smart_augmentation/higher/res/benchmark/CIFAR10/log/RandAugment(N2-M1.00)-wide_resnet50_2-200 epochs -1.json

{
 "Accuracy": 89.21,
 "Time": [
  40.0383179730922,
  0.4679445654549353,
  8801.089919482358
 ],
 "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": 2,
  "M": 1
 },
 "Log": [
  {
   "epoch": 0,
   "train_loss": 2.288424491882324,
   "val_loss": 5.264251232147217,
   "acc": 13.31,
   "f1": [
    0.21256889402866364,
    0.0,
    0.18470247089862823,
    0.0,
    0.19509269297122955,
    0.0,
    0.0,
    0.05412714555859566,
    0.0019685006700456142,
    0.0
   ],
   "time": 39.84308967087418,
   "param": null
  },
  {
   "epoch": 1,
   "train_loss": 2.6379778385162354,
   "val_loss": 2.305152177810669,
   "acc": 10.33,
   "f1": [
    0.09259255975484848,
    0.0,
    0.003952565602958202,
    0.0,
    0.0,
    0.10317027568817139,
    0.0,
    0.0,
    0.17625969648361206,
    0.0
   ],
   "time": 39.52809607051313,
   "param": null
  },
  {
   "epoch": 2,
   "train_loss": 3.1588001251220703,
   "val_loss": 2.0964343547821045,
   "acc": 20.82,
   "f1": [
    0.18708601593971252,
    0.24411995708942413,
    0.0,
    0.0,
    0.06658440828323364,
    0.0,
    0.32956570386886597,
    0.23381640017032623,
    0.32863837480545044,
    0.0
   ],
   "time": 40.1260889377445,
   "param": null
  },
  {
   "epoch": 3,
   "train_loss": 3.534611701965332,
   "val_loss": 2.053252935409546,
   "acc": 23.22,
   "f1": [
    0.16088055074214935,
    0.290018767118454,
    0.0,
    0.09943176060914993,
    0.0,
    0.0,
    0.3374999761581421,
    0.22784803807735443,
    0.3612848222255707,
    0.25844207406044006
   ],
   "time": 40.42311953753233,
   "param": null
  },
  {
   "epoch": 4,
   "train_loss": 1.9665191173553467,
   "val_loss": 1.9559639692306519,
   "acc": 25.76,
   "f1": [
    0.23751883208751678,
    0.34140273928642273,
    0.0,
    0.0,
    0.35740596055984497,
    0.0,
    0.21853582561016083,
    0.2765289545059204,
    0.3818555474281311,
    0.312580406665802
   ],
   "time": 40.209923568181694,
   "param": null
  },
  {
   "epoch": 5,
   "train_loss": 2.326512098312378,
   "val_loss": 1.8344565629959106,
   "acc": 26.43,
   "f1": [
    0.26138901710510254,
    0.33742716908454895,
    0.00782778300344944,
    0.2182762324810028,
    0.29513877630233765,
    0.0,
    0.3024243414402008,
    0.2694479525089264,
    0.30565574765205383,
    0.3409899175167084
   ],
   "time": 41.21471491549164,
   "param": null
  },
  {
   "epoch": 6,
   "train_loss": 1.920899748802185,
   "val_loss": 1.8206590414047241,
   "acc": 31.94,
   "f1": [
    0.43738308548927307,
    0.40313097834587097,
    0.11300915479660034,
    0.13043472170829773,
    0.3661758601665497,
    0.2733136713504791,
    0.2704308331012726,
    0.2900207042694092,
    0.38649341464042664,
    0.42869555950164795
   ],
   "time": 41.02215019706637,
   "param": null
  },
  {
   "epoch": 7,
   "train_loss": 1.8904508352279663,
   "val_loss": 1.7781286239624023,
   "acc": 34.96,
   "f1": [
    0.3267388939857483,
    0.5256409049034119,
    0.13212427496910095,
    0.08045048266649246,
    0.33333325386047363,
    0.3358096778392792,
    0.3464744985103607,
    0.35658326745033264,
    0.46104180812835693,
    0.4164522886276245
   ],
   "time": 40.40138844586909,
   "param": null
  },
  {
   "epoch": 8,
   "train_loss": 1.8020997047424316,
   "val_loss": 1.7230700254440308,
   "acc": 36.48,
   "f1": [
    0.3830488622188568,
    0.528856098651886,
    0.02993450127542019,
    0.14437079429626465,
    0.36325499415397644,
    0.37692296504974365,
    0.36871060729026794,
    0.3426602780818939,
    0.4680326581001282,
    0.4307137429714203
   ],
   "time": 41.19935137964785,
   "param": null
  },
  {
   "epoch": 9,
   "train_loss": 2.0594849586486816,
   "val_loss": 1.714338779449463,
   "acc": 36.12,
   "f1": [
    0.3737671673297882,
    0.5588381886482239,
    0.20204971730709076,
    0.04787231236696243,
    0.3770369589328766,
    0.39300891757011414,
    0.30504825711250305,
    0.3784677982330322,
    0.4476907253265381,
    0.3792666792869568
   ],
   "time": 41.5130441756919,
   "param": null
  },
  {
   "epoch": 10,
   "train_loss": 1.7454023361206055,
   "val_loss": 1.6674566268920898,
   "acc": 39.18,
   "f1": [
    0.43558499217033386,
    0.568957507610321,
    0.2814237177371979,
    0.14136898517608643,
    0.2826522886753082,
    0.39711180329322815,
    0.4576175808906555,
    0.4133857786655426,
    0.4004270136356354,
    0.3801559507846832
   ],
   "time": 40.18002319801599,
   "param": null
  },
  {
   "epoch": 11,
   "train_loss": 1.8640317916870117,
   "val_loss": 1.6169010400772095,
   "acc": 40.06,
   "f1": [
    0.46511614322662354,
    0.4751007854938507,
    0.26523691415786743,
    0.2267250120639801,
    0.3754759132862091,
    0.4535222053527832,
    0.3465908467769623,
    0.4600234925746918,
    0.40376678109169006,
    0.4811799228191376
   ],
   "time": 40.21089138183743,
   "param": null
  },
  {
   "epoch": 12,
   "train_loss": 1.7100638151168823,
   "val_loss": 1.5505732297897339,
   "acc": 39.85,
   "f1": [
    0.36330705881118774,
    0.42049920558929443,
    0.3582623302936554,
    0.3503587245941162,
    0.19249141216278076,
    0.21820908784866333,
    0.513513445854187,
    0.5202508568763733,
    0.4649610221385956,
    0.41666653752326965
   ],
   "time": 39.798910207115114,
   "param": null
  },
  {
   "epoch": 13,
   "train_loss": 1.6304173469543457,
   "val_loss": 1.5074143409729004,
   "acc": 44.96,
   "f1": [
    0.46216994524002075,
    0.5511530041694641,
    0.34725266695022583,
    0.13134323060512543,
    0.33864298462867737,
    0.44126254320144653,
    0.5304791927337646,
    0.5344910025596619,
    0.5498345494270325,
    0.5122209787368774
   ],
   "time": 39.699656780809164,
   "param": null
  },
  {
   "epoch": 14,
   "train_loss": 1.5432863235473633,
   "val_loss": 1.4951252937316895,
   "acc": 45.85,
   "f1": [
    0.5210503935813904,
    0.5505969524383545,
    0.3552910387516022,
    0.06599447131156921,
    0.3733680248260498,
    0.44842275977134705,
    0.5177559852600098,
    0.5328183770179749,
    0.5539950132369995,
    0.5276871919631958
   ],
   "time": 39.80566346459091,
   "param": null
  },
  {
   "epoch": 15,
   "train_loss": 1.6189489364624023,
   "val_loss": 1.418285846710205,
   "acc": 49.18,
   "f1": [
    0.5061366558074951,
    0.6168896555900574,
    0.35056865215301514,
    0.23374909162521362,
    0.4211476743221283,
    0.47128117084503174,
    0.5187997817993164,
    0.5699372291564941,
    0.6173993945121765,
    0.5468509197235107
   ],
   "time": 39.50571801327169,
   "param": null
  },
  {
   "epoch": 16,
   "train_loss": 1.653956413269043,
   "val_loss": 1.4673397541046143,
   "acc": 46.75,
   "f1": [
    0.5261505842208862,
    0.5107490420341492,
    0.3853045403957367,
    0.29743120074272156,
    0.39895278215408325,
    0.4561048448085785,
    0.5680035948753357,
    0.5226004719734192,
    0.5558421015739441,
    0.46117910742759705
   ],
   "time": 39.17911712825298,
   "param": null
  },
  {
   "epoch": 17,
   "train_loss": 1.667424201965332,
   "val_loss": 1.2961313724517822,
   "acc": 49.84,
   "f1": [
    0.4927534759044647,
    0.6148026585578918,
    0.39019596576690674,
    0.2274341732263565,
    0.41385936737060547,
    0.41765695810317993,
    0.5643152594566345,
    0.5682995915412903,
    0.6126542091369629,
    0.5644170641899109
   ],
   "time": 38.96711273677647,
   "param": null
  },
  {
   "epoch": 18,
   "train_loss": 1.6011724472045898,
   "val_loss": 1.2716944217681885,
   "acc": 52.38,
   "f1": [
    0.5212635397911072,
    0.6252062320709229,
    0.3791145384311676,
    0.2917397916316986,
    0.4439070224761963,
    0.4860278367996216,
    0.5836163759231567,
    0.5838444828987122,
    0.6493968963623047,
    0.5957247614860535
   ],
   "time": 38.84554569236934,
   "param": null
  },
  {
   "epoch": 19,
   "train_loss": 1.3602855205535889,
   "val_loss": 1.2394015789031982,
   "acc": 51.63,
   "f1": [
    0.4949595630168915,
    0.6246481537818909,
    0.4163496792316437,
    0.3624800443649292,
    0.44764387607574463,
    0.42668256163597107,
    0.6025103330612183,
    0.600652813911438,
    0.6081526279449463,
    0.5640460252761841
   ],
   "time": 40.100505977869034,
   "param": null
  },
  {
   "epoch": 20,
   "train_loss": 1.3932442665100098,
   "val_loss": 1.2660737037658691,
   "acc": 52.91,
   "f1": [
    0.5164946913719177,
    0.6136630773544312,
    0.42882394790649414,
    0.3506961464881897,
    0.465938538312912,
    0.485032856464386,
    0.6089237332344055,
    0.5914992690086365,
    0.6236637234687805,
    0.6046034693717957
   ],
   "time": 39.148330656811595,
   "param": null
  },
  {
   "epoch": 21,
   "train_loss": 1.3990474939346313,
   "val_loss": 1.3223507404327393,
   "acc": 54.54,
   "f1": [
    0.6110541820526123,
    0.6753767728805542,
    0.384572297334671,
    0.29391172528266907,
    0.48320603370666504,
    0.4712642431259155,
    0.602840006351471,
    0.603757381439209,
    0.6455925703048706,
    0.6224488615989685
   ],
   "time": 38.95106165111065,
   "param": null
  },
  {
   "epoch": 22,
   "train_loss": 1.3879897594451904,
   "val_loss": 1.162471055984497,
   "acc": 56.84,
   "f1": [
    0.5925600528717041,
    0.69560706615448,
    0.47864025831222534,
    0.3677341639995575,
    0.4942830502986908,
    0.4856814444065094,
    0.6473236083984375,
    0.6224861741065979,
    0.6354228854179382,
    0.6453796029090881
   ],
   "time": 37.4514763392508,
   "param": null
  },
  {
   "epoch": 23,
   "train_loss": 1.4444730281829834,
   "val_loss": 1.1503398418426514,
   "acc": 56.6,
   "f1": [
    0.612197756767273,
    0.7182794213294983,
    0.46196237206459045,
    0.36492881178855896,
    0.4974987208843231,
    0.41316965222358704,
    0.5542168021202087,
    0.6163862347602844,
    0.703935444355011,
    0.6593405604362488
   ],
   "time": 39.3418741999194,
   "param": null
  },
  {
   "epoch": 24,
   "train_loss": 1.3350777626037598,
   "val_loss": 1.1991742849349976,
   "acc": 56.87,
   "f1": [
    0.5449590086936951,
    0.6765543222427368,
    0.48626217246055603,
    0.3745277225971222,
    0.5237855911254883,
    0.48995521664619446,
    0.6264539957046509,
    0.6441748142242432,
    0.6366958022117615,
    0.6433491110801697
   ],
   "time": 39.27577909361571,
