{ "Accuracy": 73.53, "Time": [ 38.90598750187084, 0.49631210697571887, 8493.753864313476 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.1, "momentum": 0.9, "decay": 0.0005, "nesterov": true, "scheduler": "cosine" } }, "Device": "TITAN Xp", "Memory": [ 0.0, 0.0 ], "Log": [ { "epoch": 0, "train_loss": 2.9997968673706055, "val_loss": 2.709665536880493, "acc": 9.38, "f1": [ 0.16819363832473755, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.05952375754714012, 0.039585281163454056, 0.0 ], "time": 37.563163701444864, "param": null }, { "epoch": 1, "train_loss": 2.1895222663879395, "val_loss": 2.1256978511810303, "acc": 19.35, "f1": [ 0.18784524500370026, 0.0, 0.07373266667127609, 0.016869710758328438, 0.06213262304663658, 0.258943110704422, 0.2600984275341034, 0.0779588371515274, 0.30835723876953125, 0.21604929864406586 ], "time": 38.84270368423313, "param": null }, { "epoch": 2, "train_loss": 2.2576944828033447, "val_loss": 2.177175521850586, "acc": 18.52, "f1": [ 0.01958863064646721, 0.13693687319755554, 0.0019880698528140783, 0.015679417178034782, 0.07821976393461227, 0.10359226912260056, 0.2890087068080902, 0.175388902425766, 0.34840962290763855, 0.0 ], "time": 39.43143933918327, "param": null }, { "epoch": 3, "train_loss": 2.1194419860839844, "val_loss": 2.048487901687622, "acc": 22.76, "f1": [ 0.01181101705878973, 0.2452458292245865, 0.0, 0.07092194259166718, 0.02175881899893284, 0.23751170933246613, 0.35083916783332825, 0.11267600208520889, 0.39442768692970276, 0.1668757200241089 ], "time": 39.468370757997036, "param": null }, { "epoch": 4, "train_loss": 1.8251038789749146, "val_loss": 1.8341261148452759, "acc": 30.32, "f1": [ 0.31077682971954346, 0.4340122938156128, 0.06238856539130211, 0.0, 0.3024756908416748, 0.29988184571266174, 0.2662275731563568, 0.2686103582382202, 0.4321049153804779, 0.3949432075023651 ], "time": 39.024846671149135, "param": null }, { "epoch": 5, "train_loss": 1.8028807640075684, "val_loss": 1.6909821033477783, "acc": 33.69, "f1": [ 0.3045612871646881, 0.4838128089904785, 0.10181186348199844, 0.24482865631580353, 0.184458926320076, 0.300405889749527, 0.32072916626930237, 0.41107451915740967, 0.4087255001068115, 0.45123374462127686 ], "time": 39.79945988673717, "param": null }, { "epoch": 6, "train_loss": 1.5687708854675293, "val_loss": 1.5846259593963623, "acc": 40.94, "f1": [ 0.343353271484375, 0.5257641077041626, 0.19220049679279327, 0.2660311460494995, 0.22717462480068207, 0.41278600692749023, 0.4853699803352356, 0.4850785434246063, 0.5326414704322815, 0.4670541286468506 ], "time": 39.09000220987946, "param": null }, { "epoch": 7, "train_loss": 1.5809335708618164, "val_loss": 1.5751526355743408, "acc": 44.44, "f1": [ 0.40535107254981995, 0.5564587712287903, 0.27804866433143616, 0.2700883150100708, 0.3327515423297882, 0.45622679591178894, 0.5338945984840393, 0.5362013578414917, 0.5533197522163391, 0.474905401468277 ], "time": 39.019904389977455, "param": null }, { "epoch": 8, "train_loss": 1.4091038703918457, "val_loss": 1.52521812915802, "acc": 43.12, "f1": [ 0.4159089922904968, 0.5537088513374329, 0.24748195707798004, 0.34380635619163513, 0.21428565680980682, 0.3278901278972626, 0.5013476014137268, 0.505361795425415, 0.5494184494018555, 0.4490412473678589 ], "time": 37.52922458574176, "param": null }, { "epoch": 9, "train_loss": 1.333737850189209, "val_loss": 1.4023158550262451, "acc": 48.05, "f1": [ 0.4664687216281891, 0.610462486743927, 0.24216516315937042, 0.3159326910972595, 0.4135337173938751, 0.39001181721687317, 0.5662649273872375, 0.5854367017745972, 0.5877073407173157, 0.5060907006263733 ], "time": 38.59936686512083, "param": null }, { "epoch": 10, "train_loss": 1.353939175605774, "val_loss": 1.3955484628677368, "acc": 49.24, "f1": [ 0.5110982656478882, 0.6065300107002258, 0.36128300428390503, 0.3607574701309204, 0.35471194982528687, 0.40358734130859375, 0.5800192952156067, 0.6018710136413574, 0.5840994119644165, 0.591008186340332 ], "time": 38.55121963378042, "param": null }, { "epoch": 11, "train_loss": 1.3441259860992432, "val_loss": 1.3275566101074219, "acc": 51.74, "f1": [ 0.5211763381958008, 0.5999999046325684, 0.3263653814792633, 0.35850760340690613, 0.4729728400707245, 0.45200207829475403, 0.6120113730430603, 0.627539336681366, 0.5737050771713257, 0.5722265243530273 ], "time": 38.55703386012465, "param": null }, { "epoch": 12, "train_loss": 1.1695870161056519, "val_loss": 1.2970327138900757, "acc": 53.52, "f1": [ 0.5888271927833557, 0.6670334339141846, 0.4415583312511444, 0.3665723502635956, 0.38348856568336487, 0.4503525495529175, 0.6119095087051392, 0.6233764290809631, 0.6470324993133545, 0.6164101958274841 ], "time": 37.866785287857056, "param": null }, { "epoch": 13, "train_loss": 