
"f1": [
0.7239957451820374,
0.7998078465461731,
0.5732150673866272,
0.489086776971817,
0.5911877751350403,
0.5816022753715515,
0.7293232083320618,
0.7259179353713989,
0.7996010184288025,
0.7433180809020996
],
"time": 39.35263739991933,
"param": null
},
{
"epoch": 80,
"train_loss": 0.06012098863720894,
"val_loss": 1.3643020391464233,
"acc": 67.02,
"f1": [
0.6960615515708923,
0.7808879017829895,
0.5656877160072327,
0.48503929376602173,
0.610225260257721,
0.5599601864814758,
0.742393434047699,
0.7213113307952881,
0.7814502120018005,
0.7360078692436218
],
"time": 38.570884346961975,
"param": null
},
{
"epoch": 81,
"train_loss": 0.06443984806537628,
"val_loss": 1.4601237773895264,
"acc": 68.06,
"f1": [
0.7289904356002808,
0.7962131500244141,
0.5984014272689819,
0.44757598638534546,
0.6324236392974854,
0.5744589567184448,
0.7326335310935974,
0.7416290640830994,
0.7840495109558105,
0.7601367235183716
],
"time": 39.23279476258904,
"param": null
},
{
"epoch": 82,
"train_loss": 0.04346703737974167,
"val_loss": 1.5058941841125488,
"acc": 67.46,
"f1": [
0.7282460927963257,
0.7811079621315002,
0.5579239130020142,
0.48700252175331116,
0.6049584746360779,
0.5448991060256958,
0.7247664332389832,
0.7314627170562744,
0.8053048253059387,
0.7349895238876343
],
"time": 39.31749309785664,
"param": null
},
{
"epoch": 83,
"train_loss": 0.06370352953672409,
"val_loss": 1.2783390283584595,
"acc": 68.0,
"f1": [
0.7389441728591919,
0.7971152067184448,
0.5703633427619934,
0.4669216573238373,
0.6047278046607971,
0.583690881729126,
0.7168646454811096,
0.7313584089279175,
0.8031187057495117,
0.7529285550117493
],
"time": 39.305704987607896,
"param": null
},
{
"epoch": 84,
"train_loss": 0.09344065934419632,
"val_loss": 1.29879629611969,
"acc": 65.87,
"f1": [
0.7354210019111633,
0.7894229292869568,
0.5718375444412231,
0.45070409774780273,
0.6107454299926758,
0.54693204164505,
0.726107656955719,
0.7023877501487732,
0.7957558631896973,
0.7433153986930847
],
"time": 38.3392053283751,
"param": null
},
{
"epoch": 85,
"train_loss": 0.05922931805253029,
"val_loss": 1.2687307596206665,
"acc": 68.74,
"f1": [
0.7516196966171265,
0.7881667613983154,
0.5979491472244263,
0.5037104487419128,
0.6317968964576721,
0.5998097658157349,
0.7547950148582458,
0.7213904857635498,
0.8005921840667725,
0.7395879626274109
],
"time": 39.347317893989384,
"param": null
},
{
"epoch": 86,
"train_loss": 0.06550345569849014,
"val_loss": 1.733014702796936,
"acc": 66.13,
"f1": [
0.6864715814590454,
0.7811070084571838,
0.581303060054779,
0.4639533460140228,
0.5893586874008179,
0.5428920388221741,
0.7400317192077637,
0.6852319240570068,
0.780066967010498,
0.701690137386322
],
"time": 38.404408236034214,
"param": null
},
{
"epoch": 87,
"train_loss": 0.07587217539548874,
"val_loss": 1.3590680360794067,
"acc": 65.45,
"f1": [
0.6821704506874084,
0.7864953279495239,
0.5585505366325378,
0.45608097314834595,
0.596294105052948,
0.5461345314979553,
0.6813979744911194,
0.7410438060760498,
0.7473623752593994,
0.709786057472229
],
"time": 39.279001579619944,
"param": null
},
{
"epoch": 88,
"train_loss": 0.07338973879814148,
"val_loss": 1.5463736057281494,
"acc": 68.1,
"f1": [
0.7342548966407776,
0.7947849631309509,
0.5767788887023926,
0.47377312183380127,
0.6155201196670532,
0.5750662088394165,
0.7397122979164124,
0.733269453048706,
0.7969847321510315,
0.734870195388794
],
"time": 38.53150994889438,
"param": null
},
{
"epoch": 89,
"train_loss": 0.06592469662427902,
"val_loss": 1.328133463859558,
"acc": 68.2,
"f1": [
0.7333332300186157,
0.7886916995048523,
0.5684693455696106,
0.4627538323402405,
0.6375672221183777,
0.5906311869621277,
0.7340164184570312,
0.7197723388671875,
0.7892155647277832,
0.739470899105072
],
"time": 39.228099938482046,
"param": null
},
{
"epoch": 90,
"train_loss": 0.041883569210767746,
"val_loss": 1.5430395603179932,
"acc": 66.68,
"f1": [
0.7064016461372375,
0.7962859869003296,
0.5523916482925415,
0.4283303916454315,
0.5953090786933899,
0.5921786427497864,
0.7240683436393738,
0.7182269096374512,
0.7969542145729065,
0.7544124126434326
],
"time": 38.332018616609275,
"param": null
},
{
"epoch": 91,
"train_loss": 0.07278460264205933,
"val_loss": 1.1918585300445557,
"acc": 68.81,
"f1": [
0.7588262557983398,
0.7901589870452881,
0.5808217525482178,
0.5095480680465698,
0.6346355080604553,
0.5691619515419006,
0.7541645169258118,
0.7448413968086243,
0.7937466502189636,
0.7425550818443298
],
"time": 39.32281476352364,
"param": null
},
{
"epoch": 92,
"train_loss": 0.05503365397453308,
"val_loss": 1.5749236345291138,
"acc": 66.97,
"f1": [
0.7346749901771545,
0.7942344546318054,
0.5758717656135559,
0.4879467189311981,
0.600974440574646,
0.5696201324462891,
0.7244896292686462,
0.7307260632514954,
0.783028781414032,
0.7389264106750488
],
"time": 39.266596044413745,
"param": null
},
{
"epoch": 93,
"train_loss": 0.08637277036905289,
"val_loss": 1.567734956741333,
"acc": 67.69,
"f1": [
0.7298023700714111,
0.8035624623298645,
0.5678473114967346,
0.47970467805862427,
0.6111832857131958,
0.5909999012947083,
0.7359211444854736,
0.7320642471313477,
0.778894305229187,
0.7310194373130798
],
"time": 39.24530372861773,
"param": null
},
{
"epoch": 94,
"train_loss": 0.09870141744613647,
"val_loss": 1.5232080221176147,
"acc": 64.93,
"f1": [
0.7068091630935669,
0.7730810642242432,
