smart_augmentation/higher/res/benchmark/CIFAR10/log/RandAugment(N3-M0.17)-resnet18-200 epochs -2.json

{
 "Accuracy": 84.07,
 "Time": [
  10.48158467582427,
  0.4771039075127463,
  2525.7686733389273
 ],
 "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": 2.2293519973754883,
   "val_loss": 2.099299907684326,
   "acc": 22.54,
   "f1": [
    0.2956433594226837,
    0.26594293117523193,
    0.1737949252128601,
    0.03906974941492081,
    0.08077257126569748,
    0.14115777611732483,
    0.11084713786840439,
    0.136103093624115,
    0.283665269613266,
    0.3171389400959015
   ],
   "time": 10.81683901976794,
   "param": null
  },
  {
   "epoch": 1,
   "train_loss": 1.945415735244751,
   "val_loss": 1.6850332021713257,
   "acc": 38.66,
   "f1": [
    0.40398114919662476,
    0.4475384056568146,
    0.3087307810783386,
    0.1626247614622116,
    0.06131647527217865,
    0.4102826714515686,
    0.4708859920501709,
    0.4123455584049225,
    0.512725830078125,
    0.40822166204452515
   ],
   "time": 10.550456559285522,
   "param": null
  },
  {
   "epoch": 2,
   "train_loss": 1.7503204345703125,
   "val_loss": 2.0553033351898193,
   "acc": 28.03,
   "f1": [
    0.23841051757335663,
    0.24659718573093414,
    0.25612741708755493,
    0.08219172060489655,
    0.1254124939441681,
    0.35371077060699463,
    0.39146265387535095,
    0.28075698018074036,
    0.2154100239276886,
    0.3885415494441986
   ],
   "time": 10.993944740854204,
   "param": null
  },
  {
   "epoch": 3,
   "train_loss": 1.6951066255569458,
   "val_loss": 1.69957435131073,
   "acc": 40.02,
   "f1": [
    0.42938923835754395,
    0.4902641773223877,
    0.3048402965068817,
    0.18708235025405884,
    0.21401071548461914,
    0.25448861718177795,
    0.49569693207740784,
    0.4465785324573517,
    0.5462961792945862,
    0.3453008532524109
   ],
   "time": 11.176071174442768,
   "param": null
  },
  {
   "epoch": 4,
   "train_loss": 1.5404553413391113,
   "val_loss": 1.322806715965271,
   "acc": 50.24,
   "f1": [
    0.5990866422653198,
    0.5675674676895142,
    0.2889043092727661,
    0.20203480124473572,
    0.3973361849784851,
    0.466642290353775,
    0.5801339149475098,
    0.5353407263755798,
    0.6507383584976196,
    0.5586775541305542
   ],
   "time": 10.740156372077763,
   "param": null
  },
  {
   "epoch": 5,
   "train_loss": 1.465477466583252,
   "val_loss": 1.385329246520996,
   "acc": 49.44,
   "f1": [
    0.6143496632575989,
    0.6713741421699524,
    0.35705360770225525,
    0.2673853635787964,
    0.3213751018047333,
    0.39228466153144836,
    0.613065242767334,
    0.5702627897262573,
    0.5574192404747009,
    0.5876178741455078
   ],
   "time": 10.448450676165521,
   "param": null
  },
  {
   "epoch": 6,
   "train_loss": 1.3684723377227783,
   "val_loss": 1.320252537727356,
   "acc": 51.16,
   "f1": [
    0.6335670351982117,
    0.6564143300056458,
    0.14208629727363586,
    0.16543568670749664,
    0.46288198232650757,
    0.4779255986213684,
    0.5599480271339417,
    0.5582769513130188,
    0.6833332180976868,
    0.49907150864601135
   ],
   "time": 11.199911279603839,
   "param": null
  },
  {
   "epoch": 7,
   "train_loss": 1.3195024728775024,
   "val_loss": 1.2563227415084839,
   "acc": 56.26,
   "f1": [
    0.5980237722396851,
    0.6550115346908569,
    0.46307140588760376,
    0.38943883776664734,
    0.5182451009750366,
    0.5031231045722961,
    0.5344351530075073,
    0.6364467144012451,
    0.643187403678894,
    0.6191779971122742
   ],
   "time": 10.455413470044732,
   "param": null
  },
  {
   "epoch": 8,
   "train_loss": 1.3074591159820557,
   "val_loss": 1.2335203886032104,
   "acc": 55.41,
   "f1": [
    0.6375804543495178,
    0.7165018916130066,
    0.44402390718460083,
    0.35250455141067505,
    0.5002556443214417,
    0.4602096378803253,
    0.5912095308303833,
    0.566062867641449,
    0.7014068365097046,
    0.5691593289375305
   ],
   "time": 11.12411801610142,
   "param": null
  },
  {
   "epoch": 9,
   "train_loss": 1.2297931909561157,
   "val_loss": 1.1515673398971558,
   "acc": 60.22,
   "f1": [
    0.6762588620185852,
    0.7457027435302734,
    0.5236591696739197,
    0.37136197090148926,
    0.560565710067749,
    0.44772109389305115,
    0.6086063981056213,
    0.6855869889259338,
    0.6855455636978149,
    0.6433157324790955
   ],
   "time": 11.130616954527795,
   "param": null
  },
  {
   "epoch": 10,
   "train_loss": 1.1608189344406128,
   "val_loss": 1.140476107597351,
   "acc": 60.61,
   "f1": [
    0.6514054536819458,
    0.7232807278633118,
    0.5531346201896667,
    0.42541423439979553,
    0.423740416765213,
    0.5257081985473633,
    0.689177393913269,
    0.6505311727523804,
    0.7010308504104614,
    0.6201633214950562
   ],
   "time": 10.439163974486291,
   "param": null
  },
  {
   "epoch": 11,
   "train_loss": 1.1001437902450562,
   "val_loss": 1.1448155641555786,
   "acc": 61.38,
   "f1": [
    0.682235062122345,
    0.7606971859931946,
    0.5307174324989319,
    0.33659207820892334,
    0.5582794547080994,
    0.3037568926811218,
    0.7155961394309998,
    0.6339592933654785,
    0.7288219332695007,
    0.6840051412582397
   ],
   "time": 10.314887296408415,
   "param": null
  },
  {
   "epoch": 12,
   "train_loss": 1.1193095445632935,
   "val_loss": 1.0489317178726196,
   "acc": 65.07,
   "f1": [
    0.7403155565261841,
    0.7656106352806091,
    0.5419431328773499,
    0.38646700978279114,
    0.5840567350387573,
    0.49234676361083984,
    0.6917459964752197,
    0.7205748558044434,
    0.7797251343727112,
    0.677461564540863
   ],
   "time": 10.339393326081336,
   "param": null
  },
  {
   "epoch": 13,
   "train_loss": 1.0764256715774536,
   "val_loss": 0.9864330291748047,
   "acc": 64.35,
   "f1": [
    0.7096772789955139,
    0.7715516090393066,
    0.5750141143798828,
    0.3746030926704407,
    0.567535400390625,
    0.5222474336624146,
    0.7298473119735718,
    0.7166892886161804,
    0.7735112309455872,
    0.7492652535438538
   ],
   "time": 10.029308071359992,
   "param": null
  },
  {
   "epoch": 14,
   "train_loss": 1.0102983713150024,
   "val_loss": 1.2463752031326294,
   "acc": 59.25,
   "f1": [
    0.6689149737358093,
    0.7890187501907349,
    0.5327669382095337,
    0.24446260929107666,
    0.46643906831741333,
    0.47582685947418213,
    0.6820808053016663,
    0.5313136577606201,
    0.760961651802063,
    0.7053853273391724
   ],
   "time": 10.08482116367668,
   "param": null
  },
  {
   "epoch": 15,
   "train_loss": 0.9914040565490723,
   "val_loss": 0.9307971000671387,
   "acc": 69.06,
   "f1": [
    0.6959516406059265,
    0.7964859008789062,
    0.6065890192985535,
    0.49001163244247437,
    0.6017491221427917,
    0.5753738880157471,
    0.7771055102348328,
    0.7598995566368103,
    0.7801997065544128,
    0.7470929026603699
   ],
   "time": 10.092230211012065,
   "param": null
  },
  {
   "epoch": 16,
   "train_loss": 0.9586537480354309,
   "val_loss": 1.155879259109497,
   "acc": 60.57,
   "f1": [
    0.6735275387763977,
    0.7361523509025574,
    0.4961564540863037,
    0.27329185605049133,
    0.5347874164581299,
    0.545653223991394,
    0.6436780095100403,
    0.5994676947593689,
    0.7481117844581604,
    0.6782060265541077
   ],
   "time": 9.543162130750716,
   "param": null
  },
  {
   "epoch": 17,
   "train_loss": 0.9901205897331238,
   "val_loss": 1.031719446182251,
   "acc": 65.91,
   "f1": [
    0.7460812926292419,
    0.8092781901359558,
    0.5060892105102539,
    0.35166415572166443,
    0.60496985912323,
    0.49902769923210144,
    0.7564715147018433,
    0.6411826610565186,
    0.794520378112793,
    0.7141019105911255
   ],
   "time": 9.622533642686903,
   "param": null
  },
  {
   "epoch": 18,
   "train_loss": 0.983435869216919,
   "val_loss": 0.8584886193275452,
   "acc": 67.59,
   "f1": [
    0.7062668800354004,
    0.8219998478889465,
    0.5874768495559692,
    0.49616357684135437,
    0.6196900010108948,
    0.5849267244338989,
    0.6816768646240234,
    0.7257141470909119,
    0.7684259414672852,
    0.7704916596412659
   ],
   "time": 9.869585685431957,
   "param": null
  },
  {
   "epoch": 19,
   "train_loss": 0.944139838218689,
   "val_loss": 0.8116450309753418,
   "acc": 70.81,
   "f1": [
    0.7521999478340149,
    0.8432906866073608,
    0.6192006468772888,
    0.4970789849758148,
    0.6064280271530151,
    0.603718101978302,
    0.771981954574585,
    0.7652263045310974,
    0.7926434874534607,
    0.8002063035964966
   ],
   "time": 9.62632864806801,
   "param": null
  },
  {
   "epoch": 20,
   "train_loss": 0.8297286629676819,
   "val_loss": 0.7788195610046387,
   "acc": 70.1,
   "f1": [
    0.7187175154685974,
    0.8237212300300598,
    0.6368060111999512,
    0.5048858523368835,
    0.6339398622512817,
    0.6145298480987549,
    0.7680083513259888,
    0.7807201743125916,
    0.7632584571838379,
    0.8013831973075867
   ],
   "time": 10.223014384508133,
   "param": null
  },
  {
   "epoch": 21,
   "train_loss": 0.9013107419013977,
   "val_loss": 0.8105790019035339,
   "acc": 70.41,
   "f1": [
    0.7065024971961975,
    0.8330869674682617,
    0.6344584822654724,
    0.48765790462493896,
    0.6424998044967651,
    0.6208702921867371,
    0.7850643992424011,
    0.7129390239715576,
    0.8087952136993408,
    0.7578843832015991
   ],
   "time": 10.302369765006006,
   "param": null
  },
  {
   "epoch": 22,
   "train_loss": 0.9668508172035217,
   "val_loss": 0.8104842901229858,
   "acc": 72.27,
   "f1": [
    0.7529181241989136,
    0.8178759217262268,
    0.6641467809677124,
    0.5384206771850586,
    0.6953034400939941,
    0.6037958860397339,
    0.7894735336303711,
    0.7822734713554382,
    0.772038996219635,
    0.7528991103172302
   ],
   "time": 10.942073041573167,
   "param": null
  },
  {
   "epoch": 23,
   "train_loss": 0.8047130703926086,
   "val_loss": 0.7976066470146179,
   "acc": 73.36,
   "f1": [
    0.7716019153594971,
    0.8402115106582642,
    0.6688451766967773,
    0.5232627391815186,
    0.6852108240127563,
    0.6361213326454163,
    0.8054025173187256,
    0.7255387902259827,
    0.8230375051498413,
    0.8159573078155518
   ],
   "time": 10.188345868140459,
   "param": null
  },
  {
   "epoch": 24,
   "train_loss": 0.8833011388778687,
   "val_loss": 0.6835209131240845,
   "acc": 73.39,
   "f1": [
    0.773780107498169,
    0.851474940776825,
    0.6372491121292114,
    0.5306323170661926,