1.1241251230239868, "val_loss": 1.2819623947143555, "acc": 55.39, "f1": [ 0.5453437566757202, 0.6970953345298767, 0.42380693554878235, 0.36079952120780945, 0.4727667570114136, 0.45454534888267517, 0.6325183510780334, 0.637323796749115, 0.6373014450073242, 0.6368259191513062 ], "time": 37.99612459447235, "param": null }, { "epoch": 14, "train_loss": 1.0996754169464111, "val_loss": 1.3234251737594604, "acc": 51.78, "f1": [ 0.6214749813079834, 0.6009911894798279, 0.4228633940219879, 0.262180894613266, 0.4501810371875763, 0.4807626008987427, 0.4724963307380676, 0.5830995440483093, 0.6634039282798767, 0.6017948985099792 ], "time": 37.7146195108071, "param": null }, { "epoch": 15, "train_loss": 1.0424147844314575, "val_loss": 1.210471510887146, "acc": 55.95, "f1": [ 0.6452475786209106, 0.6524569392204285, 0.3318517506122589, 0.41157546639442444, 0.49999988079071045, 0.4084123969078064, 0.5647528767585754, 0.6591758728027344, 0.6850677728652954, 0.641797661781311 ], "time": 38.81837595440447, "param": null }, { "epoch": 16, "train_loss": 1.1011109352111816, "val_loss": 1.1181381940841675, "acc": 59.18, "f1": [ 0.6204079985618591, 0.6850151419639587, 0.4213332533836365, 0.41499459743499756, 0.5461705923080444, 0.5037431716918945, 0.6805052161216736, 0.6552543044090271, 0.6860873103141785, 0.6363634467124939 ], "time": 37.81968061439693, "param": null }, { "epoch": 17, "train_loss": 0.9510141611099243, "val_loss": 1.1803251504898071, "acc": 55.54, "f1": [ 0.5953543782234192, 0.6216558814048767, 0.46045681834220886, 0.3751213550567627, 0.47914424538612366, 0.49440374970436096, 0.6213902235031128, 0.6201549768447876, 0.7119019627571106, 0.6232215762138367 ], "time": 38.636660838499665, "param": null }, { "epoch": 18, "train_loss": 0.9328062534332275, "val_loss": 1.0740382671356201, "acc": 62.25, "f1": [ 0.6854953169822693, 0.7133810520172119, 0.5255787372589111, 0.4568617343902588, 0.5851661562919617, 0.44535505771636963, 0.708834171295166, 0.6733141541481018, 0.7132529020309448, 0.6614986062049866 ], "time": 38.67154594231397, "param": null }, { "epoch": 19, "train_loss": 0.7755099534988403, "val_loss": 1.0297036170959473, "acc": 59.89, "f1": [ 0.6380771994590759, 0.7196606993675232, 0.5055235028266907, 0.44809257984161377, 0.47798725962638855, 0.4661176800727844, 0.677276611328125, 0.6477203965187073, 0.7028144001960754, 0.6615696549415588 ], "time": 38.34503625240177, "param": null }, { "epoch": 20, "train_loss": 0.697380006313324, "val_loss": 1.075568675994873, "acc": 63.04, "f1": [ 0.6779659986495972, 0.7568387389183044, 0.5219398140907288, 0.45558077096939087, 0.5255560874938965, 0.5483192205429077, 0.6818872094154358, 0.7071019411087036, 0.739089846611023, 0.6906550526618958 ], "time": 38.36569416895509, "param": null }, { "epoch": 21, "train_loss": 0.683231770992279, "val_loss": 1.1036559343338013, "acc": 61.71, "f1": [ 0.6953510046005249, 0.7369562983512878, 0.500562310218811, 0.44845351576805115, 0.5613725185394287, 0.5352838039398193, 0.6366949081420898, 0.6652933955192566, 0.7365646362304688, 0.7121599316596985 ], "time": 38.022705043666065, "param": null }, { "epoch": 22, "train_loss": 0.6101285815238953, "val_loss": 1.2219812870025635, "acc": 58.51, "f1": [ 0.6714800000190735, 0.7577182650566101, 0.44794249534606934, 0.4668150246143341, 0.4576801657676697, 0.5002970099449158, 0.6299018263816833, 0.6258761882781982, 0.7279919385910034, 0.6887267827987671 ], "time": 38.344157167710364, "param": null }, { "epoch": 23, "train_loss": 0.5587683320045471, "val_loss": 1.1837373971939087, "acc": 59.81, "f1": [ 0.6672692894935608, 0.7182211875915527, 0.5225306153297424, 0.42496418952941895, 0.45369115471839905, 0.5143841505050659, 0.64858478307724, 0.5844685435295105, 0.7104089260101318, 0.6581095457077026 ], "time": 38.33379542641342, "param": null }, { "epoch": 24, "train_loss": 0.4703077971935272, "val_loss": 1.1791980266571045, "acc": 63.98, "f1": [ 0.6821550130844116, 0.7561454176902771, 0.5473952293395996, 0.45454534888267517, 0.5913370251655579, 0.5636457800865173, 0.7207487225532532, 0.6612527370452881, 0.7378903031349182, 0.6885426640510559 ], "time": 38.37590784113854, "param": null }, { "epoch": 25, "train_loss": 0.5089994668960571, "val_loss": 1.2357792854309082, "acc": 63.17, "f1": [ 0.6893863677978516, 0.7599409222602844, 0.49695613980293274, 0.4502720236778259, 0.562582790851593, 0.5179371237754822, 0.697238564491272, 0.6728025078773499, 0.7519338130950928, 0.7025315165519714 ], "time": 38.33725360222161, "param": null }, { "epoch": 26, "train_loss": 0.4290284216403961, "val_loss": 1.1553318500518799, "acc": 64.11, "f1": [ 0.6904760003089905, 0.7598698139190674, 0.5553277134895325, 0.4738588035106659, 0.5534663200378418, 