0.5785796642303467,
0.45847418904304504,
0.6083648800849915,
0.5487093329429626,
0.7143648266792297,
0.68983393907547,
0.7934321165084839,
0.7350336909294128
],
"time": 38.37674036901444,
"param": null
},
{
"epoch": 95,
"train_loss": 0.1059429943561554,
"val_loss": 1.5519697666168213,
"acc": 67.55,
"f1": [
0.73491370677948,
0.7901877164840698,
0.572966992855072,
0.47374051809310913,
0.6239767074584961,
0.5848343968391418,
0.7436860799789429,
0.735802412033081,
0.7860695123672485,
0.7229325771331787
],
"time": 38.389813334681094,
"param": null
},
{
"epoch": 96,
"train_loss": 0.05981722101569176,
"val_loss": 1.4171918630599976,
"acc": 68.25,
"f1": [
0.718721330165863,
0.8085315227508545,
0.5955110788345337,
0.48712435364723206,
0.6277520060539246,
0.585477888584137,
0.7483505010604858,
0.7276662588119507,
0.7880963087081909,
0.7326942086219788
],
"time": 39.28181790467352,
"param": null
},
{
"epoch": 97,
"train_loss": 0.045228827744722366,
"val_loss": 1.5495011806488037,
"acc": 66.02,
"f1": [
0.6872172951698303,
0.7669614553451538,
0.5710691213607788,
0.4645531475543976,
0.6002165675163269,
0.5592938661575317,
0.7139315605163574,
0.7249153852462769,
0.7715734839439392,
0.7149219512939453
],
"time": 39.371452236548066,
"param": null
},
{
"epoch": 98,
"train_loss": 0.06374752521514893,
"val_loss": 1.6473366022109985,
"acc": 64.78,
"f1": [
0.7128426432609558,
0.7908920049667358,
0.540652334690094,
0.39745214581489563,
0.5429070591926575,
0.5557479858398438,
0.621113657951355,
0.7196028828620911,
0.7875263094902039,
0.7306531667709351
],
"time": 39.25869524665177,
"param": null
},
{
"epoch": 99,
"train_loss": 0.03419472277164459,
"val_loss": 1.3187531232833862,
"acc": 68.96,
"f1": [
0.738475501537323,
0.8094338178634644,
0.5974025130271912,
0.4922769069671631,
0.6147539615631104,
0.5822653770446777,
0.7489625215530396,
0.7485623955726624,
0.8052490949630737,
0.7534245252609253
],
"time": 39.24860768485814,
"param": null
},
{
"epoch": 100,
"train_loss": 0.06167348474264145,
"val_loss": 1.546285629272461,
"acc": 66.08,
"f1": [
0.7196515202522278,
0.7938085794448853,
0.5685577988624573,
0.4613669216632843,
0.6062788367271423,
0.5642179846763611,
0.6617735624313354,
0.736172080039978,
0.8068291544914246,
0.7615383267402649
],
"time": 39.3315641162917,
"param": null
},
{
"epoch": 101,
"train_loss": 0.019054602831602097,
"val_loss": 1.4816040992736816,
"acc": 68.59,
"f1": [
0.7530560493469238,
0.804710328578949,
0.616204559803009,
0.4978122413158417,
0.6068331003189087,
0.5929647088050842,
0.7232566475868225,
0.72243332862854,
0.7841843962669373,
0.7565469145774841
],
"time": 38.46813019644469,
"param": null
},
{
"epoch": 102,
"train_loss": 0.07313127815723419,
"val_loss": 1.6113731861114502,
"acc": 67.44,
"f1": [
0.7143537998199463,
0.8072725534439087,
0.5735173225402832,
0.503626823425293,
0.5848947763442993,
0.5750378370285034,
0.7106308937072754,
0.7493374347686768,
0.7730293273925781,
0.7602672576904297
],
"time": 39.32423489075154,
"param": null
},
{
"epoch": 103,
"train_loss": 0.06700524687767029,
"val_loss": 1.3748303651809692,
"acc": 67.88,
"f1": [
0.737891674041748,
0.7967389822006226,
0.580095648765564,
0.4769371747970581,
0.6519606709480286,
0.5833331942558289,
0.7224375605583191,
0.7342274188995361,
0.7895751595497131,
0.7469233870506287
],
"time": 38.489640350453556,
"param": null
},
{
"epoch": 104,
"train_loss": 0.06340058892965317,
"val_loss": 1.4907827377319336,
"acc": 69.14,
"f1": [
0.7212835550308228,
0.7983686923980713,
0.6076438426971436,
0.496272474527359,
0.6397018432617188,
0.6003141403198242,
0.7433438897132874,
0.7514328956604004,
0.7913221120834351,
0.7411944270133972
],
"time": 39.27860614750534,
"param": null
},
{
"epoch": 105,
"train_loss": 0.04660845547914505,
"val_loss": 1.2758222818374634,
"acc": 69.86,
"f1": [
0.7492290139198303,
0.8194012641906738,
0.5808654427528381,
0.5169321298599243,
0.6474751234054565,
0.5875401496887207,
0.7290727496147156,
0.7502354979515076,
0.812928318977356,
0.7707806825637817
],
"time": 39.20291324984282,
"param": null
},
{
"epoch": 106,
"train_loss": 0.039451953023672104,
"val_loss": 1.3680250644683838,
"acc": 68.68,
"f1": [
0.7455681562423706,
0.8013564944267273,
0.5978834629058838,
0.48761141300201416,
0.619289219379425,
0.5921323895454407,
0.7287669777870178,
0.7348095774650574,
0.8028502464294434,
0.7529410719871521
],
"time": 39.21231060754508,
"param": null
},
{
"epoch": 107,
"train_loss": 0.03027516044676304,
"val_loss": 1.4064111709594727,
"acc": 69.34,
"f1": [
0.7397132515907288,
0.8227019309997559,
0.5900194048881531,
0.47831040620803833,
0.6362338662147522,
0.5886362791061401,
0.7363551259040833,
0.7315889596939087,
0.8087533712387085,
0.758472204208374
],
"time": 39.312829279340804,
"param": null
},
{
"epoch": 108,
"train_loss": 0.023744303733110428,
"val_loss": 1.4055817127227783,
"acc": 68.2,
"f1": [
0.7451180219650269,
0.7935755848884583,
0.5884296298027039,
0.47433024644851685,
0.6102585196495056,
0.553846001625061,
0.7023569941520691,
0.7316560745239258,
0.8280059099197388,
0.7475972771644592
],
"time": 39.276727055199444,
"param": null
},
{
"epoch": 109,
"train_loss": 0.037854328751564026,
"val_loss": 1.5398582220077515,
"acc": 68.02,
"f1": [
0.7427729964256287,
0.8061566352844238,
0.5965269207954407,
0.4725026786327362,
0.6165175437927246,