   "param": null
  },
  {
   "epoch": 25,
   "train_loss": 1.3705893754959106,
   "val_loss": 1.1777446269989014,
   "acc": 58.12,
   "f1": [
    0.5876886248588562,
    0.7237268686294556,
    0.498647004365921,
    0.43408992886543274,
    0.5302507281303406,
    0.4960421025753021,
    0.6421403288841248,
    0.6130950450897217,
    0.705775260925293,
    0.660126805305481
   ],
   "time": 39.74020153656602,
   "param": null
  },
  {
   "epoch": 26,
   "train_loss": 1.314666748046875,
   "val_loss": 1.1176320314407349,
   "acc": 57.71,
   "f1": [
    0.6473070979118347,
    0.7192116975784302,
    0.5051822662353516,
    0.4025694727897644,
    0.45639172196388245,
    0.48586878180503845,
    0.5813874006271362,
    0.5928800702095032,
    0.7257750630378723,
    0.6368975639343262
   ],
   "time": 39.236312246881425,
   "param": null
  },
  {
   "epoch": 27,
   "train_loss": 1.181017279624939,
   "val_loss": 1.0777488946914673,
   "acc": 61.63,
   "f1": [
    0.641700267791748,
    0.7523952722549438,
    0.5420559644699097,
    0.40358200669288635,
    0.5323825478553772,
    0.5245046019554138,
    0.6523637771606445,
    0.6702701449394226,
    0.7293367981910706,
    0.6720460057258606
   ],
   "time": 39.914260908961296,
   "param": null
  },
  {
   "epoch": 28,
   "train_loss": 1.228054404258728,
   "val_loss": 1.132430076599121,
   "acc": 61.64,
   "f1": [
    0.6450191140174866,
    0.7268671989440918,
    0.5358065962791443,
    0.4477882981300354,
    0.5653641223907471,
    0.5333967804908752,
    0.6962350606918335,
    0.6495432257652283,
    0.7216769456863403,
    0.6936935186386108
   ],
   "time": 39.955087810754776,
   "param": null
  },
  {
   "epoch": 29,
   "train_loss": 1.1488709449768066,
   "val_loss": 1.1343560218811035,
   "acc": 59.56,
   "f1": [
    0.6336751580238342,
    0.7656170129776001,
    0.5309150218963623,
    0.38149186968803406,
    0.5555554628372192,
    0.5060070157051086,
    0.6651214957237244,
    0.6476397514343262,
    0.751643717288971,
    0.6051415801048279
   ],
   "time": 39.644199810922146,
   "param": null
  },
  {
   "epoch": 30,
   "train_loss": 1.192884087562561,
   "val_loss": 1.095993161201477,
   "acc": 59.11,
   "f1": [
    0.5742442607879639,
    0.6894073486328125,
    0.4436466693878174,
    0.25340592861175537,
    0.5724784731864929,
    0.5378208756446838,
    0.6662670969963074,
    0.6908022165298462,
    0.7367395162582397,
    0.6378642320632935
   ],
   "time": 39.56385591812432,
   "param": null
  },
  {
   "epoch": 31,
   "train_loss": 1.1300723552703857,
   "val_loss": 1.091582179069519,
   "acc": 63.47,
   "f1": [
    0.6854302883148193,
    0.6867923736572266,
    0.5821242928504944,
    0.45735353231430054,
    0.5658791661262512,
    0.563499391078949,
    0.6687077283859253,
    0.6852188110351562,
    0.7512775659561157,
    0.7136014103889465
   ],
   "time": 39.94643093086779,
   "param": null
  },
  {
   "epoch": 32,
   "train_loss": 1.138914942741394,
   "val_loss": 1.0182994604110718,
   "acc": 64.74,
   "f1": [
    0.6782883405685425,
    0.7827025651931763,
    0.5517798662185669,
    0.46343961358070374,
    0.6058359742164612,
    0.5222087502479553,
    0.7322220206260681,
    0.6719704866409302,
    0.7270577549934387,
    0.7393641471862793
   ],
   "time": 39.721670189872384,
   "param": null
  },
  {
   "epoch": 33,
   "train_loss": 1.0644142627716064,
   "val_loss": 0.9718437790870667,
   "acc": 64.17,
   "f1": [
    0.7293992042541504,
    0.6151760220527649,
    0.5871864557266235,
    0.4896608293056488,
    0.5986546277999878,
    0.5115087628364563,
    0.7005915641784668,
    0.7125940918922424,
    0.7575756311416626,
    0.710119903087616
   ],
   "time": 39.341808698140085,
   "param": null
  },
  {
   "epoch": 34,
   "train_loss": 1.047320008277893,
   "val_loss": 0.8737320899963379,
   "acc": 67.34,
   "f1": [
    0.7357106804847717,
    0.7937363982200623,
    0.5867894291877747,
    0.4768078625202179,
    0.605034589767456,
    0.5745567679405212,
    0.7541310787200928,
    0.6932922601699829,
    0.7886916995048523,
    0.7367302179336548
   ],
   "time": 39.04054280463606,
   "param": null
  },
  {
   "epoch": 35,
   "train_loss": 1.0581674575805664,
   "val_loss": 0.891761302947998,
   "acc": 70.13,
   "f1": [
    0.7416412234306335,
    0.8145452737808228,
    0.6180300712585449,
    0.4907406270503998,
    0.6595931649208069,
    0.5929017663002014,
    0.7637186646461487,
    0.7440236806869507,
    0.8141023516654968,
    0.7716454267501831
   ],
   "time": 39.16083637159318,
   "param": null
  },
  {
   "epoch": 36,
   "train_loss": 1.0343122482299805,
   "val_loss": 0.8160473704338074,
   "acc": 69.29,
   "f1": [
    0.7391103506088257,
    0.8042894005775452,
    0.6183204650878906,
    0.5069766044616699,
    0.6805488467216492,
    0.5702728629112244,
    0.7651433944702148,
    0.7419353127479553,
    0.8072288036346436,
    0.7487407922744751
   ],
   "time": 39.27171235624701,
   "param": null
  },
  {
   "epoch": 37,
   "train_loss": 0.9655479192733765,
   "val_loss": 1.0350667238235474,
   "acc": 62.68,
   "f1": [
    0.617634654045105,
    0.7990496754646301,
    0.5073074698448181,
    0.4629729986190796,
    0.5721094608306885,
    0.4730616509914398,
    0.6764329671859741,
    0.6971096992492676,
    0.7547637820243835,
    0.7117436528205872
   ],
   "time": 39.33215353824198,
   "param": null
  },
  {
   "epoch": 38,
   "train_loss": 1.0118656158447266,
   "val_loss": 0.7904725074768066,
   "acc": 69.29,
   "f1": [
    0.7081929445266724,
    0.7838451266288757,
    0.6442884802818298,
    0.5037257075309753,
    0.6644589900970459,
    0.5899875164031982,
    0.7641817927360535,
    0.7278871536254883,
    0.7715606689453125,
    0.7909135818481445
   ],
   "time": 39.15475074853748,
   "param": null
  },
  {
   "epoch": 39,
   "train_loss": 1.0191211700439453,
   "val_loss": 0.8580151200294495,
   "acc": 65.56,
   "f1": [
    0.703962504863739,
    0.6628203988075256,
    0.6228216886520386,
    0.48359403014183044,
    0.6442493200302124,
    0.5896283388137817,
    0.6770572662353516,
    0.7111309766769409,
    0.7583107352256775,
    0.6984256505966187
   ],
   "time": 39.37777026370168,
   "param": null
  },
  {
   "epoch": 40,
   "train_loss": 0.9465239644050598,
   "val_loss": 0.943337619304657,
   "acc": 69.12,
   "f1": [
    0.7546098232269287,
    0.8246152997016907,
    0.5720652341842651,
    0.5398827195167542,
    0.5971829295158386,
    0.5728332996368408,
    0.7463192343711853,
    0.7488985061645508,
    0.8052773475646973,
    0.782844603061676
   ],
   "time": 39.15783745702356,
   "param": null
  },
  {
   "epoch": 41,
   "train_loss": 0.942527174949646,
   "val_loss": 0.81736820936203,
   "acc": 68.41,
   "f1": [
    0.6791729927062988,
    0.8120648264884949,
    0.6153844594955444,
    0.5311283469200134,
    0.6720777750015259,
    0.5286749005317688,
    0.7569718956947327,
    0.7451668381690979,
    0.7644082903862,
    0.7305261492729187
   ],
   "time": 39.228532165288925,
   "param": null
  },
  {
   "epoch": 42,
   "train_loss": 0.9051777124404907,
   "val_loss": 0.8698513507843018,
   "acc": 68.9,
   "f1": [
    0.7038098573684692,
    0.829448938369751,
    0.6000773310661316,
    0.4994708001613617,
    0.6404198408126831,
    0.4623114764690399,
    0.7763288021087646,
    0.7685231566429138,
    0.7862197756767273,
    0.7759560942649841
   ],
   "time": 39.5149736488238,
   "param": null
  },
  {
   "epoch": 43,
   "train_loss": 0.9524521827697754,
   "val_loss": 1.2184898853302002,
   "acc": 57.85,
   "f1": [
    0.5664666295051575,
    0.7792081832885742,
    0.44608640670776367,
    0.39477112889289856,
    0.44989174604415894,
    0.32736146450042725,
    0.6572163701057434,
    0.6960723400115967,
    0.7708137035369873,
    0.6670853495597839
   ],
   "time": 39.55599347501993,
   "param": null
  },
  {
   "epoch": 44,
   "train_loss": 0.911711573600769,
   "val_loss": 0.871922492980957,
   "acc": 68.57,
   "f1": [
    0.6832443475723267,
    0.8099998831748962,
    0.646685779094696,
    0.49189478158950806,
    0.6337541937828064,
    0.6297253966331482,
    0.7297455072402954,
    0.7311732769012451,
    0.7383881211280823,
    0.7511543035507202
   ],
   "time": 39.1528653530404,
   "param": null
  },
  {
   "epoch": 45,
   "train_loss": 0.9585517048835754,
   "val_loss": 0.7971065640449524,
   "acc": 72.41,
   "f1": [
    0.7549726963043213,
    0.8205403685569763,
    0.6886373162269592,
    0.4876541495323181,
    0.7127554416656494,
    0.5986801385879517,
    0.7527425289154053,
    0.7757457494735718,
    0.7804399132728577,
    0.7967163920402527
   ],
   "time": 39.284255089238286,
   "param": null
  },
  {
   "epoch": 46,
   "train_loss": 0.8803962469100952,
   "val_loss": 0.6993658542633057,
   "acc": 73.5,
   "f1": [
    0.7690085172653198,
    0.8470708131790161,
    0.6268071532249451,
    0.5599998235702515,
    0.6809494495391846,
    0.6375348567962646,
    0.8148146867752075,
    0.7820175886154175,
    0.8453606963157654,
    0.7863944172859192
   ],
   "time": 40.484978592954576,
   "param": null
  },
  {
   "epoch": 47,
   "train_loss": 0.8682658076286316,
   "val_loss": 0.8256716132164001,
   "acc": 73.67,
   "f1": [
    0.7794768810272217,
    0.828770637512207,
    0.6859043836593628,
    0.5622844099998474,
    0.677723228931427,
    0.6497295498847961,
    0.7936668395996094,
    0.7787232995033264,
    0.835199773311615,
    0.7996116876602173
   ],
   "time": 40.220283712260425,
   "param": null
  },
  {
   "epoch": 48,
   "train_loss": 0.9808511734008789,
   "val_loss": 0.770621120929718,
   "acc": 73.01,
   "f1": [
    0.7609036564826965,
    0.8596575856208801,
    0.6672274470329285,
    0.5692157745361328,
    0.7227111458778381,
    0.5483232736587524,
    0.7669958472251892,
    0.7862207293510437,
    0.7968055605888367,
    0.7980716228485107
   ],
   "time": 40.240704683586955,
   "param": null
  },
  {
   "epoch": 49,
   "train_loss": 0.893081545829773,
   "val_loss": 0.7620831727981567,
   "acc": 71.98,
   "f1": [
    0.7717841267585754,
    0.8287593722343445,
    0.6716416478157043,
    0.5211767554283142,
    0.7142855525016785,
    0.6185895800590515,
    0.7769057154655457,
    0.7855212092399597,
    0.8162633180618286,
    0.8160975575447083
   ],
   "time": 39.86789197474718,
   "param": null
