smart_augmentation/higher/res/benchmark/CIFAR10/log/RandAugment(N3-M0.17)-resnet50-200 epochs -1.json
Harle, Antoine (Contracteur) ca3367d19f Stock logs
2020-02-28 16:32:22 -05:00

4033 lines
No EOL
82 KiB
JSON

{
"Accuracy": 84.5,
"Time": [
28.388324421904983,
0.9028246299169713,
6431.414615434594
],
"Optimizer": {
"Meta": {
"optim": "Adam",
"lr": 0.01
},
"Inner": {
"optim": "SGD",
"lr": 0.1,
"momentum": 0.9,
"decay": 0.0005,
"nesterov": true,
"scheduler": "cosine"
}
},
"Device": "TITAN Xp",
"Memory": [
0.0,
0.0
],
"Rand_Aug": {
"N": 3,
"M": 0.16666666666666666
},
"Log": [
{
"epoch": 0,
"train_loss": 2.4671928882598877,
"val_loss": 2.3442771434783936,
"acc": 10.03,
"f1": [
0.0,
0.0,
0.18151754140853882,
0.001998001476749778,
0.0,
0.0039800978265702724,
0.0,
0.011799403466284275,
0.011214938946068287,
0.0
],
"time": 28.37854535970837,
"param": null
},
{
"epoch": 1,
"train_loss": 2.4554319381713867,
"val_loss": 2.3449952602386475,
"acc": 9.8,
"f1": [
0.0,
0.0,
0.0,
0.017526768147945404,
0.027303708717226982,
0.015503868460655212,
0.0,
0.1802886724472046,
0.0,
0.0
],
"time": 29.283605822362006,
"param": null
},
{
"epoch": 2,
"train_loss": 2.3918843269348145,
"val_loss": 2.27881121635437,
"acc": 11.5,
"f1": [
0.0,
0.005940590985119343,
0.18354028463363647,
0.03198493644595146,
0.0,
0.21295906603336334,
0.0,
0.0,
0.0,
0.0
],
"time": 29.92314904369414,
"param": null
},
{
"epoch": 3,
"train_loss": 2.4127249717712402,
"val_loss": 2.2954483032226562,
"acc": 12.17,
"f1": [
0.0,
0.16878263652324677,
0.0039292690344154835,
0.0951625183224678,
0.20189836621284485,
0.044526878744363785,
0.0,
0.0019920310005545616,
0.0,
0.0
],
"time": 30.288278228603303,
"param": null
},
{
"epoch": 4,
"train_loss": 2.538670301437378,
"val_loss": 2.291853904724121,
"acc": 13.78,
"f1": [
0.0,
0.190057635307312,
0.2181043177843094,
0.047445233911275864,
0.0,
0.09253242611885071,
0.09864491969347,
0.0625464916229248,
0.0,
0.19313845038414001
],
"time": 30.18285898026079,
"param": null
},
{
"epoch": 5,
"train_loss": 2.403154134750366,
"val_loss": 2.305220127105713,
"acc": 11.91,
"f1": [
0.0,
0.17295120656490326,
0.0,
0.007897330448031425,
0.001974330749362707,
0.23197484016418457,
0.0,
0.0019920310005545616,
0.0,
0.08975440263748169
],
"time": 29.49560742918402,
"param": null
},
{
"epoch": 6,
"train_loss": 2.2835018634796143,
"val_loss": 2.2812628746032715,
"acc": 12.79,
"f1": [
0.06818179041147232,
0.12750214338302612,
0.0,
0.017408113926649094,
0.07960193604230881,
0.14703777432441711,
0.0,
0.13272304832935333,
0.0059288498014211655,
0.25567448139190674
],
"time": 28.206055770628154,
"param": null
},
{
"epoch": 7,
"train_loss": 2.2850213050842285,
"val_loss": 2.2648022174835205,
"acc": 14.12,
"f1": [
0.047358810901641846,
0.1378437727689743,
0.0,
0.19821704924106598,
0.0681062787771225,
0.1594296246767044,
0.0,
0.0,
0.0,
0.24179214239120483
],
"time": 28.197426424361765,
"param": null
},
{
"epoch": 8,
"train_loss": 2.2288177013397217,
"val_loss": 2.097465753555298,
"acc": 21.32,
"f1": [
0.4165443480014801,
0.09800563752651215,
0.0,
0.06534820795059204,
0.07413005083799362,
0.17980289459228516,
0.2888374626636505,
0.16639471054077148,
0.0,
0.24683241546154022
],
"time": 28.470914531499147,
"param": null
},
{
"epoch": 9,
"train_loss": 2.1647136211395264,
"val_loss": 2.079739570617676,
"acc": 23.64,
"f1": [
0.4369746744632721,
0.19279545545578003,
0.0,
0.013500472530722618,
0.09738366305828094,
0.22126606106758118,
0.345569908618927,
0.2514258027076721,
0.04524032026529312,
0.2574256658554077
],
"time": 26.311128984205425,
"param": null
},
{
"epoch": 10,
"train_loss": 2.011498212814331,
"val_loss": 1.8715378046035767,
"acc": 28.63,
"f1": [
0.34478282928466797,
0.41878971457481384,
0.06534820795059204,
0.011764698661863804,
0.17448674142360687,
0.27434974908828735,
0.3428254723548889,
0.11053537577390671,
0.42520231008529663,
0.2488478720188141
],
"time": 27.48336023185402,
"param": null
},
{
"epoch": 11,
"train_loss": 1.8452922105789185,
"val_loss": 1.8596230745315552,
"acc": 29.4,
"f1": [
0.3342711627483368,
0.39713770151138306,
0.23388108611106873,
0.001986095681786537,
0.06331469118595123,
0.300492525100708,
0.3475451171398163,
0.23888307809829712,
0.46192046999931335,
0.1919584423303604
],
"time": 28.061362020671368,
"param": null
},
{
"epoch": 12,
"train_loss": 1.9175080060958862,
"val_loss": 1.757996678352356,
"acc": 34.46,
"f1": [
0.3637468218803406,
0.48638829588890076,
0.23249661922454834,
0.0687999576330185,
0.13765177130699158,
0.3376716375350952,
0.44198301434516907,
0.32649412751197815,
0.4934852421283722,
0.28099900484085083
],
"time": 27.503207749687135,
"param": null
},
{
"epoch": 13,
"train_loss": 1.861709713935852,
"val_loss": 1.6902868747711182,
"acc": 35.92,
"f1": [
0.44180017709732056,
0.5196505784988403,
0.20734333992004395,
0.1326882541179657,
0.12121207267045975,
0.31354156136512756,
0.4788319766521454,
0.3798919916152954,
0.41449591517448425,
0.35170599818229675
],
"time": 27.662803293205798,
"param": null
},
{
"epoch": 14,
"train_loss": 1.8295055627822876,
"val_loss": 1.6149654388427734,
"acc": 40.74,
"f1": [
0.4584554135799408,
0.5317966938018799,
0.2886596918106079,
0.04528983309864998,
0.2813687324523926,
0.40173086524009705,
0.5155277848243713,
0.41676265001296997,
0.49698176980018616,
0.40886190533638
],
"time": 28.051777800545096,
"param": null
},
{
"epoch": 15,
"train_loss": 1.792853593826294,
"val_loss": 1.5677967071533203,
"acc": 43.15,
"f1": [
0.47097107768058777,
0.5534652471542358,
0.28409793972969055,
0.14501070976257324,
0.32136932015419006,
0.43109533190727234,
0.507847011089325,
0.4850359857082367,
0.5044017434120178,
0.4645635783672333
],
"time": 27.309036260470748,
"param": null
},
{
"epoch": 16,
"train_loss": 1.7893824577331543,
"val_loss": 1.5749542713165283,
"acc": 42.02,
"f1": [
0.4770977795124054,
0.5492277145385742,
0.24133141338825226,
0.14075787365436554,
0.35072019696235657,
0.4038030505180359,
0.48373088240623474,
0.45631763339042664,
0.4332773983478546,
0.47564205527305603
],
"time": 28.037214938551188,
"param": null
},
{
"epoch": 17,
"train_loss": 1.7234095335006714,
"val_loss": 1.5516630411148071,
"acc": 45.64,
"f1": [
0.5166665315628052,
0.5148263573646545,
0.3431052565574646,
0.21752634644508362,
0.3821539878845215,
0.40969154238700867,
0.5248225927352905,
0.5089479684829712,
0.5362316966056824,
0.5394445061683655
],
"time": 29.138072862289846,
"param": null
},
{
"epoch": 18,
"train_loss": 1.6214003562927246,
"val_loss": 1.4989162683486938,
"acc": 46.33,
"f1": [
0.4756755530834198,
0.6158589124679565,
0.322112113237381,
0.2943175137042999,
0.2990032434463501,
0.4251156747341156,
0.5403157472610474,
0.5315266251564026,
0.5807048678398132,
0.4426228106021881
],
"time": 28.79366234689951,
"param": null
},
{
"epoch": 19,
"train_loss": 1.742095708847046,
"val_loss": 1.4867374897003174,
"acc": 45.46,
"f1": [
0.5436996817588806,
0.5073858499526978,
0.3666665852069855,
0.17997458577156067,
0.30064505338668823,
0.432068407535553,
0.5367141366004944,
0.5063719749450684,
0.5705740451812744,
0.5422688722610474
],
"time": 28.825961461290717,
"param": null
},
{
"epoch": 20,
"train_loss": 1.5831515789031982,
"val_loss": 1.3908029794692993,
"acc": 49.7,
"f1": [
0.5810739994049072,
0.6412866711616516,
0.39773210883140564,
0.18293508887290955,
0.37000536918640137,
0.4539515972137451,
0.5798010230064392,
0.5486724376678467,
0.630025327205658,
0.5538127422332764
],
"time": 29.150424453429878,
"param": null
},
{
"epoch": 21,
"train_loss": 1.526178002357483,
"val_loss": 1.3460185527801514,
"acc": 49.86,
"f1": [
0.5643776059150696,
0.6106695532798767,
0.36654356122016907,
0.21267886459827423,
0.40653523802757263,
0.44493624567985535,
0.563873291015625,
0.5255947113037109,
0.6332423686981201,
0.5488326549530029
],
"time": 29.056277601979673,
"param": null
},
{
"epoch": 22,
"train_loss": 1.5308486223220825,
"val_loss": 1.2637845277786255,
"acc": 53.64,
"f1": [
0.5853657722473145,
0.6483340263366699,
0.4182671010494232,
0.2794116735458374,
0.4222092628479004,
0.48180368542671204,
0.634050726890564,
0.6025916934013367,
0.6788510084152222,
0.5970281958580017
],
"time": 27.821609580889344,
"param": null
},
{
"epoch": 23,
"train_loss": 1.4545464515686035,
"val_loss": 1.3799993991851807,
"acc": 51.86,
"f1": [
0.6036328673362732,
0.6040165424346924,
0.39395761489868164,
0.21965309977531433,
0.3976142406463623,
0.4483601450920105,
0.6098002195358276,
0.5817625522613525,
0.6717774868011475,
0.47361743450164795
],
"time": 27.981543824076653,
"param": null
},
{
"epoch": 24,
"train_loss": 1.3680886030197144,
"val_loss": 1.394277811050415,
"acc": 52.08,
"f1": [
0.5864260792732239,
0.6580365896224976,
0.2590266168117523,
0.29005691409111023,
0.4217952787876129,
0.4758363664150238,
0.6086279153823853,