    0.706920325756073,
    0.6302031874656677,
    0.7663373947143555,
    0.7840465307235718,
    0.8383044004440308,
    0.8216327428817749
   ],
   "time": 10.149264635518193,
   "param": null
  },
  {
   "epoch": 25,
   "train_loss": 0.8265462517738342,
   "val_loss": 0.8632810711860657,
   "acc": 70.4,
   "f1": [
    0.7382491230964661,
    0.810958743095398,
    0.6122123599052429,
    0.4952605068683624,
    0.6513593196868896,
    0.5926350951194763,
    0.7748342752456665,
    0.7717334032058716,
    0.782045304775238,
    0.7659136056900024
   ],
   "time": 10.154687371104956,
   "param": null
  },
  {
   "epoch": 26,
   "train_loss": 0.8856744170188904,
   "val_loss": 0.7264637351036072,
   "acc": 75.13,
   "f1": [
    0.7967321276664734,
    0.83233243227005,
    0.657142698764801,
    0.5516469478607178,
    0.7397932410240173,
    0.6513714790344238,
    0.7932562828063965,
    0.8036435842514038,
    0.8444442749023438,
    0.803243100643158
   ],
   "time": 10.402060447260737,
   "param": null
  },
  {
   "epoch": 27,
   "train_loss": 0.7986045479774475,
   "val_loss": 0.7749898433685303,
   "acc": 71.68,
   "f1": [
    0.7333704829216003,
    0.8045196533203125,
    0.6162033081054688,
    0.5225841999053955,
    0.6622669696807861,
    0.6367040276527405,
    0.7914079427719116,
    0.7656980752944946,
    0.7938595414161682,
    0.804103434085846
   ],
   "time": 10.47239450365305,
   "param": null
  },
  {
   "epoch": 28,
   "train_loss": 0.8498383164405823,
   "val_loss": 0.8264173269271851,
   "acc": 73.05,
   "f1": [
    0.737192690372467,
    0.8510425090789795,
    0.6260793209075928,
    0.48511698842048645,
    0.7137054204940796,
    0.5885165929794312,
    0.8116981387138367,
    0.793346643447876,
    0.829336941242218,
    0.8048287630081177
   ],
   "time": 10.181341245770454,
   "param": null
  },
  {
   "epoch": 29,
   "train_loss": 0.8172816634178162,
   "val_loss": 0.9707455635070801,
   "acc": 71.02,
   "f1": [
    0.7138073444366455,
    0.7864035964012146,
    0.6295501589775085,
    0.5103685259819031,
    0.6939570307731628,
    0.5893378853797913,
    0.7858648300170898,
    0.7844486832618713,
    0.8160802721977234,
    0.7317573428153992
   ],
   "time": 10.246431975625455,
   "param": null
  },
  {
   "epoch": 30,
   "train_loss": 0.88022780418396,
   "val_loss": 0.7482151985168457,
   "acc": 76.03,
   "f1": [
    0.7788367867469788,
    0.8485444784164429,
    0.6948871612548828,
    0.5806810259819031,
    0.7418072819709778,
    0.6584974527359009,
    0.8173580169677734,
    0.8104511499404907,
    0.8375375866889954,
    0.7936071753501892
   ],
   "time": 10.503617343492806,
   "param": null
  },
  {
   "epoch": 31,
   "train_loss": 0.7782038450241089,
   "val_loss": 0.7301316261291504,
   "acc": 75.84,
   "f1": [
    0.7810148596763611,
    0.8536584377288818,
    0.6914377212524414,
    0.5437350869178772,
    0.7452470064163208,
    0.6438285708427429,
    0.8221660256385803,
    0.7960801124572754,
    0.8389361500740051,
    0.8207973837852478
   ],
   "time": 10.806155626662076,
   "param": null
  },
  {
   "epoch": 32,
   "train_loss": 0.7692632079124451,
   "val_loss": 0.8211420178413391,
   "acc": 73.43,
   "f1": [
    0.7570173144340515,
    0.8580473065376282,
    0.6520655155181885,
    0.4884733259677887,
    0.7189661860466003,
    0.5625395178794861,
    0.8077509999275208,
    0.800579309463501,
    0.7882506251335144,
    0.8144711256027222
   ],
   "time": 10.490070473402739,
   "param": null
  },
  {
   "epoch": 33,
   "train_loss": 0.7351353168487549,
   "val_loss": 0.791310727596283,
   "acc": 71.06,
   "f1": [
    0.715908944606781,
    0.8378238677978516,
    0.6536964178085327,
    0.451742559671402,
    0.6900526881217957,
    0.5723389983177185,
    0.7859757542610168,
    0.7730625867843628,
    0.7460637092590332,
    0.7774985432624817
   ],
   "time": 10.228447773493826,
   "param": null
  },
  {
   "epoch": 34,
   "train_loss": 0.7989780902862549,
   "val_loss": 1.0176429748535156,
   "acc": 65.86,
   "f1": [
    0.6551927328109741,
    0.7686873078346252,
    0.6144354343414307,
    0.46136221289634705,
    0.6496440768241882,
    0.6186577677726746,
    0.6443567872047424,
    0.7608993053436279,
    0.6913488507270813,
    0.6736029982566833
   ],
   "time": 10.743728433735669,
   "param": null
  },
  {
   "epoch": 35,
   "train_loss": 0.7630419135093689,
   "val_loss": 0.7861246466636658,
   "acc": 75.57,
   "f1": [
    0.780439019203186,
    0.8737573027610779,
    0.6902911067008972,
    0.5093994736671448,
    0.7386690378189087,
    0.6629782319068909,
    0.7817677855491638,
    0.8015831112861633,
    0.8383618593215942,
    0.8502267003059387
   ],
   "time": 10.620554755441844,
   "param": null
  },
  {
   "epoch": 36,
   "train_loss": 0.7451492547988892,
   "val_loss": 0.8561763167381287,
   "acc": 72.37,
   "f1": [
    0.7382044792175293,
    0.8513377904891968,
    0.6441657543182373,
    0.5581833720207214,
    0.7055491805076599,
    0.5151728391647339,
    0.7765650749206543,
    0.7879923582077026,
    0.7911190390586853,
    0.8043069839477539
   ],
   "time": 11.042259158566594,
   "param": null
  },
  {
   "epoch": 37,
   "train_loss": 0.7482437491416931,
   "val_loss": 0.7409109473228455,
   "acc": 72.69,
   "f1": [
    0.7471213936805725,
    0.8459014892578125,
    0.6113725900650024,
    0.5466051697731018,
    0.6566123366355896,
    0.603426992893219,
    0.7889043092727661,
    0.8093172907829285,
    0.8245516419410706,
    0.8296374082565308
   ],
   "time": 10.549469185061753,
   "param": null
  },
  {
   "epoch": 38,
   "train_loss": 0.8273676037788391,
   "val_loss": 0.7833587527275085,
   "acc": 70.52,
   "f1": [
    0.6975665092468262,
    0.8188439011573792,
    0.6394229531288147,
    0.5279568433761597,
    0.6691356897354126,
    0.5433375239372253,
    0.7912644743919373,
    0.7713497281074524,
    0.747891902923584,
    0.7695809006690979
   ],
   "time": 10.768965843133628,
   "param": null
  },
  {
   "epoch": 39,
   "train_loss": 0.7146128416061401,
   "val_loss": 0.70371013879776,
   "acc": 73.04,
   "f1": [
    0.7070624828338623,
    0.8497215509414673,
    0.637036919593811,
    0.5817639827728271,
    0.6566264033317566,
    0.6574781537055969,
    0.8002090454101562,
    0.7976876497268677,
    0.8105539679527283,
    0.8140919804573059
   ],
   "time": 10.547411238774657,
   "param": null
  },
  {
   "epoch": 40,
   "train_loss": 0.7589999437332153,
   "val_loss": 0.9730386137962341,
   "acc": 70.56,
   "f1": [
    0.7795799374580383,
    0.835353434085846,
    0.6429403424263,
    0.3959389925003052,
    0.675062894821167,
    0.5189619064331055,
    0.8008253574371338,
    0.7361227869987488,
    0.7805300354957581,
    0.725581169128418
   ],
   "time": 10.219476413913071,
   "param": null
  },
  {
   "epoch": 41,
   "train_loss": 0.7176485061645508,
   "val_loss": 0.6077457070350647,
   "acc": 76.2,
   "f1": [
    0.7950564622879028,
    0.8326758742332458,
    0.7108238339424133,
    0.5699657201766968,
    0.725938618183136,
    0.6801577806472778,
    0.7818180322647095,
    0.8257754445075989,
    0.8534834384918213,
    0.8277187943458557
   ],
   "time": 10.850342592224479,
   "param": null
  },
  {
   "epoch": 42,
   "train_loss": 0.6475785374641418,
   "val_loss": 0.6474189162254333,
   "acc": 77.7,
   "f1": [
    0.8111054301261902,
    0.8716979622840881,
    0.7135035395622253,
    0.6028555035591125,
    0.7582088112831116,
    0.6736262440681458,
    0.8287813663482666,
    0.8162333369255066,
    0.8523589968681335,
    0.8257171511650085
   ],
   "time": 10.410802271217108,
   "param": null
  },
  {
   "epoch": 43,
   "train_loss": 0.766719400882721,
   "val_loss": 0.6913226246833801,
   "acc": 75.7,
   "f1": [
    0.7459504008293152,
    0.8710296750068665,
    0.6916255950927734,
    0.6066885590553284,
    0.7361892461776733,
    0.6279340982437134,
    0.8217368125915527,
    0.8227710127830505,
    0.8200096487998962,
    0.8144577145576477
   ],
   "time": 10.33809941727668,
   "param": null
  },
  {
   "epoch": 44,
   "train_loss": 0.6597503423690796,
   "val_loss": 0.824996292591095,
   "acc": 76.36,
   "f1": [
    0.7615983486175537,
    0.8553756475448608,
    0.7170003652572632,
    0.6056089401245117,
    0.7622522711753845,
    0.6655946373939514,
    0.8041013479232788,
    0.8083292245864868,
    0.8463581800460815,
    0.8296613097190857
   ],
   "time": 10.346844018436968,
   "param": null
  },
  {
   "epoch": 45,
   "train_loss": 0.680816113948822,
   "val_loss": 0.6646425127983093,
   "acc": 74.76,
   "f1": [
    0.7632410526275635,
    0.8590666651725769,
    0.6729775071144104,
    0.5502957105636597,
    0.7379238605499268,
    0.5650750994682312,
    0.8124698400497437,
    0.8087165355682373,
    0.8235856890678406,
    0.8072469234466553
   ],
   "time": 11.012842955067754,
   "param": null
  },
  {
   "epoch": 46,
   "train_loss": 0.6890207529067993,
   "val_loss": 0.5905166268348694,
   "acc": 76.27,
   "f1": [
    0.7852533459663391,
    0.8621188402175903,
    0.7195913195610046,
    0.5416162610054016,
    0.7416479587554932,
    0.6540334224700928,
    0.839116632938385,
    0.7766634821891785,
    0.8504717946052551,
    0.8040016889572144
   ],
   "time": 10.721263500861824,
   "param": null
  },
  {
   "epoch": 47,
   "train_loss": 0.6725303530693054,
   "val_loss": 0.8038676977157593,
   "acc": 75.13,
   "f1": [
    0.7413792014122009,
    0.8357436656951904,
    0.7019801139831543,
    0.5058668851852417,
    0.7587913870811462,
    0.6636130809783936,
    0.8252324461936951,
    0.8052470088005066,
    0.8159921169281006,
    0.8003612160682678
   ],
   "time": 10.980601256713271,
   "param": null
  },
  {
   "epoch": 48,
   "train_loss": 0.7731460928916931,
   "val_loss": 0.7868501543998718,
   "acc": 74.52,
   "f1": [
    0.7290802597999573,
    0.8607832789421082,
    0.6867748498916626,
    0.5550891160964966,
    0.7310623526573181,
    0.577635645866394,
    0.8049533367156982,
    0.8092977404594421,
    0.8392313718795776,
    0.8183782696723938
   ],
   "time": 11.226207692176104,
   "param": null
  },
  {
   "epoch": 49,
   "train_loss": 0.6450875997543335,
   "val_loss": 0.6716755628585815,
   "acc": 75.36,
   "f1": [
    0.7693675756454468,
    0.8803203105926514,
    0.6577883958816528,
    0.5671341419219971,
    0.7298523187637329,
    0.6486771106719971,