  },
  {
   "epoch": 50,
   "train_loss": 0.8860301375389099,
   "val_loss": 0.7782178521156311,
   "acc": 74.04,
   "f1": [
    0.7808014750480652,
    0.8526260852813721,
    0.6808509230613708,
    0.5802137851715088,
    0.6802560687065125,
    0.6285713315010071,
    0.7833852767944336,
    0.7995688319206238,
    0.838323175907135,
    0.7980130910873413
   ],
   "time": 40.23207805585116,
   "param": null
  },
  {
   "epoch": 51,
   "train_loss": 0.759412944316864,
   "val_loss": 0.9087968468666077,
   "acc": 72.52,
   "f1": [
    0.7926891446113586,
    0.8521736860275269,
    0.6517161726951599,
    0.5133254528045654,
    0.6807531714439392,
    0.5692501664161682,
    0.7079302072525024,
    0.7898304462432861,
    0.8291590809822083,
    0.8273090720176697
   ],
   "time": 40.21125857066363,
   "param": null
  },
  {
   "epoch": 52,
   "train_loss": 0.8579541444778442,
   "val_loss": 0.7994753122329712,
   "acc": 72.0,
   "f1": [
    0.7752698063850403,
    0.8577296137809753,
    0.6458526253700256,
    0.5347538590431213,
    0.6739128828048706,
    0.636242687702179,
    0.776035726070404,
    0.7280952334403992,
    0.80317622423172,
    0.802855372428894
   ],
   "time": 40.51867955829948,
   "param": null
  },
  {
   "epoch": 53,
   "train_loss": 0.8404436707496643,
   "val_loss": 0.5996293425559998,
   "acc": 77.02,
   "f1": [
    0.7657307982444763,
    0.8689174652099609,
    0.6954075694084167,
    0.6037923097610474,
    0.7519701719284058,
    0.6823174953460693,
    0.844533383846283,
    0.8207341432571411,
    0.8566944599151611,
    0.8300265669822693
   ],
   "time": 40.52238829061389,
   "param": null
  },
  {
   "epoch": 54,
   "train_loss": 0.87464839220047,
   "val_loss": 0.5828437805175781,
   "acc": 76.56,
   "f1": [
    0.7657858729362488,
    0.8508455753326416,
    0.7195709347724915,
    0.5976579785346985,
    0.7650428414344788,
    0.6550447344779968,
    0.8235923051834106,
    0.8163474798202515,
    0.8522192239761353,
    0.8204156756401062
   ],
   "time": 40.00698149390519,
   "param": null
  },
  {
   "epoch": 55,
   "train_loss": 0.8569936752319336,
   "val_loss": 0.6911281943321228,
   "acc": 75.62,
   "f1": [
    0.7898685336112976,
    0.8609817028045654,
    0.680368959903717,
    0.566763699054718,
    0.7198382616043091,
    0.6538459658622742,
    0.8148958086967468,
    0.8127449154853821,
    0.8497940301895142,
    0.7912086248397827
   ],
   "time": 40.020660997368395,
   "param": null
  },
  {
   "epoch": 56,
   "train_loss": 0.864865243434906,
   "val_loss": 0.5737881660461426,
   "acc": 77.25,
   "f1": [
    0.8148881196975708,
    0.867708146572113,
    0.7088605761528015,
    0.5751559138298035,
    0.7497515678405762,
    0.6467660069465637,
    0.8259384036064148,
    0.824910581111908,
    0.851905345916748,
    0.838991105556488
   ],
   "time": 40.499817511066794,
   "param": null
  },
  {
   "epoch": 57,
   "train_loss": 0.8627784252166748,
   "val_loss": 0.6469109058380127,
   "acc": 75.19,
   "f1": [
    0.7773702144622803,
    0.8646997213363647,
    0.6750447154045105,
    0.5743144154548645,
    0.725606381893158,
    0.6589016914367676,
    0.8119401335716248,
    0.7993491291999817,
    0.8003441095352173,
    0.8355194926261902
   ],
   "time": 40.72610703576356,
   "param": null
  },
  {
   "epoch": 58,
   "train_loss": 0.9137817025184631,
   "val_loss": 0.9625486731529236,
   "acc": 67.27,
   "f1": [
    0.723504900932312,
    0.825484573841095,
    0.6268828511238098,
    0.4721968173980713,
    0.6813061833381653,
    0.5571869015693665,
    0.7428234815597534,
    0.7642543315887451,
    0.7895926237106323,
    0.7645124197006226
   ],
   "time": 40.19669108558446,
   "param": null
  },
  {
   "epoch": 59,
   "train_loss": 0.8297742009162903,
   "val_loss": 0.8104045391082764,
   "acc": 70.65,
   "f1": [
    0.777501106262207,
    0.8206989169120789,
    0.666666567325592,
    0.5576367974281311,
    0.6278771162033081,
    0.5911469459533691,
    0.7648350596427917,
    0.8081021904945374,
    0.7571088075637817,
    0.7347901463508606
   ],
   "time": 39.5773730520159,
   "param": null
  },
  {
   "epoch": 60,
   "train_loss": 0.7398070096969604,
   "val_loss": 0.8338842988014221,
   "acc": 71.89,
   "f1": [
    0.7670170664787292,
    0.8371315002441406,
    0.6908913254737854,
    0.513948380947113,
    0.6849683523178101,
    0.626286506652832,
    0.6245755553245544,
    0.8083698749542236,
    0.8270813226699829,
    0.8033881783485413
   ],
   "time": 40.202611044980586,
   "param": null
  },
  {
   "epoch": 61,
   "train_loss": 0.8190733194351196,
   "val_loss": 0.6382049322128296,
   "acc": 78.05,
   "f1": [
    0.8213226199150085,
    0.8632566332817078,
    0.7208442091941833,
    0.5795327425003052,
    0.7482516169548035,
    0.6967021226882935,
    0.8367887735366821,
    0.8259350061416626,
    0.8679243922233582,
    0.838497519493103
   ],
   "time": 40.166909660212696,
   "param": null
  },
  {
   "epoch": 62,
   "train_loss": 0.7204784154891968,
   "val_loss": 0.7549169063568115,
   "acc": 74.86,
   "f1": [
    0.7364405989646912,
    0.8251559734344482,
    0.7020447254180908,
    0.5750550031661987,
    0.7256543636322021,
    0.643570065498352,
    0.8162266612052917,
    0.8273746967315674,
    0.8288450837135315,
    0.7610207796096802
   ],
   "time": 40.137239249423146,
   "param": null
  },
  {
   "epoch": 63,
   "train_loss": 0.8121618032455444,
   "val_loss": 0.5918958783149719,
   "acc": 77.37,
   "f1": [
    0.805460512638092,
    0.8675796985626221,
    0.7227881550788879,
    0.6193440556526184,
    0.7586932182312012,
    0.6417554616928101,
    0.836398720741272,
    0.8075065016746521,
    0.8538281917572021,
    0.8239919543266296
   ],
   "time": 40.040939875878394,
   "param": null
  },
  {
   "epoch": 64,
   "train_loss": 0.8095036149024963,
   "val_loss": 0.7285864949226379,
   "acc": 73.41,
   "f1": [
    0.8047879934310913,
    0.8758898973464966,
    0.7152118682861328,
    0.45574626326560974,
    0.7255935668945312,
    0.5188283920288086,
    0.6612560153007507,
    0.8211172223091125,
    0.8472219705581665,
    0.8233368396759033
   ],
   "time": 40.50018566288054,
   "param": null
  },
  {
   "epoch": 65,
   "train_loss": 0.7153046131134033,
   "val_loss": 0.5590139031410217,
   "acc": 76.91,
   "f1": [
    0.7874623537063599,
    0.882911205291748,
    0.6987177729606628,
    0.6087823510169983,
    0.7574959993362427,
    0.597686231136322,
    0.8382065296173096,
    0.7883145213127136,
    0.863200306892395,
    0.8205127120018005
   ],
   "time": 40.09474632702768,
   "param": null
  },
  {
   "epoch": 66,
   "train_loss": 0.7371549606323242,
   "val_loss": 0.595423698425293,
   "acc": 78.69,
   "f1": [
    0.8159921169281006,
    0.8777492046356201,
    0.7198531031608582,
    0.625307559967041,
    0.7784239649772644,
    0.6821785569190979,
    0.8386399149894714,
    0.8373667001724243,
    0.8583288788795471,
    0.839830756187439
   ],
   "time": 40.4313714010641,
   "param": null
  },
  {
   "epoch": 67,
   "train_loss": 0.7263986468315125,
   "val_loss": 0.6178898215293884,
   "acc": 77.7,
   "f1": [
    0.8005864024162292,
    0.8779729008674622,
    0.7383131384849548,
    0.6197457313537598,
    0.7643563151359558,
    0.6420061588287354,
    0.8441833853721619,
    0.8209522366523743,
    0.8033262491226196,
    0.8388450145721436
   ],
   "time": 40.281973170116544,
   "param": null
  },
  {
   "epoch": 68,
   "train_loss": 0.7009664177894592,
   "val_loss": 0.8815754652023315,
   "acc": 71.06,
   "f1": [
    0.7879728674888611,
    0.8525072336196899,
    0.6906076073646545,
    0.48111993074417114,
    0.7231404185295105,
    0.5793195366859436,
    0.7155278325080872,
    0.7850573658943176,
    0.8288680911064148,
    0.7950726747512817
   ],
   "time": 40.41797080729157,
   "param": null
  },
  {
   "epoch": 69,
   "train_loss": 0.7575448155403137,
   "val_loss": 0.8410594463348389,
   "acc": 71.95,
   "f1": [
    0.7763086557388306,
    0.8719998598098755,
    0.6464284062385559,
    0.5121106505393982,
    0.6955488920211792,
    0.6331876516342163,
    0.7777776718139648,
    0.7890587449073792,
    0.8102786540985107,
    0.7910445928573608
   ],
   "time": 40.11809755861759,
   "param": null
  },
  {
   "epoch": 70,
   "train_loss": 0.7429075837135315,
   "val_loss": 0.5659413933753967,
   "acc": 77.2,
   "f1": [
    0.8190287351608276,
    0.885744035243988,
    0.6830163598060608,
    0.5810500979423523,
    0.7636198401451111,
    0.6468049883842468,
    0.8114131093025208,
    0.8249450922012329,
    0.8547097444534302,
    0.8562626242637634
   ],
   "time": 39.97091044392437,
   "param": null
  },
  {
   "epoch": 71,
   "train_loss": 0.8079173564910889,
   "val_loss": 0.6751666069030762,
   "acc": 76.61,
   "f1": [
    0.80968177318573,
    0.857941210269928,
    0.7307285070419312,
    0.5657508969306946,
    0.7283948659896851,
    0.6196658611297607,
    0.8334136605262756,
    0.8036479353904724,
    0.826106607913971,
    0.8211380839347839
   ],
   "time": 40.342859752476215,
   "param": null
  },
  {
   "epoch": 72,
   "train_loss": 0.7410428524017334,
   "val_loss": 0.6882209777832031,
   "acc": 76.28,
   "f1": [
    0.8148862719535828,
    0.8705206513404846,
    0.6596145033836365,
    0.6206584572792053,
    0.7204236388206482,
    0.6930595636367798,
    0.8047537207603455,
    0.8289101123809814,
    0.8667008280754089,
    0.8066359758377075
   ],
   "time": 39.68298313487321,
   "param": null
  },
  {
   "epoch": 73,
   "train_loss": 0.6558263301849365,
   "val_loss": 0.5727245807647705,
   "acc": 78.43,
   "f1": [
    0.8064361214637756,
    0.872456431388855,
    0.7208120822906494,
    0.6431515216827393,
    0.7742544412612915,
    0.665488600730896,
    0.8511874675750732,
    0.8010678887367249,
    0.8607460260391235,
    0.8361519575119019
   ],
   "time": 40.442242404446006,
   "param": null
  },
  {
   "epoch": 74,
   "train_loss": 0.6352501511573792,
   "val_loss": 0.6163713932037354,
   "acc": 77.07,
   "f1": [
    0.7922749519348145,
    0.8607823848724365,
    0.7068660259246826,
    0.6275020241737366,
    0.7098622918128967,
    0.6670635938644409,
    0.8329020738601685,
    0.8361980319023132,
    0.8584662079811096,
    0.819868803024292
   ],
   "time": 40.043402205221355,
   "param": null
  },
  {
   "epoch": 75,