0.4849671721458435, 0.7019866108894348, 0.6847236752510071, 0.7607176899909973, 0.7112430334091187 ], "time": 38.20688602421433, "param": null }, { "epoch": 27, "train_loss": 0.39512190222740173, "val_loss": 1.2291737794876099, "acc": 63.98, "f1": [ 0.68473881483078, 0.7504968643188477, 0.5648006796836853, 0.47672998905181885, 0.5953916311264038, 0.5083571672439575, 0.705620288848877, 0.6929778456687927, 0.7592318058013916, 0.6932184100151062 ], "time": 37.909876375459135, "param": null }, { "epoch": 28, "train_loss": 0.42979201674461365, "val_loss": 1.477133870124817, "acc": 63.15, "f1": [ 0.707139253616333, 0.7545453310012817, 0.5257902145385742, 0.4514869451522827, 0.5354092717170715, 0.5318800210952759, 0.663191556930542, 0.6896190643310547, 0.7489081621170044, 0.6947987079620361 ], "time": 38.039094515144825, "param": null }, { "epoch": 29, "train_loss": 0.31428706645965576, "val_loss": 1.208583950996399, "acc": 65.0, "f1": [ 0.7344062924385071, 0.7620019316673279, 0.555191159248352, 0.46220919489860535, 0.5735511779785156, 0.544421374797821, 0.69977205991745, 0.6885062456130981, 0.7579438090324402, 0.7095214128494263 ], "time": 38.287331079132855, "param": null }, { "epoch": 30, "train_loss": 0.24792912602424622, "val_loss": 1.2478601932525635, "acc": 64.1, "f1": [ 0.6964089274406433, 0.7514908909797668, 0.556603729724884, 0.4371412694454193, 0.5628625750541687, 0.5636802911758423, 0.6834086775779724, 0.6666665077209473, 0.7723783254623413, 0.7101379632949829 ], "time": 38.07049660850316, "param": null }, { "epoch": 31, "train_loss": 0.2681228518486023, "val_loss": 1.4013614654541016, "acc": 62.9, "f1": [ 0.7011492252349854, 0.7240975499153137, 0.5246438980102539, 0.4443454146385193, 0.5772746205329895, 0.5396673679351807, 0.6874998211860657, 0.6708202362060547, 0.7654957175254822, 0.7012985348701477 ], "time": 37.97115478571504, "param": null }, { "epoch": 32, "train_loss": 0.24058659374713898, "val_loss": 1.506441593170166, "acc": 63.85, "f1": [ 0.6895198822021484, 0.7610699534416199, 0.5247843861579895, 0.44763848185539246, 0.5894821286201477, 0.5300924181938171, 0.6997861862182617, 0.6901686787605286, 0.743576169013977, 0.6888666749000549 ], "time": 37.887289145961404, "param": null }, { "epoch": 33, "train_loss": 0.19833916425704956, "val_loss": 1.4381667375564575, "acc": 64.06, "f1": [ 0.6790570616722107, 0.7441385388374329, 0.5543069839477539, 0.4684235453605652, 0.5800315737724304, 0.507024884223938, 0.722068190574646, 0.6882085204124451, 0.7335163354873657, 0.6957372426986694 ], "time": 38.37102268729359, "param": null }, { "epoch": 34, "train_loss": 0.2249959260225296, "val_loss": 1.4648908376693726, "acc": 65.85, "f1": [ 0.7247245907783508, 0.7636847496032715, 0.5816991925239563, 0.4505927860736847, 0.6050565242767334, 0.5457379221916199, 0.7321248054504395, 0.6986997127532959, 0.774756133556366, 0.703497052192688 ], "time": 38.28694870695472, "param": null }, { "epoch": 35, "train_loss": 0.23833544552326202, "val_loss": 1.4605194330215454, "acc": 63.32, "f1": [ 0.7013344168663025, 0.7332996726036072, 0.5062187314033508, 0.4089774489402771, 0.5618220567703247, 0.5421901345252991, 0.7163693904876709, 0.6310598254203796, 0.7737299799919128, 0.6885244250297546 ], "time": 38.403288343921304, "param": null }, { "epoch": 36, "train_loss": 0.18074890971183777, "val_loss": 1.4633429050445557, "acc": 63.92, "f1": [ 0.6770426630973816, 0.7471588850021362, 0.5340368151664734, 0.46830639243125916, 0.5466665625572205, 0.5559564828872681, 0.6957505345344543, 0.6963111162185669, 0.7465785145759583, 0.6953640580177307 ], "time": 37.74493280146271, "param": null }, { "epoch": 37, "train_loss": 0.23485493659973145, "val_loss": 1.3344625234603882, "acc": 65.07, "f1": [ 0.7027547955513, 0.7697527408599854, 0.563535749912262, 0.4852486550807953, 0.6002188920974731, 0.53385990858078, 0.709786057472229, 0.6942406892776489, 0.7439823746681213, 0.6968057751655579 ], "time": 37.58905201777816, "param": null }, { "epoch": 38, "train_loss": 0.16565826535224915, "val_loss": 1.317640781402588, "acc": 64.97, "f1": [ 0.6881142854690552, 0.7374858856201172, 0.5314768552780151, 0.4258425831794739, 0.6020850539207458, 0.5594756603240967, 0.7357459664344788, 0.69560706615448, 0.7578946352005005, 0.7159789800643921 ], "time": 39.09084358625114, "param": null }, { "epoch": 39, "train_loss": 0.12790749967098236, "val_loss": 1.3365575075149536, "acc": 65.73, "f1": [ 0.7275432348251343, 0.7640806436538696, 0.5581393837928772, 0.46714702248573303, 0.6194688677787781, 0.5494386553764343, 0.72243332862854, 0.7121660113334656, 0.7819546461105347, 0.7047897577285767 ], "time": 39.28221862949431, "param": null }, { "epoch": 40, "train_loss": 0.18918423354625702, "val_loss": 