    0.7953409552574158,
    0.8165867924690247,
    0.8470461368560791,
    0.846416175365448
   ],
   "time": 10.720640401355922,
   "param": null
  },
  {
   "epoch": 50,
   "train_loss": 0.7373836636543274,
   "val_loss": 0.8143950700759888,
   "acc": 72.89,
   "f1": [
    0.7975395321846008,
    0.8560725450515747,
    0.6029214262962341,
    0.5229467153549194,
    0.6626348495483398,
    0.6463230848312378,
    0.7865403890609741,
    0.7162425518035889,
    0.837786078453064,
    0.808925986289978
   ],
   "time": 10.39906398113817,
   "param": null
  },
  {
   "epoch": 51,
   "train_loss": 0.7144122123718262,
   "val_loss": 0.5935712456703186,
   "acc": 77.15,
   "f1": [
    0.8163868188858032,
    0.8791326284408569,
    0.6837506294250488,
    0.5597188472747803,
    0.7467897534370422,
    0.6585857272148132,
    0.8150618076324463,
    0.8182664513587952,
    0.8845759630203247,
    0.8374998569488525
   ],
   "time": 10.83397438004613,
   "param": null
  },
  {
   "epoch": 52,
   "train_loss": 0.6748998165130615,
   "val_loss": 0.7525956034660339,
   "acc": 73.46,
   "f1": [
    0.7364206910133362,
    0.8247766494750977,
    0.6554327607154846,
    0.5798075795173645,
    0.72751784324646,
    0.6432809829711914,
    0.8030301928520203,
    0.8080806732177734,
    0.8230295777320862,
    0.7386090159416199
   ],
   "time": 10.382034869864583,
   "param": null
  },
  {
   "epoch": 53,
   "train_loss": 0.6480233669281006,
   "val_loss": 0.7124225497245789,
   "acc": 77.01,
   "f1": [
    0.8042327165603638,
    0.8813227415084839,
    0.7283235788345337,
    0.5249840021133423,
    0.7566792368888855,
    0.6781856417655945,
    0.7713451385498047,
    0.8073306679725647,
    0.852046012878418,
    0.8338336944580078
   ],
   "time": 10.88257220480591,
   "param": null
  },
  {
   "epoch": 54,
   "train_loss": 0.6640104055404663,
   "val_loss": 0.6891592741012573,
   "acc": 76.17,
   "f1": [
    0.7775750160217285,
    0.8729925155639648,
    0.7126319408416748,
    0.532907247543335,
    0.7455378770828247,
    0.6538242697715759,
    0.78765869140625,
    0.8061271905899048,
    0.8337212800979614,
    0.8155434727668762
   ],
   "time": 10.985710156150162,
   "param": null
  },
  {
   "epoch": 55,
   "train_loss": 0.6269988417625427,
   "val_loss": 0.6126033663749695,
   "acc": 77.68,
   "f1": [
    0.8044352531433105,
    0.8723606467247009,
    0.7303717732429504,
    0.6031064391136169,
    0.7678380012512207,
    0.676557719707489,
    0.8387094140052795,
    0.8192887306213379,
    0.825072705745697,
    0.8101614713668823
   ],
   "time": 10.726262516342103,
   "param": null
  },
  {
   "epoch": 56,
   "train_loss": 0.5599867701530457,
   "val_loss": 0.5939759016036987,
   "acc": 77.46,
   "f1": [
    0.8294796347618103,
    0.819729208946228,
    0.7361462116241455,
    0.5938026905059814,
    0.7745663523674011,
    0.682341992855072,
    0.8380584716796875,
    0.8121093511581421,
    0.8572931885719299,
    0.78156977891922
   ],
   "time": 10.70632940158248,
   "param": null
  },
  {
   "epoch": 57,
   "train_loss": 0.5940855145454407,
   "val_loss": 0.9259806275367737,
   "acc": 71.36,
   "f1": [
    0.7389076948165894,
    0.8499004244804382,
    0.6828997135162354,
    0.4730343222618103,
    0.7265427112579346,
    0.5265955924987793,
    0.8131866455078125,
    0.750106692314148,
    0.7134099006652832,
    0.7509023547172546
   ],
   "time": 10.528627918101847,
   "param": null
  },
  {
   "epoch": 58,
   "train_loss": 0.7027429342269897,
   "val_loss": 0.8663581013679504,
   "acc": 70.35,
   "f1": [
    0.7549294829368591,
    0.846955418586731,
    0.613110363483429,
    0.47721508145332336,
    0.5850607752799988,
    0.6415093541145325,
    0.7941030263900757,
    0.722266435623169,
    0.8072090744972229,
    0.8029997944831848
   ],
   "time": 11.08578538056463,
   "param": null
  },
  {
   "epoch": 59,
   "train_loss": 0.6646384000778198,
   "val_loss": 0.8052613139152527,
   "acc": 75.31,
   "f1": [
    0.8186132907867432,
    0.875192403793335,
    0.7062177658081055,
    0.5680849552154541,
    0.7071088552474976,
    0.6545659899711609,
    0.7816490530967712,
    0.7813048958778381,
    0.8398056626319885,
    0.7670429348945618
   ],
   "time": 10.31941257044673,
   "param": null
  },
  {
   "epoch": 60,
   "train_loss": 0.580932080745697,
   "val_loss": 0.6016036868095398,
   "acc": 78.9,
   "f1": [
    0.8221423029899597,
    0.8877444267272949,
    0.722137987613678,
    0.625124454498291,
    0.7678754925727844,
    0.6733554601669312,
    0.839830756187439,
    0.8385517001152039,
    0.8559438586235046,
    0.8371866941452026
   ],
   "time": 10.947133230045438,
   "param": null
  },
  {
   "epoch": 61,
   "train_loss": 0.5928161144256592,
   "val_loss": 0.6526499390602112,
   "acc": 77.1,
   "f1": [
    0.7575501799583435,
    0.8837674260139465,
    0.7148324251174927,
    0.5911062359809875,
    0.7366607785224915,
    0.6991270780563354,
    0.8323527574539185,
    0.8176098465919495,
    0.8230229616165161,
    0.8534964919090271
   ],
   "time": 10.749086516909301,
   "param": null
  },
  {
   "epoch": 62,
   "train_loss": 0.6379646062850952,
   "val_loss": 0.7341018319129944,
   "acc": 77.09,
   "f1": [
    0.7937498092651367,
    0.8714505434036255,
    0.717248260974884,
    0.588610827922821,
    0.7271660566329956,
    0.674470841884613,
    0.8187351822853088,
    0.8235880136489868,
    0.8569998145103455,
    0.8244823217391968
   ],
   "time": 10.311397873796523,
   "param": null
  },
  {
   "epoch": 63,
   "train_loss": 0.6348249912261963,
   "val_loss": 0.8573924899101257,
   "acc": 70.83,
   "f1": [
    0.6891024112701416,
    0.8616865873336792,
    0.6124679446220398,
    0.525669515132904,
    0.6304908394813538,
    0.6141477823257446,
    0.7203494310379028,
    0.8099339008331299,
    0.8006344437599182,
    0.8182719349861145
   ],
   "time": 11.031108968891203,
   "param": null
  },
  {
   "epoch": 64,
   "train_loss": 0.6457580327987671,
   "val_loss": 0.5687651038169861,
   "acc": 78.45,
   "f1": [
    0.8046531677246094,
    0.882995069026947,
    0.7176014184951782,
    0.6344133615493774,
    0.7639403343200684,
    0.6712961792945862,
    0.8241596817970276,
    0.849612295627594,
    0.8512656688690186,
    0.8558511734008789
   ],
   "time": 10.416723592206836,
   "param": null
  },
  {
   "epoch": 65,
   "train_loss": 0.5540282726287842,
   "val_loss": 0.6497814655303955,
   "acc": 76.97,
   "f1": [
    0.8020048141479492,
    0.8765105605125427,
    0.7072597742080688,
    0.5184712409973145,
    0.7689921259880066,
    0.6991235017776489,
    0.7826455235481262,
    0.813233494758606,
    0.8447687029838562,
    0.835526168346405
   ],
   "time": 11.153213823214173,
   "param": null
  },
  {
   "epoch": 66,
   "train_loss": 0.619110107421875,
   "val_loss": 0.681949257850647,
   "acc": 78.07,
   "f1": [
    0.8070499300956726,
    0.8660665154457092,
    0.7146973013877869,
    0.6014214158058167,
    0.7497796416282654,
    0.6789386868476868,
    0.8141175508499146,
    0.8319199681282043,
    0.8497605919837952,
    0.8607593774795532
   ],
   "time": 10.898679240606725,
   "param": null
  },
  {
   "epoch": 67,
   "train_loss": 0.5256171822547913,
   "val_loss": 0.6857776045799255,
   "acc": 76.95,
   "f1": [
    0.7916054725646973,
    0.8821687698364258,
    0.740820586681366,
    0.6052374839782715,
    0.7518448829650879,
    0.6439663767814636,
    0.8195989727973938,
    0.8326730728149414,
    0.7776395678520203,
    0.8387094736099243
   ],
   "time": 10.700366725213826,
   "param": null
  },
  {
   "epoch": 68,
   "train_loss": 0.5821828842163086,
   "val_loss": 0.6872281432151794,
   "acc": 77.6,
   "f1": [
    0.802217960357666,
    0.8752939701080322,
    0.7238094210624695,
    0.5540703535079956,
    0.7588356733322144,
    0.6593021154403687,
    0.8100581765174866,
    0.8171743154525757,
    0.849341630935669,
    0.8365285992622375
   ],
   "time": 11.192693017423153,
   "param": null
  },
  {
   "epoch": 69,
   "train_loss": 0.6454339027404785,
   "val_loss": 0.7729307413101196,
   "acc": 71.83,
   "f1": [
    0.690621018409729,
    0.8737862706184387,
    0.6287177801132202,
    0.5357774496078491,
    0.6684586405754089,
    0.6311613321304321,
    0.6836733818054199,
    0.8066824674606323,
    0.7982876896858215,
    0.8381145596504211
   ],
   "time": 10.875973966903985,
   "param": null
  },
  {
   "epoch": 70,
   "train_loss": 0.5609740018844604,
   "val_loss": 0.6685068011283875,
   "acc": 75.15,
   "f1": [
    0.7635958790779114,
    0.881083607673645,
    0.6791956424713135,
    0.5962576866149902,
    0.7468597292900085,
    0.6280351877212524,
    0.8117868900299072,
    0.8222580552101135,
    0.8195526599884033,
    0.8105021119117737
   ],
   "time": 11.023702522739768,
   "param": null
  },
  {
   "epoch": 71,
   "train_loss": 0.611251711845398,
   "val_loss": 0.8108794093132019,
   "acc": 73.88,
   "f1": [
    0.7280770540237427,
    0.8683945536613464,
    0.6624630689620972,
    0.5423535108566284,
    0.721455991268158,
    0.6143710613250732,
    0.7941174507141113,
    0.8025791645050049,
    0.8159298896789551,
    0.8123687505722046
   ],
   "time": 11.020879969000816,
   "param": null
  },
  {
   "epoch": 72,
   "train_loss": 0.6461868286132812,
   "val_loss": 0.6177639961242676,
   "acc": 76.72,
   "f1": [
    0.7929048538208008,
    0.8506614565849304,
    0.6842544078826904,
    0.6036795973777771,
    0.7505261898040771,
    0.6475971341133118,
    0.833419680595398,
    0.8313838243484497,
    0.8517186045646667,
    0.8294019103050232
   ],
   "time": 9.624692887999117,
   "param": null
  },
  {
   "epoch": 73,
   "train_loss": 0.5835081338882446,
   "val_loss": 0.6166181564331055,
   "acc": 79.15,
   "f1": [
    0.8141921758651733,
    0.8806873559951782,
    0.7369954586029053,
    0.6037116050720215,
    0.7795751690864563,
    0.6786491274833679,
    0.8435506224632263,
    0.8247029185295105,
    0.8639835119247437,
    0.8608694076538086
   ],
   "time": 10.549778262153268,
   "param": null
  },
  {
   "epoch": 74,
   "train_loss": 0.6346285343170166,
   "val_loss": 0.6773694157600403,
   "acc": 77.66,
   "f1": [
    0.8229906558990479,
    0.8748672604560852,
    0.7120513319969177,
    0.5707655549049377,
    0.7564337253570557,
    0.6533863544464111,
    0.8280372023582458,
    0.8173491954803467,