0.5723710656166077,
0.6159418225288391,
0.5990242958068848
],
"time": 28.12166898790747,
"param": null
},
{
"epoch": 25,
"train_loss": 1.3792048692703247,
"val_loss": 1.1187779903411865,
"acc": 57.17,
"f1": [
0.6364098787307739,
0.7062402963638306,
0.4578525722026825,
0.325092613697052,
0.4642165005207062,
0.4628724753856659,
0.6311335563659668,
0.6403424143791199,
0.7079180479049683,
0.6460731625556946
],
"time": 26.30652662180364,
"param": null
},
{
"epoch": 26,
"train_loss": 1.364044427871704,
"val_loss": 1.235420823097229,
"acc": 57.22,
"f1": [
0.6137264370918274,
0.7124998569488525,
0.4499998688697815,
0.31163695454597473,
0.49555855989456177,
0.4471743106842041,
0.6432644128799438,
0.6374427676200867,
0.7037550806999207,
0.5692882537841797
],
"time": 27.011321507394314,
"param": null
},
{
"epoch": 27,
"train_loss": 1.4773725271224976,
"val_loss": 1.0987651348114014,
"acc": 59.35,
"f1": [
0.6755882501602173,
0.7095322608947754,
0.4395885765552521,
0.2851431667804718,
0.5172240734100342,
0.5076085329055786,
0.6310830116271973,
0.6631221175193787,
0.7334390878677368,
0.6267572641372681
],
"time": 26.790402522310615,
"param": null
},
{
"epoch": 28,
"train_loss": 1.290977120399475,
"val_loss": 1.0240262746810913,
"acc": 60.03,
"f1": [
0.6640392541885376,
0.7274631857872009,
0.44585973024368286,
0.33990710973739624,
0.5252734422683716,
0.49644601345062256,
0.6143269538879395,
0.6767829060554504,
0.752987802028656,
0.6693084836006165
],
"time": 27.153442507609725,
"param": null
},
{
"epoch": 29,
"train_loss": 1.2597854137420654,
"val_loss": 0.9991326332092285,
"acc": 60.02,
"f1": [
0.6459304094314575,
0.696575939655304,
0.40527400374412537,
0.3559126853942871,
0.5386372208595276,
0.5057700872421265,
0.706116259098053,
0.6554768681526184,
0.7171715497970581,
0.6686414480209351
],
"time": 26.937873479910195,
"param": null
},
{
"epoch": 30,
"train_loss": 1.3156356811523438,
"val_loss": 1.0632824897766113,
"acc": 61.02,
"f1": [
0.6603933572769165,
0.7392230033874512,
0.513232409954071,
0.3989636301994324,
0.4731609523296356,
0.520130455493927,
0.700485110282898,
0.6772672533988953,
0.7223048806190491,
0.6211497783660889
],
"time": 27.955516521818936,
"param": null
},
{
"epoch": 31,
"train_loss": 1.248780369758606,
"val_loss": 1.0245524644851685,
"acc": 64.0,
"f1": [
0.6937233805656433,
0.776811420917511,
0.4860660135746002,
0.4087589979171753,
0.5738611221313477,
0.5290786623954773,
0.7053222060203552,
0.7089781761169434,
0.7441859245300293,
0.7064934372901917
],
"time": 27.660362764261663,
"param": null
},
{
"epoch": 32,
"train_loss": 1.1627211570739746,
"val_loss": 1.0424838066101074,
"acc": 62.27,
"f1": [
0.6796631217002869,
0.7690800428390503,
0.4897688627243042,
0.329923152923584,
0.5852416157722473,
0.5126187205314636,
0.7375607490539551,
0.6928380727767944,
0.6908872723579407,
0.7025123834609985
],
"time": 29.27316005155444,
"param": null
},
{
"epoch": 33,
"train_loss": 1.1838164329528809,
"val_loss": 1.0118004083633423,
"acc": 61.0,
"f1": [
0.6365236043930054,
0.7580909132957458,
0.527272641658783,
0.32815656065940857,
0.5078665614128113,
0.5268702507019043,
0.6945897340774536,
0.6647779941558838,
0.7086052298545837,
0.7332684993743896
],
"time": 29.246422577649355,
"param": null
},
{
"epoch": 34,
"train_loss": 1.091067910194397,
"val_loss": 0.9886181354522705,
"acc": 65.18,
"f1": [
0.711181640625,
0.7845243215560913,
0.5503197908401489,
0.4281688928604126,
0.5632613897323608,
0.5433582663536072,
0.6770634651184082,
0.7185571193695068,
0.7603660225868225,
0.754420280456543
],
"time": 29.31615734472871,
"param": null
},
{
"epoch": 35,
"train_loss": 1.1119464635849,
"val_loss": 0.826896071434021,
"acc": 67.21,
"f1": [
0.7350022792816162,
0.7997934222221375,
0.5902850031852722,
0.4499998986721039,
0.6098873019218445,
0.5842292904853821,
0.6872245669364929,
0.7228914499282837,
0.7880297303199768,
0.751746416091919
],
"time": 29.1832668595016,
"param": null
},
{
"epoch": 36,
"train_loss": 0.9850465655326843,
"val_loss": 0.9736911058425903,
"acc": 67.12,
"f1": [
0.7230442762374878,
0.7991629838943481,
0.5117527842521667,
0.46833914518356323,
0.6054506301879883,
0.5678048133850098,
0.7459182143211365,
0.7326354384422302,
0.7919653654098511,
0.7018402814865112
],
"time": 29.164527241140604,
"param": null
},
{
"epoch": 37,
"train_loss": 1.1312016248703003,
"val_loss": 0.8467237949371338,
"acc": 68.29,
"f1": [
0.7359172105789185,
0.7975768446922302,
0.586872398853302,
0.37598276138305664,
0.6059653162956238,
0.5817350149154663,
0.7557286620140076,
0.7331245541572571,
0.787114679813385,
0.7704128623008728
],
"time": 29.101859875023365,
"param": null
},
{
"epoch": 38,
"train_loss": 1.0279035568237305,
"val_loss": 0.8021605014801025,
"acc": 68.34,
"f1": [
0.7118068337440491,
0.8033677935600281,
0.5782158970832825,
0.4401790201663971,
0.6285402178764343,
0.5666664838790894,
0.762795090675354,
0.7395120859146118,
0.7761626243591309,
0.7507134079933167
],
"time": 29.72523007262498,
"param": null
},
{
"epoch": 39,
"train_loss": 1.1462382078170776,
"val_loss": 0.8966403007507324,
"acc": 67.72,
"f1": [
0.7304859161376953,
0.8010722994804382,
0.5873726010322571,
0.5188958048820496,
0.6486996412277222,
0.5078977942466736,
0.7582258582115173,
0.7496078610420227,
0.757558286190033,
0.758503258228302
],
"time": 28.899513771757483,
"param": null
},
{
"epoch": 40,
"train_loss": 1.055233120918274,
"val_loss": 1.0595613718032837,
"acc": 67.26,
"f1": [
0.7209943532943726,
0.8056277632713318,
0.5717692971229553,
0.5055524706840515,
0.5837207436561584,
0.485969215631485,
0.767550528049469,
0.7235140204429626,
0.7650601267814636,
0.7583416700363159
],
"time": 29.774748909287155,
"param": null
},
{
"epoch": 41,
"train_loss": 0.8973957300186157,
"val_loss": 0.9557194113731384,
"acc": 65.23,
"f1": [
0.6870966553688049,
0.7447946667671204,
0.575861930847168,
0.48972389101982117,
0.5627567768096924,
0.5314068794250488,
0.7260146141052246,
0.7122843861579895,
0.7397018671035767,
0.7519179582595825
],
"time": 29.387339724227786,
"param": null
},
{
"epoch": 42,
"train_loss": 0.8986108899116516,
"val_loss": 0.8750333189964294,
"acc": 69.79,
"f1": [
0.753947913646698,
0.8169683218002319,
0.6283028721809387,
0.46500858664512634,
0.6818180680274963,
0.5615473389625549,
0.7688255906105042,
0.7594359517097473,
0.7958982586860657,
0.6810852289199829
],
"time": 29.39306965470314,
"param": null
},
{
"epoch": 43,
"train_loss": 1.0422285795211792,
"val_loss": 0.8574546575546265,
"acc": 67.88,
"f1": [
0.7303493022918701,
0.8180922865867615,
0.5836875438690186,
0.482601135969162,
0.5961431264877319,
0.5899947881698608,
0.7068271636962891,
0.7558895349502563,
0.7885958552360535,
0.7417451739311218
],
"time": 29.660576107911766,
"param": null
},
{
"epoch": 44,
"train_loss": 0.9222674369812012,
"val_loss": 0.9007259011268616,
"acc": 70.31,
"f1": [
0.7524555921554565,
0.824338436126709,
0.6067144870758057,
0.42273032665252686,
0.6577179431915283,
0.5959652662277222,
0.733555257320404,
0.7532937526702881,
0.7814158201217651,
0.7884904742240906
],
"time": 29.025364082306623,
"param": null
},
{
"epoch": 45,
"train_loss": 0.886064350605011,
"val_loss": 0.8136594891548157,
"acc": 70.23,
"f1": [
0.7252031564712524,
0.8279732465744019,
0.5922328233718872,
0.536665141582489,
0.6469377875328064,
0.5868193507194519,
0.7567815184593201,
0.7749194502830505,
0.8067829608917236,
0.7929968237876892
],
"time": 29.269519770517945,
"param": null
},
{
"epoch": 46,
"train_loss": 0.9240750074386597,
"val_loss": 0.7537841796875,
"acc": 69.75,
"f1": [
0.7313768267631531,
0.8204348683357239,
0.591681182384491,
0.48377570509910583,
0.6370291709899902,
0.5978259444236755,
0.7083332538604736,
0.7421838045120239,
0.8145984411239624,
0.7878499031066895
],
"time": 28.42927466146648,
"param": null
},
{
"epoch": 47,
"train_loss": 0.8706566095352173,
"val_loss": 0.8959742188453674,
"acc": 69.47,
"f1": [
0.7245391011238098,
0.8331656455993652,
0.6448736190795898,
0.35946735739707947,
0.6909633874893188,
0.5727753639221191,
0.7701458930969238,
0.7372617721557617,
0.7420406341552734,
0.7289960384368896
],
"time": 27.56301035452634,
"param": null
},
{
"epoch": 48,
"train_loss": 0.9180092215538025,
"val_loss": 1.174472451210022,
"acc": 65.18,
"f1": [
0.735724925994873,
0.7843550443649292,
0.6258178353309631,
0.3140130937099457,
0.6515365242958069,
0.48405975103378296,
0.7627117037773132,
0.7553734183311462,
0.6644517183303833,
0.6169326305389404
],
"time": 27.756287537515163,
"param": null
},
{
"epoch": 49,
"train_loss": 0.8703873157501221,
"val_loss": 0.8079430460929871,
"acc": 72.94,
"f1": [
0.7769708037376404,
0.8447327613830566,
0.6367207765579224,
0.5468353629112244,
0.6813817620277405,
0.6192636489868164,
0.7438876628875732,
0.7888197898864746,
0.8202126026153564,