0.5966789722442627,
0.6609664559364319,
0.7321622967720032,
0.8052907586097717,
0.7522841095924377
],
"time": 39.22311569098383,
"param": null
},
{
"epoch": 110,
"train_loss": 0.049266550689935684,
"val_loss": 1.426817774772644,
"acc": 69.72,
"f1": [
0.7599204182624817,
0.812623143196106,
0.612201452255249,
0.4936830997467041,
0.6137222051620483,
0.618661105632782,
0.7306336164474487,
0.749494731426239,
0.8205926418304443,
0.7523571252822876
],
"time": 39.2963437223807,
"param": null
},
{
"epoch": 111,
"train_loss": 0.030602050945162773,
"val_loss": 1.609093427658081,
"acc": 68.02,
"f1": [
0.728564441204071,
0.7994011044502258,
0.5959389805793762,
0.4799617528915405,
0.6143717765808105,
0.5715526938438416,
0.7481635808944702,
0.7268928289413452,
0.8184041380882263,
0.7419528961181641
],
"time": 39.34186370763928,
"param": null
},
{
"epoch": 112,
"train_loss": 0.043415721505880356,
"val_loss": 1.3520323038101196,
"acc": 68.99,
"f1": [
0.7471908330917358,
0.8163670897483826,
0.5898303985595703,
0.46414443850517273,
0.6244763731956482,
0.592124342918396,
0.7152939438819885,
0.7457011938095093,
0.795698881149292,
0.7625967860221863
],
"time": 38.40272027999163,
"param": null
},
{
"epoch": 113,
"train_loss": 0.024433521553874016,
"val_loss": 1.4325401782989502,
"acc": 70.26,
"f1": [
0.7356218099594116,
0.8168869018554688,
0.6065409779548645,
0.5240748524665833,
0.647655725479126,
0.5923911929130554,
0.754115104675293,
0.7580404281616211,
0.8153378963470459,
0.768518328666687
],
"time": 39.281399358063936,
"param": null
},
{
"epoch": 114,
"train_loss": 0.052810847759246826,
"val_loss": 1.5976197719573975,
"acc": 69.81,
"f1": [
0.748091459274292,
0.8005892634391785,
0.6229827404022217,
0.5044385194778442,
0.6567162275314331,
0.5798952579498291,
0.7568871974945068,
0.7631849646568298,
0.7766353487968445,
0.7412301301956177
],
"time": 38.48105610907078,
"param": null
},
{
"epoch": 115,
"train_loss": 0.013021513819694519,
"val_loss": 1.7121943235397339,
"acc": 68.31,
"f1": [
0.7315765023231506,
0.7899320721626282,
0.5795599818229675,
0.5068928003311157,
0.6375768780708313,
0.5376476645469666,
0.7474550604820251,
0.7323787212371826,
0.7815324068069458,
0.7529410719871521
],
"time": 39.30614890437573,
"param": null
},
{
"epoch": 116,
"train_loss": 0.011093299835920334,
"val_loss": 1.228220820426941,
"acc": 70.78,
"f1": [
0.7571427226066589,
0.8160235285758972,
0.5991515517234802,
0.5303919911384583,
0.653715193271637,
0.6163577437400818,
0.7552656531333923,
0.7662059664726257,
0.8215936422348022,
0.7773885130882263
],
"time": 39.29548595380038,
"param": null
},
{
"epoch": 117,
"train_loss": 0.02194059267640114,
"val_loss": 1.4841563701629639,
"acc": 70.57,
"f1": [
0.7464501261711121,
0.8049662113189697,
0.6136800646781921,
0.5120989680290222,
0.6552565693855286,
0.6165565252304077,
0.7644442915916443,
0.7532208561897278,
0.8106507658958435,
0.7584607005119324
],
"time": 39.27202122658491,
"param": null
},
{
"epoch": 118,
"train_loss": 0.0190629493445158,
"val_loss": 1.3448305130004883,
"acc": 69.97,
"f1": [
0.7366428971290588,
0.7968990802764893,
0.5971142053604126,
0.5318800210952759,
0.6345131993293762,
0.619647204875946,
0.749372124671936,
0.7472118139266968,
0.8163058161735535,
0.7512898445129395
],
"time": 39.2543186461553,
"param": null
},
{
"epoch": 119,
"train_loss": 0.047655198723077774,
"val_loss": 1.2060902118682861,
"acc": 69.37,
"f1": [
0.7445053458213806,
0.8050711750984192,
0.5965619683265686,
0.4937153160572052,
0.6428569555282593,
0.6150772571563721,
0.7468466758728027,
0.7437019348144531,
0.7862141728401184,
0.7626792192459106
],
"time": 38.341330899856985,
"param": null
},
{
"epoch": 120,
"train_loss": 0.016416212543845177,
"val_loss": 1.3822845220565796,
"acc": 69.5,
"f1": [
0.7315313220024109,
0.8134213089942932,
0.608394980430603,
0.5198066234588623,
0.6191809773445129,
0.5957445502281189,
0.7505421042442322,
0.7468228936195374,
0.8013663291931152,
0.7586546540260315
],
"time": 39.216791902668774,
"param": null
},
{
"epoch": 121,
"train_loss": 0.006464174948632717,
"val_loss": 1.6378437280654907,
"acc": 67.51,
"f1": [
0.7012645602226257,
0.7936506867408752,
0.5884029269218445,
0.4737151563167572,
0.6224876642227173,
0.5307327508926392,
0.7142249345779419,
0.7351523637771606,
0.7726395130157471,
0.7478631138801575
],
"time": 39.310531622730196,
"param": null
},
{
"epoch": 122,
"train_loss": 0.0166209414601326,
"val_loss": 1.2911908626556396,
"acc": 69.13,
"f1": [
0.7482478618621826,
0.797545850276947,
0.582154393196106,
0.5031110048294067,
0.6381677389144897,
0.5943174958229065,
0.7668495774269104,
0.7475631833076477,
0.7987184524536133,
0.7666179537773132
],
"time": 38.29469535686076,
"param": null
},
{
"epoch": 123,
"train_loss": 0.02645662985742092,
"val_loss": 1.537064552307129,
"acc": 70.01,
"f1": [
0.7624198794364929,
0.8043156862258911,
0.6051933169364929,
0.5024101734161377,
0.6463653445243835,
0.5920535922050476,
0.7393198013305664,
0.7418518662452698,
0.8049711585044861,
0.7598423361778259
],
"time": 38.568938456475735,
"param": null
},
{
"epoch": 124,
"train_loss": 0.04766495153307915,
"val_loss": 1.3912686109542847,
"acc": 70.47,
"f1": [
0.7614981532096863,
0.8041957020759583,
0.5728095173835754,
0.49759218096733093,
0.6657392978668213,
0.6245814561843872,
0.7694469094276428,