1.5512248277664185, "acc": 65.02, "f1": [ 0.6951708793640137, 0.7759560942649841, 0.5146260857582092, 0.4402514696121216, 0.5977115631103516, 0.548902153968811, 0.7071523666381836, 0.705389678478241, 0.7763288021087646, 0.7240662574768066 ], "time": 39.28296165727079, "param": null }, { "epoch": 41, "train_loss": 0.17792412638664246, "val_loss": 1.3035653829574585, "acc": 63.74, "f1": [ 0.7079363465309143, 0.732296884059906, 0.5393871665000916, 0.46733006834983826, 0.5999035835266113, 0.5343579649925232, 0.7046458721160889, 0.676787257194519, 0.7676966786384583, 0.6931544542312622 ], "time": 39.32555369194597, "param": null }, { "epoch": 42, "train_loss": 0.12878306210041046, "val_loss": 1.433115005493164, "acc": 65.82, "f1": [ 0.726499617099762, 0.7619484663009644, 0.5548588037490845, 0.4381897449493408, 0.5961806178092957, 0.546059787273407, 0.7381731867790222, 0.7061265707015991, 0.7724703550338745, 0.6956520676612854 ], "time": 39.31568966433406, "param": null }, { "epoch": 43, "train_loss": 0.14525705575942993, "val_loss": 1.4386638402938843, "acc": 64.36, "f1": [ 0.7190207839012146, 0.7733988165855408, 0.5255100727081299, 0.451174795627594, 0.5844331979751587, 0.558784008026123, 0.708624541759491, 0.6755508184432983, 0.7588045597076416, 0.6959536075592041 ], "time": 39.22215770743787, "param": null }, { "epoch": 44, "train_loss": 0.18115094304084778, "val_loss": 1.503905177116394, "acc": 62.66, "f1": [ 0.6818662881851196, 0.7283235192298889, 0.5298506617546082, 0.45643851161003113, 0.5843188166618347, 0.5346806049346924, 0.6923075318336487, 0.6895809769630432, 0.735099196434021, 0.7024584412574768 ], "time": 39.183720672503114, "param": null }, { "epoch": 45, "train_loss": 0.17562775313854218, "val_loss": 1.4742553234100342, "acc": 64.68, "f1": [ 0.6924248337745667, 0.7632133364677429, 0.5645533204078674, 0.47425585985183716, 0.5628041625022888, 0.5706579089164734, 0.7016947269439697, 0.6967255473136902, 0.7534021139144897, 0.7145116925239563 ], "time": 39.34353785496205, "param": null }, { "epoch": 46, "train_loss": 0.1661572903394699, "val_loss": 1.4218820333480835, "acc": 64.23, "f1": [ 0.7115874290466309, 0.7668291926383972, 0.5325201749801636, 0.41016101837158203, 0.5637881755828857, 0.5618389844894409, 0.6531378030776978, 0.7072241306304932, 0.7658225893974304, 0.707496166229248 ], "time": 38.45340793207288, "param": null }, { "epoch": 47, "train_loss": 0.12264131754636765, "val_loss": 1.7790422439575195, "acc": 64.56, "f1": [ 0.6714891791343689, 0.7758538722991943, 0.5420653820037842, 0.4514347314834595, 0.6105158925056458, 0.5164768099784851, 0.6957480311393738, 0.6998602151870728, 0.725490152835846, 0.7134971618652344 ], "time": 39.24945108778775, "param": null }, { "epoch": 48, "train_loss": 0.2916106581687927, "val_loss": 1.6369563341140747, "acc": 60.85, "f1": [ 0.6399592757225037, 0.7309587597846985, 0.546635627746582, 0.4612402021884918, 0.5332744717597961, 0.5231102705001831, 0.6608694791793823, 0.6956976652145386, 0.6249998211860657, 0.6906778812408447 ], "time": 38.296001070179045, "param": null }, { "epoch": 49, "train_loss": 0.1518675684928894, "val_loss": 1.5256987810134888, "acc": 63.56, "f1": [ 0.6597402095794678, 0.7331352233886719, 0.5447431206703186, 0.42753204703330994, 0.5854154825210571, 0.5510929226875305, 0.7254052758216858, 0.6915252208709717, 0.7218541502952576, 0.6840672492980957 ], "time": 38.34377994015813, "param": null }, { "epoch": 50, "train_loss": 0.14121520519256592, "val_loss": 1.602758765220642, "acc": 62.56, "f1": [ 0.6787095665931702, 0.7717759609222412, 0.5157853960990906, 0.4649803936481476, 0.4701194167137146, 0.5290321707725525, 0.6883467435836792, 0.6938539147377014, 0.746338963508606, 0.6891745924949646 ], "time": 39.283909293822944, "param": null }, { "epoch": 51, "train_loss": 0.13105034828186035, "val_loss": 1.4261577129364014, "acc": 65.76, "f1": [ 0.6888644695281982, 0.7646419405937195, 0.5802408456802368, 0.46682125329971313, 0.5990687012672424, 0.5594885349273682, 0.7302504181861877, 0.7183672189712524, 0.7601721882820129, 0.7302696108818054 ], "time": 39.28771115839481, "param": null }, { "epoch": 52, "train_loss": 0.14776600897312164, "val_loss": 1.471774697303772, "acc": 64.82, "f1": [ 0.6874662637710571, 0.7693777680397034, 0.5379228591918945, 0.45095640420913696, 0.5756456255912781, 0.5505905151367188, 0.7138486504554749, 0.7145020961761475, 0.7762655019760132, 0.7301914691925049 ], "time": 39.22885340079665, "param": null }, { "epoch": 53, "train_loss": 0.11987218260765076, "val_loss": 1.6207841634750366, "acc": 63.29, "f1": [ 0.6866536736488342, 0.768828272819519, 0.5261101722717285, 0.42799586057662964, 0.5765352249145508, 0.5225910544395447, 0.689054548740387, 