    0.8467081785202026,
    0.8451260328292847
   ],
   "time": 10.472085861489177,
   "param": null
  },
  {
   "epoch": 75,
   "train_loss": 0.4605264365673065,
   "val_loss": 0.7126761674880981,
   "acc": 76.44,
   "f1": [
    0.7807725071907043,
    0.8859196901321411,
    0.683623194694519,
    0.5738131403923035,
    0.7391536235809326,
    0.6315164566040039,
    0.8059565424919128,
    0.8367452621459961,
    0.8480226397514343,
    0.8379945158958435
   ],
   "time": 10.19836682640016,
   "param": null
  },
  {
   "epoch": 76,
   "train_loss": 0.5801427960395813,
   "val_loss": 0.607632040977478,
   "acc": 78.16,
   "f1": [
    0.7854983806610107,
    0.8848846554756165,
    0.7101925015449524,
    0.6180300712585449,
    0.7833331823348999,
    0.6652052998542786,
    0.8317105174064636,
    0.8196370005607605,
    0.8503537178039551,
    0.8582048416137695
   ],
   "time": 10.14744280371815,
   "param": null
  },
  {
   "epoch": 77,
   "train_loss": 0.5672792792320251,
   "val_loss": 0.6800524592399597,
   "acc": 77.91,
   "f1": [
    0.8067580461502075,
    0.8747366666793823,
    0.7246376276016235,
    0.5635695457458496,
    0.7714569568634033,
    0.6892026662826538,
    0.7670547366142273,
    0.848151683807373,
    0.8587839603424072,
    0.8528973460197449
   ],
   "time": 10.412820181809366,
   "param": null
  },
  {
   "epoch": 78,
   "train_loss": 0.4851228892803192,
   "val_loss": 0.5765053629875183,
   "acc": 78.48,
   "f1": [
    0.7913473844528198,
    0.867571234703064,
    0.7376542091369629,
    0.6351656913757324,
    0.7816824913024902,
    0.663976788520813,
    0.839372992515564,
    0.8402669429779053,
    0.8527817130088806,
    0.8317254781723022
   ],
   "time": 10.075878771021962,
   "param": null
  },
  {
   "epoch": 79,
   "train_loss": 0.49401959776878357,
   "val_loss": 0.541099488735199,
   "acc": 80.11,
   "f1": [
    0.8276890516281128,
    0.8904451131820679,
    0.7526340484619141,
    0.6290737986564636,
    0.7948452234268188,
    0.700836718082428,
    0.8547971844673157,
    0.8511695265769958,
    0.8684459328651428,
    0.8263083696365356
   ],
   "time": 10.69287929404527,
   "param": null
  },
  {
   "epoch": 80,
   "train_loss": 0.5557298064231873,
   "val_loss": 0.5446553230285645,
   "acc": 78.79,
   "f1": [
    0.7852880358695984,
    0.878817617893219,
    0.752666175365448,
    0.6382133364677429,
    0.7803107500076294,
    0.6893202066421509,
    0.8578627109527588,
    0.8230575323104858,
    0.8132814168930054,
    0.8520082831382751
   ],
   "time": 10.78405337408185,
   "param": null
  },
  {
   "epoch": 81,
   "train_loss": 0.5842414498329163,
   "val_loss": 0.6632823348045349,
   "acc": 77.2,
   "f1": [
    0.8068591356277466,
    0.8695650696754456,
    0.699731707572937,
    0.5965641736984253,
    0.7324912548065186,
    0.6754295825958252,
    0.8101263642311096,
    0.8342914581298828,
    0.8625639081001282,
    0.8259885311126709
   ],
   "time": 10.019456048496068,
   "param": null
  },
  {
   "epoch": 82,
   "train_loss": 0.5389123558998108,
   "val_loss": 0.6245066523551941,
   "acc": 79.44,
   "f1": [
    0.8161023259162903,
    0.8761705756187439,
    0.7344631552696228,
    0.613997757434845,
    0.7805624604225159,
    0.6892176270484924,
    0.8535979390144348,
    0.8378376364707947,
    0.8664258122444153,
    0.8641113638877869
   ],
   "time": 10.083560711704195,
   "param": null
  },
  {
   "epoch": 83,
   "train_loss": 0.47399377822875977,
   "val_loss": 0.5044664740562439,
   "acc": 79.99,
   "f1": [
    0.8319500088691711,
    0.8934706449508667,
    0.7511543035507202,
    0.6139723658561707,
    0.7871161103248596,
    0.6933811902999878,
    0.8350463509559631,
    0.8463526368141174,
    0.8895520567893982,
    0.8658725023269653
   ],
   "time": 10.48588718380779,
   "param": null
  },
  {
   "epoch": 84,
   "train_loss": 0.5041548013687134,
   "val_loss": 0.7345167398452759,
   "acc": 79.08,
   "f1": [
    0.8296941518783569,
    0.8905397057533264,
    0.7236361503601074,
    0.583710253238678,
    0.7743361592292786,
    0.6920954585075378,
    0.8382898569107056,
    0.8387095332145691,
    0.8812180757522583,
    0.8454394936561584
   ],
   "time": 10.356105457991362,
   "param": null
  },
  {
   "epoch": 85,
   "train_loss": 0.5159459114074707,
   "val_loss": 0.5744014382362366,
   "acc": 79.46,
   "f1": [
    0.8285712003707886,
    0.8854733109474182,
    0.7579280138015747,
    0.6159456968307495,
    0.7807016372680664,
    0.6917807459831238,
    0.8329716324806213,
    0.8326846361160278,
    0.8610073328018188,
    0.8474902510643005
   ],
   "time": 10.600395017303526,
   "param": null
  },
  {
   "epoch": 86,
   "train_loss": 0.5737194418907166,
   "val_loss": 0.5891409516334534,
   "acc": 79.59,
   "f1": [
    0.818657636642456,
    0.8833411931991577,
    0.7439323663711548,
    0.6159908771514893,
    0.7877182960510254,
    0.7016051411628723,
    0.8625392317771912,
    0.824115514755249,
    0.8679059743881226,
    0.8342244625091553
   ],
   "time": 10.479368401691318,
   "param": null
  },
  {
   "epoch": 87,
   "train_loss": 0.5465449094772339,
   "val_loss": 0.6245430707931519,
   "acc": 77.76,
   "f1": [
    0.7861691117286682,
    0.8882293701171875,
    0.6987011432647705,
    0.593322217464447,
    0.7530151009559631,
    0.6780201196670532,
    0.8205373287200928,
    0.8396320939064026,
    0.8577296137809753,
    0.8543896079063416
   ],
   "time": 10.221303761005402,
   "param": null
  },
  {
   "epoch": 88,
   "train_loss": 0.5702677369117737,
   "val_loss": 0.5799129009246826,
   "acc": 79.03,
   "f1": [
    0.8125295042991638,
    0.8886668086051941,
    0.7309535145759583,
    0.6216728687286377,
    0.77919602394104,
    0.690964937210083,
    0.8352599143981934,
    0.8347824811935425,
    0.8633314967155457,
    0.8528783321380615
   ],
   "time": 10.580564509145916,
   "param": null
  },
  {
   "epoch": 89,
   "train_loss": 0.5118934512138367,
   "val_loss": 0.6702010035514832,
   "acc": 78.03,
   "f1": [
    0.8137999773025513,
    0.8877601027488708,
    0.7207717299461365,
    0.5814589858055115,
    0.7430312037467957,
    0.680105984210968,
    0.8420037031173706,
    0.8180093169212341,
    0.8321443796157837,
    0.8538652062416077
   ],
   "time": 10.015369322150946,
   "param": null
  },
  {
   "epoch": 90,
   "train_loss": 0.5279775857925415,
   "val_loss": 0.6671613454818726,
   "acc": 76.58,
   "f1": [
    0.7844945192337036,
    0.8725155591964722,
    0.6899015307426453,
    0.6048732995986938,
    0.7571800351142883,
    0.659201443195343,
    0.8258396983146667,
    0.8257573843002319,
    0.8235293030738831,
    0.8458242416381836
   ],
   "time": 10.52610977832228,
   "param": null
  },
  {
   "epoch": 91,
   "train_loss": 0.5265800356864929,
   "val_loss": 0.6476472616195679,
   "acc": 78.09,
   "f1": [
    0.8137344717979431,
    0.876459002494812,
    0.7371159791946411,
    0.5933262705802917,
    0.7725592255592346,
    0.666135311126709,
    0.8359786868095398,
    0.8450126051902771,
    0.8562366962432861,
    0.8405007123947144
   ],
   "time": 10.643407905474305,
   "param": null
  },
  {
   "epoch": 92,
   "train_loss": 0.4922823905944824,
   "val_loss": 0.5962044596672058,
   "acc": 78.55,
   "f1": [
    0.8148146271705627,
    0.8561966419219971,
    0.7242919206619263,
    0.6036282181739807,
    0.7705351710319519,
    0.6865363121032715,
    0.8423619270324707,
    0.835056483745575,
    0.8474751114845276,
    0.8466017246246338
   ],
   "time": 10.176998853683472,
   "param": null
  },
  {
   "epoch": 93,
   "train_loss": 0.5161910057067871,
   "val_loss": 0.7282609939575195,
   "acc": 76.35,
   "f1": [
    0.8014979958534241,
    0.8618419766426086,
    0.7360166311264038,
    0.5960615873336792,
    0.7297409772872925,
    0.6369736194610596,
    0.8276938199996948,
    0.8176526427268982,
    0.8200352787971497,
    0.7815787196159363
   ],
   "time": 10.297283474355936,
   "param": null
  },
  {
   "epoch": 94,
   "train_loss": 0.4561198055744171,
   "val_loss": 0.5959050059318542,
   "acc": 77.58,
   "f1": [
    0.7855443358421326,
    0.8805666565895081,
    0.7054793238639832,
    0.5851768851280212,
    0.7460234761238098,
    0.6884897947311401,
    0.8312340378761292,
    0.8248913288116455,
    0.859006404876709,
    0.8433349132537842
   ],
   "time": 10.175231612287462,
   "param": null
  },
  {
   "epoch": 95,
   "train_loss": 0.46618199348449707,
   "val_loss": 0.6621886491775513,
   "acc": 78.99,
   "f1": [
    0.8018389344215393,
    0.8781411051750183,
    0.7342816591262817,
    0.6187498569488525,
    0.785335123538971,
    0.6608794331550598,
    0.8428926467895508,
    0.8439604043960571,
    0.8515149354934692,
    0.862250030040741
   ],
   "time": 10.420677579939365,
   "param": null
  },
  {
   "epoch": 96,
   "train_loss": 0.5412013530731201,
   "val_loss": 0.6166626811027527,
   "acc": 79.83,
   "f1": [
    0.8339293003082275,
    0.8896905183792114,
    0.7164177298545837,
    0.6217457056045532,
    0.79960697889328,
    0.6922329068183899,
    0.8396801352500916,
    0.8499269485473633,
    0.8681946396827698,
    0.8606429696083069
   ],
   "time": 10.550136677920818,
   "param": null
  },
  {
   "epoch": 97,
   "train_loss": 0.48100829124450684,
   "val_loss": 0.6845697164535522,
   "acc": 78.02,
   "f1": [
    0.7650778889656067,
    0.8842728734016418,
    0.7328958511352539,
    0.6072506308555603,
    0.7413301467895508,
    0.6767622828483582,
    0.8565813302993774,
    0.8379485011100769,
    0.8436670303344727,
    0.8567007780075073
   ],
   "time": 10.397507934831083,
   "param": null
  },
  {
   "epoch": 98,
   "train_loss": 0.431984543800354,
   "val_loss": 0.7611548900604248,
   "acc": 74.92,
   "f1": [
    0.7101094722747803,
    0.8609269261360168,
    0.675244927406311,
    0.5809568762779236,
    0.6990975141525269,
    0.6731327772140503,
    0.8287231922149658,
    0.8239399194717407,
    0.8161392211914062,
    0.8274906277656555
   ],
   "time": 9.453916588798165,
   "param": null
  },
  {
   "epoch": 99,
   "train_loss": 0.4684540331363678,
   "val_loss": 0.6233758330345154,
   "acc": 77.02,
   "f1": [
    0.7837571501731873,
    0.8859125375747681,
    0.7116341590881348,
    0.5956693291664124,
    0.7512519359588623,
    0.6500497460365295,
    0.8281716704368591,
    0.8599481582641602,
    0.840408205986023,
    0.8334224224090576
   ],