0.8323876261711121
],
"time": 27.25058131571859,
"param": null
},
{
"epoch": 50,
"train_loss": 0.8453859090805054,
"val_loss": 0.6414980292320251,
"acc": 74.99,
"f1": [
0.7837300300598145,
0.8521461486816406,
0.6881515383720398,
0.5321837663650513,
0.7125839591026306,
0.6461537480354309,
0.8110274076461792,
0.7915830016136169,
0.8360252976417542,
0.8254560828208923
],
"time": 27.663461822085083,
"param": null
},
{
"epoch": 51,
"train_loss": 0.7823577523231506,
"val_loss": 0.7161241173744202,
"acc": 74.69,
"f1": [
0.7841828465461731,
0.8450304865837097,
0.6723825931549072,
0.5541533827781677,
0.7285043001174927,
0.6095351576805115,
0.8064044713973999,
0.813895583152771,
0.8033162951469421,
0.8165485858917236
],
"time": 26.228094753809273,
"param": null
},
{
"epoch": 52,
"train_loss": 0.805633008480072,
"val_loss": 0.7958288788795471,
"acc": 74.29,
"f1": [
0.7822468280792236,
0.8212213516235352,
0.6587727069854736,
0.5732176303863525,
0.7319998741149902,
0.6162160634994507,
0.797494649887085,
0.7953743934631348,
0.8222002387046814,
0.7964944243431091
],
"time": 27.623951265588403,
"param": null
},
{
"epoch": 53,
"train_loss": 0.9547535181045532,
"val_loss": 0.8405941724777222,
"acc": 72.18,
"f1": [
0.7482627630233765,
0.8366613388061523,
0.6601624488830566,
0.46373048424720764,
0.6716346740722656,
0.637069821357727,
0.7601379156112671,
0.7660593390464783,
0.7894966006278992,
0.7975801229476929
],
"time": 27.406685307621956,
"param": null
},
{
"epoch": 54,
"train_loss": 0.8039811253547668,
"val_loss": 0.7245774269104004,
"acc": 73.34,
"f1": [
0.781741738319397,
0.8421557545661926,
0.6533863544464111,
0.562748908996582,
0.699320912361145,
0.6377276182174683,
0.7488695383071899,
0.7832801938056946,
0.8158608078956604,
0.7954543828964233
],
"time": 26.730095972307026,
"param": null
},
{
"epoch": 55,
"train_loss": 0.7458620667457581,
"val_loss": 0.6951643824577332,
"acc": 73.9,
"f1": [
0.7670249342918396,
0.8494514226913452,
0.6864405274391174,
0.5463629961013794,
0.6854836940765381,
0.6255812644958496,
0.7495768070220947,
0.8006463646888733,
0.8291481137275696,
0.804694652557373
],
"time": 27.734922440722585,
"param": null
},
{
"epoch": 56,
"train_loss": 0.8177505731582642,
"val_loss": 0.6823745965957642,
"acc": 74.47,
"f1": [
0.795870304107666,
0.8113784193992615,
0.6961062550544739,
0.5449307560920715,
0.6894116401672363,
0.6443690061569214,
0.81874680519104,
0.8175777792930603,
0.8253625631332397,
0.7848671674728394
],
"time": 27.32294864114374,
"param": null
},
{
"epoch": 57,
"train_loss": 0.7616287469863892,
"val_loss": 0.6873035430908203,
"acc": 76.08,
"f1": [
0.8116816282272339,
0.8398102521896362,
0.6931445598602295,
0.58627849817276,
0.7362316846847534,
0.6574921607971191,
0.7851784825325012,
0.8168314695358276,
0.835483729839325,
0.8313803672790527
],
"time": 27.395850627683103,
"param": null
},
{
"epoch": 58,
"train_loss": 0.7379170060157776,
"val_loss": 0.8992710113525391,
"acc": 67.66,
"f1": [
0.7272725701332092,
0.8025611639022827,
0.5692882537841797,
0.43483859300613403,
0.6388594508171082,
0.5134145617485046,
0.7612564563751221,
0.7667341232299805,
0.7191488146781921,
0.7593486905097961
],
"time": 27.737310495227575,
"param": null
},
{
"epoch": 59,
"train_loss": 0.7828844785690308,
"val_loss": 0.763879656791687,
"acc": 74.59,
"f1": [
0.7626826167106628,
0.8429317474365234,
0.6795365810394287,
0.5866665244102478,
0.6973531246185303,
0.5935318470001221,
0.8064200282096863,
0.8049008250236511,
0.8269228935241699,
0.8323876261711121
],
"time": 28.010932547040284,
"param": null
},
{
"epoch": 60,
"train_loss": 0.6877537369728088,
"val_loss": 0.8818709254264832,
"acc": 71.2,
"f1": [
0.7436666488647461,
0.8325356841087341,
0.64487624168396,
0.5395643711090088,
0.6732890009880066,
0.5037956237792969,
0.7386313676834106,
0.8036903142929077,
0.7865941524505615,
0.7826085686683655
],
"time": 28.88504517544061,
"param": null
},
{
"epoch": 61,
"train_loss": 0.8070361018180847,
"val_loss": 0.8877831101417542,
"acc": 72.22,
"f1": [
0.8013764023780823,
0.8382490873336792,
0.6940370202064514,
0.5697526931762695,
0.6876354217529297,
0.5692693591117859,
0.7127946615219116,
0.7922650575637817,
0.8258194327354431,
0.7333332300186157
],
"time": 28.964809846132994,
"param": null
},
{
"epoch": 62,
"train_loss": 0.7417097091674805,
"val_loss": 0.8232399225234985,
"acc": 68.74,
"f1": [
0.729421854019165,
0.7827212810516357,
0.5973079800605774,
0.5577182769775391,
0.6517118215560913,
0.5838431715965271,
0.7537385821342468,
0.7871114611625671,
0.7383552193641663,
0.7193626165390015
],
"time": 29.38477835804224,
"param": null
},
{
"epoch": 63,
"train_loss": 0.7748733758926392,
"val_loss": 0.9902886152267456,
"acc": 67.32,
"f1": [
0.6451611518859863,
0.8377124071121216,
0.623734176158905,
0.4753721058368683,
0.6790652275085449,
0.47957122325897217,
0.6802806258201599,
0.7696226239204407,
0.7367421984672546,
0.7580891847610474
],
"time": 29.285450272262096,
"param": null
},
{
"epoch": 64,
"train_loss": 0.8299435973167419,
"val_loss": 0.7627976536750793,
"acc": 73.31,
"f1": [
0.7372072339057922,
0.8544829487800598,
0.6516072154045105,
0.5497356057167053,
0.7384613752365112,
0.5546665191650391,
0.7934720516204834,
0.8097797632217407,
0.7943605780601501,
0.8225322365760803
],
"time": 29.21078157518059,
"param": null
},
{
"epoch": 65,
"train_loss": 0.7284207344055176,
"val_loss": 0.6351500749588013,
"acc": 74.13,
"f1": [
0.7839347720146179,
0.8505856990814209,
0.6726056337356567,
0.5867968797683716,
0.7301264405250549,
0.6198437809944153,
0.7503200173377991,
0.7832956314086914,
0.8218449950218201,
0.8218179941177368
],
"time": 29.58600793313235,
"param": null
},
{
"epoch": 66,
"train_loss": 0.7271122336387634,
"val_loss": 0.6731176972389221,
"acc": 76.94,
"f1": [
0.7882239818572998,
0.8767256736755371,
0.6905536651611328,
0.5929117798805237,
0.7664489150047302,
0.6481269598007202,
0.8192897439002991,
0.8313765525817871,
0.830331563949585,
0.8498752117156982
],
"time": 28.302389020100236,
"param": null
},
{
"epoch": 67,
"train_loss": 0.656072735786438,
"val_loss": 0.5812636613845825,
"acc": 77.51,
"f1": [
0.7991945743560791,
0.8562264442443848,
0.7138171792030334,
0.6097928881645203,
0.7615105509757996,
0.6547284126281738,
0.830508291721344,
0.8429421782493591,
0.8341895341873169,
0.8337212800979614
],
"time": 27.636227192357183,
"param": null
},
{
"epoch": 68,
"train_loss": 0.6719553470611572,
"val_loss": 0.7104259133338928,
"acc": 74.99,
"f1": [
0.7876865863800049,
0.8638994693756104,
0.6808258295059204,
0.5305636525154114,
0.7598162889480591,
0.6084424257278442,
0.8081555366516113,
0.7958476543426514,
0.8271260261535645,
0.848891019821167
],
"time": 27.420978675596416,
"param": null
},
{
"epoch": 69,
"train_loss": 0.7841302752494812,
"val_loss": 0.6154153943061829,
"acc": 77.1,
"f1": [
0.7960395216941833,
0.8549469709396362,
0.6972475647926331,
0.5520521998405457,
0.7499997615814209,
0.6878726482391357,
0.8213943243026733,
0.8294572830200195,
0.8463854193687439,
0.8370899558067322
],
"time": 27.447748439386487,
"param": null
},
{
"epoch": 70,
"train_loss": 0.6930902600288391,
"val_loss": 0.7308509349822998,
"acc": 76.96,
"f1": [
0.7765055894851685,
0.8587568998336792,
0.7029615044593811,
0.6037353277206421,
0.7658225893974304,
0.6644949316978455,
0.8289542198181152,
0.8321095108985901,
0.8267278671264648,
0.8375189900398254
],
"time": 27.420399518683553,
"param": null
},
{
"epoch": 71,
"train_loss": 0.7374276518821716,
"val_loss": 0.8675211668014526,
"acc": 71.38,
"f1": [
0.7504778504371643,
0.8261070847511292,
0.660049557685852,
0.5564061999320984,
0.6588627099990845,
0.6046510338783264,
0.6811008453369141,
0.8198822140693665,
0.7996107339859009,
0.7665299773216248
],
"time": 27.922709896229208,
"param": null
},
{
"epoch": 72,
"train_loss": 0.6351975798606873,
"val_loss": 0.7302880883216858,
"acc": 75.46,
"f1": [
0.7369266748428345,
0.8372091054916382,
0.705185055732727,
0.5847075581550598,
0.7587671875953674,
0.6394632458686829,
0.820589542388916,
0.836474597454071,
0.8059700131416321,
0.8168556094169617
],
"time": 27.60508821438998,
"param": null
},
{
"epoch": 73,
"train_loss": 0.6353557705879211,
"val_loss": 0.8124171495437622,
"acc": 72.19,
"f1": [
0.7155675888061523,
0.7943134903907776,
0.6996006369590759,
0.5009321570396423,
0.7196884751319885,
0.6382763981819153,
0.7622376084327698,
0.8002021908760071,
0.7928106188774109,
0.7498798966407776
],
"time": 27.39134225435555,
"param": null
},
{
"epoch": 74,
"train_loss": 0.7130714654922485,
"val_loss": 0.6319259405136108,
"acc": 76.78,
"f1": [
0.8066527247428894,
0.8693466186523438,
0.7196125388145447,
0.6118545532226562,
0.7431420087814331,
0.6602820754051208,
0.7890312075614929,
0.8021162748336792,
0.8583553433418274,
0.8350839018821716
],