   "train_loss": 0.6984323859214783,
   "val_loss": 1.1066975593566895,
   "acc": 66.94,
   "f1": [
    0.7975889444351196,
    0.8499077558517456,
    0.6706739664077759,
    0.47847673296928406,
    0.5295342803001404,
    0.5434628129005432,
    0.6009581685066223,
    0.7788553237915039,
    0.7869614958763123,
    0.6953222155570984
   ],
   "time": 40.22212317585945,
   "param": null
  },
  {
   "epoch": 76,
   "train_loss": 0.6851903796195984,
   "val_loss": 0.6569808125495911,
   "acc": 76.05,
   "f1": [
    0.8122990727424622,
    0.8647539615631104,
    0.6896166801452637,
    0.5762710571289062,
    0.7712213397026062,
    0.6787415146827698,
    0.7965712547302246,
    0.8491559028625488,
    0.7895979285240173,
    0.8440096378326416
   ],
   "time": 40.651561664417386,
   "param": null
  },
  {
   "epoch": 77,
   "train_loss": 0.6672751903533936,
   "val_loss": 0.567213237285614,
   "acc": 78.82,
   "f1": [
    0.7918999195098877,
    0.8880193829536438,
    0.7216493487358093,
    0.6272813081741333,
    0.7474331259727478,
    0.6891302466392517,
    0.8443081974983215,
    0.843779981136322,
    0.8593270778656006,
    0.8618897199630737
   ],
   "time": 40.16262318007648,
   "param": null
  },
  {
   "epoch": 78,
   "train_loss": 0.7411950826644897,
   "val_loss": 0.5729205012321472,
   "acc": 81.19,
   "f1": [
    0.8349899053573608,
    0.8982276916503906,
    0.7583891153335571,
    0.6582748889923096,
    0.7855973243713379,
    0.7111583948135376,
    0.8641602396965027,
    0.85586017370224,
    0.8910695314407349,
    0.8645729422569275
   ],
   "time": 39.972641999833286,
   "param": null
  },
  {
   "epoch": 79,
   "train_loss": 0.6706276535987854,
   "val_loss": 0.45741739869117737,
   "acc": 80.99,
   "f1": [
    0.8359000086784363,
    0.8937026262283325,
    0.7590534687042236,
    0.6544452905654907,
    0.7946882247924805,
    0.6953604221343994,
    0.8447617888450623,
    0.8623045086860657,
    0.886025607585907,
    0.8758898973464966
   ],
   "time": 40.2482921378687,
   "param": null
  },
  {
   "epoch": 80,
   "train_loss": 0.588760256767273,
   "val_loss": 0.7490379810333252,
   "acc": 77.27,
   "f1": [
    0.8287605047225952,
    0.8823834657669067,
    0.7273588180541992,
    0.6177052855491638,
    0.7619530558586121,
    0.6757990121841431,
    0.6446390748023987,
    0.8617233037948608,
    0.855915904045105,
    0.8635475635528564
   ],
   "time": 40.84272762015462,
   "param": null
  },
  {
   "epoch": 81,
   "train_loss": 0.631176233291626,
   "val_loss": 0.6736120581626892,
   "acc": 79.61,
   "f1": [
    0.8311305046081543,
    0.8843396306037903,
    0.7279150485992432,
    0.6353908181190491,
    0.7822496294975281,
    0.683914303779602,
    0.8482650518417358,
    0.8676169514656067,
    0.865454375743866,
    0.8608947396278381
   ],
   "time": 39.98027675691992,
   "param": null
  },
  {
   "epoch": 82,
   "train_loss": 0.6720567941665649,
   "val_loss": 0.5983940958976746,
   "acc": 77.96,
   "f1": [
    0.7930658459663391,
    0.8806582093238831,
    0.7146689295768738,
    0.6103894710540771,
    0.7571303248405457,
    0.709646463394165,
    0.820814311504364,
    0.8050894737243652,
    0.8582087755203247,
    0.8596950769424438
   ],
   "time": 40.030680768191814,
   "param": null
  },
  {
   "epoch": 83,
   "train_loss": 0.6676156520843506,
   "val_loss": 0.5476438999176025,
   "acc": 80.16,
   "f1": [
    0.8365589380264282,
    0.8412785530090332,
    0.7663277983665466,
    0.6411238312721252,
    0.8092707395553589,
    0.6968420147895813,
    0.8403728604316711,
    0.8678660988807678,
    0.8999505043029785,
    0.8467555642127991
   ],
   "time": 40.32244001701474,
   "param": null
  },
  {
   "epoch": 84,
   "train_loss": 0.6522283554077148,
   "val_loss": 0.6915857791900635,
   "acc": 77.71,
   "f1": [
    0.7744970321655273,
    0.8893483877182007,
    0.7146127820014954,
    0.618867814540863,
    0.752519428730011,
    0.6858972907066345,
    0.8284337520599365,
    0.8389260172843933,
    0.8589210510253906,
    0.856993556022644
   ],
   "time": 40.54295226652175,
   "param": null
  },
  {
   "epoch": 85,
   "train_loss": 0.66020268201828,
   "val_loss": 0.703847348690033,
   "acc": 77.84,
   "f1": [
    0.8191536664962769,
    0.8788185119628906,
    0.7194042205810547,
    0.6019304990768433,
    0.7593122124671936,
    0.6918016076087952,
    0.8176794052124023,
    0.8354855179786682,
    0.8478962779045105,
    0.8198548555374146
   ],
   "time": 40.22420126479119,
   "param": null
  },
  {
   "epoch": 86,
   "train_loss": 0.5377845168113708,
   "val_loss": 0.5684777498245239,
   "acc": 81.16,
   "f1": [
    0.842315137386322,
    0.8919468522071838,
    0.7683314085006714,
    0.6618961691856384,
    0.8012485504150391,
    0.7112525105476379,
    0.853161633014679,
    0.8595201373100281,
    0.8704760074615479,
    0.8624462485313416
   ],
   "time": 40.15804406441748,
   "param": null
  },
  {
   "epoch": 87,
   "train_loss": 0.6522790789604187,
   "val_loss": 0.8004244565963745,
   "acc": 72.59,
   "f1": [
    0.7814627885818481,
    0.8426608443260193,
    0.7337525486946106,
    0.5119494795799255,
    0.7346585392951965,
    0.5538055896759033,
    0.7770113348960876,
    0.8052768707275391,
    0.6811435222625732,
    0.7756792902946472
   ],
   "time": 40.27463891264051,
   "param": null
  },
  {
   "epoch": 88,
   "train_loss": 0.6739563941955566,
   "val_loss": 0.4495985805988312,
   "acc": 80.15,
   "f1": [
    0.8202958703041077,
    0.9011896252632141,
    0.7474970817565918,
    0.6545291543006897,
    0.8021388649940491,
    0.7088082432746887,
    0.8535653948783875,
    0.8494782447814941,
    0.8599410653114319,
    0.8308101892471313
   ],
   "time": 40.422210328280926,
   "param": null
  },
  {
   "epoch": 89,
   "train_loss": 0.7047820091247559,
   "val_loss": 0.7619028687477112,
   "acc": 75.02,
   "f1": [
    0.7174332141876221,
    0.8840283155441284,
    0.6629480719566345,
    0.6272308826446533,
    0.7395563125610352,
    0.6391874551773071,
    0.7904052734375,
    0.8064329624176025,
    0.8280192017555237,
    0.838422954082489
   ],
   "time": 39.58159501198679,
   "param": null
  },
  {
   "epoch": 90,
   "train_loss": 0.6492480039596558,
   "val_loss": 0.5261467695236206,
   "acc": 79.54,
   "f1": [
    0.838943362236023,
    0.8658145666122437,
    0.7644827961921692,
    0.6422199010848999,
    0.8105945587158203,
    0.6856815218925476,
    0.8555022478103638,
    0.7689740061759949,
    0.8826871514320374,
    0.8329454660415649
   ],
   "time": 40.46357470005751,
   "param": null
  },
  {
   "epoch": 91,
   "train_loss": 0.6009671688079834,
   "val_loss": 0.725960373878479,
   "acc": 75.12,
   "f1": [
    0.7290835976600647,
    0.8458098769187927,
    0.6840181350708008,
    0.592791736125946,
    0.76981121301651,
    0.6490796208381653,
    0.7419155836105347,
    0.8404039144515991,
    0.8228142261505127,
    0.8166120052337646
   ],
   "time": 39.97152299899608,
   "param": null
  },
  {
   "epoch": 92,
   "train_loss": 0.6360617280006409,
   "val_loss": 0.6100025773048401,
   "acc": 81.03,
   "f1": [
    0.8365814685821533,
    0.8997529149055481,
    0.7706056833267212,
    0.6582497358322144,
    0.8064841032028198,
    0.7165270447731018,
    0.8466199636459351,
    0.87184739112854,
    0.8465010523796082,
    0.873239278793335
   ],
   "time": 39.81573227420449,
   "param": null
  },
  {
   "epoch": 93,
   "train_loss": 0.6572057604789734,
   "val_loss": 0.41611620783805847,
   "acc": 83.02,
   "f1": [
    0.8513777256011963,
    0.8984062075614929,
    0.7782425880432129,
    0.6905003786087036,
    0.814376950263977,
    0.7404424548149109,
    0.8739737868309021,
    0.8853631615638733,
    0.895736813545227,
    0.8670793771743774
   ],
   "time": 40.128264303319156,
   "param": null
  },
  {
   "epoch": 94,
   "train_loss": 0.5367113947868347,
   "val_loss": 0.8016734719276428,
   "acc": 75.07,
   "f1": [
    0.6683470606803894,
    0.8576675057411194,
    0.6999998688697815,
    0.550122082233429,
    0.7679323554039001,
    0.6283239126205444,
    0.8269637227058411,
    0.8595210909843445,
    0.7712228894233704,
    0.8410460948944092
   ],
   "time": 40.30280081927776,
   "param": null
  },
  {
   "epoch": 95,
   "train_loss": 0.5783265829086304,
   "val_loss": 0.5280429124832153,
   "acc": 81.63,
   "f1": [
    0.8207083344459534,
    0.895287811756134,
    0.7774508595466614,
    0.6700335741043091,
    0.810703456401825,
    0.7292456030845642,
    0.865817666053772,
    0.85902339220047,
    0.8798097968101501,
    0.8794819116592407
   ],
   "time": 40.4587669512257,
   "param": null
  },
  {
   "epoch": 96,
   "train_loss": 0.5236935019493103,
   "val_loss": 0.7078350186347961,
   "acc": 75.34,
   "f1": [
    0.8094239234924316,
    0.8878503441810608,
    0.7344509959220886,
    0.5484866499900818,
    0.7319292426109314,
    0.6180554032325745,
    0.7615060806274414,
    0.8324928879737854,
    0.8589310646057129,
    0.8653377294540405
   ],
   "time": 39.96470783185214,
   "param": null
  },
  {
   "epoch": 97,
   "train_loss": 0.6903101801872253,
   "val_loss": 0.5294978618621826,
   "acc": 80.13,
   "f1": [
    0.8362718224525452,
    0.8627267479896545,
    0.7603392004966736,
    0.6575567722320557,
    0.81973797082901,
    0.7200446128845215,
    0.8567373752593994,
    0.8565754294395447,
    0.867075502872467,
    0.7861744165420532
   ],
   "time": 40.32998610474169,
   "param": null
  },
  {
   "epoch": 98,
   "train_loss": 0.6003167629241943,
   "val_loss": 0.5772821307182312,
   "acc": 80.8,
   "f1": [
    0.8173031210899353,
    0.8926107287406921,
    0.7650322318077087,
    0.6785386204719543,
    0.8022424578666687,
    0.6990739703178406,
    0.8604767322540283,
    0.8653020858764648,
    0.850810706615448,
    0.8521547913551331
   ],
   "time": 40.50905999261886,
   "param": null
  },
  {
   "epoch": 99,
   "train_loss": 0.5808815360069275,
   "val_loss": 0.466505229473114,
   "acc": 81.57,
   "f1": [
    0.8556804656982422,
    0.8986219167709351,
    0.767913281917572,
    0.6698161363601685,
    0.8089998364448547,
    0.7090357542037964,
    0.8621982932090759,
    0.8517314195632935,
    0.8964141011238098,
    0.8599135875701904
   ],
   "time": 40.43494303431362,
   "param": null
  },
  {
   "epoch": 100,
   "train_loss": 0.5511042475700378,