   "time": 10.626479805447161,
   "param": null
  },
  {
   "epoch": 100,
   "train_loss": 0.5026789307594299,
   "val_loss": 0.6572750806808472,
   "acc": 79.96,
   "f1": [
    0.8282351493835449,
    0.894925594329834,
    0.7456645369529724,
    0.6129361987113953,
    0.7869011163711548,
    0.6765760183334351,
    0.8389660120010376,
    0.850231409072876,
    0.8822925090789795,
    0.877632737159729
   ],
   "time": 10.589206066913903,
   "param": null
  },
  {
   "epoch": 101,
   "train_loss": 0.498122900724411,
   "val_loss": 0.8704767227172852,
   "acc": 75.29,
   "f1": [
    0.7923727631568909,
    0.8830226063728333,
    0.6814380288124084,
    0.5133416652679443,
    0.7314627170562744,
    0.640267550945282,
    0.7253182530403137,
    0.8192650079727173,
    0.8473851084709167,
    0.8641973733901978
   ],
   "time": 9.726723349653184,
   "param": null
  },
  {
   "epoch": 102,
   "train_loss": 0.47297680377960205,
   "val_loss": 0.6004221439361572,
   "acc": 80.9,
   "f1": [
    0.844775915145874,
    0.8926950097084045,
    0.7572223544120789,
    0.626003086566925,
    0.7960149645805359,
    0.6992108821868896,
    0.8375114798545837,
    0.8648646473884583,
    0.8951610922813416,
    0.8683234453201294
   ],
   "time": 10.486081408336759,
   "param": null
  },
  {
   "epoch": 103,
   "train_loss": 0.48431938886642456,
   "val_loss": 0.5126396417617798,
   "acc": 80.59,
   "f1": [
    0.8322075605392456,
    0.8946838974952698,
    0.7641417384147644,
    0.6329836845397949,
    0.8037566542625427,
    0.6863322257995605,
    0.8508816957473755,
    0.8508122563362122,
    0.8852624297142029,
    0.8760746717453003
   ],
   "time": 10.42565027717501,
   "param": null
  },
  {
   "epoch": 104,
   "train_loss": 0.37686532735824585,
   "val_loss": 0.6561446785926819,
   "acc": 77.46,
   "f1": [
    0.8024689555168152,
    0.8565261960029602,
    0.7261207103729248,
    0.5965641736984253,
    0.7663196921348572,
    0.6692222356796265,
    0.8297178149223328,
    0.8223775029182434,
    0.8526827096939087,
    0.8106665015220642
   ],
   "time": 10.034126196056604,
   "param": null
  },
  {
   "epoch": 105,
   "train_loss": 0.5176898837089539,
   "val_loss": 0.7205461859703064,
   "acc": 77.41,
   "f1": [
    0.813339352607727,
    0.8766728639602661,
    0.713485836982727,
    0.6082106828689575,
    0.7421582937240601,
    0.6492323875427246,
    0.771033763885498,
    0.8373077511787415,
    0.8532387018203735,
    0.8566960692405701
   ],
   "time": 10.397204016335309,
   "param": null
  },
  {
   "epoch": 106,
   "train_loss": 0.43073615431785583,
   "val_loss": 0.6621578335762024,
   "acc": 79.59,
   "f1": [
    0.817733883857727,
    0.8862510323524475,
    0.7453873753547668,
    0.6418420672416687,
    0.777836263179779,
    0.697603166103363,
    0.8374653458595276,
    0.8475834727287292,
    0.8549975156784058,
    0.8568645119667053
   ],
   "time": 9.996930994093418,
   "param": null
  },
  {
   "epoch": 107,
   "train_loss": 0.41769084334373474,
   "val_loss": 0.7079039216041565,
   "acc": 79.27,
   "f1": [
    0.8097295761108398,
    0.8816629648208618,
    0.745216429233551,
    0.6001066565513611,
    0.7879059910774231,
    0.6884241104125977,
    0.8590741157531738,
    0.8592888116836548,
    0.8462944030761719,
    0.8367727994918823
   ],
   "time": 9.591819856315851,
   "param": null
  },
  {
   "epoch": 108,
   "train_loss": 0.4399087727069855,
   "val_loss": 0.4979536235332489,
   "acc": 79.56,
   "f1": [
    0.8165302276611328,
    0.9018462300300598,
    0.7464714050292969,
    0.5889896750450134,
    0.7771243453025818,
    0.6879584789276123,
    0.8478580117225647,
    0.8568452000617981,
    0.8608553409576416,
    0.8745554685592651
   ],
   "time": 10.330005776137114,
   "param": null
  },
  {
   "epoch": 109,
   "train_loss": 0.42056453227996826,
   "val_loss": 0.6208776235580444,
   "acc": 79.66,
   "f1": [
    0.8235834836959839,
    0.8867345452308655,
    0.7195177674293518,
    0.6096578240394592,
    0.7841943502426147,
    0.6886129379272461,
    0.8495741486549377,
    0.8580407500267029,
    0.8776676654815674,
    0.8694314956665039
   ],
   "time": 10.183608788996935,
   "param": null
  },
  {
   "epoch": 110,
   "train_loss": 0.4797899127006531,
   "val_loss": 0.6416270136833191,
   "acc": 79.52,
   "f1": [
    0.8057752847671509,
    0.8848190903663635,
    0.7566500902175903,
    0.6318955421447754,
    0.7759560942649841,
    0.6987575888633728,
    0.8568494319915771,
    0.8358048796653748,
    0.8483701944351196,
    0.854986310005188
   ],
   "time": 10.529751888476312,
   "param": null
  },
  {
   "epoch": 111,
   "train_loss": 0.40137308835983276,
   "val_loss": 0.6585854291915894,
   "acc": 79.57,
   "f1": [
    0.8162311911582947,
    0.8886595964431763,
    0.7478179335594177,
    0.6272854208946228,
    0.7676766514778137,
    0.6803399920463562,
    0.8553084135055542,
    0.8525413870811462,
    0.8675459623336792,
    0.8738267421722412
   ],
   "time": 9.85726470220834,
   "param": null
  },
  {
   "epoch": 112,
   "train_loss": 0.4194958806037903,
   "val_loss": 0.6994936466217041,
   "acc": 78.13,
   "f1": [
    0.8009636998176575,
    0.8715767860412598,
    0.7244303822517395,
    0.6265285015106201,
    0.7453916072845459,
    0.6879464983940125,
    0.8451964855194092,
    0.8561185598373413,
    0.8273940086364746,
    0.8491075038909912
   ],
   "time": 10.684549912810326,
   "param": null
  },
  {
   "epoch": 113,
   "train_loss": 0.34416282176971436,
   "val_loss": 0.7062849998474121,
   "acc": 79.08,
   "f1": [
    0.8241255283355713,
    0.8918917179107666,
    0.7298149466514587,
    0.6132221221923828,
    0.7536230087280273,
    0.688999354839325,
    0.8268154859542847,
    0.8501068949699402,
    0.8752618432044983,
    0.8666664958000183
   ],
   "time": 9.84150995966047,
   "param": null
  },
  {
   "epoch": 114,
   "train_loss": 0.42238810658454895,
   "val_loss": 0.6815093755722046,
   "acc": 77.23,
   "f1": [
    0.7566015124320984,
    0.8888886570930481,
    0.7221331596374512,
    0.5942420959472656,
    0.7332760095596313,
    0.6812832951545715,
    0.7961670756340027,
    0.8487308621406555,
    0.827868640422821,
    0.8539665341377258
   ],
   "time": 10.754821298643947,
   "param": null
  },
  {
   "epoch": 115,
   "train_loss": 0.45246899127960205,
   "val_loss": 0.5895413160324097,
   "acc": 79.86,
   "f1": [
    0.8320387005805969,
    0.8776369690895081,
    0.7578946352005005,
    0.6035832762718201,
    0.780850887298584,
    0.6938377618789673,
    0.8273347616195679,
    0.8314928412437439,
    0.8812689781188965,
    0.8726897835731506
   ],
   "time": 10.655501096509397,
   "param": null
  },
  {
   "epoch": 116,
   "train_loss": 0.34510886669158936,
   "val_loss": 0.6284986734390259,
   "acc": 79.77,
   "f1": [
    0.8161763548851013,
    0.8677871823310852,
    0.7390509247779846,
    0.6290830969810486,
    0.7891947031021118,
    0.6941720843315125,
    0.8538379073143005,
    0.8526827096939087,
    0.8723626732826233,
    0.8568351864814758
   ],
   "time": 10.4904147349298,
   "param": null
  },
  {
   "epoch": 117,
   "train_loss": 0.4477744400501251,
   "val_loss": 0.5708981156349182,
   "acc": 81.24,
   "f1": [
    0.8392155170440674,
    0.8928927183151245,
    0.7702562212944031,
    0.6500528454780579,
    0.8019136786460876,
    0.7060108184814453,
    0.8613765239715576,
    0.8451111912727356,
    0.8673365116119385,
    0.8658890128135681
   ],
   "time": 9.618577434681356,
   "param": null
  },
  {
   "epoch": 118,
   "train_loss": 0.43963345885276794,
   "val_loss": 0.6384083032608032,
   "acc": 80.73,
   "f1": [
    0.8397789001464844,
    0.8902819752693176,
    0.7683188319206238,
    0.6157180070877075,
    0.7935143709182739,
    0.6909089684486389,
    0.8620169162750244,
    0.8590672016143799,
    0.8833745121955872,
    0.87457275390625
   ],
   "time": 10.511779038235545,
   "param": null
  },
  {
   "epoch": 119,
   "train_loss": 0.42720818519592285,
   "val_loss": 0.5703425407409668,
   "acc": 79.64,
   "f1": [
    0.8232269883155823,
    0.8834530711174011,
    0.7444606423377991,
    0.6208332777023315,
    0.7815291881561279,
    0.6931755542755127,
    0.856415331363678,
    0.8170562982559204,
    0.8657476305961609,
    0.8612062931060791
   ],
   "time": 10.132633717730641,
   "param": null
  },
  {
   "epoch": 120,
   "train_loss": 0.37378016114234924,
   "val_loss": 0.632919192314148,
   "acc": 80.54,
   "f1": [
    0.8421596884727478,
    0.9037869572639465,
    0.7532050013542175,
    0.5821594595909119,
    0.7946766018867493,
    0.7060979604721069,
    0.834248960018158,
    0.8560310006141663,
    0.8754861950874329,
    0.8782473802566528
   ],
   "time": 10.384910618886352,
   "param": null
  },
  {
   "epoch": 121,
   "train_loss": 0.4303795099258423,
   "val_loss": 0.7023065090179443,
   "acc": 80.42,
   "f1": [
    0.8230172991752625,
    0.8910190463066101,
    0.7697767019271851,
    0.6374744176864624,
    0.7991966605186462,
    0.7061309814453125,
    0.8484846353530884,
    0.8587063550949097,
    0.8658250570297241,
    0.8310247659683228
   ],
   "time": 10.640263966284692,
   "param": null
  },
  {
   "epoch": 122,
   "train_loss": 0.4050673544406891,
   "val_loss": 0.6913638114929199,
   "acc": 79.84,
   "f1": [
    0.8253211379051208,
    0.9000958204269409,
    0.7150126099586487,
    0.6329385042190552,
    0.7729367613792419,
    0.689464807510376,
    0.8413072228431702,
    0.8668728470802307,
    0.8723942637443542,
    0.861065149307251
   ],
   "time": 10.442325294017792,
   "param": null
  },
  {
   "epoch": 123,
   "train_loss": 0.35223162174224854,
   "val_loss": 0.68673175573349,
   "acc": 80.26,
   "f1": [
    0.8397957682609558,
    0.8809072375297546,
    0.7752246260643005,
    0.6126031875610352,
    0.7962282299995422,
    0.6865176558494568,
    0.8626832962036133,
    0.8520223498344421,
    0.8862211108207703,
    0.8586608171463013
   ],
   "time": 9.910843726247549,
   "param": null
  },
  {
   "epoch": 124,
   "train_loss": 0.33757370710372925,
   "val_loss": 0.6802546977996826,
   "acc": 81.68,
   "f1": [
    0.8535730242729187,
    0.8989749550819397,
    0.7560460567474365,
    0.6488186717033386,
    0.8011637330055237,
    0.7194751501083374,
    0.8725635409355164,
    0.8482823371887207,
    0.8942751884460449,
    0.860882043838501
   ],