"time": 27.465144952759147,
"param": null
},
{
"epoch": 75,
"train_loss": 0.6975892186164856,
"val_loss": 0.8388882875442505,
"acc": 71.46,
"f1": [
0.7484425902366638,
0.8527361154556274,
0.6655517220497131,
0.5416441559791565,
0.6846559643745422,
0.6215276718139648,
0.7120741605758667,
0.7953888773918152,
0.7291746735572815,
0.7474488615989685
],
"time": 27.94379681814462,
"param": null
},
{
"epoch": 76,
"train_loss": 0.5972842574119568,
"val_loss": 0.6153993606567383,
"acc": 77.4,
"f1": [
0.8018767833709717,
0.8671998381614685,
0.7271799445152283,
0.5976899266242981,
0.7582588791847229,
0.6791521310806274,
0.8217981457710266,
0.8119813799858093,
0.8447787761688232,
0.8367442488670349
],
"time": 27.417897460982203,
"param": null
},
{
"epoch": 77,
"train_loss": 0.6943677663803101,
"val_loss": 0.7170215845108032,
"acc": 77.56,
"f1": [
0.8129231929779053,
0.859329879283905,
0.7372971177101135,
0.6060283780097961,
0.755963146686554,
0.6618058085441589,
0.7882705926895142,
0.8223098516464233,
0.8308634161949158,
0.855415403842926
],
"time": 27.879293590784073,
"param": null
},
{
"epoch": 78,
"train_loss": 0.6607130169868469,
"val_loss": 0.6462786793708801,
"acc": 73.93,
"f1": [
0.7712241411209106,
0.8266147375106812,
0.6672965884208679,
0.5540459752082825,
0.739017903804779,
0.6245485544204712,
0.7649080157279968,
0.793427050113678,
0.7923349738121033,
0.7976134419441223
],
"time": 28.333167215809226,
"param": null
},
{
"epoch": 79,
"train_loss": 0.6127918362617493,
"val_loss": 0.6309212446212769,
"acc": 77.26,
"f1": [
0.7758069634437561,
0.8623325228691101,
0.7253257036209106,
0.600827157497406,
0.7533764839172363,
0.6611930727958679,
0.8310275077819824,
0.8284649848937988,
0.8439472913742065,
0.8328794836997986
],
"time": 28.078559611923993,
"param": null
},
{
"epoch": 80,
"train_loss": 0.6721237301826477,
"val_loss": 0.584608256816864,
"acc": 78.3,
"f1": [
0.7932450175285339,
0.8822650909423828,
0.7299902439117432,
0.636652946472168,
0.7618544697761536,
0.6513814330101013,
0.8293142318725586,
0.8373865485191345,
0.8422780632972717,
0.8642628788948059
],
"time": 28.089199010282755,
"param": null
},
{
"epoch": 81,
"train_loss": 0.672277569770813,
"val_loss": 0.6186914443969727,
"acc": 76.85,
"f1": [
0.7920689582824707,
0.8684074282646179,
0.7317797541618347,
0.5691698789596558,
0.7373045086860657,
0.6806480288505554,
0.7736659646034241,
0.8298198580741882,
0.8474042415618896,
0.8456850647926331
],
"time": 29.269216099753976,
"param": null
},
{
"epoch": 82,
"train_loss": 0.6876833438873291,
"val_loss": 0.5753312706947327,
"acc": 79.12,
"f1": [
0.8114284873008728,
0.8838172554969788,
0.7363182306289673,
0.6061586737632751,
0.7839347720146179,
0.6910944581031799,
0.8256260752677917,
0.8594703078269958,
0.866102397441864,
0.8457965850830078
],
"time": 29.493389234878123,
"param": null
},
{
"epoch": 83,
"train_loss": 0.6312488317489624,
"val_loss": 0.8261135220527649,
"acc": 73.09,
"f1": [
0.7264149785041809,
0.8190369009971619,
0.6962961554527283,
0.5508423447608948,
0.701097846031189,
0.6544473171234131,
0.8224581480026245,
0.8040401935577393,
0.8084704279899597,
0.7093331217765808
],
"time": 29.400580923072994,
"param": null
},
{
"epoch": 84,
"train_loss": 0.6455128192901611,
"val_loss": 0.7956414818763733,
"acc": 75.08,
"f1": [
0.7521293759346008,
0.8643984794616699,
0.6779516935348511,
0.5861455202102661,
0.717478334903717,
0.6506810188293457,
0.8333331942558289,
0.8356162309646606,
0.7837836146354675,
0.8422780632972717
],
"time": 29.103436616249382,
"param": null
},
{
"epoch": 85,
"train_loss": 0.6436690092086792,
"val_loss": 0.6705049872398376,
"acc": 76.65,
"f1": [
0.7970203161239624,
0.8731266856193542,
0.720720648765564,
0.5720770955085754,
0.7334777116775513,
0.6861847043037415,
0.7534806132316589,
0.8366699814796448,
0.847439169883728,
0.8416531085968018
],
"time": 29.435126927681267,
"param": null
},
{
"epoch": 86,
"train_loss": 0.5420964956283569,
"val_loss": 0.6154626607894897,
"acc": 77.22,
"f1": [
0.7971207499504089,
0.8669655323028564,
0.7240211367607117,
0.6028805375099182,
0.7268646955490112,
0.6869693994522095,
0.8179389238357544,
0.802457332611084,
0.8434565663337708,
0.8441490530967712
],
"time": 29.75498259626329,
"param": null
},
{
"epoch": 87,
"train_loss": 0.5706721544265747,
"val_loss": 0.5901651382446289,
"acc": 79.53,
"f1": [
0.8252672553062439,
0.8810914754867554,
0.7510831356048584,
0.6035311818122864,
0.7857490181922913,
0.7038933038711548,
0.8407504558563232,
0.8230375051498413,
0.8692613244056702,
0.8551585078239441
],
"time": 29.392857044935226,
"param": null
},
{
"epoch": 88,
"train_loss": 0.6067192554473877,
"val_loss": 0.6718076467514038,
"acc": 78.24,
"f1": [
0.7985002398490906,
0.8862943053245544,
0.7186781764030457,
0.6230806112289429,
0.7617520093917847,
0.6857141256332397,
0.8129534721374512,
0.8310360908508301,
0.8529120087623596,
0.860340416431427
],
"time": 29.416204195469618,
"param": null
},
{
"epoch": 89,
"train_loss": 0.6119614243507385,
"val_loss": 0.6278412342071533,
"acc": 77.67,
"f1": [
0.8039960265159607,
0.8901320695877075,
0.7187185287475586,
0.5955110788345337,
0.7442963719367981,
0.6713895201683044,
0.8050539493560791,
0.8278913497924805,
0.8538878560066223,
0.8531826138496399
],
"time": 29.50894743576646,
"param": null
},
{
"epoch": 90,
"train_loss": 0.630051851272583,
"val_loss": 0.5730735659599304,
"acc": 79.43,
"f1": [
0.8228510022163391,
0.8943487405776978,
0.7261503338813782,
0.592232882976532,
0.7794870734214783,
0.6716853380203247,
0.8584566116333008,
0.8561258912086487,
0.8798796534538269,
0.8680589199066162
],
"time": 29.04693241417408,
"param": null
},
{
"epoch": 91,
"train_loss": 0.554200291633606,
"val_loss": 0.6197262406349182,
"acc": 78.58,
"f1": [
0.7967697381973267,
0.8713271021842957,
0.7375813722610474,
0.6052354574203491,
0.7883210182189941,
0.6843559145927429,
0.8424334526062012,
0.8492608666419983,
0.8405489325523376,
0.8245531916618347
],
"time": 29.265544860623777,
"param": null
},
{
"epoch": 92,
"train_loss": 0.6157073974609375,
"val_loss": 0.7722240686416626,
"acc": 76.85,
"f1": [
0.7808519005775452,
0.8382351398468018,
0.7175276279449463,
0.5757030248641968,
0.7592302560806274,
0.6879678964614868,
0.8155123591423035,
0.8088374733924866,
0.8358060121536255,
0.8304566740989685
],
"time": 29.540914323180914,
"param": null
},
{
"epoch": 93,
"train_loss": 0.5655198097229004,
"val_loss": 0.6736300587654114,
"acc": 77.1,
"f1": [
0.7904809713363647,
0.8591477274894714,
0.7255963087081909,
0.5703623294830322,
0.7548447847366333,
0.676855742931366,
0.8310545682907104,
0.8269960284233093,
0.8300651907920837,
0.8103606104850769
],
"time": 28.49123690929264,
"param": null
},
{
"epoch": 94,
"train_loss": 0.6136865615844727,
"val_loss": 0.6865342855453491,
"acc": 78.76,
"f1": [
0.7884865403175354,
0.8861261010169983,
0.7398788928985596,
0.6135755181312561,
0.7773702144622803,
0.700527012348175,
0.8292199373245239,
0.8578863739967346,
0.8273578882217407,
0.8593748807907104
],
"time": 27.885109559632838,
"param": null
},
{
"epoch": 95,
"train_loss": 0.5506330728530884,
"val_loss": 0.566570520401001,
"acc": 78.81,
"f1": [
0.7857140898704529,
0.8825621008872986,
0.7187849879264832,
0.6379485130310059,
0.7584707736968994,
0.6851173043251038,
0.8392422199249268,
0.859595775604248,
0.8536819815635681,
0.8424940705299377
],
"time": 27.773588940501213,
"param": null
},
{
"epoch": 96,
"train_loss": 0.5454248189926147,
"val_loss": 0.7362403273582458,
"acc": 75.93,
"f1": [
0.8165739178657532,
0.8832436203956604,
0.7266034483909607,
0.5705360770225525,
0.6760396361351013,
0.6544697284698486,
0.8207083344459534,
0.7567788362503052,
0.8586552143096924,
0.843168318271637
],
"time": 27.56144412793219,
"param": null
},
{
"epoch": 97,
"train_loss": 0.5378716588020325,
"val_loss": 0.6305004954338074,
"acc": 78.01,
"f1": [
0.8083734512329102,
0.8754861950874329,
0.7400286793708801,
0.5772725939750671,
0.7608694434165955,
0.7016459703445435,
0.7623720765113831,
0.8470962047576904,
0.8616135120391846,
0.850393533706665
],
"time": 27.62911283876747,
"param": null
},
{
"epoch": 98,
"train_loss": 0.5874139666557312,
"val_loss": 0.7709778547286987,
"acc": 74.14,
"f1": [
0.7098590731620789,
0.8506426811218262,
0.6621159315109253,
0.5023192763328552,
0.7393208742141724,
0.6351881623268127,
0.8033735752105713,
0.8209336400032043,
0.8089051842689514,
0.8293160796165466
],
"time": 27.470607241615653,
"param": null
},
{
"epoch": 99,
"train_loss": 0.4943305552005768,
"val_loss": 0.6111182570457458,
"acc": 77.92,
"f1": [
0.7820399403572083,
0.8695650696754456,
0.7255433201789856,
0.6393365859985352,
0.7730911374092102,
0.6723675727844238,
0.8247077465057373,
0.8390863537788391,
0.8390863537788391,
0.8469120860099792
],
"time": 27.534913757815957,
"param": null
