{
 "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
  }
 ]
}