   "time": 10.417320218868554,
   "param": null
  },
  {
   "epoch": 125,
   "train_loss": 0.3856257200241089,
   "val_loss": 0.68534916639328,
   "acc": 78.93,
   "f1": [
    0.8229840993881226,
    0.8782473802566528,
    0.756565511226654,
    0.6015366315841675,
    0.7802547216415405,
    0.6901629567146301,
    0.8552914261817932,
    0.8262690901756287,
    0.8612536787986755,
    0.7993181347846985
   ],
   "time": 10.275855218991637,
   "param": null
  },
  {
   "epoch": 126,
   "train_loss": 0.3452669382095337,
   "val_loss": 0.6017539501190186,
   "acc": 80.83,
   "f1": [
    0.8404039144515991,
    0.8869014382362366,
    0.7617107033729553,
    0.5991040468215942,
    0.794468104839325,
    0.7139586806297302,
    0.8692505359649658,
    0.8401485681533813,
    0.8941174745559692,
    0.8733495473861694
   ],
   "time": 10.285065294243395,
   "param": null
  },
  {
   "epoch": 127,
   "train_loss": 0.37268155813217163,
   "val_loss": 0.638608992099762,
   "acc": 80.29,
   "f1": [
    0.8012310862541199,
    0.8657558560371399,
    0.7587528228759766,
    0.6368951797485352,
    0.8093965649604797,
    0.7184274196624756,
    0.8751217722892761,
    0.8516991138458252,
    0.8459413051605225,
    0.8618897199630737
   ],
   "time": 10.444551086984575,
   "param": null
  },
  {
   "epoch": 128,
   "train_loss": 0.3517029881477356,
   "val_loss": 0.5126727819442749,
   "acc": 81.97,
   "f1": [
    0.8451126217842102,
    0.8985927104949951,
    0.7538459897041321,
    0.6537424921989441,
    0.7986608147621155,
    0.7293645143508911,
    0.8715460896492004,
    0.8663923740386963,
    0.8932417631149292,
    0.869739294052124
   ],
   "time": 10.315125497989357,
   "param": null
  },
  {
   "epoch": 129,
   "train_loss": 0.37659409642219543,
   "val_loss": 0.6095946431159973,
   "acc": 80.99,
   "f1": [
    0.8216766119003296,
    0.8759868741035461,
    0.7457789182662964,
    0.6365590691566467,
    0.8173651099205017,
    0.7136884927749634,
    0.869831383228302,
    0.8599998354911804,
    0.8757168650627136,
    0.8663836121559143
   ],
   "time": 10.224358215928078,
   "param": null
  },
  {
   "epoch": 130,
   "train_loss": 0.32645857334136963,
   "val_loss": 0.5842894315719604,
   "acc": 80.57,
   "f1": [
    0.8157194256782532,
    0.8881855010986328,
    0.762875497341156,
    0.6468546986579895,
    0.779964029788971,
    0.7178165912628174,
    0.8644576668739319,
    0.8632870316505432,
    0.8542245626449585,
    0.8636581897735596
   ],
   "time": 10.649466728791595,
   "param": null
  },
  {
   "epoch": 131,
   "train_loss": 0.3459847867488861,
   "val_loss": 0.4203602373600006,
   "acc": 81.68,
   "f1": [
    0.8287839293479919,
    0.8980982899665833,
    0.7534440159797668,
    0.6625639796257019,
    0.8079920411109924,
    0.7204639911651611,
    0.8578478097915649,
    0.8625121712684631,
    0.8902625441551208,
    0.8815651535987854
   ],
   "time": 9.748544311150908,
   "param": null
  },
  {
   "epoch": 132,
   "train_loss": 0.29163214564323425,
   "val_loss": 0.6111705899238586,
   "acc": 81.22,
   "f1": [
    0.8366262912750244,
    0.8918126821517944,
    0.7667480111122131,
    0.6209630370140076,
    0.7973180413246155,
    0.7209184765815735,
    0.8681373596191406,
    0.8423528075218201,
    0.8879876732826233,
    0.8630663752555847
   ],
   "time": 10.122980399988592,
   "param": null
  },
  {
   "epoch": 133,
   "train_loss": 0.3757302165031433,
   "val_loss": 0.61669921875,
   "acc": 79.41,
   "f1": [
    0.8082757592201233,
    0.8860027194023132,
    0.72402423620224,
    0.6082531213760376,
    0.7818276882171631,
    0.7049923539161682,
    0.8391196131706238,
    0.8518153429031372,
    0.8511276245117188,
    0.8639239072799683
   ],
   "time": 10.560354107059538,
   "param": null
  },
  {
   "epoch": 134,
   "train_loss": 0.31020602583885193,
   "val_loss": 0.6484572887420654,
   "acc": 80.58,
   "f1": [
    0.8545903563499451,
    0.8915303349494934,
    0.7428865432739258,
    0.6037307381629944,
    0.7949829697608948,
    0.6909769773483276,
    0.8357932567596436,
    0.86530601978302,
    0.8811473250389099,
    0.8803243637084961
   ],
   "time": 10.306815383024514,
   "param": null
  },
  {
   "epoch": 135,
   "train_loss": 0.35194331407546997,
   "val_loss": 0.5778180956840515,
   "acc": 81.37,
   "f1": [
    0.8494883179664612,
    0.9054524898529053,
    0.7492848634719849,
    0.6325876712799072,
    0.7948968410491943,
    0.6993862986564636,
    0.8535764813423157,
    0.8654507994651794,
    0.8850516676902771,
    0.8781216740608215
   ],
   "time": 10.631604707799852,
   "param": null
  },
  {
   "epoch": 136,
   "train_loss": 0.3103068470954895,
   "val_loss": 0.5235126614570618,
   "acc": 81.36,
   "f1": [
    0.8397092819213867,
    0.912543535232544,
    0.7545269727706909,
    0.6406711339950562,
    0.7902798056602478,
    0.6979215145111084,
    0.8741186261177063,
    0.8615846037864685,
    0.8884379863739014,
    0.8813557624816895
   ],
   "time": 9.660054955631495,
   "param": null
  },
  {
   "epoch": 137,
   "train_loss": 0.3174511194229126,
   "val_loss": 0.731503427028656,
   "acc": 80.3,
   "f1": [
    0.8068075776100159,
    0.8861626982688904,
    0.7519918084144592,
    0.6317459344863892,
    0.790374219417572,
    0.704997181892395,
    0.8625361323356628,
    0.8611810803413391,
    0.8541466593742371,
    0.8570008277893066
   ],
   "time": 10.372400863096118,
   "param": null
  },
  {
   "epoch": 138,
   "train_loss": 0.299015611410141,
   "val_loss": 0.6983075141906738,
   "acc": 80.9,
   "f1": [
    0.8203451633453369,
    0.907752513885498,
    0.7555775046348572,
    0.6321778297424316,
    0.7912204265594482,
    0.7031248807907104,
    0.8608784675598145,
    0.8654325008392334,
    0.8775615692138672,
    0.8811534643173218
   ],
   "time": 10.541207967326045,
   "param": null
  },
  {
   "epoch": 139,
   "train_loss": 0.27010202407836914,
   "val_loss": 0.5557000041007996,
   "acc": 82.32,
   "f1": [
    0.8516258597373962,
    0.9099234938621521,
    0.7762235999107361,
    0.6480798125267029,
    0.7966020107269287,
    0.7223095893859863,
    0.8693539500236511,
    0.8586435317993164,
    0.8968333601951599,
    0.8900935053825378
   ],
   "time": 10.39305109065026,
   "param": null
  },
  {
   "epoch": 140,
   "train_loss": 0.2913901209831238,
   "val_loss": 0.6646004319190979,
   "acc": 80.66,
   "f1": [
    0.8351752161979675,
    0.8903353214263916,
    0.7664781808853149,
    0.6254433989524841,
    0.7881718873977661,
    0.6912397146224976,
    0.864260196685791,
    0.8612536787986755,
    0.8727983236312866,
    0.8775401711463928
   ],
   "time": 10.55630227085203,
   "param": null
  },
  {
   "epoch": 141,
   "train_loss": 0.2634941339492798,
   "val_loss": 0.5967286229133606,
   "acc": 82.45,
   "f1": [
    0.8535979390144348,
    0.9014651775360107,
    0.7774388790130615,
    0.6467503905296326,
    0.8136584162712097,
    0.7189347743988037,
    0.8765249848365784,
    0.8730398416519165,
    0.8975263237953186,
    0.8782393932342529
   ],
   "time": 9.892876219935715,
   "param": null
  },
  {
   "epoch": 142,
   "train_loss": 0.2767815887928009,
   "val_loss": 0.5787231922149658,
   "acc": 82.44,
   "f1": [
    0.8591618537902832,
    0.8999999165534973,
    0.7820265889167786,
    0.656328022480011,
    0.8238804340362549,
    0.7131451964378357,
    0.871120274066925,
    0.868131697177887,
    0.8883397579193115,
    0.8749998211860657
   ],
   "time": 10.128200810402632,
   "param": null
  },
  {
   "epoch": 143,
   "train_loss": 0.22804901003837585,
   "val_loss": 0.5917976498603821,
   "acc": 81.91,
   "f1": [
    0.8440096378326416,
    0.9071145057678223,
    0.7709271311759949,
    0.6416664719581604,
    0.7983580231666565,
    0.7112894654273987,
    0.8672112822532654,
    0.873574435710907,
    0.8935280442237854,
    0.8930230736732483
   ],
   "time": 9.65183733124286,
   "param": null
  },
  {
   "epoch": 144,
   "train_loss": 0.22250531613826752,
   "val_loss": 0.5482460260391235,
   "acc": 81.55,
   "f1": [
    0.8506326675415039,
    0.9014776945114136,
    0.7626951336860657,
    0.6257666945457458,
    0.8018671274185181,
    0.7159246206283569,
    0.847755491733551,
    0.8679433465003967,
    0.8904592394828796,
    0.8807910680770874
   ],
   "time": 10.777871773578227,
   "param": null
  },
  {
   "epoch": 145,
   "train_loss": 0.23725886642932892,
   "val_loss": 0.6117087602615356,
   "acc": 81.5,
   "f1": [
    0.8284516930580139,
    0.898898720741272,
    0.7648698091506958,
    0.6419256329536438,
    0.8028320670127869,
    0.724811851978302,
    0.8689216375350952,
    0.8645675182342529,
    0.8806668519973755,
    0.8787583112716675
   ],
   "time": 10.687329727225006,
   "param": null
  },
  {
   "epoch": 146,
   "train_loss": 0.22151131927967072,
   "val_loss": 0.47062069177627563,
   "acc": 82.08,
   "f1": [
    0.8548386096954346,
    0.9046403765678406,
    0.7665846347808838,
    0.6572721004486084,
    0.7996172904968262,
    0.7087966203689575,
    0.8659583330154419,
    0.8763816356658936,
    0.8931748867034912,
    0.883037805557251
   ],
   "time": 10.337874309159815,
   "param": null
  },
  {
   "epoch": 147,
   "train_loss": 0.21779879927635193,
   "val_loss": 0.6722203493118286,
   "acc": 80.28,
   "f1": [
    0.8334165215492249,
    0.9042869806289673,
    0.7686682343482971,
    0.5954989790916443,
    0.8068291544914246,
    0.7033183574676514,
    0.8511965274810791,
    0.8517598509788513,
    0.8512627482414246,
    0.82871413230896
   ],
   "time": 9.911033927462995,
   "param": null
  },
  {
   "epoch": 148,
   "train_loss": 0.26236048340797424,
   "val_loss": 0.4794309735298157,
   "acc": 82.68,
   "f1": [
    0.8591268062591553,
    0.9097185730934143,
    0.7782849073410034,
    0.6506525874137878,
    0.8108105659484863,
    0.7236380577087402,
    0.8780730962753296,
    0.8610566258430481,
    0.8983638286590576,
    0.8884400129318237
   ],
   "time": 10.80771632771939,
   "param": null
  },
  {
   "epoch": 149,
   "train_loss": 0.2693662941455841,
   "val_loss": 0.6148359179496765,
   "acc": 81.69,
   "f1": [
    0.8527361154556274,
    0.9120877385139465,
    0.7702842950820923,
    0.62076735496521,
    0.7894229292869568,
    0.7174794673919678,
    0.8646798729896545,
    0.8434862494468689,
    0.8843013644218445,
    0.8823527097702026
   ],
   "time": 10.163615176454186,