},
{
"epoch": 100,
"train_loss": 0.5310527086257935,
"val_loss": 0.6311856508255005,
"acc": 79.15,
"f1": [
0.8092781901359558,
0.8865029215812683,
0.7443721294403076,
0.6153845191001892,
0.7791723012924194,
0.6853302121162415,
0.8140568733215332,
0.8462299704551697,
0.8531726002693176,
0.8503609895706177
],
"time": 27.772432673722506,
"param": null
},
{
"epoch": 101,
"train_loss": 0.5025267004966736,
"val_loss": 0.6026564240455627,
"acc": 79.52,
"f1": [
0.8142253756523132,
0.8891077041625977,
0.7427053451538086,
0.6400361657142639,
0.7811859250068665,
0.6635996103286743,
0.85106360912323,
0.838497519493103,
0.8597652912139893,
0.864048182964325
],
"time": 27.14128040522337,
"param": null
},
{
"epoch": 102,
"train_loss": 0.5280793905258179,
"val_loss": 0.7366081476211548,
"acc": 80.45,
"f1": [
0.8465021252632141,
0.8934008479118347,
0.753955066204071,
0.6241210103034973,
0.7931705713272095,
0.7181273698806763,
0.8030821084976196,
0.8587284088134766,
0.8822903633117676,
0.8585038781166077
],
"time": 27.55672060418874,
"param": null
},
{
"epoch": 103,
"train_loss": 0.5016393661499023,
"val_loss": 0.6348778605461121,
"acc": 77.88,
"f1": [
0.8123490810394287,
0.8675840497016907,
0.7142233848571777,
0.6221994757652283,
0.7669743299484253,
0.6814660429954529,
0.816383957862854,
0.8550072312355042,
0.8369391560554504,
0.816885232925415
],
"time": 27.595402482897043,
"param": null
},
{
"epoch": 104,
"train_loss": 0.5021892786026001,
"val_loss": 0.6858847141265869,
"acc": 75.52,
"f1": [
0.7901486158370972,
0.8486840128898621,
0.7202537655830383,
0.586037278175354,
0.7452470064163208,
0.6583513021469116,
0.76494961977005,
0.8283403515815735,
0.7962246537208557,
0.8023306131362915
],
"time": 27.520401866175234,
"param": null
},
{
"epoch": 105,
"train_loss": 0.5331799983978271,
"val_loss": 0.6852247714996338,
"acc": 79.07,
"f1": [
0.8145798444747925,
0.8846742510795593,
0.7356199622154236,
0.6125338673591614,
0.7595306038856506,
0.7089248299598694,
0.7834447026252747,
0.8627846240997314,
0.8699948787689209,
0.8612486720085144
],
"time": 27.418527342379093,
"param": null
},
{
"epoch": 106,
"train_loss": 0.5195084810256958,
"val_loss": 0.6190391182899475,
"acc": 78.2,
"f1": [
0.7716712951660156,
0.8795307278633118,
0.732576847076416,
0.6260502338409424,
0.7449907064437866,
0.7003816366195679,
0.8164407014846802,
0.8491832613945007,
0.8425571322441101,
0.8499747514724731
],
"time": 27.726393376477063,
"param": null
},
{
"epoch": 107,
"train_loss": 0.5298243761062622,
"val_loss": 0.6991477608680725,
"acc": 77.94,
"f1": [
0.7914931774139404,
0.8641630411148071,
0.7281637787818909,
0.6193618178367615,
0.7639256119728088,
0.6827395558357239,
0.8230809569358826,
0.833171546459198,
0.8365757465362549,
0.8274447917938232
],
"time": 28.1646011127159,
"param": null
},
{
"epoch": 108,
"train_loss": 0.446951299905777,
"val_loss": 0.739770233631134,
"acc": 73.84,
"f1": [
0.7002713680267334,
0.8430655598640442,
0.6817358732223511,
0.5986588597297668,
0.7026085257530212,
0.6415523886680603,
0.807368278503418,
0.8407030701637268,
0.7581473588943481,
0.8213912844657898
],
"time": 29.359374024905264,
"param": null
},
{
"epoch": 109,
"train_loss": 0.4671604633331299,
"val_loss": 0.671775758266449,
"acc": 75.44,
"f1": [
0.740336000919342,
0.8787583112716675,
0.6899562478065491,
0.5752831101417542,
0.7305320501327515,
0.6679173111915588,
0.821864128112793,
0.8180838227272034,
0.8109618425369263,
0.8241817951202393
],
"time": 29.112223808653653,
"param": null
},
{
"epoch": 110,
"train_loss": 0.4374958872795105,
"val_loss": 0.7269974946975708,
"acc": 77.75,
"f1": [
0.7690985202789307,
0.8623765110969543,
0.7287409901618958,
0.5793420672416687,
0.7703840732574463,
0.6495432257652283,
0.8344894647598267,
0.8575882315635681,
0.8293170928955078,
0.8582048416137695
],
"time": 29.261285873129964,
"param": null
},
{
"epoch": 111,
"train_loss": 0.5142430067062378,
"val_loss": 0.5475775599479675,
"acc": 79.11,
"f1": [
0.8208800554275513,
0.8746079206466675,
0.7544782757759094,
0.6211811304092407,
0.7670363187789917,
0.7101800441741943,
0.849400520324707,
0.8461156487464905,
0.8353046774864197,
0.8261663317680359
],
"time": 29.530101076699793,
"param": null
},
{
"epoch": 112,
"train_loss": 0.4569247364997864,
"val_loss": 0.5614850521087646,
"acc": 78.13,
"f1": [
0.809342086315155,
0.8788459897041321,
0.7221486568450928,
0.621513843536377,
0.7388533353805542,
0.6880319118499756,
0.8142148852348328,
0.8452630043029785,
0.8598928451538086,
0.8422780632972717
],
"time": 29.44583885371685,
"param": null
},
{
"epoch": 113,
"train_loss": 0.40371984243392944,
"val_loss": 0.581200361251831,
"acc": 79.87,
"f1": [
0.835016667842865,
0.8825269937515259,
0.7523510456085205,
0.6044490933418274,
0.7836988568305969,
0.7045344710350037,
0.8438436388969421,
0.8429670929908752,
0.8639350533485413,
0.8546677827835083
],
"time": 29.3608763711527,
"param": null
},
{
"epoch": 114,
"train_loss": 0.43638095259666443,
"val_loss": 0.5477573871612549,
"acc": 79.09,
"f1": [
0.8046081066131592,
0.86399245262146,
0.7322905659675598,
0.6064072251319885,
0.7601313591003418,
0.7144238948822021,
0.8231610655784607,
0.8678277134895325,
0.8641730546951294,
0.8499484658241272
],
"time": 29.960748399607837,
"param": null
},
{
"epoch": 115,
"train_loss": 0.3864424228668213,
"val_loss": 0.5990815162658691,
"acc": 79.57,
"f1": [
0.8127947449684143,
0.8916795253753662,
0.7468919157981873,
0.6238350868225098,
0.7839916348457336,
0.7000471353530884,
0.8518121838569641,
0.8466665148735046,
0.8613567352294922,
0.8501943945884705
],
"time": 29.137572976760566,
"param": null
},
{
"epoch": 116,
"train_loss": 0.4825798571109772,
"val_loss": 0.7711784839630127,
"acc": 75.5,
"f1": [
0.7375104427337646,
0.8537035584449768,
0.7046540975570679,
0.6067844033241272,
0.7486217021942139,
0.5905865430831909,
0.8130998015403748,
0.8274000287055969,
0.8123490810394287,
0.8363814353942871
],
"time": 29.007952502928674,
"param": null
},
{
"epoch": 117,
"train_loss": 0.47322797775268555,
"val_loss": 0.6061317324638367,
"acc": 79.1,
"f1": [
0.8296446800231934,
0.89500492811203,
0.7403683066368103,
0.6181464195251465,
0.7726159691810608,
0.692272424697876,
0.8065369725227356,
0.8554727435112,
0.8649765253067017,
0.8540371060371399
],
"time": 28.163049439899623,
"param": null
},
{
"epoch": 118,
"train_loss": 0.46494609117507935,
"val_loss": 0.7001192569732666,
"acc": 77.54,
"f1": [
0.775899350643158,
0.8725155591964722,
0.7238004803657532,
0.6059636473655701,
0.7670102119445801,
0.6732131838798523,
0.8150181174278259,
0.8493436574935913,
0.804383397102356,
0.8540144562721252
],
"time": 27.513402534648776,
"param": null
},
{
"epoch": 119,
"train_loss": 0.42471781373023987,
"val_loss": 0.6905755996704102,
"acc": 78.9,
"f1": [
0.8183782696723938,
0.8921817541122437,
0.7535640597343445,
0.5923259854316711,
0.7456176280975342,
0.6921442747116089,
0.8430402874946594,
0.8362917304039001,
0.8365649580955505,
0.8441925048828125
],
"time": 26.906381470151246,
"param": null
},
{
"epoch": 120,
"train_loss": 0.36108991503715515,
"val_loss": 0.5357882380485535,
"acc": 79.88,
"f1": [
0.8153407573699951,
0.8881220817565918,
0.7509801983833313,
0.6119161248207092,
0.7975395321846008,
0.6923465728759766,
0.8517109155654907,
0.8461536169052124,
0.8640238642692566,
0.8534003496170044
],
"time": 27.259006798267365,
"param": null
},
{
"epoch": 121,
"train_loss": 0.4160410165786743,
"val_loss": 0.6000505685806274,
"acc": 80.34,
"f1": [
0.8327836394309998,
0.8830497860908508,
0.7649400234222412,
0.612107515335083,
0.773049533367157,
0.7041122317314148,
0.8381394147872925,
0.8572827577590942,
0.8704180121421814,
0.8741461038589478
],
"time": 27.253594452515244,
"param": null
},
{
"epoch": 122,
"train_loss": 0.40081819891929626,
"val_loss": 0.532218337059021,
"acc": 81.0,
"f1": [
0.818718671798706,
0.8855035901069641,
0.7632989883422852,
0.6529349684715271,
0.8028096556663513,
0.7169440984725952,
0.846153736114502,
0.8725540041923523,
0.8701093792915344,
0.8755184412002563
],
"time": 27.345116429030895,
"param": null
},
{
"epoch": 123,
"train_loss": 0.3403761386871338,
"val_loss": 0.534438967704773,
"acc": 81.46,
"f1": [
0.8434565663337708,
0.8835417032241821,
0.7623145580291748,
0.6462511420249939,
0.7933711409568787,
0.7251519560813904,
0.8512971997261047,
0.8749998211860657,
0.8772096633911133,
0.876555860042572
],
"time": 27.51023657154292,
"param": null
},
{
"epoch": 124,
"train_loss": 0.3392544388771057,
"val_loss": 0.702964186668396,
"acc": 81.56,
"f1": [
0.8533065915107727,
0.8809860944747925,
0.7840628027915955,
0.6472092866897583,
0.803580641746521,
0.7152939438819885,
0.8612772822380066,
0.8642348647117615,
0.8781750202178955,
0.8700966238975525
],
"time": 27.732778363861144,
"param": null
},
{
"epoch": 125,