0.745216429233551,
0.8110357522964478,
0.7601154446601868
],
"time": 39.23570466507226,
"param": null
},
{
"epoch": 125,
"train_loss": 0.02105524018406868,
"val_loss": 1.4929713010787964,
"acc": 69.61,
"f1": [
0.7627770304679871,
0.820843517780304,
0.5957446098327637,
0.5099276900291443,
0.6387709975242615,
0.568420946598053,
0.7735945582389832,
0.7402595281600952,
0.8065762519836426,
0.7678957581520081
],
"time": 39.27486964315176,
"param": null
},
{
"epoch": 126,
"train_loss": 0.02108398638665676,
"val_loss": 1.3978499174118042,
"acc": 69.49,
"f1": [
0.7590359449386597,
0.7971012592315674,
0.5847212672233582,
0.4807690978050232,
0.6452553272247314,
0.6109352111816406,
0.757904052734375,
0.7513921856880188,
0.8034648895263672,
0.7429364919662476
],
"time": 39.31412781588733,
"param": null
},
{
"epoch": 127,
"train_loss": 0.007527943234890699,
"val_loss": 1.5768300294876099,
"acc": 69.55,
"f1": [
0.7346551418304443,
0.8064361214637756,
0.5919116139411926,
0.4799998700618744,
0.6423644423484802,
0.5952120423316956,
0.7504041790962219,
0.7490600347518921,
0.8134937286376953,
0.7528319358825684
],
"time": 39.186204825527966,
"param": null
},
{
"epoch": 128,
"train_loss": 0.020197030156850815,
"val_loss": 1.4686864614486694,
"acc": 68.27,
"f1": [
0.7172291874885559,
0.7891016602516174,
0.5738538503646851,
0.4882902503013611,
0.6131464242935181,
0.5474585294723511,
0.7371224164962769,
0.7502537369728088,
0.8143458366394043,
0.7521779537200928
],
"time": 39.30927545018494,
"param": null
},
{
"epoch": 129,
"train_loss": 0.07676330953836441,
"val_loss": 1.4684858322143555,
"acc": 70.17,
"f1": [
0.7558904886245728,
0.8135429620742798,
0.6132791638374329,
0.49653109908103943,
0.6588113903999329,
0.5996325612068176,
0.7676054835319519,
0.7335823774337769,
0.8290684223175049,
0.7588074803352356
],
"time": 39.270839147269726,
"param": null
},
{
"epoch": 130,
"train_loss": 0.039551395922899246,
"val_loss": 1.2180213928222656,
"acc": 69.6,
"f1": [
0.738407552242279,
0.8125653266906738,
0.5902292132377625,
0.49334797263145447,
0.6487623453140259,
0.596114456653595,
0.7659997344017029,
0.7280035018920898,
0.8038073778152466,
0.7595816850662231
],
"time": 38.59873325470835,
"param": null
},
{
"epoch": 131,
"train_loss": 0.018263239413499832,
"val_loss": 1.4249118566513062,
"acc": 70.42,
"f1": [
0.7514269351959229,
0.8191952109336853,
0.6035621762275696,
0.5173468589782715,
0.6475335359573364,
0.5972493886947632,
0.7485125660896301,
0.7648550868034363,
0.8232372403144836,
0.7740311026573181
],
"time": 39.24183783773333,
"param": null
},
{
"epoch": 132,
"train_loss": 0.005583104677498341,
"val_loss": 1.3762677907943726,
"acc": 71.8,
"f1": [
0.7653254866600037,
0.8221542835235596,
0.6185880303382874,
0.5305283665657043,
0.675578236579895,
0.6196601986885071,
0.775972306728363,
0.7616220116615295,
0.8224478363990784,
0.7720513343811035
],
"time": 38.42274594772607,
"param": null
},
{
"epoch": 133,
"train_loss": 0.0029117469675838947,
"val_loss": 1.2599619626998901,
"acc": 71.15,
"f1": [
0.754344642162323,
0.8183572888374329,
0.6226224303245544,
0.5223959684371948,
0.66306471824646,
0.6176942586898804,
0.7659146785736084,
0.756919801235199,
0.8127938508987427,
0.7501286864280701
],
"time": 39.310108800418675,
"param": null
},
{
"epoch": 134,
"train_loss": 0.0011134071974083781,
"val_loss": 1.1780422925949097,
"acc": 71.93,
"f1": [
0.7644785642623901,
0.8280699849128723,
0.6188756227493286,
0.5446337461471558,
0.6817723512649536,
0.6270759105682373,
0.7754489779472351,
0.7585866451263428,
0.8114672899246216,
0.7752982378005981
],
"time": 39.305347071029246,
"param": null
},
{
"epoch": 135,
"train_loss": 0.0010228815954178572,
"val_loss": 1.2909612655639648,
"acc": 72.21,
"f1": [
0.7697029709815979,
0.8220254182815552,
0.6272628903388977,
0.5448882579803467,
0.6724636554718018,
0.6271704435348511,
0.7625697255134583,
0.7664305567741394,
0.8341509699821472,
0.7761785387992859
],
"time": 39.35640466120094,
"param": null
},
{
"epoch": 136,
"train_loss": 0.0006290705059655011,
"val_loss": 1.3332891464233398,
"acc": 72.67,
"f1": [
0.774783194065094,
0.8325217962265015,
0.6395111083984375,
0.5518985986709595,
0.6764704585075378,
0.6323750615119934,
0.7729042172431946,
0.7707909345626831,
0.8276203274726868,
0.778523325920105
],
"time": 39.241474910639226,
"param": null
},
{
"epoch": 137,
"train_loss": 0.0006480751326307654,
"val_loss": 1.2749606370925903,
"acc": 73.08,
"f1": [
0.7780498266220093,
0.8382202386856079,
0.6377395391464233,
0.5559998750686646,
0.6933465600013733,
0.6402804255485535,
0.7823025584220886,
0.768144965171814,
0.8291481137275696,
0.7829998135566711
],
"time": 38.22821782063693,
"param": null
},
{
"epoch": 138,
"train_loss": 0.0006316694780252874,
"val_loss": 1.4112612009048462,
"acc": 73.0,
"f1": [
0.7789366245269775,
0.8380950689315796,
0.6373736262321472,
0.5492384433746338,
0.6863322257995605,
0.6382977962493896,
0.7806578278541565,
0.7704750299453735,
0.8331676721572876,
0.7853191494941711
],
"time": 39.20376453269273,
"param": null
},
{
"epoch": 139,
"train_loss": 0.0006813282379880548,
"val_loss": 1.2937941551208496,
"acc": 73.25,
"f1": [
0.7818806767463684,
0.8389361500740051,
0.6356666088104248,
0.5506806969642639,
0.6934922337532043,
0.6387642025947571,
0.7859647870063782,
0.775570809841156,