   "param": null
  },
  {
   "epoch": 150,
   "train_loss": 0.20628395676612854,
   "val_loss": 0.6369320154190063,
   "acc": 82.52,
   "f1": [
    0.8560233116149902,
    0.8989410996437073,
    0.7815629243850708,
    0.6673344969749451,
    0.8112242817878723,
    0.7097743153572083,
    0.8764979839324951,
    0.871519148349762,
    0.8909368515014648,
    0.88579922914505
   ],
   "time": 10.147454049438238,
   "param": null
  },
  {
   "epoch": 151,
   "train_loss": 0.26262855529785156,
   "val_loss": 0.6530239582061768,
   "acc": 82.34,
   "f1": [
    0.8379173278808594,
    0.9029410481452942,
    0.7736388444900513,
    0.6571134924888611,
    0.8190089464187622,
    0.7199580669403076,
    0.883840799331665,
    0.8781952857971191,
    0.8875439763069153,
    0.8670853972434998
   ],
   "time": 10.519749458879232,
   "param": null
  },
  {
   "epoch": 152,
   "train_loss": 0.20755510032176971,
   "val_loss": 0.5248658061027527,
   "acc": 82.59,
   "f1": [
    0.8543874025344849,
    0.9014361500740051,
    0.7749112844467163,
    0.660144031047821,
    0.8106818199157715,
    0.7300102114677429,
    0.8738057613372803,
    0.8716922998428345,
    0.8875796794891357,
    0.8853303790092468
   ],
   "time": 10.591801573522389,
   "param": null
  },
  {
   "epoch": 153,
   "train_loss": 0.2630297839641571,
   "val_loss": 0.6464483737945557,
   "acc": 81.64,
   "f1": [
    0.8674452304840088,
    0.9059574604034424,
    0.7624748945236206,
    0.6407463550567627,
    0.7917686700820923,
    0.7052081823348999,
    0.8298717141151428,
    0.8739238381385803,
    0.8944976329803467,
    0.8850024342536926
   ],
   "time": 10.366250491701066,
   "param": null
  },
  {
   "epoch": 154,
   "train_loss": 0.19553397595882416,
   "val_loss": 0.5861450433731079,
   "acc": 82.65,
   "f1": [
    0.8516066074371338,
    0.9038553833961487,
    0.776459276676178,
    0.66766756772995,
    0.8065021634101868,
    0.7345897555351257,
    0.8648908138275146,
    0.8796342611312866,
    0.8963381052017212,
    0.8850024342536926
   ],
   "time": 10.83778864890337,
   "param": null
  },
  {
   "epoch": 155,
   "train_loss": 0.2108115255832672,
   "val_loss": 0.5519382357597351,
   "acc": 82.96,
   "f1": [
    0.860464870929718,
    0.8999509811401367,
    0.772618293762207,
    0.6814068555831909,
    0.8149644136428833,
    0.726897120475769,
    0.8657428026199341,
    0.8845560550689697,
    0.8995455503463745,
    0.8885478973388672
   ],
   "time": 10.028850522823632,
   "param": null
  },
  {
   "epoch": 156,
   "train_loss": 0.2231789082288742,
   "val_loss": 0.5691472887992859,
   "acc": 82.12,
   "f1": [
    0.847557783126831,
    0.9081833958625793,
    0.7765042185783386,
    0.6516412496566772,
    0.8052870035171509,
    0.7105664014816284,
    0.8745443224906921,
    0.8652194142341614,
    0.8918501734733582,
    0.8856446146965027
   ],
   "time": 10.187174705788493,
   "param": null
  },
  {
   "epoch": 157,
   "train_loss": 0.23261065781116486,
   "val_loss": 0.5066500902175903,
   "acc": 82.53,
   "f1": [
    0.8555665016174316,
    0.9020200371742249,
    0.7764225602149963,
    0.6587886810302734,
    0.8180932402610779,
    0.7218273282051086,
    0.8769305348396301,
    0.8704712390899658,
    0.8932724595069885,
    0.8811187148094177
   ],
   "time": 10.067063209600747,
   "param": null
  },
  {
   "epoch": 158,
   "train_loss": 0.23397091031074524,
   "val_loss": 0.5997099280357361,
   "acc": 82.74,
   "f1": [
    0.8553518056869507,
    0.9078496694564819,
    0.7800703048706055,
    0.6560736894607544,
    0.8149252533912659,
    0.714576780796051,
    0.8776620626449585,
    0.8769305348396301,
    0.8908997774124146,
    0.8912818431854248
   ],
   "time": 10.717251003719866,
   "param": null
  },
  {
   "epoch": 159,
   "train_loss": 0.19877588748931885,
   "val_loss": 0.6099644303321838,
   "acc": 82.62,
   "f1": [
    0.8504166603088379,
    0.8997529149055481,
    0.7854952216148376,
    0.6461702585220337,
    0.8221341967582703,
    0.7298967242240906,
    0.8778002858161926,
    0.865098237991333,
    0.8831797242164612,
    0.8799998760223389
   ],
   "time": 10.830495044589043,
   "param": null
  },
  {
   "epoch": 160,
   "train_loss": 0.17596811056137085,
   "val_loss": 0.5311673283576965,
   "acc": 83.42,
   "f1": [
    0.8743000030517578,
    0.9152029752731323,
    0.7863680720329285,
    0.663206934928894,
    0.8162454962730408,
    0.7371481657028198,
    0.8723606467247009,
    0.8759568929672241,
    0.9017855525016785,
    0.8949725031852722
   ],
   "time": 10.17840185482055,
   "param": null
  },
  {
   "epoch": 161,
   "train_loss": 0.2092750072479248,
   "val_loss": 0.5597544312477112,
   "acc": 83.11,
   "f1": [
    0.8687559366226196,
    0.9116048216819763,
    0.7847038507461548,
    0.6652954816818237,
    0.8106769919395447,
    0.7258685231208801,
    0.8624462485313416,
    0.8813039660453796,
    0.9041093587875366,
    0.8937914967536926
   ],
   "time": 10.716197412461042,
   "param": null
  },
  {
   "epoch": 162,
   "train_loss": 0.24844780564308167,
   "val_loss": 0.6506513357162476,
   "acc": 83.31,
   "f1": [
    0.8643409013748169,
    0.9066925644874573,
    0.7880018353462219,
    0.674333393573761,
    0.827410876750946,
    0.7306161522865295,
    0.8740664720535278,
    0.870553195476532,
    0.901450514793396,
    0.8832078576087952
   ],
   "time": 10.178949863649905,
   "param": null
  },
  {
   "epoch": 163,
   "train_loss": 0.18153081834316254,
   "val_loss": 0.5901308655738831,
   "acc": 82.27,
   "f1": [
    0.860565185546875,
    0.9087338447570801,
    0.7571359872817993,
    0.6529772281646729,
    0.7995898127555847,
    0.7172907590866089,
    0.8667952418327332,
    0.8803679347038269,
    0.8918501734733582,
    0.8895864486694336
   ],
   "time": 10.421965015120804,
   "param": null
  },
  {
   "epoch": 164,
   "train_loss": 0.23267124593257904,
   "val_loss": 0.5798507332801819,
   "acc": 83.73,
   "f1": [
    0.8752493262290955,
    0.9103868007659912,
    0.7915592789649963,
    0.6676859259605408,
    0.8241443634033203,
    0.727933406829834,
    0.8741461038589478,
    0.8879998326301575,
    0.9078361392021179,
    0.8969274163246155
   ],
   "time": 10.07364282477647,
   "param": null
  },
  {
   "epoch": 165,
   "train_loss": 0.17864990234375,
   "val_loss": 0.540560781955719,
   "acc": 82.94,
   "f1": [
    0.8623579740524292,
    0.9100788831710815,
    0.7912306189537048,
    0.6554972529411316,
    0.8196391463279724,
    0.7208373546600342,
    0.8737767338752747,
    0.8741719722747803,
    0.8906479477882385,
    0.886113703250885
   ],
   "time": 9.813941874541342,
   "param": null
  },
  {
   "epoch": 166,
   "train_loss": 0.17004452645778656,
   "val_loss": 0.6722812056541443,
   "acc": 83.86,
   "f1": [
    0.8703886866569519,
    0.9153728485107422,
    0.7940147519111633,
    0.6788246631622314,
    0.8204377889633179,
    0.7434759140014648,
    0.8750625252723694,
    0.8793537020683289,
    0.909641444683075,
    0.9013655185699463
   ],
   "time": 9.910852685570717,
   "param": null
  },
  {
   "epoch": 167,
   "train_loss": 0.18435311317443848,
   "val_loss": 0.5605433583259583,
   "acc": 83.24,
   "f1": [
    0.8647027611732483,
    0.9138015508651733,
    0.7796435952186584,
    0.6656533479690552,
    0.8195597529411316,
    0.7264435887336731,
    0.8743816018104553,
    0.8797180652618408,
    0.9023299813270569,
    0.8923227787017822
   ],
   "time": 11.00652318727225,
   "param": null
  },
  {
   "epoch": 168,
   "train_loss": 0.11701169610023499,
   "val_loss": 0.5348031520843506,
   "acc": 83.75,
   "f1": [
    0.8791978359222412,
    0.9092720150947571,
    0.7888287901878357,
    0.6694691181182861,
    0.8239365816116333,
    0.7295040488243103,
    0.88113933801651,
    0.8834416270256042,
    0.9066126346588135,
    0.898989737033844
   ],
   "time": 10.670828212983906,
   "param": null
  },
  {
   "epoch": 169,
   "train_loss": 0.1357128769159317,
   "val_loss": 0.5954400897026062,
   "acc": 83.86,
   "f1": [
    0.8717947006225586,
    0.913021445274353,
    0.7947551608085632,
    0.677002489566803,
    0.8341606855392456,
    0.7260690927505493,
    0.8733204007148743,
    0.8832078576087952,
    0.9011856317520142,
    0.9016311168670654
   ],
   "time": 10.202846926636994,
   "param": null
  },
  {
   "epoch": 170,
   "train_loss": 0.14792919158935547,
   "val_loss": 0.6343640089035034,
   "acc": 83.9,
   "f1": [
    0.8703052401542664,
    0.9147980213165283,
    0.7958061099052429,
    0.6726981401443481,
    0.8281851410865784,
    0.7344228029251099,
    0.8754206895828247,
    0.889889657497406,
    0.8973344564437866,
    0.8975263237953186
   ],
   "time": 10.370569447055459,
   "param": null
  },
  {
   "epoch": 171,
   "train_loss": 0.2114248424768448,
   "val_loss": 0.5001829266548157,
   "acc": 83.29,
   "f1": [
    0.871306836605072,
    0.9093623757362366,
    0.7838382124900818,
    0.6603072285652161,
    0.8242905139923096,
    0.7327796220779419,
    0.8530364036560059,
    0.881168007850647,
    0.9082613587379456,
    0.8977503180503845
   ],
   "time": 10.287358955480158,
   "param": null
  },
  {
   "epoch": 172,
   "train_loss": 0.13859331607818604,
   "val_loss": 0.6295682191848755,
   "acc": 83.27,
   "f1": [
    0.8611109256744385,
    0.9044831991195679,
    0.7835856080055237,
    0.6759303212165833,
    0.8286571502685547,
    0.7217029333114624,
    0.8706561923027039,
    0.888322114944458,
    0.8987728357315063,
    0.8934815526008606
   ],
   "time": 10.11749402154237,
   "param": null
  },
  {
   "epoch": 173,
   "train_loss": 0.15778541564941406,
   "val_loss": 0.6247702240943909,
   "acc": 83.33,
   "f1": [
    0.8732532858848572,
    0.9111222624778748,
    0.7877261638641357,
    0.6638785600662231,
    0.8182271122932434,
    0.7257256507873535,
    0.8607712388038635,
    0.8884400129318237,
    0.9045969843864441,
    0.8905545473098755
   ],
   "time": 10.601889309473336,
   "param": null
  },
  {
   "epoch": 174,
   "train_loss": 0.1684940606355667,
   "val_loss": 0.608241617679596,
   "acc": 83.35,
   "f1": [
    0.8664330244064331,
    0.9165827035903931,
    0.7784901857376099,
    0.6735495328903198,
    0.81973797082901,
    0.720558762550354,
    0.8777831196784973,
    0.8831561207771301,
    0.9049047231674194,
    0.8991851806640625
   ],
   "time": 9.935315371491015,
   "param": null