0.7075730562210083, 0.7454985976219177, 0.6792898178100586 ], "time": 39.2159402128309, "param": null }, { "epoch": 54, "train_loss": 0.10880178213119507, "val_loss": 1.3812766075134277, "acc": 65.99, "f1": [ 0.7111754417419434, 0.742693305015564, 0.5987133383750916, 0.47335126996040344, 0.5839333534240723, 0.5572596192359924, 0.7277275919914246, 0.7218874096870422, 0.7681690454483032, 0.7238657474517822 ], "time": 39.20440949127078, "param": null }, { "epoch": 55, "train_loss": 0.1549685150384903, "val_loss": 1.5928633213043213, "acc": 63.11, "f1": [ 0.6965479850769043, 0.7485272288322449, 0.5369805693626404, 0.46345090866088867, 0.5410268902778625, 0.49423179030418396, 0.633477509021759, 0.70890212059021, 0.7693137526512146, 0.6989876627922058 ], "time": 39.25873369909823, "param": null }, { "epoch": 56, "train_loss": 0.1041114404797554, "val_loss": 1.3860722780227661, "acc": 66.96, "f1": [ 0.7043631076812744, 0.7712286114692688, 0.5590060353279114, 0.46516719460487366, 0.6142130494117737, 0.5697360038757324, 0.7483628392219543, 0.7044915556907654, 0.784410297870636, 0.7215991020202637 ], "time": 39.328709562309086, "param": null }, { "epoch": 57, "train_loss": 0.10051413625478745, "val_loss": 1.3828256130218506, "acc": 64.57, "f1": [ 0.7259638905525208, 0.711785078048706, 0.5675538778305054, 0.46355128288269043, 0.5499709248542786, 0.5461120009422302, 0.7213882207870483, 0.6972374320030212, 0.7738789916038513, 0.7091947793960571 ], "time": 39.20454841572791, "param": null }, { "epoch": 58, "train_loss": 0.2018488496541977, "val_loss": 1.1086294651031494, "acc": 66.85, "f1": [ 0.7114354372024536, 0.7763591408729553, 0.5849460959434509, 0.48121634125709534, 0.6121634244918823, 0.5467163920402527, 0.7389968037605286, 0.7297991514205933, 0.7684628963470459, 0.7410438060760498 ], "time": 38.468549804762006, "param": null }, { "epoch": 59, "train_loss": 0.10319110006093979, "val_loss": 1.500792384147644, "acc": 65.44, "f1": [ 0.6915252208709717, 0.7894473671913147, 0.5669032335281372, 0.455137699842453, 0.5913041830062866, 0.5543429851531982, 0.724425733089447, 0.7010620832443237, 0.7886752486228943, 0.7150713205337524 ], "time": 39.30795697402209, "param": null }, { "epoch": 60, "train_loss": 0.09395396709442139, "val_loss": 1.3035367727279663, "acc": 66.8, "f1": [ 0.7330314517021179, 0.7877011299133301, 0.5765488147735596, 0.4544963836669922, 0.6078430414199829, 0.5556113123893738, 0.7152427434921265, 0.7224079370498657, 0.7941174507141113, 0.7123286724090576 ], "time": 39.30597804579884, "param": null }, { "epoch": 61, "train_loss": 0.08579222857952118, "val_loss": 1.5720977783203125, "acc": 66.46, "f1": [ 0.7182726263999939, 0.782900869846344, 0.5855854153633118, 0.4847249686717987, 0.5398334264755249, 0.5622193813323975, 0.7528477907180786, 0.704035758972168, 0.7851850390434265, 0.7438632249832153 ], "time": 38.4653500886634, "param": null }, { "epoch": 62, "train_loss": 0.09967329353094101, "val_loss": 1.452770471572876, "acc": 66.4, "f1": [ 0.720038652420044, 0.7634132504463196, 0.5832491517066956, 0.48499274253845215, 0.5843438506126404, 0.5640766620635986, 0.7304831743240356, 0.7219557166099548, 0.7490216493606567, 0.7372471690177917 ], "time": 39.25745606049895, "param": null }, { "epoch": 63, "train_loss": 0.13088376820087433, "val_loss": 1.479961633682251, "acc": 66.38, "f1": [ 0.7076475024223328, 0.7632977366447449, 0.553392231464386, 0.49686649441719055, 0.6138058304786682, 0.5559359788894653, 0.7204912304878235, 0.7174984812736511, 0.7729728817939758, 0.7227773070335388 ], "time": 39.24524649325758, "param": null }, { "epoch": 64, "train_loss": 0.09195650368928909, "val_loss": 1.4277560710906982, "acc": 65.21, "f1": [ 0.7112711071968079, 0.7966351509094238, 0.5613232851028442, 0.43672996759414673, 0.5910962820053101, 0.5655171275138855, 0.6443881988525391, 0.7028323411941528, 0.759821355342865, 0.7110692858695984 ], "time": 38.360259998589754, "param": null }, { "epoch": 65, "train_loss": 0.10214449465274811, "val_loss": 1.5535178184509277, "acc": 65.44, "f1": [ 0.7228569984436035, 0.7867250442504883, 0.5522506833076477, 0.4870981276035309, 0.582222044467926, 0.5064853429794312, 0.7263984680175781, 0.699941873550415, 0.7758283019065857, 0.7057415246963501 ], "time": 39.30895819887519, "param": null }, { "epoch": 66, "train_loss": 0.14235150814056396, "val_loss": 1.4355930089950562, "acc": 65.4, "f1": [ 0.7114786505699158, 0.7710841298103333, 0.5479450821876526, 0.45880600810050964, 0.5833747386932373, 0.5356943607330322, 0.6952860355377197, 0.7134501338005066, 0.787344217300415, 0.7268906235694885 ], "time": 39.30970585811883, "param": null }, { "epoch": 67, "train_loss": 0.13611139357089996, "val_loss": 1.6928074359893799, "acc": 