0.8338277339935303,
0.7858940362930298
],
"time": 39.27251352369785,
"param": null
},
{
"epoch": 140,
"train_loss": 0.0006769418832845986,
"val_loss": 1.1792887449264526,
"acc": 73.13,
"f1": [
0.7805116772651672,
0.8384844660758972,
0.634575366973877,
0.5532346963882446,
0.6895873546600342,
0.6385720372200012,
0.7812805771827698,
0.7728193998336792,
0.8318494558334351,
0.7849244475364685
],
"time": 39.25371200032532,
"param": null
},
{
"epoch": 141,
"train_loss": 0.0007447194075211883,
"val_loss": 1.483177661895752,
"acc": 73.29,
"f1": [
0.7791561484336853,
0.8370478749275208,
0.6351282000541687,
0.5558910965919495,
0.6898578405380249,
0.6432568430900574,
0.7861384153366089,
0.7739306092262268,
0.835142970085144,
0.789074182510376
],
"time": 38.27304949425161,
"param": null
},
{
"epoch": 142,
"train_loss": 0.0008230239618569613,
"val_loss": 1.2745884656906128,
"acc": 73.14,
"f1": [
0.7774449586868286,
0.8361636996269226,
0.6358972787857056,
0.5513015985488892,
0.6909089684486389,
0.6401588916778564,
0.782265841960907,
0.7738691568374634,
0.8335786461830139,
0.7854617238044739
],
"time": 39.295606347732246,
"param": null
},
{
"epoch": 143,
"train_loss": 0.0012791414046660066,
"val_loss": 1.1964999437332153,
"acc": 73.19,
"f1": [
0.7761339545249939,
0.8375123739242554,
0.6343474388122559,
0.5545452833175659,
0.6925342082977295,
0.6401609182357788,
0.7828654646873474,
0.7742255926132202,
0.8359100818634033,
0.7847846150398254
],
"time": 39.34936323482543,
"param": null
},
{
"epoch": 144,
"train_loss": 0.0008375016041100025,
"val_loss": 1.2146499156951904,
"acc": 73.1,
"f1": [
0.7771764993667603,
0.8374432325363159,
0.6353789567947388,
0.5465837121009827,
0.6898919939994812,
0.6424301266670227,
0.7813265919685364,
0.7740311026573181,
0.8311175107955933,
0.7840794920921326
],
"time": 39.27058230433613,
"param": null
},
{
"epoch": 145,
"train_loss": 0.0007555085467174649,
"val_loss": 1.2386075258255005,
"acc": 73.05,
"f1": [
0.7770135998725891,
0.8387417197227478,
0.6328203678131104,
0.5447990298271179,
0.6904053688049316,
0.640039324760437,
0.7805116772651672,
0.7738335728645325,
0.8337442874908447,
0.7847080230712891
],
"time": 39.318328809924424,
"param": null
},
{
"epoch": 146,
"train_loss": 0.0008175383554771543,
"val_loss": 1.3618282079696655,
"acc": 73.28,
"f1": [
0.7787004113197327,
0.8385805487632751,
0.6359874606132507,
0.553861677646637,
0.6904760003089905,
0.6425780057907104,
0.7874562740325928,
0.7743248343467712,
0.8356434106826782,
0.7853559255599976
],
"time": 39.26335463859141,
"param": null
},
{
"epoch": 147,
"train_loss": 0.0008437830838374794,
"val_loss": 1.1655397415161133,
"acc": 73.22,
"f1": [
0.7783729434013367,
0.8386121988296509,
0.6352939605712891,
0.5518985986709595,
0.6914312839508057,
0.6422923803329468,
0.7886055111885071,
0.7737001776695251,
0.8319449424743652,
0.7854617238044739
],
"time": 39.269536608830094,
"param": null
},
{
"epoch": 148,
"train_loss": 0.0007754434482194483,
"val_loss": 1.181896448135376,
"acc": 73.19,
"f1": [
0.7759130001068115,
0.8399000763893127,
0.6353789567947388,
0.551619291305542,
0.6933727860450745,
0.640862226486206,
0.7874562740325928,
0.7700801491737366,
0.8355686664581299,
0.7850277423858643
],
"time": 39.283401899039745,
"param": null
},
{
"epoch": 149,
"train_loss": 0.0008377801277674735,
"val_loss": 1.1682342290878296,
"acc": 73.19,
"f1": [
0.7771259546279907,
0.8377431631088257,
0.6344967484474182,
0.5496181845664978,
0.6929131746292114,
0.644135057926178,
0.786460816860199,
0.772956371307373,
0.8335815072059631,
0.7839194536209106
],
"time": 39.310469100251794,
"param": null
},
{
"epoch": 150,
"train_loss": 0.000799529196228832,
"val_loss": 1.2253055572509766,
"acc": 73.31,
"f1": [
0.776470422744751,
0.8398396968841553,
0.6378600001335144,
0.5519998669624329,
0.6915422081947327,
0.6450979113578796,
0.789421021938324,
0.7762556076049805,
0.8369075655937195,
0.7847080230712891
],
"time": 39.191937883384526,
"param": null
},
{
"epoch": 151,
"train_loss": 0.0008361260406672955,
"val_loss": 1.3591862916946411,
"acc": 73.18,
"f1": [
0.7775589227676392,
0.8374185562133789,
0.6363635063171387,
0.549180269241333,
0.691140353679657,
0.6400786638259888,
0.7871920466423035,
0.771268367767334,
0.8355686664581299,
0.7856069803237915
],
"time": 38.29415135458112,
"param": null
},
{
"epoch": 152,
"train_loss": 0.0007788966759108007,
"val_loss": 1.2296959161758423,
"acc": 73.23,
"f1": [
0.77909255027771,
0.8379720449447632,
0.6358972787857056,
0.5493605136871338,
0.6921942830085754,
0.6411910057067871,
0.7877286672592163,
0.7712549567222595,
0.8363814353942871,
0.7846695184707642
],
"time": 39.32512727472931,
"param": null
},
{
"epoch": 153,
"train_loss": 0.0008769489941187203,
"val_loss": 1.272386908531189,
"acc": 73.27,
"f1": [
0.7791319489479065,
0.8380666375160217,
0.6361295580863953,
0.5511651039123535,
0.6942641735076904,
0.6433565020561218,
0.7855396866798401,
0.7731432914733887,
0.8349031805992126,
0.7837020754814148
],
"time": 39.30471916589886,
"param": null
},
{
"epoch": 154,
"train_loss": 0.0009135346626862884,
"val_loss": 1.2475231885910034,
"acc": 73.27,
"f1": [
0.7779402732849121,
0.8403778076171875,
0.6364098787307739,
0.5510615110397339,
0.6908022165298462,
0.6429643630981445,
0.7900247573852539,
0.772750198841095,
0.8345749974250793,