   "val_loss": 0.5329684019088745,
   "acc": 80.93,
   "f1": [
    0.8248896598815918,
    0.8856866359710693,
    0.790651261806488,
    0.6657196283340454,
    0.8066824674606323,
    0.7156547904014587,
    0.8582994341850281,
    0.8399544358253479,
    0.8546456098556519,
    0.8500475883483887
   ],
   "time": 40.49104629922658,
   "param": null
  },
  {
   "epoch": 101,
   "train_loss": 0.5594503879547119,
   "val_loss": 0.5694757103919983,
   "acc": 81.57,
   "f1": [
    0.8534231781959534,
    0.8814027309417725,
    0.756331741809845,
    0.6835955381393433,
    0.8105368614196777,
    0.7051049470901489,
    0.836065411567688,
    0.8902754187583923,
    0.8797106742858887,
    0.8476452231407166
   ],
   "time": 39.82026134431362,
   "param": null
  },
  {
   "epoch": 102,
   "train_loss": 0.5547953248023987,
   "val_loss": 0.48099419474601746,
   "acc": 81.72,
   "f1": [
    0.858259916305542,
    0.8882573843002319,
    0.782650887966156,
    0.6766843199729919,
    0.8094978928565979,
    0.7335479259490967,
    0.8537397384643555,
    0.865735650062561,
    0.8738877773284912,
    0.8430834412574768
   ],
   "time": 39.82293772883713,
   "param": null
  },
  {
   "epoch": 103,
   "train_loss": 0.5881774425506592,
   "val_loss": 0.5325401425361633,
   "acc": 80.52,
   "f1": [
    0.8334136605262756,
    0.9016311168670654,
    0.7597339749336243,
    0.6563145518302917,
    0.7596765756607056,
    0.6983206868171692,
    0.8332579135894775,
    0.8402232527732849,
    0.8918343782424927,
    0.8753286004066467
   ],
   "time": 40.26751276105642,
   "param": null
  },
  {
   "epoch": 104,
   "train_loss": 0.4701117277145386,
   "val_loss": 0.5017726421356201,
   "acc": 82.07,
   "f1": [
    0.8547917604446411,
    0.9088190197944641,
    0.7664863467216492,
    0.6540204882621765,
    0.8201797008514404,
    0.7193716168403625,
    0.8498086929321289,
    0.8882203698158264,
    0.8923856019973755,
    0.8837447166442871
   ],
   "time": 39.74718960747123,
   "param": null
  },
  {
   "epoch": 105,
   "train_loss": 0.5290054082870483,
   "val_loss": 0.538334310054779,
   "acc": 80.36,
   "f1": [
    0.8138237595558167,
    0.8951191902160645,
    0.7664973139762878,
    0.6212796568870544,
    0.7857141494750977,
    0.7301585674285889,
    0.8656715154647827,
    0.87668377161026,
    0.879746675491333,
    0.8671873807907104
   ],
   "time": 40.51124109700322,
   "param": null
  },
  {
   "epoch": 106,
   "train_loss": 0.5361126065254211,
   "val_loss": 0.7172752022743225,
   "acc": 76.3,
   "f1": [
    0.7863809466362,
    0.8847581744194031,
    0.7368419766426086,
    0.6120454668998718,
    0.7251843810081482,
    0.7151513695716858,
    0.7120146751403809,
    0.8223980665206909,
    0.8168371319770813,
    0.8594162464141846
   ],
   "time": 40.13660751655698,
   "param": null
  },
  {
   "epoch": 107,
   "train_loss": 0.46727779507637024,
   "val_loss": 0.5290260314941406,
   "acc": 80.85,
   "f1": [
    0.8597841262817383,
    0.8999515175819397,
    0.7748520970344543,
    0.6292225122451782,
    0.7701215147972107,
    0.7067012786865234,
    0.851474404335022,
    0.8654779195785522,
    0.9011444449424744,
    0.8836742639541626
   ],
   "time": 39.84953355882317,
   "param": null
  },
  {
   "epoch": 108,
   "train_loss": 0.5435886383056641,
   "val_loss": 0.6321115493774414,
   "acc": 80.32,
   "f1": [
    0.8299710154533386,
    0.8970227241516113,
    0.7506029009819031,
    0.6331876516342163,
    0.795077919960022,
    0.6724940538406372,
    0.878817617893219,
    0.8568397164344788,
    0.8331007361412048,
    0.8491294384002686
   ],
   "time": 40.34685535170138,
   "param": null
  },
  {
   "epoch": 109,
   "train_loss": 0.5530269145965576,
   "val_loss": 0.515263557434082,
   "acc": 83.22,
   "f1": [
    0.8747410178184509,
    0.9102887511253357,
    0.78660649061203,
    0.7011914253234863,
    0.8011361956596375,
    0.7283948659896851,
    0.8753708004951477,
    0.867599368095398,
    0.9005904197692871,
    0.8793920874595642
   ],
   "time": 39.75437820982188,
   "param": null
  },
  {
   "epoch": 110,
   "train_loss": 0.5371575355529785,
   "val_loss": 0.4474051892757416,
   "acc": 81.96,
   "f1": [
    0.8487516641616821,
    0.8812854886054993,
    0.77909255027771,
    0.6841877102851868,
    0.8078429698944092,
    0.7170835733413696,
    0.8840352296829224,
    0.8723402619361877,
    0.8741090893745422,
    0.8684625625610352
   ],
   "time": 40.78114906698465,
   "param": null
  },
  {
   "epoch": 111,
   "train_loss": 0.44576525688171387,
   "val_loss": 0.4190044105052948,
   "acc": 82.66,
   "f1": [
    0.8430147171020508,
    0.9090906977653503,
    0.7838614583015442,
    0.7082926034927368,
    0.7948428988456726,
    0.7330884337425232,
    0.8949218988418579,
    0.8509051203727722,
    0.8716526627540588,
    0.8697739839553833
   ],
   "time": 40.013002783060074,
   "param": null
  },
  {
   "epoch": 112,
   "train_loss": 0.5096692442893982,
   "val_loss": 0.5552484393119812,
   "acc": 83.27,
   "f1": [
    0.8817095756530762,
    0.9089126586914062,
    0.7961652874946594,
    0.6913690567016602,
    0.8019692301750183,
    0.7316627502441406,
    0.879591703414917,
    0.8771560788154602,
    0.9081833958625793,
    0.8762829303741455
   ],
   "time": 39.56485113687813,
   "param": null
  },
  {
   "epoch": 113,
   "train_loss": 0.5355204343795776,
   "val_loss": 0.7852275967597961,
   "acc": 78.3,
   "f1": [
    0.8210415244102478,
    0.8558597564697266,
    0.7298310399055481,
    0.6416451334953308,
    0.7780649662017822,
    0.6904760003089905,
    0.7668141722679138,
    0.870477020740509,
    0.8360126614570618,
    0.8381372690200806
   ],
   "time": 40.31555571500212,
   "param": null
  },
  {
   "epoch": 114,
   "train_loss": 0.535163938999176,
   "val_loss": 0.5420257449150085,
   "acc": 83.63,
   "f1": [
    0.8664430975914001,
    0.8943163752555847,
    0.8025856614112854,
    0.6746030449867249,
    0.8209311366081238,
    0.7558427453041077,
    0.8763617277145386,
    0.8823829889297485,
    0.892511248588562,
    0.8763211965560913
   ],
   "time": 40.04272376559675,
   "param": null
  },
  {
   "epoch": 115,
   "train_loss": 0.5308311581611633,
   "val_loss": 0.9383501410484314,
   "acc": 73.6,
   "f1": [
    0.8256115317344666,
    0.8892170190811157,
    0.6849194765090942,
    0.510378360748291,
    0.7152378559112549,
    0.5324857234954834,
    0.6497116684913635,
    0.8234659433364868,
    0.8559626936912537,
    0.8415358662605286
   ],
   "time": 39.95404872857034,
   "param": null
  },
  {
   "epoch": 116,
   "train_loss": 0.4711894989013672,
   "val_loss": 0.602537214756012,
   "acc": 80.74,
   "f1": [
    0.8309783935546875,
    0.9029661417007446,
    0.7597824335098267,
    0.6670101881027222,
    0.7433992624282837,
    0.735198974609375,
    0.8273126482963562,
    0.8481500148773193,
    0.8894652724266052,
    0.8748767375946045
   ],
   "time": 39.948261770419776,
   "param": null
  },
  {
   "epoch": 117,
   "train_loss": 0.4961874485015869,
   "val_loss": 0.6240328550338745,
   "acc": 81.64,
   "f1": [
    0.8361021876335144,
    0.9099661707878113,
    0.7638564109802246,
    0.6646043062210083,
    0.8195717334747314,
    0.6241133213043213,
    0.8723174333572388,
    0.887887716293335,
    0.8835298418998718,
    0.8837918639183044
   ],
   "time": 40.19838410243392,
   "param": null
  },
  {
   "epoch": 118,
   "train_loss": 0.36732926964759827,
   "val_loss": 0.46474164724349976,
   "acc": 84.39,
   "f1": [
    0.8610407710075378,
    0.9028053879737854,
    0.8043262958526611,
    0.7236380577087402,
    0.8350200653076172,
    0.7736329436302185,
    0.885455310344696,
    0.8862943053245544,
    0.8926551342010498,
    0.8724831342697144
   ],
   "time": 40.36406586319208,
   "param": null
  },
  {
   "epoch": 119,
   "train_loss": 0.47242894768714905,
   "val_loss": 0.41327887773513794,
   "acc": 83.04,
   "f1": [
    0.8220593333244324,
    0.8987581729888916,
    0.7848746180534363,
    0.6776676177978516,
    0.8184521794319153,
    0.7569112777709961,
    0.8811038136482239,
    0.8916029334068298,
    0.8912929892539978,
    0.8761802911758423
   ],
   "time": 39.6479960354045,
   "param": null
  },
  {
   "epoch": 120,
   "train_loss": 0.5132290124893188,
   "val_loss": 0.5222097039222717,
   "acc": 83.54,
   "f1": [
    0.8599380254745483,
    0.908436119556427,
    0.7996059060096741,
    0.687174916267395,
    0.8375712037086487,
    0.7536522746086121,
    0.8788671493530273,
    0.880251944065094,
    0.8910316824913025,
    0.8857429623603821
   ],
   "time": 40.37902524136007,
   "param": null
  },
  {
   "epoch": 121,
   "train_loss": 0.4123654365539551,
   "val_loss": 0.4378603398799896,
   "acc": 84.84,
   "f1": [
    0.8685769438743591,
    0.9099948406219482,
    0.8115320801734924,
    0.7043089270591736,
    0.8381224274635315,
    0.7621334195137024,
    0.9053162336349487,
    0.8840504288673401,
    0.9085269570350647,
    0.8964832425117493
   ],
   "time": 40.1254723072052,
   "param": null
  },
  {
   "epoch": 122,
   "train_loss": 0.4499390721321106,
   "val_loss": 0.40600675344467163,
   "acc": 84.16,
   "f1": [
    0.8792317509651184,
    0.8981287479400635,
    0.8071016073226929,
    0.6973857283592224,
    0.830541729927063,
    0.7210347056388855,
    0.8822956085205078,
    0.8970974683761597,
    0.9158688187599182,
    0.8986082077026367
   ],
   "time": 40.53087094333023,
   "param": null
  },
  {
   "epoch": 123,
   "train_loss": 0.4595143496990204,
   "val_loss": 0.51863032579422,
   "acc": 81.12,
   "f1": [
    0.8467822074890137,
    0.8899223804473877,
    0.7717994451522827,
    0.6394255757331848,
    0.8111886382102966,
    0.720916748046875,
    0.8742069602012634,
    0.8588005304336548,
    0.8304345607757568,
    0.8438817262649536
   ],
   "time": 40.27123824972659,
   "param": null
  },
  {
   "epoch": 124,
   "train_loss": 0.3881950378417969,
   "val_loss": 0.49093201756477356,
   "acc": 84.17,
   "f1": [
    0.863932728767395,
    0.9172235131263733,
    0.7950247526168823,
    0.7021275758743286,
    0.8394696712493896,
    0.7636362314224243,
    0.86403489112854,
    0.8740893006324768,
    0.9074973464012146,
    0.8904041051864624
   ],
   "time": 40.14353017695248,
   "param": null
  },
  {
   "epoch": 125,
   "train_loss": 0.4805888235569,