  },
  {
   "epoch": 175,
   "train_loss": 0.14318743348121643,
   "val_loss": 0.48329415917396545,
   "acc": 83.55,
   "f1": [
    0.8659189343452454,
    0.9141163229942322,
    0.7826529145240784,
    0.6635119318962097,
    0.8145954608917236,
    0.7393074035644531,
    0.8731448650360107,
    0.8813894391059875,
    0.9042604565620422,
    0.9025379419326782
   ],
   "time": 10.42471531406045,
   "param": null
  },
  {
   "epoch": 176,
   "train_loss": 0.11339364945888519,
   "val_loss": 0.637296199798584,
   "acc": 83.92,
   "f1": [
    0.881083607673645,
    0.9118234515190125,
    0.7887178063392639,
    0.6715403199195862,
    0.8256433606147766,
    0.7384305000305176,
    0.8784770965576172,
    0.8827928304672241,
    0.9047384262084961,
    0.8978977203369141
   ],
   "time": 10.823310901410878,
   "param": null
  },
  {
   "epoch": 177,
   "train_loss": 0.1140846237540245,
   "val_loss": 0.5906658172607422,
   "acc": 83.72,
   "f1": [
    0.8726019859313965,
    0.9095425009727478,
    0.7859959006309509,
    0.6727920770645142,
    0.8247626423835754,
    0.7304074168205261,
    0.8805459141731262,
    0.8799191117286682,
    0.9059231877326965,
    0.8999500870704651
   ],
   "time": 10.67180700507015,
   "param": null
  },
  {
   "epoch": 178,
   "train_loss": 0.10082828253507614,
   "val_loss": 0.4951332211494446,
   "acc": 83.94,
   "f1": [
    0.8726366758346558,
    0.9169600605964661,
    0.7945617437362671,
    0.6788510084152222,
    0.8253188729286194,
    0.736246645450592,
    0.8823814988136292,
    0.8772792220115662,
    0.9051895141601562,
    0.8924887776374817
   ],
   "time": 10.593325885012746,
   "param": null
  },
  {
   "epoch": 179,
   "train_loss": 0.1115826815366745,
   "val_loss": 0.5432389974594116,
   "acc": 83.7,
   "f1": [
    0.8673517107963562,
    0.9148514270782471,
    0.7947469353675842,
    0.6720320582389832,
    0.8206183910369873,
    0.7292816638946533,
    0.8693514466285706,
    0.8897793889045715,
    0.9082613587379456,
    0.9034234285354614
   ],
   "time": 9.847072206437588,
   "param": null
  },
  {
   "epoch": 180,
   "train_loss": 0.14374347031116486,
   "val_loss": 0.5616657733917236,
   "acc": 83.94,
   "f1": [
    0.8759998083114624,
    0.911088764667511,
    0.7901486158370972,
    0.6737588047981262,
    0.8301137685775757,
    0.7338343858718872,
    0.8822956085205078,
    0.8832078576087952,
    0.9059998393058777,
    0.9024873971939087
   ],
   "time": 10.084577349945903,
   "param": null
  },
  {
   "epoch": 181,
   "train_loss": 0.10756595432758331,
   "val_loss": 0.5670278072357178,
   "acc": 83.73,
   "f1": [
    0.8660799264907837,
    0.911983847618103,
    0.7965410351753235,
    0.668440580368042,
    0.8295340538024902,
    0.7281997203826904,
    0.8762086629867554,
    0.8824108839035034,
    0.9020386338233948,
    0.8948411345481873
   ],
   "time": 10.031600303947926,
   "param": null
  },
  {
   "epoch": 182,
   "train_loss": 0.07663971930742264,
   "val_loss": 0.5920135378837585,
   "acc": 83.92,
   "f1": [
    0.8796432018280029,
    0.9117205142974854,
    0.7937309145927429,
    0.6800204515457153,
    0.8215519785881042,
    0.7304089069366455,
    0.8695650696754456,
    0.8879917860031128,
    0.9126014709472656,
    0.9028627872467041
   ],
   "time": 10.68495882395655,
   "param": null
  },
  {
   "epoch": 183,
   "train_loss": 0.127348855137825,
   "val_loss": 0.5192896723747253,
   "acc": 83.94,
   "f1": [
    0.8784117102622986,
    0.9154227375984192,
    0.7939848303794861,
    0.6614006161689758,
    0.8256155848503113,
    0.7361109256744385,
    0.87746262550354,
    0.8843057155609131,
    0.9118539094924927,
    0.9006022214889526
   ],
   "time": 10.22698173020035,
   "param": null
  },
  {
   "epoch": 184,
   "train_loss": 0.09575007110834122,
   "val_loss": 0.5385746359825134,
   "acc": 84.01,
   "f1": [
    0.8769460320472717,
    0.9102562665939331,
    0.7969847321510315,
    0.677002489566803,
    0.828766942024231,
    0.7307886481285095,
    0.8777397274971008,
    0.8873307704925537,
    0.9068259596824646,
    0.8994973301887512
   ],
   "time": 10.122624659910798,
   "param": null
  },
  {
   "epoch": 185,
   "train_loss": 0.0967484787106514,
   "val_loss": 0.5858616828918457,
   "acc": 83.9,
   "f1": [
    0.8749998807907104,
    0.9118810296058655,
    0.7973920106887817,
    0.6764090657234192,
    0.8276890516281128,
    0.7295532822608948,
    0.8698563575744629,
    0.8835580348968506,
    0.9112901091575623,
    0.8986959457397461
   ],
   "time": 10.52737704385072,
   "param": null
  },
  {
   "epoch": 186,
   "train_loss": 0.12797211110591888,
   "val_loss": 0.6480221748352051,
   "acc": 83.98,
   "f1": [
    0.8767256736755371,
    0.9129363298416138,
    0.7984148859977722,
    0.6760268807411194,
    0.8225237131118774,
    0.7374870777130127,
    0.8778586983680725,
    0.8794819116592407,
    0.9061262607574463,
    0.8996433019638062
   ],
   "time": 10.349926493130624,
   "param": null
  },
  {
   "epoch": 187,
   "train_loss": 0.10803745687007904,
   "val_loss": 0.6266858577728271,
   "acc": 83.96,
   "f1": [
    0.8767934441566467,
    0.9143138527870178,
    0.7991905808448792,
    0.6714874505996704,
    0.824465274810791,
    0.730769157409668,
    0.8778586983680725,
    0.8831167817115784,
    0.9103584289550781,
    0.8982455134391785
   ],
   "time": 10.339085631072521,
   "param": null
  },
  {
   "epoch": 188,
   "train_loss": 0.09660442173480988,
   "val_loss": 0.5076026320457458,
   "acc": 83.95,
   "f1": [
    0.8719209432601929,
    0.91530442237854,
    0.7961845993995667,
    0.6732363700866699,
    0.825569748878479,
    0.7309643626213074,
    0.8756071329116821,
    0.8866598010063171,
    0.908366322517395,
    0.9016639590263367
   ],
   "time": 9.475631183944643,
   "param": null
  },
  {
   "epoch": 189,
   "train_loss": 0.14860086143016815,
   "val_loss": 0.6593056917190552,
   "acc": 83.99,
   "f1": [
    0.8762935400009155,
    0.9137155413627625,
    0.8010074496269226,
    0.6718345284461975,
    0.8255870938301086,
    0.7328628301620483,
    0.8807880282402039,
    0.8782176375389099,
    0.9105526208877563,
    0.8995545506477356
   ],
   "time": 11.40223568212241,
   "param": null
  },
  {
   "epoch": 190,
   "train_loss": 0.13540467619895935,
   "val_loss": 0.5911590456962585,
   "acc": 84.01,
   "f1": [
    0.8742572665214539,
    0.9124193787574768,
    0.8030378222465515,
    0.6701405644416809,
    0.824569821357727,
    0.730866551399231,
    0.8818046450614929,
    0.883233368396759,
    0.9117937088012695,
    0.8977953791618347
   ],
   "time": 11.787297100760043,
   "param": null
  },
  {
   "epoch": 191,
   "train_loss": 0.10901394486427307,
   "val_loss": 0.6490951776504517,
   "acc": 83.96,
   "f1": [
    0.8779760003089905,
    0.9126982092857361,
    0.7993965148925781,
    0.6755645275115967,
    0.8244119882583618,
    0.7313655018806458,
    0.8785956501960754,
    0.885426938533783,
    0.908178448677063,
    0.896448016166687
   ],
   "time": 11.445944535546005,
   "param": null
  },
  {
   "epoch": 192,
   "train_loss": 0.10738394409418106,
   "val_loss": 0.5807568430900574,
   "acc": 84.07,
   "f1": [
    0.8764820098876953,
    0.9159998297691345,
    0.8048655390739441,
    0.6751917004585266,
    0.8276203274726868,
    0.7285568714141846,
    0.8800781965255737,
    0.8823527097702026,
    0.9090906977653503,
    0.900148868560791
   ],
   "time": 12.135360803455114,
   "param": null
  },
  {
   "epoch": 193,
   "train_loss": 0.1649409979581833,
   "val_loss": 0.536239504814148,
   "acc": 83.95,
   "f1": [
    0.8722248077392578,
    0.9129573106765747,
    0.8011986017227173,
    0.673969566822052,
    0.8235880136489868,
    0.7326931953430176,
    0.8807880282402039,
    0.8793272972106934,
    0.9091814160346985,
    0.8987975120544434
   ],
   "time": 10.634289835579693,
   "param": null
  },
  {
   "epoch": 194,
   "train_loss": 0.10602934658527374,
   "val_loss": 0.48855578899383545,
   "acc": 84.07,
   "f1": [
    0.8725829124450684,
    0.913151204586029,
    0.8022031188011169,
    0.6793813109397888,
    0.8276550769805908,
    0.73420250415802,
    0.8822076916694641,
    0.8840216994285583,
    0.9076383113861084,
    0.8969998359680176
   ],
   "time": 12.13875277619809,
   "param": null
  },
  {
   "epoch": 195,
   "train_loss": 0.12466292083263397,
   "val_loss": 0.5936232209205627,
   "acc": 83.96,
   "f1": [
    0.871414303779602,
    0.9113298654556274,
    0.7999998331069946,
    0.6756755709648132,
    0.8277913331985474,
    0.7319534420967102,
    0.8791421055793762,
    0.8849998116493225,
    0.9059998393058777,
    0.8980410099029541
   ],
   "time": 11.721534955315292,
   "param": null
  },
  {
   "epoch": 196,
   "train_loss": 0.09802398085594177,
   "val_loss": 0.4974759519100189,
   "acc": 84.04,
   "f1": [
    0.8750615119934082,
    0.9121419787406921,
    0.8006025552749634,
    0.6753380298614502,
    0.8273130059242249,
    0.7331994771957397,
    0.8799606561660767,
    0.8846537470817566,
    0.9088174700737,
    0.8984922766685486
   ],
   "time": 12.257136180996895,
   "param": null
  },
  {
   "epoch": 197,
   "train_loss": 0.08693885058164597,
   "val_loss": 0.5816398859024048,
   "acc": 84.03,
   "f1": [
    0.8741326928138733,
    0.913151204586029,
    0.8018107414245605,
    0.6756336688995361,
    0.8282023668289185,
    0.7337693572044373,
    0.8800781965255737,
    0.8839998245239258,
    0.9064530730247498,
    0.897653341293335
   ],
   "time": 12.027944118715823,
   "param": null
  },
  {
   "epoch": 198,
   "train_loss": 0.112308569252491,
   "val_loss": 0.6100847125053406,
   "acc": 84.03,
   "f1": [
    0.8771753907203674,
    0.911067008972168,
    0.8036161065101624,
    0.6780536770820618,
    0.8295340538024902,
    0.7305387854576111,
    0.8814558386802673,
    0.8839998245239258,
    0.9044264554977417,
    0.896448016166687
   ],
   "time": 11.56238997168839,
   "param": null
  },
  {
   "epoch": 199,
   "train_loss": 0.1006665974855423,
   "val_loss": 0.6712296009063721,
   "acc": 84.03,
   "f1": [
    0.8745058178901672,
    0.9134946465492249,
    0.8028096556663513,
    0.6749352216720581,
    0.8284140825271606,
    0.7309999465942383,
    0.8798428177833557,
    0.8835340142250061,
    0.9086369276046753,
    0.8985941410064697
   ],
   "time": 10.914813244715333,
   "param": null
  }
 ]
}