0.7858226895332336
],
"time": 39.310866192914546,
"param": null
},
{
"epoch": 155,
"train_loss": 0.0009420864516869187,
"val_loss": 1.2895270586013794,
"acc": 73.28,
"f1": [
0.776470422744751,
0.8382934927940369,
0.6371132731437683,
0.5520726442337036,
0.6898919939994812,
0.6455130577087402,
0.7900247573852539,
0.7729810476303101,
0.8351537585258484,
0.7856781482696533
],
"time": 38.31002526450902,
"param": null
},
{
"epoch": 156,
"train_loss": 0.0008165012113749981,
"val_loss": 1.1651527881622314,
"acc": 73.22,
"f1": [
0.7782176733016968,
0.8386772274971008,
0.6360822916030884,
0.5468430519104004,
0.6933332085609436,
0.6436221599578857,
0.7868043780326843,
0.7729122638702393,
0.8373013734817505,
0.7839194536209106
],
"time": 39.32225334178656,
"param": null
},
{
"epoch": 157,
"train_loss": 0.0008378694765269756,
"val_loss": 1.1661567687988281,
"acc": 73.37,
"f1": [
0.7778863906860352,
0.8386136293411255,
0.6378600001335144,
0.5544353723526001,
0.6923837065696716,
0.6449381113052368,
0.7926035523414612,
0.7743901014328003,
0.8348256945610046,
0.7850654125213623
],
"time": 39.232303264550865,
"param": null
},
{
"epoch": 158,
"train_loss": 0.0007639944087713957,
"val_loss": 1.2556277513504028,
"acc": 73.19,
"f1": [
0.7762961387634277,
0.8405649065971375,
0.6368364691734314,
0.5495494604110718,
0.6920413374900818,
0.6391049027442932,
0.7869499921798706,
0.7750757932662964,
0.8389026522636414,
0.7831323742866516
],
"time": 38.380461148917675,
"param": null
},
{
"epoch": 159,
"train_loss": 0.0008756853640079498,
"val_loss": 1.263866901397705,
"acc": 73.16,
"f1": [
0.776470422744751,
0.8397402167320251,
0.6344471573829651,
0.5469470620155334,
0.6900989413261414,
0.6395347714424133,
0.7923960089683533,
0.7700801491737366,
0.8366531729698181,
0.7848483324050903
],
"time": 39.30431328807026,
"param": null
},
{
"epoch": 160,
"train_loss": 0.0009079153533093631,
"val_loss": 1.1323671340942383,
"acc": 73.31,
"f1": [
0.7788648009300232,
0.8387417197227478,
0.6373055577278137,
0.5509163737297058,
0.6903702020645142,
0.6440175771713257,
0.788508951663971,
0.7744549512863159,
0.8350666165351868,
0.7861444354057312
],
"time": 39.24889741465449,
"param": null
},
{
"epoch": 161,
"train_loss": 0.0008274582214653492,
"val_loss": 1.2981023788452148,
"acc": 73.22,
"f1": [
0.7770698070526123,
0.8394194841384888,
0.6346446871757507,
0.5463863611221313,
0.6911253333091736,
0.6435545682907104,
0.7891088128089905,
0.7739968299865723,
0.8362367153167725,
0.7853191494941711
],
"time": 39.312248141504824,
"param": null
},
{
"epoch": 162,
"train_loss": 0.0009702531388029456,
"val_loss": 1.325302243232727,
"acc": 73.26,
"f1": [
0.7789782285690308,
0.8401410579681396,
0.6358498930931091,
0.5499230623245239,
0.6889106035232544,
0.6419751644134521,
0.7898907661437988,
0.7731175422668457,
0.8358060121536255,
0.7853925824165344
],
"time": 39.276881808415055,
"param": null
},
{
"epoch": 163,
"train_loss": 0.0009257643250748515,
"val_loss": 1.1302082538604736,
"acc": 73.19,
"f1": [
0.7785958647727966,
0.8374873995780945,
0.6346554160118103,
0.5520039200782776,
0.6878357529640198,
0.6409875750541687,
0.7894995212554932,
0.7701611518859863,
0.8380950689315796,
0.7839998006820679
],
"time": 38.47402762807906,
"param": null
},
{
"epoch": 164,
"train_loss": 0.0009329926688224077,
"val_loss": 1.2738802433013916,
"acc": 73.32,
"f1": [
0.7769569754600525,
0.841998815536499,
0.6374620795249939,
0.5537230372428894,
0.6888336539268494,
0.6428569555282593,
0.7933799624443054,
0.7754063606262207,
0.8378376364707947,
0.7850744724273682
],
"time": 39.2127171382308,
"param": null
},
{
"epoch": 165,
"train_loss": 0.0008224694174714386,
"val_loss": 1.335922360420227,
"acc": 73.24,
"f1": [
0.776689350605011,
0.8405213952064514,
0.6347426176071167,
0.5503286719322205,
0.6894529461860657,
0.6427859663963318,
0.7900496125221252,
0.7737669348716736,
0.8380666375160217,
0.7850654125213623
],
"time": 39.22230865992606,
"param": null
},
{
"epoch": 166,
"train_loss": 0.0008781665237620473,
"val_loss": 1.3426549434661865,
"acc": 73.24,
"f1": [
0.7774508595466614,
0.839357316493988,
0.6333852410316467,
0.5524580478668213,
0.6864652633666992,
0.6430677771568298,
0.7908365726470947,
0.7751778960227966,
0.8365621566772461,
0.7851776480674744
],
"time": 39.28279870375991,
"param": null
},
{
"epoch": 167,
"train_loss": 0.0008311584824696183,
"val_loss": 1.0387418270111084,
"acc": 73.26,
"f1": [
0.776689350605011,
0.8405649065971375,
0.6359445452690125,
0.5497725009918213,
0.6906049847602844,
0.6431058645248413,
0.7904666662216187,
0.7750757932662964,
0.8350666165351868,
0.7849622368812561
],
"time": 38.32692736759782,
"param": null
},
{
"epoch": 168,
"train_loss": 0.0008048271993175149,
"val_loss": 1.4046950340270996,
"acc": 73.4,
"f1": [
0.7792966961860657,
0.8395184278488159,
0.6379485130310059,
0.5535983443260193,
0.6918917298316956,
0.6451611518859863,
0.7967886328697205,
0.7736329436302185,
0.8350666165351868,
0.7842156291007996
],
"time": 39.21261446271092,
"param": null
},
{
"epoch": 169,
"train_loss": 0.0008528317557647824,
"val_loss": 1.2076647281646729,
"acc": 73.26,
"f1": [
0.7791319489479065,
0.8396792411804199,
0.6321242451667786,
0.5486180782318115,
0.6883493661880493,
0.645575761795044,
0.7894735336303711,
0.7745544910430908,
0.8348168730735779,
0.786901593208313