   "val_loss": 0.5303043127059937,
   "acc": 83.59,
   "f1": [
    0.8675796985626221,
    0.9070864319801331,
    0.7713308930397034,
    0.6976515054702759,
    0.8225067257881165,
    0.7547556161880493,
    0.8803243637084961,
    0.874940812587738,
    0.9109622240066528,
    0.867871880531311
   ],
   "time": 40.3466926869005,
   "param": null
  },
  {
   "epoch": 126,
   "train_loss": 0.393563449382782,
   "val_loss": 0.4373556077480316,
   "acc": 84.38,
   "f1": [
    0.8632476925849915,
    0.9127380847930908,
    0.7960149645805359,
    0.7098019123077393,
    0.8370974063873291,
    0.7469511032104492,
    0.8884441256523132,
    0.8871633410453796,
    0.9092730283737183,
    0.8969695568084717
   ],
   "time": 39.77887723129243,
   "param": null
  },
  {
   "epoch": 127,
   "train_loss": 0.3981039524078369,
   "val_loss": 0.4693405330181122,
   "acc": 84.09,
   "f1": [
    0.871519148349762,
    0.9084840416908264,
    0.8006101846694946,
    0.6951618790626526,
    0.829736053943634,
    0.7466665506362915,
    0.8918126821517944,
    0.8937271237373352,
    0.9102820158004761,
    0.8632150888442993
   ],
   "time": 40.09754273016006,
   "param": null
  },
  {
   "epoch": 128,
   "train_loss": 0.3955661952495575,
   "val_loss": 0.5040977001190186,
   "acc": 84.76,
   "f1": [
    0.8742631077766418,
    0.9133464694023132,
    0.8077687621116638,
    0.7135874032974243,
    0.8510425090789795,
    0.7559286952018738,
    0.8935943245887756,
    0.8936384916305542,
    0.9009270668029785,
    0.8781232237815857
   ],
   "time": 40.3477852139622,
   "param": null
  },
  {
   "epoch": 129,
   "train_loss": 0.4107765257358551,
   "val_loss": 0.5828182697296143,
   "acc": 81.04,
   "f1": [
    0.830188512802124,
    0.8827658891677856,
    0.7664375305175781,
    0.6647369861602783,
    0.8042811751365662,
    0.7314963936805725,
    0.8541778922080994,
    0.8806498646736145,
    0.8383391499519348,
    0.8548230528831482
   ],
   "time": 39.84410858992487,
   "param": null
  },
  {
   "epoch": 130,
   "train_loss": 0.5073594450950623,
   "val_loss": 0.43804240226745605,
   "acc": 85.48,
   "f1": [
    0.8763934969902039,
    0.9054773449897766,
    0.8229425549507141,
    0.7249632477760315,
    0.8548138737678528,
    0.7794618606567383,
    0.8958541750907898,
    0.8993901014328003,
    0.902833878993988,
    0.892177402973175
   ],
   "time": 40.1114148022607,
   "param": null
  },
  {
   "epoch": 131,
   "train_loss": 0.4481784999370575,
   "val_loss": 0.5136566758155823,
   "acc": 83.17,
   "f1": [
    0.8703886866569519,
    0.9133003354072571,
    0.8031807541847229,
    0.6767100095748901,
    0.8180520534515381,
    0.7035525441169739,
    0.8831299543380737,
    0.8795307278633118,
    0.9057589769363403,
    0.8895831108093262
   ],
   "time": 39.71734602935612,
   "param": null
  },
  {
   "epoch": 132,
   "train_loss": 0.3638856112957001,
   "val_loss": 0.47207823395729065,
   "acc": 84.77,
   "f1": [
    0.8816680908203125,
    0.9096571803092957,
    0.8167266845703125,
    0.6912539005279541,
    0.8422070145606995,
    0.752329409122467,
    0.9006022214889526,
    0.8692613244056702,
    0.911455512046814,
    0.8945592641830444
   ],
   "time": 40.60962591134012,
   "param": null
  },
  {
   "epoch": 133,
   "train_loss": 0.39601027965545654,
   "val_loss": 0.4864729344844818,
   "acc": 84.28,
   "f1": [
    0.8854884505271912,
    0.9187789559364319,
    0.7755100727081299,
    0.7056344151496887,
    0.8328139185905457,
    0.7587333917617798,
    0.8834353685379028,
    0.8926551342010498,
    0.8985364437103271,
    0.873120129108429
   ],
   "time": 40.27458950038999,
   "param": null
  },
  {
   "epoch": 134,
   "train_loss": 0.31338784098625183,
   "val_loss": 0.43565890192985535,
   "acc": 85.17,
   "f1": [
    0.882999837398529,
    0.92020183801651,
    0.8134150505065918,
    0.7068306803703308,
    0.8420482873916626,
    0.774603009223938,
    0.8879579305648804,
    0.8995022773742676,
    0.9085138440132141,
    0.9095475673675537
   ],
   "time": 40.17452367674559,
   "param": null
  },
  {
   "epoch": 135,
   "train_loss": 0.3528221845626831,
   "val_loss": 0.34398382902145386,
   "acc": 85.68,
   "f1": [
    0.8811255097389221,
    0.9202932119369507,
    0.8196719884872437,
    0.7155869603157043,
    0.8481010794639587,
    0.7781492471694946,
    0.8834764361381531,
    0.8969070315361023,
    0.9179824590682983,
    0.8974485397338867
   ],
   "time": 40.27884278167039,
   "param": null
  },
  {
   "epoch": 136,
   "train_loss": 0.37104669213294983,
   "val_loss": 0.43088242411613464,
   "acc": 84.9,
   "f1": [
    0.8771927952766418,
    0.9080513119697571,
    0.8201082944869995,
    0.7093545794487,
    0.8372794389724731,
    0.771141767501831,
    0.8737756013870239,
    0.8959415555000305,
    0.906705379486084,
    0.894545316696167
   ],
   "time": 40.0770626924932,
   "param": null
  },
  {
   "epoch": 137,
   "train_loss": 0.4358344078063965,
   "val_loss": 0.39519354701042175,
   "acc": 85.96,
   "f1": [
    0.8860757946968079,
    0.9108806252479553,
    0.8298506140708923,
    0.7166585922241211,
    0.8606181144714355,
    0.7834005355834961,
    0.9034824371337891,
    0.8952770233154297,
    0.9164653420448303,
    0.9009998440742493
   ],
   "time": 39.95679766405374,
   "param": null
  },
  {
   "epoch": 138,
   "train_loss": 0.46169936656951904,
   "val_loss": 0.473001092672348,
   "acc": 85.51,
   "f1": [
    0.8904592394828796,
    0.9060714244842529,
    0.8161339163780212,
    0.714285671710968,
    0.8195210695266724,
    0.791873037815094,
    0.8968213796615601,
    0.8982095718383789,
    0.9250511527061462,
    0.8916231393814087
   ],
   "time": 40.34155661985278,
   "param": null
  },
  {
   "epoch": 139,
   "train_loss": 0.3659745454788208,
   "val_loss": 0.4389362931251526,
   "acc": 86.32,
   "f1": [
    0.8881151676177979,
    0.9179666042327881,
    0.8311686515808105,
    0.7424389123916626,
    0.8483664989471436,
    0.7804876565933228,
    0.9064087867736816,
    0.9043741226196289,
    0.9222220778465271,
    0.8944036960601807
   ],
   "time": 40.19042772427201,
   "param": null
  },
  {
   "epoch": 140,
   "train_loss": 0.37087056040763855,
   "val_loss": 0.5417901277542114,
   "acc": 84.35,
   "f1": [
    0.862669050693512,
    0.9209862351417542,
    0.8012107610702515,
    0.7000536918640137,
    0.8252285122871399,
    0.7723994851112366,
    0.8494136929512024,
    0.8910384774208069,
    0.9090906977653503,
    0.893416702747345
   ],
   "time": 39.88465253915638,
   "param": null
  },
  {
   "epoch": 141,
   "train_loss": 0.3664620816707611,
   "val_loss": 0.44650569558143616,
   "acc": 83.28,
   "f1": [
    0.8672301173210144,
    0.8881753087043762,
    0.8039934635162354,
    0.6817389726638794,
    0.8248288631439209,
    0.7393506765365601,
    0.8825909495353699,
    0.8882293701171875,
    0.8960903286933899,
    0.8782110810279846
   ],
   "time": 40.4076777510345,
   "param": null
  },
  {
   "epoch": 142,
   "train_loss": 0.32458221912384033,
   "val_loss": 0.47892770171165466,
   "acc": 84.33,
   "f1": [
    0.8705439567565918,
    0.9105768203735352,
    0.7929758429527283,
    0.7084410786628723,
    0.7993508577346802,
    0.7714139223098755,
    0.9011327028274536,
    0.8844071626663208,
    0.902462899684906,
    0.8853159546852112
   ],
   "time": 40.18326812237501,
   "param": null
  },
  {
   "epoch": 143,
   "train_loss": 0.4516625702381134,
   "val_loss": 0.4143618643283844,
   "acc": 86.36,
   "f1": [
    0.8922123312950134,
    0.9239879250526428,
    0.8224297761917114,
    0.7337163090705872,
    0.8423693180084229,
    0.7824329733848572,
    0.9054120779037476,
    0.9088159203529358,
    0.9187840223312378,
    0.9127787351608276
   ],
   "time": 40.243454998359084,
   "param": null
  },
  {
   "epoch": 144,
   "train_loss": 0.3139856159687042,
   "val_loss": 0.45750248432159424,
   "acc": 85.99,
   "f1": [
    0.8897834420204163,
    0.9198018312454224,
    0.8189298510551453,
    0.7277776002883911,
    0.8496276140213013,
    0.7789578437805176,
    0.9035174250602722,
    0.8995941877365112,
    0.9210524559020996,
    0.9004592299461365
   ],
   "time": 40.17789303418249,
   "param": null
  },
  {
   "epoch": 145,
   "train_loss": 0.2652735710144043,
   "val_loss": 0.4882192313671112,
   "acc": 85.36,
   "f1": [
    0.8843671083450317,
    0.9193052053451538,
    0.8273049592971802,
    0.7009777426719666,
    0.8417060375213623,
    0.763652503490448,
    0.9034587740898132,
    0.8928948044776917,
    0.9151512980461121,
    0.899695873260498
   ],
   "time": 40.08105529844761,
   "param": null
  },
  {
   "epoch": 146,
   "train_loss": 0.27999040484428406,
   "val_loss": 0.4434579610824585,
   "acc": 85.31,
   "f1": [
    0.8868957161903381,
    0.9156749248504639,
    0.8075678944587708,
    0.7225565314292908,
    0.8248703479766846,
    0.7770959138870239,
    0.899695873260498,
    0.8957245349884033,
    0.9198989868164062,
    0.8980211019515991
   ],
   "time": 39.89155965577811,
   "param": null
  },
  {
   "epoch": 147,
   "train_loss": 0.3959842026233673,
   "val_loss": 0.42108118534088135,
   "acc": 85.26,
   "f1": [
    0.8709845542907715,
    0.916148841381073,
    0.8304031491279602,
    0.7245453596115112,
    0.8305314183235168,
    0.7850567102432251,
    0.8943729996681213,
    0.8923404812812805,
    0.8990997672080994,
    0.894603967666626
   ],
   "time": 39.61780242715031,
   "param": null
  },
  {
   "epoch": 148,
   "train_loss": 0.32682082056999207,
   "val_loss": 0.5124162435531616,
   "acc": 86.0,
   "f1": [
    0.8946300745010376,
    0.9211322665214539,
    0.8271785378456116,
    0.7340959906578064,
    0.8467151522636414,
    0.7683614492416382,
    0.8927037119865417,
    0.9078012108802795,
    0.9246128797531128,
    0.8936969637870789
   ],
   "time": 40.2654267931357,
   "param": null
  },
  {
   "epoch": 149,
   "train_loss": 0.3059079647064209,
   "val_loss": 0.5229589939117432,
   "acc": 85.85,
   "f1": [
    0.8840504288673401,
    0.9125548005104065,
    0.8132528066635132,
    0.733022153377533,
    0.8382837176322937,
    0.7960455417633057,
    0.9020590782165527,
    0.8960242867469788,
    0.907379686832428,
    0.8952006101608276
   ],
   "time": 39.648269979283214,
   "param": null
  },
  {
   "epoch": 150,
   "train_loss": 0.33674556016921997,