63.37, "f1": [ 0.6639638543128967, 0.7368971705436707, 0.5514324903488159, 0.4234635829925537, 0.5767704248428345, 0.5436351895332336, 0.7330551147460938, 0.7275572419166565, 0.6602010130882263, 0.6933934688568115 ], "time": 38.27410338912159, "param": null }, { "epoch": 68, "train_loss": 0.07690016180276871, "val_loss": 1.4961655139923096, "acc": 66.07, "f1": [ 0.7015268802642822, 0.8038367629051208, 0.5370369553565979, 0.4792269170284271, 0.5887352824211121, 0.49455466866493225, 0.701666533946991, 0.7265305519104004, 0.7768672704696655, 0.7443608045578003 ], "time": 38.32814448326826, "param": null }, { "epoch": 69, "train_loss": 0.15244750678539276, "val_loss": 1.5590460300445557, "acc": 65.23, "f1": [ 0.7097122669219971, 0.7552964091300964, 0.5754188299179077, 0.41403499245643616, 0.5860510468482971, 0.5592458844184875, 0.7252395153045654, 0.6889294385910034, 0.7741281390190125, 0.7238004803657532 ], "time": 39.32041290495545, "param": null }, { "epoch": 70, "train_loss": 0.10575664788484573, "val_loss": 1.4471837282180786, "acc": 65.19, "f1": [ 0.7069942355155945, 0.7859757542610168, 0.552312433719635, 0.4726089537143707, 0.5974727869033813, 0.535287618637085, 0.7334574460983276, 0.6978577375411987, 0.7837836146354675, 0.6875737905502319 ], "time": 39.18269757833332, "param": null }, { "epoch": 71, "train_loss": 0.12135164439678192, "val_loss": 1.448406457901001, "acc": 67.38, "f1": [ 0.715274453163147, 0.7927745580673218, 0.5694735646247864, 0.5020351409912109, 0.6059636473655701, 0.5708332061767578, 0.7376310229301453, 0.7369540333747864, 0.7580356001853943, 0.7516554594039917 ], "time": 39.26377196889371, "param": null }, { "epoch": 72, "train_loss": 0.11482707411050797, "val_loss": 1.320472240447998, "acc": 67.11, "f1": [ 0.7103573083877563, 0.8010125160217285, 0.5891867280006409, 0.4504702687263489, 0.6079639792442322, 0.5783255100250244, 0.7406249046325684, 0.7095411419868469, 0.7617359161376953, 0.7407012581825256 ], "time": 39.28337132465094, "param": null }, { "epoch": 73, "train_loss": 0.06635653227567673, "val_loss": 1.6455371379852295, "acc": 67.76, "f1": [ 0.7172210216522217, 0.7935870289802551, 0.6010820269584656, 0.48861467838287354, 0.6197636723518372, 0.5757120847702026, 0.7521452903747559, 0.7106143236160278, 0.7791853547096252, 0.7392403483390808 ], "time": 38.30129738338292, "param": null }, { "epoch": 74, "train_loss": 0.0746680200099945, "val_loss": 1.3115204572677612, "acc": 66.02, "f1": [ 0.6836683750152588, 0.7954317927360535, 0.5832964777946472, 0.45543405413627625, 0.5467438697814941, 0.5662542581558228, 0.7269788980484009, 0.7076311707496643, 0.7497818470001221, 0.7485975027084351 ], "time": 39.23460887465626, "param": null }, { "epoch": 75, "train_loss": 0.08135458827018738, "val_loss": 1.6614385843276978, "acc": 67.12, "f1": [ 0.7309351563453674, 0.7881110906600952, 0.5763792991638184, 0.4737944006919861, 0.6002898216247559, 0.5647642016410828, 0.7466040253639221, 0.6945896744728088, 0.7902132868766785, 0.7501335740089417 ], "time": 39.05074009485543, "param": null }, { "epoch": 76, "train_loss": 0.07050924748182297, "val_loss": 1.4522950649261475, "acc": 65.44, "f1": [ 0.7080811858177185, 0.7283358573913574, 0.5045990347862244, 0.46487706899642944, 0.6113115549087524, 0.5609171986579895, 0.7455793619155884, 0.7139385938644409, 0.7679912447929382, 0.6972623467445374 ], "time": 39.25153641216457, "param": null }, { "epoch": 77, "train_loss": 0.07888420671224594, "val_loss": 1.6873270273208618, "acc": 62.59, "f1": [ 0.7018275260925293, 0.7842940092086792, 0.541099488735199, 0.4413972795009613, 0.546658456325531, 0.5281925797462463, 0.7027025818824768, 0.677784264087677, 0.697534441947937, 0.739539623260498 ], "time": 39.24460363201797, "param": null }, { "epoch": 78, "train_loss": 0.06867849081754684, "val_loss": 1.4605013132095337, "acc": 67.55, "f1": [ 0.7588292956352234, 0.7696446180343628, 0.582423746585846, 0.4554758071899414, 0.6177915334701538, 0.562563419342041, 0.7386044859886169, 0.7315009236335754, 0.790557324886322, 0.7348585724830627 ], "time": 38.39468345884234, "param": null }, { "epoch": 79, "train_loss": 0.055004168301820755, "val_loss": 1.4823551177978516, "acc": 68.23, "f1": [ 0.7348743677139282, 0.781296968460083, 0.6002830266952515, 0.4591895043849945, 0.6215537190437317, 0.5825881361961365, 0.7348065376281738, 0.7432988882064819, 0.7942385077476501, 0.749494731426239 ], "time": 39.24037351273, "param": null }, { "epoch": 80, "train_loss": 0.10218450427055359, "val_loss": 1.5006396770477295, "acc": 65.83, "f1": [ 0.6819531321525574, 0.7916881442070007, 0.5670730471611023, 0.4350917637348175, 0.5947953462600708, 0.5530053377151489, 0.7318839430809021, 0.7170505523681641, 0.7575756311416626, 