],
"time": 39.273588930256665,
"param": null
},
{
"epoch": 170,
"train_loss": 0.0009390433551743627,
"val_loss": 1.142582893371582,
"acc": 73.34,
"f1": [
0.7812954783439636,
0.8402602672576904,
0.6361295580863953,
0.5524193048477173,
0.6890755295753479,
0.6432110071182251,
0.7922270894050598,
0.7738997340202332,
0.8363093733787537,
0.7850654125213623
],
"time": 39.29614510387182,
"param": null
},
{
"epoch": 171,
"train_loss": 0.0008524157456122339,
"val_loss": 1.1566272974014282,
"acc": 73.27,
"f1": [
0.7790809869766235,
0.8394194841384888,
0.634270966053009,
0.5548840165138245,
0.6887350678443909,
0.6453545093536377,
0.7894995212554932,
0.7724066972732544,
0.8379998207092285,
0.7816437482833862
],
"time": 39.240619285963476,
"param": null
},
{
"epoch": 172,
"train_loss": 0.0008886095602065325,
"val_loss": 1.1546558141708374,
"acc": 73.37,
"f1": [
0.7821010947227478,
0.8379051089286804,
0.6384063959121704,
0.551619291305542,
0.689791738986969,
0.6447759866714478,
0.790881872177124,
0.7733737826347351,
0.8390975594520569,
0.7845689654350281
],
"time": 38.207196328788996,
"param": null
},
{
"epoch": 173,
"train_loss": 0.0009596202871762216,
"val_loss": 1.3588452339172363,
"acc": 73.38,
"f1": [
0.7788130044937134,
0.8394194841384888,
0.6404436230659485,
0.5507392883300781,
0.6911982893943787,
0.6451290845870972,
0.7904901504516602,
0.7746191024780273,
0.8370478749275208,
0.7851030230522156
],
"time": 38.32027659472078,
"param": null
},
{
"epoch": 174,
"train_loss": 0.000876037054695189,
"val_loss": 1.1552165746688843,
"acc": 73.33,
"f1": [
0.7816762328147888,
0.8382278084754944,
0.6368770599365234,
0.5513403415679932,
0.6913944482803345,
0.6430328488349915,
0.7898656725883484,
0.77630215883255,
0.8367446660995483,
0.7837020754814148
],
"time": 38.50346907880157,
"param": null
},
{
"epoch": 175,
"train_loss": 0.0008968948968686163,
"val_loss": 1.067659854888916,
"acc": 73.34,
"f1": [
0.780795156955719,
0.8389361500740051,
0.6368259191513062,
0.5529530048370361,
0.6896890997886658,
0.6452260613441467,
0.7906744480133057,
0.7739968299865723,
0.835820734500885,
0.7828255891799927
],
"time": 38.34173778258264,
"param": null
},
{
"epoch": 176,
"train_loss": 0.0009168837568722665,
"val_loss": 1.09943687915802,
"acc": 73.29,
"f1": [
0.7815532684326172,
0.8402602672576904,
0.6339423656463623,
0.5497966408729553,
0.6882352232933044,
0.6423644423484802,
0.7904901504516602,
0.774847686290741,
0.835405170917511,
0.7857141494750977
],
"time": 39.34848370589316,
"param": null
},
{
"epoch": 177,
"train_loss": 0.0008646192727610469,
"val_loss": 1.1788980960845947,
"acc": 73.25,
"f1": [
0.7762510776519775,
0.8396176695823669,
0.6342471241950989,
0.5511021018028259,
0.6914681196212769,
0.6419149041175842,
0.7942056655883789,
0.7745544910430908,
0.8371626734733582,
0.7833001017570496
],
"time": 39.294967289082706,
"param": null
},
{
"epoch": 178,
"train_loss": 0.0008633094257675111,
"val_loss": 1.1896337270736694,
"acc": 73.14,
"f1": [
0.7760900259017944,
0.8389361500740051,
0.6328203678131104,
0.5522387027740479,
0.6893154978752136,
0.6415840983390808,
0.7871920466423035,
0.7754890322685242,
0.8380950689315796,
0.7826959490776062
],
"time": 39.20314735081047,
"param": null
},
{
"epoch": 179,
"train_loss": 0.0008685631328262389,
"val_loss": 1.113551139831543,
"acc": 73.43,
"f1": [
0.7791202068328857,
0.8385154604911804,
0.6394203901290894,
0.5551019310951233,
0.6891087889671326,
0.6469717621803284,
0.7951804995536804,
0.773049533367157,
0.8349800705909729,
0.7848226428031921
],
"time": 38.43313967809081,
"param": null
},
{
"epoch": 180,
"train_loss": 0.0009738360531628132,
"val_loss": 1.2929927110671997,
"acc": 73.35,
"f1": [
0.7797762155532837,
0.8379326462745667,
0.6388605237007141,
0.5529766082763672,
0.6915794014930725,
0.6427144408226013,
0.7949998378753662,
0.7732791304588318,
0.836490273475647,
0.7824786901473999
],
"time": 39.30556694138795,
"param": null
},
{
"epoch": 181,
"train_loss": 0.0008482882985845208,
"val_loss": 1.1994129419326782,
"acc": 73.38,
"f1": [
0.7812954783439636,
0.839357316493988,
0.6375319957733154,
0.5543258190155029,
0.6915886402130127,
0.6431760787963867,
0.7926402688026428,
0.7740946412086487,
0.8384190797805786,
0.7828255891799927
],
"time": 39.291950061917305,
"param": null
},
{
"epoch": 182,
"train_loss": 0.0009232254233211279,
"val_loss": 1.1093159914016724,
"acc": 73.37,
"f1": [
0.7801070809364319,
0.8412536382675171,
0.6362703442573547,
0.5554444193840027,
0.6909270882606506,
0.6420481204986572,
0.795012354850769,
0.7757388353347778,
0.8341606855392456,
0.7853925824165344
],
"time": 39.25190975237638,
"param": null
},
{
"epoch": 183,
"train_loss": 0.0010070860153064132,
"val_loss": 1.1331392526626587,
"acc": 73.43,
"f1": [
0.7813409566879272,
0.8411586880683899,
0.6390591859817505,
0.5566083788871765,
0.6902037262916565,
0.6460924744606018,
0.7916457653045654,
0.772106945514679,
0.8372557163238525,
0.7860038876533508
],
"time": 39.21910223085433,
"param": null
},
{
"epoch": 184,
"train_loss": 0.0008277088636532426,
"val_loss": 1.2743674516677856,
"acc": 73.31,
"f1": [
0.7811282277107239,
0.8377431631088257,
0.6359916925430298,
0.5528043508529663,
0.6887350678443909,
0.6432110071182251,
0.7932235598564148,
0.7743248343467712,
0.8371626734733582,
0.7831323742866516
],
"time": 39.2744869440794,