   "val_loss": 0.42557433247566223,
   "acc": 85.47,
   "f1": [
    0.8956741690635681,
    0.9057781100273132,
    0.8209971785545349,
    0.7112210392951965,
    0.8610407710075378,
    0.7834050059318542,
    0.8971666097640991,
    0.9025269150733948,
    0.9145471453666687,
    0.8835903406143188
   ],
   "time": 40.14945429097861,
   "param": null
  },
  {
   "epoch": 151,
   "train_loss": 0.37707212567329407,
   "val_loss": 0.296672523021698,
   "acc": 86.13,
   "f1": [
    0.8859966993331909,
    0.9247965812683105,
    0.8199473023414612,
    0.7229729294776917,
    0.8493280410766602,
    0.7890171408653259,
    0.9024985432624817,
    0.9030583500862122,
    0.9186505675315857,
    0.9054323434829712
   ],
   "time": 39.839575946331024,
   "param": null
  },
  {
   "epoch": 152,
   "train_loss": 0.3016817569732666,
   "val_loss": 0.478844553232193,
   "acc": 85.44,
   "f1": [
    0.8833745121955872,
    0.9207771420478821,
    0.8206386566162109,
    0.7086896300315857,
    0.844533383846283,
    0.7802913784980774,
    0.8965857028961182,
    0.898349940776825,
    0.9172235131263733,
    0.8954591155052185
   ],
   "time": 40.24397169519216,
   "param": null
  },
  {
   "epoch": 153,
   "train_loss": 0.32820385694503784,
   "val_loss": 0.38269513845443726,
   "acc": 86.42,
   "f1": [
    0.8894625902175903,
    0.9225278496742249,
    0.8363446593284607,
    0.7339824438095093,
    0.8443112373352051,
    0.7866271138191223,
    0.9131925702095032,
    0.8845769762992859,
    0.9244269728660583,
    0.9017339944839478
   ],
   "time": 40.3455601753667,
   "param": null
  },
  {
   "epoch": 154,
   "train_loss": 0.3212538957595825,
   "val_loss": 0.4003770351409912,
   "acc": 87.08,
   "f1": [
    0.8889973163604736,
    0.9266330003738403,
    0.830357015132904,
    0.7473415732383728,
    0.8588647842407227,
    0.8006025552749634,
    0.9089136719703674,
    0.9040120244026184,
    0.9311406016349792,
    0.9100788831710815
   ],
   "time": 40.01303951907903,
   "param": null
  },
  {
   "epoch": 155,
   "train_loss": 0.2924309968948364,
   "val_loss": 0.4129575788974762,
   "acc": 85.93,
   "f1": [
    0.8842410445213318,
    0.9215684533119202,
    0.8258396983146667,
    0.7169081568717957,
    0.8539552092552185,
    0.7769345641136169,
    0.9134418368339539,
    0.8956296443939209,
    0.9169531464576721,
    0.8908916711807251
   ],
   "time": 40.52615994308144,
   "param": null
  },
  {
   "epoch": 156,
   "train_loss": 0.24356244504451752,
   "val_loss": 0.3859448730945587,
   "acc": 87.35,
   "f1": [
    0.8957414627075195,
    0.9244531989097595,
    0.842822253704071,
    0.7403944730758667,
    0.8594215512275696,
    0.8049749732017517,
    0.9166665077209473,
    0.9140269756317139,
    0.9282487034797668,
    0.9047617316246033
   ],
   "time": 40.34400929603726,
   "param": null
  },
  {
   "epoch": 157,
   "train_loss": 0.2895716428756714,
   "val_loss": 0.37907230854034424,
   "acc": 86.42,
   "f1": [
    0.9002455472946167,
    0.9215982556343079,
    0.8346611261367798,
    0.7330360412597656,
    0.8496417999267578,
    0.7742289304733276,
    0.8891011476516724,
    0.9033569097518921,
    0.9252701997756958,
    0.903983473777771
   ],
   "time": 39.95856225583702,
   "param": null
  },
  {
   "epoch": 158,
   "train_loss": 0.2706686556339264,
   "val_loss": 0.3879021108150482,
   "acc": 87.62,
   "f1": [
    0.9013252854347229,
    0.9246986508369446,
    0.850655734539032,
    0.7534571290016174,
    0.867397665977478,
    0.8032207489013672,
    0.9188649654388428,
    0.9125512838363647,
    0.9293031096458435,
    0.9077229499816895
   ],
   "time": 40.11022375430912,
   "param": null
  },
  {
   "epoch": 159,
   "train_loss": 0.23411042988300323,
   "val_loss": 0.3820050358772278,
   "acc": 86.64,
   "f1": [
    0.8878404498100281,
    0.9187498688697815,
    0.8420522212982178,
    0.7436015009880066,
    0.8536236882209778,
    0.7915117740631104,
    0.9072579741477966,
    0.9017398953437805,
    0.9180968999862671,
    0.9068863391876221
   ],
   "time": 40.41920672636479,
   "param": null
  },
  {
   "epoch": 160,
   "train_loss": 0.2644520401954651,
   "val_loss": 0.4424000680446625,
   "acc": 86.57,
   "f1": [
    0.8964832425117493,
    0.9167500138282776,
    0.838198721408844,
    0.7338383793830872,
    0.8559584021568298,
    0.7829291820526123,
    0.9094669818878174,
    0.9046881198883057,
    0.9270514845848083,
    0.9057155251502991
   ],
   "time": 39.93814387731254,
   "param": null
  },
  {
   "epoch": 161,
   "train_loss": 0.24638240039348602,
   "val_loss": 0.4159814119338989,
   "acc": 86.97,
   "f1": [
    0.8977731466293335,
    0.9227619767189026,
    0.8504576086997986,
    0.7465436458587646,
    0.8489870429039001,
    0.786885142326355,
    0.9028398990631104,
    0.9057748913764954,
    0.9231520891189575,
    0.9054773449897766
   ],
   "time": 40.077095995657146,
   "param": null
  },
  {
   "epoch": 162,
   "train_loss": 0.2282584309577942,
   "val_loss": 0.3853725492954254,
   "acc": 87.04,
   "f1": [
    0.8922123312950134,
    0.92946457862854,
    0.8360735774040222,
    0.7403713464736938,
    0.8623113632202148,
    0.7830187082290649,
    0.9176932573318481,
    0.911613404750824,
    0.9299746155738831,
    0.9125626087188721
   ],
   "time": 39.716973746195436,
   "param": null
  },
  {
   "epoch": 163,
   "train_loss": 0.18533584475517273,
   "val_loss": 0.3591794967651367,
   "acc": 87.71,
   "f1": [
    0.9001954793930054,
    0.9345325231552124,
    0.8436892032623291,
    0.7559612989425659,
    0.8595365285873413,
    0.8113301396369934,
    0.919700562953949,
    0.9096571803092957,
    0.925358235836029,
    0.9103868007659912
   ],
   "time": 39.761241300962865,
   "param": null
  },
  {
   "epoch": 164,
   "train_loss": 0.2296668291091919,
   "val_loss": 0.4545965790748596,
   "acc": 87.41,
   "f1": [
    0.8968251943588257,
    0.9316580891609192,
    0.8547511100769043,
    0.7398788928985596,
    0.859595775604248,
    0.7888705730438232,
    0.9141133427619934,
    0.914314329624176,
    0.9233770370483398,
    0.9205865859985352
   ],
   "time": 40.567479118704796,
   "param": null
  },
  {
   "epoch": 165,
   "train_loss": 0.2105497419834137,
   "val_loss": 0.4493218660354614,
   "acc": 87.87,
   "f1": [
    0.9024143218994141,
    0.9269267320632935,
    0.854398250579834,
    0.7574019432067871,
    0.8756167888641357,
    0.7970632314682007,
    0.9155777096748352,
    0.912543535232544,
    0.9338011741638184,
    0.9130433201789856
   ],
   "time": 40.13644999824464,
   "param": null
  },
  {
   "epoch": 166,
   "train_loss": 0.23813584446907043,
   "val_loss": 0.42771175503730774,
   "acc": 87.84,
   "f1": [
    0.8992092609405518,
    0.9240244030952454,
    0.8497252464294434,
    0.7502437233924866,
    0.8781449198722839,
    0.804270327091217,
    0.9197373986244202,
    0.9199791550636292,
    0.9317387342453003,
    0.9105056524276733
   ],
   "time": 40.28922946564853,
   "param": null
  },
  {
   "epoch": 167,
   "train_loss": 0.25227582454681396,
   "val_loss": 0.4305502772331238,
   "acc": 86.92,
   "f1": [
    0.8954055309295654,
    0.9233022332191467,
    0.8446600437164307,
    0.7377416491508484,
    0.867300808429718,
    0.7754664421081543,
    0.9147841930389404,
    0.9135019183158875,
    0.9216493368148804,
    0.9115851521492004
   ],
   "time": 40.66525260172784,
   "param": null
  },
  {
   "epoch": 168,
   "train_loss": 0.1964082419872284,
   "val_loss": 0.5018326044082642,
   "acc": 87.71,
   "f1": [
    0.9047857522964478,
    0.9269998073577881,
    0.8493149280548096,
    0.7512052059173584,
    0.8634536862373352,
    0.805233895778656,
    0.9155553579330444,
    0.9178642630577087,
    0.9257199168205261,
    0.9175990223884583
   ],
   "time": 39.85645251348615,
   "param": null
  },
  {
   "epoch": 169,
   "train_loss": 0.2251969873905182,
   "val_loss": 0.5168164372444153,
   "acc": 88.05,
   "f1": [
    0.9062179327011108,
    0.9292927384376526,
    0.8588061928749084,
    0.7610529065132141,
    0.8762181401252747,
    0.8004156351089478,
    0.9180160760879517,
    0.9151327013969421,
    0.9330047965049744,
    0.9061582088470459
   ],
   "time": 39.510906227864325,
   "param": null
  },
  {
   "epoch": 170,
   "train_loss": 0.194190114736557,
   "val_loss": 0.42639675736427307,
   "acc": 87.57,
   "f1": [
    0.9070362448692322,
    0.9303256273269653,
    0.854103147983551,
    0.745169997215271,
    0.8634095191955566,
    0.7944924831390381,
    0.9156033992767334,
    0.9115224480628967,
    0.933062732219696,
    0.9140269756317139
   ],
   "time": 39.85589296091348,
   "param": null
  },
  {
   "epoch": 171,
   "train_loss": 0.220656156539917,
   "val_loss": 0.5496005415916443,
   "acc": 87.93,
   "f1": [
    0.910470187664032,
    0.9346435070037842,
    0.8439748883247375,
    0.7616604566574097,
    0.8579879403114319,
    0.808678388595581,
    0.9135430455207825,
    0.9167957305908203,
    0.9326631426811218,
    0.9137929081916809
   ],
   "time": 40.167527781799436,
   "param": null
  },
  {
   "epoch": 172,
   "train_loss": 0.254130095243454,
   "val_loss": 0.38490718603134155,
   "acc": 88.2,
   "f1": [
    0.9111889600753784,
    0.9329972863197327,
    0.8457852602005005,
    0.7609459757804871,
    0.8764266967773438,
    0.8018337488174438,
    0.9176349639892578,
    0.9178150296211243,
    0.9344671368598938,
    0.9212597012519836
   ],
   "time": 40.269641562364995,
   "param": null
  },
  {
   "epoch": 173,
   "train_loss": 0.20553964376449585,
   "val_loss": 0.3902650475502014,
   "acc": 88.25,
   "f1": [
    0.9101853966712952,
    0.9363182187080383,
    0.8615983128547668,
    0.7596749663352966,
    0.8783172369003296,
    0.7993857264518738,
    0.9198182821273804,
    0.9149044156074524,
    0.9327261447906494,
    0.9180817604064941
   ],
   "time": 40.455373981036246,
   "param": null
  },
  {
   "epoch": 174,
   "train_loss": 0.21398623287677765,
   "val_loss": 0.34773075580596924,
   "acc": 88.23,
   "f1": [
    0.9059231877326965,
    0.937343180179596,
    0.8590129613876343,
    0.748614490032196,
    0.8794819116592407,
    0.7992220520973206,
    0.9200990200042725,
    0.912334144115448,
    0.939469575881958,
    0.9233869314193726
   ],
   "time": 40.18223627563566,
   "param": null
  },
  {
   "epoch": 175,