"train_loss": 0.39975854754447937,
"val_loss": 0.5113818645477295,
"acc": 80.8,
"f1": [
0.8333331346511841,
0.8988761901855469,
0.7560973763465881,
0.6237673759460449,
0.7915830016136169,
0.7084384560585022,
0.8545903563499451,
0.8537780046463013,
0.8812559843063354,
0.8680379390716553
],
"time": 27.35773741453886,
"param": null
},
{
"epoch": 126,
"train_loss": 0.3925555646419525,
"val_loss": 0.5261480212211609,
"acc": 80.63,
"f1": [
0.8303819298744202,
0.8776204586029053,
0.7727726101875305,
0.6455694437026978,
0.8045499920845032,
0.7042666673660278,
0.8528022766113281,
0.8554395437240601,
0.8596132397651672,
0.8515623807907104
],
"time": 27.39659547805786,
"param": null
},
{
"epoch": 127,
"train_loss": 0.37261128425598145,
"val_loss": 0.5092400312423706,
"acc": 81.12,
"f1": [
0.8416504263877869,
0.9024388790130615,
0.7584885954856873,
0.6375768780708313,
0.8032535314559937,
0.6945030689239502,
0.8361323475837708,
0.8753828406333923,
0.8811622262001038,
0.8756369948387146
],
"time": 27.220562898553908,
"param": null
},
{
"epoch": 128,
"train_loss": 0.47703903913497925,
"val_loss": 0.5784278512001038,
"acc": 80.5,
"f1": [
0.8367747068405151,
0.8752326369285583,
0.7592037916183472,
0.641162097454071,
0.7871527671813965,
0.7052579522132874,
0.8540539145469666,
0.8609541654586792,
0.8675323128700256,
0.8700622320175171
],
"time": 27.91362840216607,
"param": null
},
{
"epoch": 129,
"train_loss": 0.3342970907688141,
"val_loss": 0.6219179034233093,
"acc": 81.61,
"f1": [
0.8388745188713074,
0.8998518586158752,
0.7617127299308777,
0.6337867379188538,
0.7972840070724487,
0.7085157036781311,
0.8572755455970764,
0.8737472891807556,
0.8879054188728333,
0.8797563314437866
],
"time": 27.80746370740235,
"param": null
},
{
"epoch": 130,
"train_loss": 0.34529024362564087,
"val_loss": 0.6514451503753662,
"acc": 79.71,
"f1": [
0.8109403848648071,
0.8916623592376709,
0.7318384051322937,
0.6292681694030762,
0.7686402201652527,
0.6950353384017944,
0.8554789423942566,
0.8720377087593079,
0.8655634522438049,
0.8752533793449402
],
"time": 29.444279591552913,
"param": null
},
{
"epoch": 131,
"train_loss": 0.3116677403450012,
"val_loss": 0.6839990019798279,
"acc": 78.91,
"f1": [
0.8058348298072815,
0.8871127367019653,
0.7374536991119385,
0.617615282535553,
0.7798676490783691,
0.6769910454750061,
0.8571426868438721,
0.8478899002075195,
0.8249998688697815,
0.8221520781517029
],
"time": 28.961849817074835,
"param": null
},
{
"epoch": 132,
"train_loss": 0.2821456789970398,
"val_loss": 0.594685435295105,
"acc": 80.13,
"f1": [
0.8390686511993408,
0.8784557580947876,
0.7641605138778687,
0.6422975063323975,
0.7950564622879028,
0.6986088156700134,
0.8522664904594421,
0.8458609580993652,
0.8609145283699036,
0.8232699632644653
],
"time": 28.79852939862758,
"param": null
},
{
"epoch": 133,
"train_loss": 0.3077425956726074,
"val_loss": 0.7585897445678711,
"acc": 75.71,
"f1": [
0.7468459606170654,
0.8823233246803284,
0.674818754196167,
0.5513916611671448,
0.7253480553627014,
0.6409612894058228,
0.8354678153991699,
0.8318673968315125,
0.8390992283821106,
0.8464266061782837
],
"time": 29.38791071344167,
"param": null
},
{
"epoch": 134,
"train_loss": 0.34167376160621643,
"val_loss": 0.6512165069580078,
"acc": 80.96,
"f1": [
0.8382708430290222,
0.8937046527862549,
0.7426899075508118,
0.6344144344329834,
0.7916665077209473,
0.7090515494346619,
0.8400733470916748,
0.8764496445655823,
0.8759841322898865,
0.8690187335014343
],
"time": 29.404456879012287,
"param": null
},
{
"epoch": 135,
"train_loss": 0.35635265707969666,
"val_loss": 0.5769352316856384,
"acc": 80.86,
"f1": [
0.8238186836242676,
0.8994973301887512,
0.7475860714912415,
0.638619065284729,
0.8019998073577881,
0.7139979004859924,
0.8423911333084106,
0.8658351302146912,
0.8680849075317383,
0.8756862282752991
],
"time": 29.280641450546682,
"param": null
},
{
"epoch": 136,
"train_loss": 0.2625483572483063,
"val_loss": 0.7508898377418518,
"acc": 79.59,
"f1": [
0.8362025618553162,
0.8912929892539978,
0.7728458642959595,
0.6188923716545105,
0.7863944172859192,
0.6751803159713745,
0.8417617082595825,
0.8240261077880859,
0.8629538416862488,
0.8222618699073792
],
"time": 28.055759468115866,
"param": null
},
{
"epoch": 137,
"train_loss": 0.259098619222641,
"val_loss": 0.6846055388450623,
"acc": 82.01,
"f1": [
0.8547675013542175,
0.8966859579086304,
0.7775663137435913,
0.6595851182937622,
0.7992368936538696,
0.7097806930541992,
0.8654729723930359,
0.8706363439559937,
0.8819998502731323,
0.8805739283561707
],
"time": 28.11330228857696,
"param": null
},
{
"epoch": 138,
"train_loss": 0.27567151188850403,
"val_loss": 0.6140649914741516,
"acc": 80.66,
"f1": [
0.8378515243530273,
0.8916279673576355,
0.7556267976760864,
0.6438490748405457,
0.7855443358421326,
0.7002211213111877,
0.8522562980651855,
0.8723729848861694,
0.8753679394721985,
0.8376299142837524
],
"time": 27.811762225814164,
"param": null
},
{
"epoch": 139,
"train_loss": 0.3737561106681824,
"val_loss": 0.5299839377403259,
"acc": 82.36,
"f1": [
0.8621218800544739,
0.9036883115768433,
0.7775570154190063,
0.6647990942001343,
0.7992200255393982,
0.7149605751037598,
0.871745228767395,
0.8776240348815918,
0.8876628279685974,
0.8874170184135437
],
"time": 27.783343758434057,
"param": null
},
{
"epoch": 140,
"train_loss": 0.3978649973869324,
"val_loss": 0.6195687055587769,
"acc": 82.06,
"f1": [
0.8461914658546448,
0.8909717202186584,
0.7645912766456604,
0.6565050482749939,
0.8099656105041504,
0.720720648765564,
0.8746852278709412,
0.8704251646995544,
0.8865870833396912,
0.8728153109550476
],
"time": 27.97098143119365,
"param": null
},
{
"epoch": 141,
"train_loss": 0.3159067928791046,
"val_loss": 0.5669755935668945,
"acc": 80.97,
"f1": [
0.8472009897232056,
0.8878645896911621,
0.7552300095558167,
0.635812520980835,
0.7801353931427002,
0.7052367925643921,
0.8591618537902832,
0.8662731647491455,
0.8745018243789673,
0.8691498041152954
],
"time": 27.079901493154466,
"param": null
},
{
"epoch": 142,
"train_loss": 0.2872629761695862,
"val_loss": 0.6005858182907104,
"acc": 82.06,
"f1": [
0.8571426868438721,
0.8955373764038086,
0.7769708037376404,
0.6240089535713196,
0.8138063549995422,
0.7126848101615906,
0.8772275447845459,
0.8753204941749573,
0.8888887166976929,
0.8719921708106995
],
"time": 27.436404034495354,
"param": null
},
{
"epoch": 143,
"train_loss": 0.3030610978603363,
"val_loss": 0.6157229542732239,
"acc": 81.56,
"f1": [
0.8407077789306641,
0.9029027819633484,
0.7714550495147705,
0.6447299718856812,
0.7905222773551941,
0.7141489386558533,
0.8521324992179871,
0.8773583173751831,
0.8833160400390625,
0.8835544586181641
],
"time": 27.507882710546255,
"param": null
},
{
"epoch": 144,
"train_loss": 0.28060877323150635,
"val_loss": 0.5883988738059998,
"acc": 80.51,
"f1": [
0.8314725160598755,
0.8879622220993042,
0.7719296813011169,
0.6423735618591309,
0.7820634245872498,
0.6896922588348389,
0.8661491870880127,
0.8581145405769348,
0.8525786399841309,
0.8504396677017212
],
"time": 27.519222162663937,
"param": null
},
{
"epoch": 145,
"train_loss": 0.27704641222953796,
"val_loss": 0.4867829382419586,
"acc": 81.76,
"f1": [
0.8382708430290222,
0.9017454385757446,
0.7695558667182922,
0.648340106010437,
0.8007447719573975,
0.7116498351097107,
0.8711526393890381,
0.8779008984565735,
0.868867814540863,
0.8723194003105164
],
"time": 27.56848997808993,
"param": null
},
{
"epoch": 146,
"train_loss": 0.22579817473888397,
"val_loss": 0.6040685772895813,
"acc": 80.91,
"f1": [
0.831325113773346,
0.8937466740608215,
0.7603386640548706,
0.6371868848800659,
0.7894991040229797,
0.7247130870819092,
0.8583288788795471,
0.8636137843132019,
0.8610584139823914,
0.8548385500907898
],
"time": 27.837970396503806,
"param": null
},
{
"epoch": 147,
"train_loss": 0.2640986740589142,
"val_loss": 0.5745464563369751,
"acc": 80.49,
"f1": [
0.8261891007423401,
0.8941977620124817,
0.7611709237098694,
0.6385248899459839,
0.7989216446876526,
0.7158201336860657,
0.8202641606330872,
0.8696097135543823,
0.8630433678627014,
0.8723746538162231
],
"time": 27.887603511102498,
"param": null
},
{
"epoch": 148,
"train_loss": 0.20053285360336304,
"val_loss": 0.514098048210144,
"acc": 83.05,
"f1": [
0.8638767004013062,
0.9010041356086731,
0.7955008149147034,
0.6773545742034912,
0.8183693289756775,
0.7197859287261963,
0.8525820374488831,
0.8887773752212524,
0.896412193775177,
0.8783713579177856
],
"time": 27.6408858820796,
"param": null
},
{
"epoch": 149,
"train_loss": 0.22970734536647797,
"val_loss": 0.5117887854576111,
"acc": 82.53,
"f1": [
0.8540107607841492,
0.8961101174354553,
0.7803312540054321,
0.6738702058792114,
0.8103019595146179,
0.7169244885444641,
0.8742166757583618,
0.8819751739501953,
0.8916153311729431,
0.8720281720161438
],
"time": 27.92923786956817,
"param": null
},