"param": null
},
{
"epoch": 185,
"train_loss": 0.0010618191445246339,
"val_loss": 1.2295269966125488,
"acc": 73.23,
"f1": [
0.7788130044937134,
0.8407387733459473,
0.6369686126708984,
0.5450818538665771,
0.690582811832428,
0.6426833868026733,
0.7879682779312134,
0.7736039161682129,
0.836978018283844,
0.784234344959259
],
"time": 39.24573570303619,
"param": null
},
{
"epoch": 186,
"train_loss": 0.000884918263182044,
"val_loss": 1.217742681503296,
"acc": 73.4,
"f1": [
0.7809614539146423,
0.8409430980682373,
0.6365501880645752,
0.5541080832481384,
0.69173663854599,
0.6419751644134521,
0.7928285002708435,
0.7766988277435303,
0.8394194841384888,
0.783349871635437
],
"time": 38.34727382194251,
"param": null
},
{
"epoch": 187,
"train_loss": 0.0009777589002624154,
"val_loss": 1.1388638019561768,
"acc": 73.37,
"f1": [
0.7813861966133118,
0.8411026000976562,
0.6349040269851685,
0.5543258190155029,
0.689042329788208,
0.6435642242431641,
0.7937936186790466,
0.7731853723526001,
0.8373013734817505,
0.784234344959259
],
"time": 39.15774934645742,
"param": null
},
{
"epoch": 188,
"train_loss": 0.0009154655272141099,
"val_loss": 1.3023948669433594,
"acc": 73.31,
"f1": [
0.7770698070526123,
0.8399796485900879,
0.6364560723304749,
0.5523137450218201,
0.6896211504936218,
0.6435642242431641,
0.7940147519111633,
0.7755100131034851,
0.8361467719078064,
0.7853559255599976
],
"time": 38.32648940104991,
"param": null
},
{
"epoch": 189,
"train_loss": 0.0009506350033916533,
"val_loss": 1.2553329467773438,
"acc": 73.43,
"f1": [
0.7805351614952087,
0.8376752138137817,
0.6375319957733154,
0.5554996728897095,
0.6920413374900818,
0.645064651966095,
0.7942056655883789,
0.7761344313621521,
0.8360735774040222,
0.7845082879066467
],
"time": 39.240253251977265,
"param": null
},
{
"epoch": 190,
"train_loss": 0.0008667161455377936,
"val_loss": 1.3557065725326538,
"acc": 73.42,
"f1": [
0.7789163589477539,
0.8394194841384888,
0.6404894590377808,
0.5560581684112549,
0.6903001666069031,
0.6454498767852783,
0.7944110035896301,
0.7757822871208191,
0.835820734500885,
0.7831745743751526
],
"time": 39.30099422857165,
"param": null
},
{
"epoch": 191,
"train_loss": 0.000822930596768856,
"val_loss": 1.1363298892974854,
"acc": 73.37,
"f1": [
0.7811740040779114,
0.8399395942687988,
0.639310896396637,
0.5511970520019531,
0.6916166543960571,
0.644422173500061,
0.7912523746490479,
0.7730244994163513,
0.836999773979187,
0.7827826142311096
],
"time": 38.26868772320449,
"param": null
},
{
"epoch": 192,
"train_loss": 0.0008683089399710298,
"val_loss": 1.3367557525634766,
"acc": 73.39,
"f1": [
0.7793973088264465,
0.8387742638587952,
0.6399592757225037,
0.5526045560836792,
0.6894500255584717,
0.6453200578689575,
0.7946025729179382,
0.7742261290550232,
0.8371626734733582,
0.7837836146354675
],
"time": 39.2149817077443,
"param": null
},
{
"epoch": 193,
"train_loss": 0.0009013518574647605,
"val_loss": 1.4369171857833862,
"acc": 73.37,
"f1": [
0.776470422744751,
0.8403612375259399,
0.6391856074333191,
0.5587647557258606,
0.6876226663589478,
0.6448690891265869,
0.795386016368866,
0.7735751867294312,
0.8380950689315796,
0.7823909521102905
],
"time": 38.287711382843554,
"param": null
},
{
"epoch": 194,
"train_loss": 0.0009111254476010799,
"val_loss": 1.1058377027511597,
"acc": 73.43,
"f1": [
0.7812195420265198,
0.8416287899017334,
0.6386897563934326,
0.5549948215484619,
0.688702404499054,
0.6473236083984375,
0.790074348449707,
0.7745544910430908,
0.8379051089286804,
0.7837836146354675
],
"time": 38.49617537204176,
"param": null
},
{
"epoch": 195,
"train_loss": 0.0008677993901073933,
"val_loss": 1.2712171077728271,
"acc": 73.39,
"f1": [
0.7810076475143433,
0.8409430980682373,
0.637710690498352,
0.5510929226875305,
0.6901686787605286,
0.6439840793609619,
0.7959797382354736,
0.7726807594299316,
0.8361467719078064,
0.7846841216087341
],
"time": 39.273732863366604,
"param": null
},
{
"epoch": 196,
"train_loss": 0.0008617270505055785,
"val_loss": 1.2548176050186157,
"acc": 73.35,
"f1": [
0.7800386548042297,
0.8406233191490173,
0.6383630037307739,
0.5502806305885315,
0.6895862817764282,
0.642857015132904,
0.7912523746490479,
0.7732114195823669,
0.8379720449447632,
0.7861095070838928
],
"time": 38.3356645014137,
"param": null
},
{
"epoch": 197,
"train_loss": 0.0009330952889285982,
"val_loss": 1.1414932012557983,
"acc": 73.22,
"f1": [
0.7768511772155762,
0.8384190797805786,
0.6393860578536987,
0.5468430519104004,
0.6865816712379456,
0.6465345621109009,
0.7897078394889832,
0.7740285396575928,
0.836999773979187,
0.7824349403381348
],
"time": 39.22593352384865,
"param": null
},
{
"epoch": 198,
"train_loss": 0.0009621190838515759,
"val_loss": 1.4669238328933716,
"acc": 73.29,
"f1": [
0.7789676785469055,
0.8397176265716553,
0.6373849511146545,
0.5545452833175659,
0.6872850656509399,
0.6449998617172241,
0.7887461185455322,
0.7726336121559143,
0.8371626734733582,
0.7841189503669739
],
"time": 39.22516510542482,
"param": null
},
{
"epoch": 199,
"train_loss": 0.0009765877621248364,
"val_loss": 1.1588188409805298,
"acc": 73.38,
"f1": [
0.780346691608429,
0.8396792411804199,
0.6397169828414917,
0.5568351149559021,
0.6878410577774048,
0.6441530585289001,
0.790074348449707,
0.7758262753486633,
0.8363271951675415,
0.7847846150398254
],
"time": 39.29949651565403,
"param": null
}
]
}