0.7171269059181213 ], "time": 39.303775280714035, "param": null }, { "epoch": 81, "train_loss": 0.10179925709962845, "val_loss": 1.5303019285202026, "acc": 67.06, "f1": [ 0.7270013689994812, 0.780843198299408, 0.589793860912323, 0.480947345495224, 0.6064451932907104, 0.5556791424751282, 0.7146463394165039, 0.7153516411781311, 0.7700477242469788, 0.7510667443275452 ], "time": 38.431013527326286, "param": null }, { "epoch": 82, "train_loss": 0.07334450632333755, "val_loss": 1.2916775941848755, "acc": 66.9, "f1": [ 0.7246818542480469, 0.793427050113678, 0.5852394104003906, 0.49025818705558777, 0.6116763353347778, 0.5480019450187683, 0.7411544322967529, 0.7216953635215759, 0.7843765616416931, 0.719189465045929 ], "time": 39.30799324531108, "param": null }, { "epoch": 83, "train_loss": 0.06987948715686798, "val_loss": 1.523055076599121, "acc": 68.66, "f1": [ 0.7443721294403076, 0.787315309047699, 0.5925924777984619, 0.46909478306770325, 0.6346967220306396, 0.5903040766716003, 0.7518556118011475, 0.724906861782074, 0.8073205947875977, 0.7502236366271973 ], "time": 38.468188690021634, "param": null }, { "epoch": 84, "train_loss": 0.08009497076272964, "val_loss": 1.4546412229537964, "acc": 68.26, "f1": [ 0.7548481822013855, 0.7938849329948425, 0.5914576649665833, 0.4848770201206207, 0.6190728545188904, 0.5777978301048279, 0.7457126975059509, 0.7336573600769043, 0.8090476393699646, 0.756397008895874 ], "time": 39.306712784804404, "param": null }, { "epoch": 85, "train_loss": 0.09025023132562637, "val_loss": 1.5486851930618286, "acc": 66.8, "f1": [ 0.7142855525016785, 0.7940551042556763, 0.5781331658363342, 0.4757562279701233, 0.6086114048957825, 0.5508297681808472, 0.7391965389251709, 0.7295355796813965, 0.7840794920921326, 0.749094545841217 ], "time": 39.27017462532967, "param": null }, { "epoch": 86, "train_loss": 0.0713161826133728, "val_loss": 1.5142813920974731, "acc": 67.65, "f1": [ 0.7244487404823303, 0.7844558358192444, 0.5828156471252441, 0.5089513063430786, 0.6185839772224426, 0.5661845207214355, 0.751317024230957, 0.7212753295898438, 0.7805982828140259, 0.7570245862007141 ], "time": 39.294480602256954, "param": null }, { "epoch": 87, "train_loss": 0.07783148437738419, "val_loss": 1.412169098854065, "acc": 67.61, "f1": [ 0.7199611663818359, 0.8028453588485718, 0.6020201444625854, 0.49609848856925964, 0.6365501880645752, 0.5680164694786072, 0.7164648175239563, 0.7316537499427795, 0.784821629524231, 0.7414849996566772 ], "time": 38.33251769375056, "param": null }, { "epoch": 88, "train_loss": 0.09631824493408203, "val_loss": 1.4066102504730225, "acc": 68.6, "f1": [ 0.7480019927024841, 0.7944913506507874, 0.5999058485031128, 0.48406362533569336, 0.6288520097732544, 0.577777624130249, 0.7495290637016296, 0.7312398552894592, 0.79164719581604, 0.7609036564826965 ], "time": 39.2717442875728, "param": null }, { "epoch": 89, "train_loss": 0.11109364032745361, "val_loss": 1.3998723030090332, "acc": 68.56, "f1": [ 0.7221654057502747, 0.809984564781189, 0.6004433035850525, 0.4871912896633148, 0.6525334715843201, 0.557427167892456, 0.7565921545028687, 0.7524959444999695, 0.7922014594078064, 0.7552600502967834 ], "time": 39.30648878030479, "param": null }, { "epoch": 90, "train_loss": 0.039187509566545486, "val_loss": 1.2742189168930054, "acc": 67.98, "f1": [ 0.7325465083122253, 0.7901232838630676, 0.5811657905578613, 0.4945944845676422, 0.6222705841064453, 0.5681443810462952, 0.7520831823348999, 0.7299268245697021, 0.7915849685668945, 0.7501296997070312 ], "time": 39.312584535218775, "param": null }, { "epoch": 91, "train_loss": 0.0635162815451622, "val_loss": 1.4866639375686646, "acc": 68.15, "f1": [ 0.738534152507782, 0.8002063035964966, 0.5744499564170837, 0.4959757328033447, 0.6222892999649048, 0.5626325607299805, 0.7447915077209473, 0.7294609546661377, 0.7939391732215881, 0.7737224698066711 ], "time": 39.24997463263571, "param": null }, { "epoch": 92, "train_loss": 0.06026587635278702, "val_loss": 1.558660626411438, "acc": 65.79, "f1": [ 0.7363137006759644, 0.7765336632728577, 0.57216477394104, 0.4795835614204407, 0.550706684589386, 0.5114871263504028, 0.7375058531761169, 0.7225303649902344, 0.7862067222595215, 0.717441737651825 ], "time": 39.2703515291214, "param": null }, { "epoch": 93, "train_loss": 0.09075923264026642, "val_loss": 1.2976455688476562, "acc": 68.5, "f1": [ 0.7478170990943909, 0.7877528071403503, 0.5905758142471313, 0.5221587419509888, 0.6197699904441833, 0.5540689826011658, 0.7506029009819031, 0.7265090346336365, 0.8044161796569824, 0.7643676400184631 ], "time": 39.179382879287004, "param": null }, { "epoch": 94, "train_loss": 0.07089071720838547, "val_loss": 1.5253450870513916, "acc": 68.82, "f1": [ 0.7427744269371033, 