{
"epoch": 150,
"train_loss": 0.21687975525856018,
"val_loss": 0.5829977989196777,
"acc": 81.53,
"f1": [
0.8424302935600281,
0.9008820056915283,
0.7763417363166809,
0.64928138256073,
0.7937936186790466,
0.7144220471382141,
0.8260672688484192,
0.8843186497688293,
0.88105708360672,
0.8847543597221375
],
"time": 28.101074462756515,
"param": null
},
{
"epoch": 151,
"train_loss": 0.2498808354139328,
"val_loss": 0.4971974790096283,
"acc": 83.21,
"f1": [
0.8592517971992493,
0.9072878956794739,
0.7862334847450256,
0.6769535541534424,
0.8186321258544922,
0.7259335517883301,
0.8670575022697449,
0.8878740072250366,
0.8977731466293335,
0.89171302318573
],
"time": 28.836365991272032,
"param": null
},
{
"epoch": 152,
"train_loss": 0.309245228767395,
"val_loss": 0.6332187056541443,
"acc": 80.72,
"f1": [
0.8333332538604736,
0.8797378540039062,
0.7417457103729248,
0.6529588103294373,
0.7995734214782715,
0.6913994550704956,
0.8619852662086487,
0.8790864944458008,
0.8710165023803711,
0.8510856628417969
],
"time": 29.28321321308613,
"param": null
},
{
"epoch": 153,
"train_loss": 0.23016390204429626,
"val_loss": 0.4858238399028778,
"acc": 82.54,
"f1": [
0.8478680849075317,
0.8978784680366516,
0.7908664345741272,
0.6652312278747559,
0.8165270686149597,
0.7312151789665222,
0.8483991026878357,
0.8818499445915222,
0.880589485168457,
0.8775507807731628
],
"time": 29.319919606670737,
"param": null
},
{
"epoch": 154,
"train_loss": 0.22615310549736023,
"val_loss": 0.6265873908996582,
"acc": 81.59,
"f1": [
0.8192659020423889,
0.897653341293335,
0.768149733543396,
0.6629326939582825,
0.7915307879447937,
0.7230232357978821,
0.8714209794998169,
0.8694746494293213,
0.8844781517982483,
0.8735407590866089
],
"time": 29.249476260505617,
"param": null
},
{
"epoch": 155,
"train_loss": 0.2670572102069855,
"val_loss": 0.4746624231338501,
"acc": 82.3,
"f1": [
0.8363465666770935,
0.8878047466278076,
0.7793833017349243,
0.6615145802497864,
0.8164947032928467,
0.7335674166679382,
0.8790196776390076,
0.8745625615119934,
0.8872725367546082,
0.8723185062408447
],
"time": 29.657670890912414,
"param": null
},
{
"epoch": 156,
"train_loss": 0.18022103607654572,
"val_loss": 0.5406897068023682,
"acc": 82.46,
"f1": [
0.8540371060371399,
0.899100661277771,
0.7868850827217102,
0.6738349795341492,
0.8083250522613525,
0.7218199372291565,
0.8570073843002319,
0.8786817789077759,
0.8799998760223389,
0.8767533302307129
],
"time": 29.484158881939948,
"param": null
},
{
"epoch": 157,
"train_loss": 0.2065056562423706,
"val_loss": 0.4901917278766632,
"acc": 82.37,
"f1": [
0.852250337600708,
0.8869134187698364,
0.777832567691803,
0.6686685681343079,
0.8199417591094971,
0.7243296504020691,
0.8784117102622986,
0.8731957674026489,
0.8720377087593079,
0.8843671083450317
],
"time": 29.61925469338894,
"param": null
},
{
"epoch": 158,
"train_loss": 0.18505637347698212,
"val_loss": 0.5516259074211121,
"acc": 82.42,
"f1": [
0.8512971997261047,
0.8972150087356567,
0.784591794013977,
0.6466928720474243,
0.8114284873008728,
0.7177847623825073,
0.8720701336860657,
0.8833745121955872,
0.8884576559066772,
0.8566174507141113
],
"time": 29.31591840274632,
"param": null
},
{
"epoch": 159,
"train_loss": 0.17692282795906067,
"val_loss": 0.5141299366950989,
"acc": 82.8,
"f1": [
0.8651849627494812,
0.9094545841217041,
0.7924328446388245,
0.65874183177948,
0.8145199418067932,
0.7179223895072937,
0.8790981769561768,
0.8692229986190796,
0.8868016600608826,
0.8821254372596741
],
"time": 29.354318839497864,
"param": null
},
{
"epoch": 160,
"train_loss": 0.1758236587047577,
"val_loss": 0.5394555926322937,
"acc": 83.02,
"f1": [
0.8592374324798584,
0.9036740660667419,
0.7883356809616089,
0.6696295142173767,
0.8194442391395569,
0.7244947552680969,
0.8762676119804382,
0.879591703414917,
0.8941174745559692,
0.8926778435707092
],
"time": 28.41630181763321,
"param": null
},
{
"epoch": 161,
"train_loss": 0.20295624434947968,
"val_loss": 0.5569428205490112,
"acc": 82.86,
"f1": [
0.8455359935760498,
0.9027159214019775,
0.7916259765625,
0.6666665077209473,
0.8236481547355652,
0.7207757830619812,
0.8835298418998718,
0.8754483461380005,
0.8887783885002136,
0.8860629200935364
],
"time": 27.90375387482345,
"param": null
},
{
"epoch": 162,
"train_loss": 0.17837472259998322,
"val_loss": 0.5966192483901978,
"acc": 83.1,
"f1": [
0.8597192764282227,
0.9040402173995972,
0.7926827073097229,
0.6693068146705627,
0.8247626423835754,
0.7133297920227051,
0.8858857154846191,
0.8739410042762756,
0.8942771553993225,
0.8877902626991272
],
"time": 27.96359634771943,
"param": null
},
{
"epoch": 163,
"train_loss": 0.18775562942028046,
"val_loss": 0.572341799736023,
"acc": 83.04,
"f1": [
0.854562520980835,
0.9016714096069336,
0.7914807796478271,
0.6784272789955139,
0.8167591094970703,
0.733709454536438,
0.874872624874115,
0.8802815675735474,
0.8794251680374146,
0.8884499073028564
],
"time": 27.796215085312724,
"param": null
},
{
"epoch": 164,
"train_loss": 0.16146545112133026,
"val_loss": 0.5315157771110535,
"acc": 83.97,
"f1": [
0.8781952857971191,
0.9052839279174805,
0.7985610365867615,
0.6799415946006775,
0.8315052390098572,
0.738461434841156,
0.8886687755584717,
0.8912491202354431,
0.9040957093238831,
0.8812559843063354
],
"time": 27.788878423161805,
"param": null
},
{
"epoch": 165,
"train_loss": 0.14288687705993652,
"val_loss": 0.560044527053833,
"acc": 82.75,
"f1": [
0.8572878241539001,
0.9005495309829712,
0.787330150604248,
0.6716565489768982,
0.8196553587913513,
0.7160491943359375,
0.8776240348815918,
0.8819203972816467,
0.8873516321182251,
0.8700616955757141
],
"time": 27.448204835876822,
"param": null
},
{
"epoch": 166,
"train_loss": 0.16829007863998413,
"val_loss": 0.5209459662437439,
"acc": 83.55,
"f1": [
0.8645985722541809,
0.909458577632904,
0.7942306399345398,
0.6649872660636902,
0.8297433853149414,
0.7281152606010437,
0.8846537470817566,
0.891139030456543,
0.8977158665657043,
0.8869394063949585
],
"time": 27.373152970336378,
"param": null
},
{
"epoch": 167,
"train_loss": 0.15762293338775635,
"val_loss": 0.5141962766647339,
"acc": 82.52,
"f1": [
0.8470708131790161,
0.9043741226196289,
0.7804876565933228,
0.6621336936950684,
0.8046618103981018,
0.7305567264556885,
0.86637282371521,
0.8799591064453125,
0.8848190903663635,
0.88258296251297
],
"time": 28.0849037328735,
"param": null
},
{
"epoch": 168,
"train_loss": 0.13360978662967682,
"val_loss": 0.5181437134742737,
"acc": 83.36,
"f1": [
0.8633091449737549,
0.9041515588760376,
0.7938245534896851,
0.6777273416519165,
0.8198509216308594,
0.7263373136520386,
0.8766857981681824,
0.8873516321182251,
0.8957604765892029,
0.8863857388496399
],
"time": 27.848422613926232,
"param": null
},
{
"epoch": 169,
"train_loss": 0.20236603915691376,
"val_loss": 0.5573617815971375,
"acc": 83.65,
"f1": [
0.8711896538734436,
0.9048328995704651,
0.7995855808258057,
0.676730751991272,
0.8267325758934021,
0.7253195643424988,
0.8779774308204651,
0.8844071626663208,
0.8966533541679382,
0.8875619769096375
],
"time": 27.70124477893114,
"param": null
},
{
"epoch": 170,
"train_loss": 0.13414980471134186,
"val_loss": 0.5822453498840332,
"acc": 83.88,
"f1": [
0.8676983118057251,
0.9068259596824646,
0.8031339645385742,
0.6862440705299377,
0.8396558165550232,
0.7311608195304871,
0.8738138675689697,
0.8876515626907349,
0.8963074088096619,
0.8887778520584106
],
"time": 27.367958665825427,
"param": null
},
{
"epoch": 171,
"train_loss": 0.1551528424024582,
"val_loss": 0.6383801698684692,
"acc": 83.69,
"f1": [
0.8662673234939575,
0.9059827327728271,
0.7995822429656982,
0.6852630972862244,
0.8291046619415283,
0.728020429611206,
0.8747571110725403,
0.8862510323524475,
0.8918517231941223,
0.886829137802124
],
"time": 27.30218900181353,
"param": null
},
{
"epoch": 172,
"train_loss": 0.17614339292049408,
"val_loss": 0.5297641754150391,
"acc": 83.62,
"f1": [
0.861152708530426,
0.908721923828125,
0.7921090722084045,
0.6725662350654602,
0.8243441581726074,
0.7443236112594604,
0.8834416270256042,
0.8896723985671997,
0.8995455503463745,
0.8915421962738037
],
"time": 27.261065132915974,
"param": null
},
{
"epoch": 173,
"train_loss": 0.12005329132080078,
"val_loss": 0.5212959051132202,
"acc": 84.0,
"f1": [
0.8664084076881409,
0.9049018025398254,
0.8052207827568054,
0.6715327501296997,
0.8344369530677795,
0.7374029159545898,
0.8884519338607788,
0.8914687633514404,
0.9049311876296997,
0.8905773758888245
],
"time": 27.040439700707793,
"param": null
},
{
"epoch": 174,
"train_loss": 0.08815361559391022,
"val_loss": 0.5655044317245483,
"acc": 83.52,
"f1": [
0.8699595332145691,
0.9117795825004578,
0.7925502061843872,
0.6744866967201233,
0.8213934302330017,
0.729362428188324,
0.8862510323524475,
0.8863292932510376,
0.8941977620124817,
0.88218092918396
],
"time": 27.98334082495421,
"param": null
},
{
"epoch": 175,