   "train_loss": 0.22153975069522858,
   "val_loss": 0.3502458930015564,
   "acc": 88.01,
   "f1": [
    0.9109998345375061,
    0.9291579127311707,
    0.8587284088134766,
    0.7509880065917969,
    0.8691859245300293,
    0.7999998331069946,
    0.9193224906921387,
    0.9158213138580322,
    0.933398962020874,
    0.91274493932724
   ],
   "time": 39.97003372851759,
   "param": null
  },
  {
   "epoch": 176,
   "train_loss": 0.1810792088508606,
   "val_loss": 0.4307900369167328,
   "acc": 88.47,
   "f1": [
    0.9056046009063721,
    0.9378755688667297,
    0.8555609583854675,
    0.764243483543396,
    0.876273512840271,
    0.812339186668396,
    0.9193301796913147,
    0.9193629026412964,
    0.9372838139533997,
    0.9199197888374329
   ],
   "time": 39.89141210541129,
   "param": null
  },
  {
   "epoch": 177,
   "train_loss": 0.25842005014419556,
   "val_loss": 0.3953322768211365,
   "acc": 88.37,
   "f1": [
    0.9071035981178284,
    0.934588611125946,
    0.8482141494750977,
    0.7699156999588013,
    0.8756217360496521,
    0.8074148893356323,
    0.9204769134521484,
    0.919752836227417,
    0.9352588057518005,
    0.9176586270332336
   ],
   "time": 40.58228571806103,
   "param": null
  },
  {
   "epoch": 178,
   "train_loss": 0.21818457543849945,
   "val_loss": 0.4327682852745056,
   "acc": 88.47,
   "f1": [
    0.9179329872131348,
    0.9361485838890076,
    0.8575802445411682,
    0.7630677819252014,
    0.8667970895767212,
    0.8046556711196899,
    0.9195854067802429,
    0.9210390448570251,
    0.9408816695213318,
    0.9215587973594666
   ],
   "time": 39.77489372622222,
   "param": null
  },
  {
   "epoch": 179,
   "train_loss": 0.14358468353748322,
   "val_loss": 0.3820158541202545,
   "acc": 88.66,
   "f1": [
    0.9112901091575623,
    0.9399397373199463,
    0.8551018238067627,
    0.7667301893234253,
    0.8716445565223694,
    0.8125318884849548,
    0.9278654456138611,
    0.9206346869468689,
    0.9376255869865417,
    0.9266831874847412
   ],
   "time": 39.9614541977644,
   "param": null
  },
  {
   "epoch": 180,
   "train_loss": 0.16573907434940338,
   "val_loss": 0.43562281131744385,
   "acc": 88.56,
   "f1": [
    0.9081833958625793,
    0.9331335425376892,
    0.862244725227356,
    0.7666032910346985,
    0.8763706684112549,
    0.8061222434043884,
    0.9252843856811523,
    0.9217389822006226,
    0.937595009803772,
    0.9239182472229004
   ],
   "time": 40.18245692923665,
   "param": null
  },
  {
   "epoch": 181,
   "train_loss": 0.1853657364845276,
   "val_loss": 0.42190176248550415,
   "acc": 88.35,
   "f1": [
    0.9059998393058777,
    0.9393189549446106,
    0.8545992970466614,
    0.7571568489074707,
    0.8744978308677673,
    0.8055554032325745,
    0.9247092604637146,
    0.9144601225852966,
    0.9369640350341797,
    0.9251630902290344
   ],
   "time": 39.94754180405289,
   "param": null
  },
  {
   "epoch": 182,
   "train_loss": 0.1905156821012497,
   "val_loss": 0.44844114780426025,
   "acc": 88.45,
   "f1": [
    0.9096353650093079,
    0.9361275434494019,
    0.8587008714675903,
    0.7647343873977661,
    0.8711468577384949,
    0.8091222643852234,
    0.923847496509552,
    0.9169228672981262,
    0.9380350708961487,
    0.9218434691429138
   ],
   "time": 40.63418967369944,
   "param": null
  },
  {
   "epoch": 183,
   "train_loss": 0.1298798769712448,
   "val_loss": 0.4369249939918518,
   "acc": 88.49,
   "f1": [
    0.9127787351608276,
    0.9359554052352905,
    0.8642098307609558,
    0.7634097933769226,
    0.8740739226341248,
    0.804206132888794,
    0.9236906170845032,
    0.9139342308044434,
    0.9395769238471985,
    0.9239182472229004
   ],
   "time": 39.61505945306271,
   "param": null
  },
  {
   "epoch": 184,
   "train_loss": 0.19854730367660522,
   "val_loss": 0.34251829981803894,
   "acc": 88.73,
   "f1": [
    0.9123161435127258,
    0.9361053109169006,
    0.8665634989738464,
    0.7654438614845276,
    0.8751833438873291,
    0.8106994032859802,
    0.9213928580284119,
    0.924394965171814,
    0.9412932991981506,
    0.9215015769004822
   ],
   "time": 40.43202770128846,
   "param": null
  },
  {
   "epoch": 185,
   "train_loss": 0.20026782155036926,
   "val_loss": 0.4158545136451721,
   "acc": 88.97,
   "f1": [
    0.9140269756317139,
    0.9405888915061951,
    0.8625685572624207,
    0.7736787796020508,
    0.8752473592758179,
    0.8151513338088989,
    0.9260544180870056,
    0.9254940152168274,
    0.9393636584281921,
    0.9245375394821167
   ],
   "time": 40.441271943971515,
   "param": null
  },
  {
   "epoch": 186,
   "train_loss": 0.1887277513742447,
   "val_loss": 0.3806135356426239,
   "acc": 88.78,
   "f1": [
    0.9126702547073364,
    0.9367843270301819,
    0.8621552586555481,
    0.7618575692176819,
    0.8756217360496521,
    0.8152226805686951,
    0.9232292175292969,
    0.9269034266471863,
    0.9431301951408386,
    0.9223105907440186
   ],
   "time": 39.90502780396491,
   "param": null
  },
  {
   "epoch": 187,
   "train_loss": 0.16465012729167938,
   "val_loss": 0.3830755949020386,
   "acc": 88.95,
   "f1": [
    0.9109207391738892,
    0.9413532614707947,
    0.8660938143730164,
    0.769004225730896,
    0.878743052482605,
    0.8153844475746155,
    0.9264922142028809,
    0.9221310019493103,
    0.9434521794319153,
    0.9217045307159424
   ],
   "time": 40.539136527106166,
   "param": null
  },
  {
   "epoch": 188,
   "train_loss": 0.11200693994760513,
   "val_loss": 0.4464823603630066,
   "acc": 88.8,
   "f1": [
    0.9144867062568665,
    0.9383082985877991,
    0.8611810803413391,
    0.7622274160385132,
    0.8788924813270569,
    0.8090906739234924,
    0.9259257912635803,
    0.9264554381370544,
    0.9426558017730713,
    0.9248380661010742
   ],
   "time": 39.77528826612979,
   "param": null
  },
  {
   "epoch": 189,
   "train_loss": 0.1483573019504547,
   "val_loss": 0.43580758571624756,
   "acc": 88.92,
   "f1": [
    0.9130653738975525,
    0.9378132224082947,
    0.8670693039894104,
    0.7624574899673462,
    0.8805968165397644,
    0.8104836344718933,
    0.926514208316803,
    0.9290453195571899,
    0.9445275068283081,
    0.9246777296066284
   ],
   "time": 40.25529075600207,
   "param": null
  },
  {
   "epoch": 190,
   "train_loss": 0.1430959850549698,
   "val_loss": 0.3730469346046448,
   "acc": 88.99,
   "f1": [
    0.9106509685516357,
    0.9410587549209595,
    0.8655669689178467,
    0.7660192251205444,
    0.8778278231620789,
    0.8113015294075012,
    0.9278963804244995,
    0.9265075922012329,
    0.9477910399436951,
    0.9278245568275452
   ],
   "time": 39.83106595277786,
   "param": null
  },
  {
   "epoch": 191,
   "train_loss": 0.10715245455503464,
   "val_loss": 0.47237908840179443,
   "acc": 88.97,
   "f1": [
    0.9131537675857544,
    0.9398795366287231,
    0.8627647161483765,
    0.7646190524101257,
    0.8818585276603699,
    0.8094281554222107,
    0.9268290996551514,
    0.9297350645065308,
    0.9443891048431396,
    0.926514208316803
   ],
   "time": 40.21194685809314,
   "param": null
  },
  {
   "epoch": 192,
   "train_loss": 0.16621121764183044,
   "val_loss": 0.40559643507003784,
   "acc": 89.21,
   "f1": [
    0.9150325059890747,
    0.9421235918998718,
    0.8667670488357544,
    0.77199786901474,
    0.8818585276603699,
    0.8164715766906738,
    0.9284292459487915,
    0.9272262454032898,
    0.9476307034492493,
    0.9262211918830872
   ],
   "time": 39.60989615134895,
   "param": null
  },
  {
   "epoch": 193,
   "train_loss": 0.1816038191318512,
   "val_loss": 0.4135781228542328,
   "acc": 89.11,
   "f1": [
    0.9126702547073364,
    0.9394089579582214,
    0.8677725791931152,
    0.772815465927124,
    0.8834660053253174,
    0.8155632615089417,
    0.9256113767623901,
    0.9279186129570007,
    0.9464194774627686,
    0.9226188659667969
   ],
   "time": 40.18727440200746,
   "param": null
  },
  {
   "epoch": 194,
   "train_loss": 0.12483721226453781,
   "val_loss": 0.35754483938217163,
   "acc": 89.2,
   "f1": [
    0.916414737701416,
    0.9409998059272766,
    0.8683810830116272,
    0.7708736062049866,
    0.8828471302986145,
    0.8158293962478638,
    0.9279680848121643,
    0.9275507926940918,
    0.9474735856056213,
    0.9246880412101746
   ],
   "time": 40.66701743379235,
   "param": null
  },
  {
   "epoch": 195,
   "train_loss": 0.17543642222881317,
   "val_loss": 0.42176350951194763,
   "acc": 89.14,
   "f1": [
    0.9162905216217041,
    0.9407033324241638,
    0.8649744391441345,
    0.7723934054374695,
    0.878623902797699,
    0.8147771954536438,
    0.9267562031745911,
    0.9269775152206421,
    0.9486282467842102,
    0.9257597923278809
   ],
   "time": 40.391193117946386,
   "param": null
  },
  {
   "epoch": 196,
   "train_loss": 0.13085100054740906,
   "val_loss": 0.44257283210754395,
   "acc": 89.11,
   "f1": [
    0.9141412973403931,
    0.9387753009796143,
    0.8660309314727783,
    0.7714700102806091,
    0.8823820352554321,
    0.815682053565979,
    0.9273629784584045,
    0.9268290996551514,
    0.9474209547042847,
    0.9236143827438354
   ],
   "time": 39.83710875175893,
   "param": null
  },
  {
   "epoch": 197,
   "train_loss": 0.16299647092819214,
   "val_loss": 0.4481832981109619,
   "acc": 89.13,
   "f1": [
    0.9156988859176636,
    0.939469575881958,
    0.8676766753196716,
    0.77199786901474,
    0.882178008556366,
    0.8150404095649719,
    0.9261278510093689,
    0.9248729348182678,
    0.9479477405548096,
    0.9243779182434082
   ],
   "time": 39.799228984862566,
   "param": null
  },
  {
   "epoch": 198,
   "train_loss": 0.20661261677742004,
   "val_loss": 0.34910640120506287,
   "acc": 89.19,
   "f1": [
    0.914946973323822,
    0.9395903944969177,
    0.8668010234832764,
    0.7740359306335449,
    0.8825269937515259,
    0.8161388039588928,
    0.9279680848121643,
    0.9258881211280823,
    0.9475260376930237,
    0.9249128103256226
   ],
   "time": 40.01014658343047,
   "param": null
  },
  {
   "epoch": 199,
   "train_loss": 0.1436607390642166,
   "val_loss": 0.3777783215045929,
   "acc": 89.14,
   "f1": [
    0.9165827035903931,
    0.9408223032951355,
    0.8625496625900269,
    0.7746340036392212,
    0.8813217878341675,
    0.81684410572052,
    0.9265871644020081,
    0.9251906871795654,
    0.9475260376930237,
    0.9243025779724121
   ],
   "time": 39.7803009878844,
   "param": null
  }
 ]
}