"train_loss": 0.14114423096179962,
"val_loss": 0.48201242089271545,
"acc": 83.86,
"f1": [
0.8814738988876343,
0.9055274724960327,
0.7983787655830383,
0.677737295627594,
0.8306450247764587,
0.7330959439277649,
0.8805823922157288,
0.8874499201774597,
0.9003503322601318,
0.8796161413192749
],
"time": 28.41967516299337,
"param": null
},
{
"epoch": 176,
"train_loss": 0.14076827466487885,
"val_loss": 0.5131534934043884,
"acc": 84.07,
"f1": [
0.8690187335014343,
0.9071035981178284,
0.8008107542991638,
0.6783067584037781,
0.8322610855102539,
0.7468544244766235,
0.8828123211860657,
0.8915303349494934,
0.8966211080551147,
0.8893339037895203
],
"time": 29.198942871764302,
"param": null
},
{
"epoch": 177,
"train_loss": 0.10970497876405716,
"val_loss": 0.5599349737167358,
"acc": 83.05,
"f1": [
0.8632433414459229,
0.9084540605545044,
0.7841687798500061,
0.6679998636245728,
0.809636116027832,
0.7318547368049622,
0.8726926445960999,
0.8804069757461548,
0.8948703408241272,
0.8900048136711121
],
"time": 29.143589890561998,
"param": null
},
{
"epoch": 178,
"train_loss": 0.11764542758464813,
"val_loss": 0.48420602083206177,
"acc": 83.99,
"f1": [
0.8698663115501404,
0.9106254577636719,
0.8087042570114136,
0.6801660060882568,
0.830039381980896,
0.7348788976669312,
0.8810224533081055,
0.8847507834434509,
0.8966879844665527,
0.8930878639221191
],
"time": 29.15765086002648,
"param": null
},
{
"epoch": 179,
"train_loss": 0.09876446425914764,
"val_loss": 0.475661039352417,
"acc": 84.34,
"f1": [
0.8774191737174988,
0.9104402661323547,
0.8082534670829773,
0.6889562606811523,
0.8349997401237488,
0.7382891178131104,
0.8932999968528748,
0.8952667117118835,
0.8967228531837463,
0.8843872547149658
],
"time": 29.04695265274495,
"param": null
},
{
"epoch": 180,
"train_loss": 0.09861787408590317,
"val_loss": 0.5447945594787598,
"acc": 84.05,
"f1": [
0.8716180920600891,
0.907370388507843,
0.8053005933761597,
0.6802650690078735,
0.8340805768966675,
0.7315095067024231,
0.8862273693084717,
0.8943169116973877,
0.9007934331893921,
0.886150598526001
],
"time": 29.134050988592207,
"param": null
},
{
"epoch": 181,
"train_loss": 0.10770783573389053,
"val_loss": 0.5942679047584534,
"acc": 84.33,
"f1": [
0.8752513527870178,
0.90972900390625,
0.8086823225021362,
0.6836733222007751,
0.8301137685775757,
0.7397258281707764,
0.8931748867034912,
0.8973459005355835,
0.903161883354187,
0.8855184316635132
],
"time": 28.86304151918739,
"param": null
},
{
"epoch": 182,
"train_loss": 0.10197032988071442,
"val_loss": 0.5064453482627869,
"acc": 84.14,
"f1": [
0.8726019859313965,
0.9085485339164734,
0.7971456050872803,
0.6823898553848267,
0.8309226036071777,
0.7408131957054138,
0.8889978528022766,
0.892122209072113,
0.9032580256462097,
0.8893299102783203
],
"time": 29.05982607509941,
"param": null
},
{
"epoch": 183,
"train_loss": 0.10764492303133011,
"val_loss": 0.5801402926445007,
"acc": 84.14,
"f1": [
0.8732671737670898,
0.9108908772468567,
0.8075739741325378,
0.6752976179122925,
0.8351323008537292,
0.7332655787467957,
0.8859518766403198,
0.8943660259246826,
0.900497317314148,
0.8873516321182251
],
"time": 29.35522793699056,
"param": null
},
{
"epoch": 184,
"train_loss": 0.10320540517568588,
"val_loss": 0.5643162131309509,
"acc": 84.07,
"f1": [
0.8657312989234924,
0.9132830500602722,
0.8088086247444153,
0.677189290523529,
0.8295340538024902,
0.7372150421142578,
0.8925047516822815,
0.8920424580574036,
0.8972330689430237,
0.8881220817565918
],
"time": 28.928953912109137,
"param": null
},
{
"epoch": 185,
"train_loss": 0.08394584059715271,
"val_loss": 0.535234808921814,
"acc": 84.01,
"f1": [
0.867793083190918,
0.9088218808174133,
0.8090677857398987,
0.6753652095794678,
0.826666533946991,
0.7394788861274719,
0.8778148293495178,
0.8943088054656982,
0.9028685092926025,
0.8902254104614258
],
"time": 29.42038915771991,
"param": null
},
{
"epoch": 186,
"train_loss": 0.08581391721963882,
"val_loss": 0.5886122584342957,
"acc": 84.2,
"f1": [
0.8699550032615662,
0.9052318334579468,
0.8088976740837097,
0.6821944713592529,
0.8299118876457214,
0.7381191849708557,
0.8864075541496277,
0.8957177400588989,
0.9044264554977417,
0.8909997940063477
],
"time": 29.00504468847066,
"param": null
},
{
"epoch": 187,
"train_loss": 0.11281701177358627,
"val_loss": 0.5122243762016296,
"acc": 84.13,
"f1": [
0.8668974041938782,
0.906033456325531,
0.8071568608283997,
0.6847769618034363,
0.8278929591178894,
0.7397539019584656,
0.8935322165489197,
0.8942114114761353,
0.8986959457397461,
0.8866798281669617
],
"time": 29.16186130605638,
"param": null
},
{
"epoch": 188,
"train_loss": 0.08241307735443115,
"val_loss": 0.6147681474685669,
"acc": 83.98,
"f1": [
0.8702514171600342,
0.9078294038772583,
0.8086387515068054,
0.6722075939178467,
0.8228853940963745,
0.730769157409668,
0.8943729996681213,
0.8934465646743774,
0.8981432914733887,
0.8894346952438354
],
"time": 29.45081398729235,
"param": null
},
{
"epoch": 189,
"train_loss": 0.07557094842195511,
"val_loss": 0.5365289449691772,
"acc": 84.27,
"f1": [
0.8725294470787048,
0.9086393117904663,
0.8094281554222107,
0.6749224662780762,
0.830466628074646,
0.7337693572044373,
0.8968607783317566,
0.8950274586677551,
0.9058114290237427,
0.89275062084198
],
"time": 29.26408158428967,
"param": null
},
{
"epoch": 190,
"train_loss": 0.12348613142967224,
"val_loss": 0.6112103462219238,
"acc": 84.22,
"f1": [
0.8712381720542908,
0.9096323847770691,
0.8094996213912964,
0.6803910732269287,
0.8274489045143127,
0.7383223176002502,
0.8931748867034912,
0.8928748369216919,
0.9018034934997559,
0.8905470967292786
],
"time": 28.88602578546852,
"param": null
},
{
"epoch": 191,
"train_loss": 0.09779580682516098,
"val_loss": 0.4659378230571747,
"acc": 84.33,
"f1": [
0.8727091550827026,
0.9111660718917847,
0.8100754022598267,
0.679813027381897,
0.8328415751457214,
0.7362580299377441,
0.8898633718490601,
0.8930184245109558,
0.9028053879737854,
0.8958957195281982
],
"time": 28.783601013943553,
"param": null
},
{
"epoch": 192,
"train_loss": 0.13600952923297882,
"val_loss": 0.5008048415184021,
"acc": 84.18,
"f1": [
0.8703425526618958,
0.9108119606971741,
0.8103184700012207,
0.6760709285736084,
0.8313606977462769,
0.73249351978302,
0.8884538412094116,
0.8955821990966797,
0.8999500870704651,
0.8921711444854736
],
"time": 29.090778945945203,
"param": null
},
{
"epoch": 193,
"train_loss": 0.11447184532880783,
"val_loss": 0.6007965803146362,
"acc": 84.39,
"f1": [
0.8745660781860352,
0.9130867123603821,
0.8143287301063538,
0.6774359941482544,
0.8341606855392456,
0.7344911694526672,
0.8945810794830322,
0.8954475522041321,
0.9012959599494934,
0.8918648958206177
],
"time": 29.12911776546389,
"param": null
},
{
"epoch": 194,
"train_loss": 0.1123640164732933,
"val_loss": 0.6179696321487427,
"acc": 84.5,
"f1": [
0.874445915222168,
0.9133464694023132,
0.8127207159996033,
0.6804978251457214,
0.8356571793556213,
0.7350596189498901,
0.895256757736206,
0.8987975120544434,
0.9027429819107056,
0.8940823674201965
],
"time": 29.445190222002566,
"param": null
},
{
"epoch": 195,
"train_loss": 0.12898415327072144,
"val_loss": 0.4930151402950287,
"acc": 84.39,
"f1": [
0.8761715292930603,
0.9137155413627625,
0.8124998807907104,
0.6769387722015381,
0.8339150547981262,
0.7361040711402893,
0.8906402587890625,
0.8970734477043152,
0.9022929668426514,
0.8934059143066406
],
"time": 29.41787565872073,
"param": null
},
{
"epoch": 196,
"train_loss": 0.13772150874137878,
"val_loss": 0.5502928495407104,
"acc": 84.41,
"f1": [
0.8758618831634521,
0.9133464694023132,
0.8114341497421265,
0.6794406175613403,
0.8327507376670837,
0.7361594438552856,
0.8908552527427673,
0.8965515494346619,
0.9045723676681519,
0.8930878639221191
],
"time": 29.515609668567777,
"param": null
},
{
"epoch": 197,
"train_loss": 0.07658112794160843,
"val_loss": 0.6433089375495911,
"acc": 84.34,
"f1": [
0.8731415271759033,
0.9128050804138184,
0.8157892227172852,
0.6767622828483582,
0.8336632251739502,
0.7334986925125122,
0.8883469700813293,
0.8967609405517578,
0.9022929668426514,
0.8928568959236145
],
"time": 29.488547602668405,
"param": null
},
{
"epoch": 198,
"train_loss": 0.13434146344661713,
"val_loss": 0.5727182030677795,
"acc": 84.35,
"f1": [
0.8729062080383301,
0.9121754765510559,
0.8131977915763855,
0.6774359941482544,
0.8314270377159119,
0.7360556125640869,
0.8884538412094116,
0.8986382484436035,
0.9016880393028259,
0.894397497177124
],
"time": 29.425523177720606,
"param": null
},
{
"epoch": 199,
"train_loss": 0.09400484710931778,
"val_loss": 0.5976462364196777,
"acc": 84.39,
"f1": [
0.875430703163147,
0.911896288394928,
0.8120904564857483,
0.6826470494270325,
0.832087516784668,
0.7336981892585754,
0.8886716961860657,
0.8977731466293335,
0.9025485515594482,
0.8942926526069641
],
"time": 29.0296453461051,
"param": null
}
]
}