0.812218189239502, 0.6100988388061523, 0.49907225370407104, 0.6376359462738037, 0.5749542117118835, 0.7488898038864136, 0.7386170029640198, 0.7840465307235718, 0.7589522004127502 ], "time": 39.27525891363621, "param": null }, { "epoch": 95, "train_loss": 0.06041162833571434, "val_loss": 1.5318220853805542, "acc": 67.52, "f1": [ 0.7083785533905029, 0.7875263094902039, 0.6009707450866699, 0.48419055342674255, 0.6156200766563416, 0.5733391642570496, 0.7498802542686462, 0.7138227820396423, 0.7965322136878967, 0.7576824426651001 ], "time": 39.27705507352948, "param": null }, { "epoch": 96, "train_loss": 0.04958946630358696, "val_loss": 1.3538182973861694, "acc": 67.7, "f1": [ 0.7335572242736816, 0.7739835977554321, 0.590908944606781, 0.48995286226272583, 0.6295421719551086, 0.5782899856567383, 0.7355554699897766, 0.7402797937393188, 0.7976876497268677, 0.7429905533790588 ], "time": 39.241631388664246, "param": null }, { "epoch": 97, "train_loss": 0.04423839598894119, "val_loss": 1.369773030281067, "acc": 68.88, "f1": [ 0.7393641471862793, 0.7972971200942993, 0.6065387725830078, 0.49900978803634644, 0.6304440498352051, 0.5413532853126526, 0.7430790066719055, 0.7531805038452148, 0.7966099977493286, 0.7574716806411743 ], "time": 39.24500784650445, "param": null }, { "epoch": 98, "train_loss": 0.047167543321847916, "val_loss": 1.344691276550293, "acc": 68.46, "f1": [ 0.731192946434021, 0.7943335175514221, 0.5981409549713135, 0.5018488168716431, 0.6234706044197083, 0.5434529185295105, 0.7631445527076721, 0.727272629737854, 0.7981316447257996, 0.732394278049469 ], "time": 38.444124864414334, "param": null }, { "epoch": 99, "train_loss": 0.10404498130083084, "val_loss": 1.3687373399734497, "acc": 67.97, "f1": [ 0.6927209496498108, 0.8015754222869873, 0.599288821220398, 0.4562925100326538, 0.6147742867469788, 0.5884070992469788, 0.7574333548545837, 0.724987268447876, 0.7590985894203186, 0.7480542659759521 ], "time": 38.339050494134426, "param": null }, { "epoch": 100, "train_loss": 0.04489234834909439, "val_loss": 1.3794362545013428, "acc": 69.37, "f1": [ 0.753753662109375, 0.8031728863716125, 0.6083128452301025, 0.5151236057281494, 0.626414954662323, 0.5660567283630371, 0.7584584951400757, 0.7563289403915405, 0.7981411814689636, 0.7649441957473755 ], "time": 39.25204840302467, "param": null }, { "epoch": 101, "train_loss": 0.03315410763025284, "val_loss": 1.5484845638275146, "acc": 67.25, "f1": [ 0.7079073786735535, 0.7999998331069946, 0.5788559913635254, 0.4726089537143707, 0.6195120215415955, 0.562752902507782, 0.7504928708076477, 0.7336521148681641, 0.7792060971260071, 0.7643874883651733 ], "time": 39.2629625601694, "param": null }, { "epoch": 102, "train_loss": 0.0322309285402298, "val_loss": 1.4164775609970093, "acc": 70.04, "f1": [ 0.7333642840385437, 0.8067829608917236, 0.6320253014564514, 0.5051228404045105, 0.6544188857078552, 0.583495020866394, 0.7623229026794434, 0.7579054832458496, 0.7964184284210205, 0.7659798264503479 ], "time": 38.19625903479755, "param": null }, { "epoch": 103, "train_loss": 0.032786279916763306, "val_loss": 1.5746703147888184, "acc": 68.05, "f1": [ 0.7454638481140137, 0.7697403430938721, 0.5929485559463501, 0.5081722140312195, 0.6166409850120544, 0.5546310544013977, 0.7671231627464294, 0.7127171754837036, 0.7925580143928528, 0.7217390537261963 ], "time": 39.29434161633253, "param": null }, { "epoch": 104, "train_loss": 0.03963451087474823, "val_loss": 1.346850037574768, "acc": 68.66, "f1": [ 0.739172101020813, 0.7903907895088196, 0.5857884287834167, 0.493468701839447, 0.6417602896690369, 0.5717365741729736, 0.7613027691841125, 0.7340589165687561, 0.7810252904891968, 0.734905481338501 ], "time": 39.209361045621336, "param": null }, { "epoch": 105, "train_loss": 0.03745163977146149, "val_loss": 1.368213176727295, "acc": 67.9, "f1": [ 0.7284835577011108, 0.8013466596603394, 0.5892856121063232, 0.48063647747039795, 0.6243847608566284, 0.5633801221847534, 0.7489479780197144, 0.6989824771881104, 0.7908526659011841, 0.7517445683479309 ], "time": 38.253578927367926, "param": null }, { "epoch": 106, "train_loss": 0.03651659935712814, "val_loss": 1.3983526229858398, "acc": 68.53, "f1": [ 0.723189651966095, 0.8029410243034363, 0.5929246544837952, 0.4615383446216583, 0.6381199359893799, 0.580008864402771, 0.7502713203430176, 0.7324901223182678, 0.781988263130188, 0.7487895488739014 ], "time": 39.32964405417442, "param": null }, { "epoch": 107, "train_loss": 0.039605434983968735, "val_loss": 1.4113616943359375, "acc": 67.75, "f1": [ 0.7440304160118103, 0.8161870837211609, 0.5613052248954773, 0.48927026987075806, 0.5762102603912354, 0.5529659390449524, 0.7131320238113403, 0.747485339641571, 0.8060320019721985, 0.7631159424781799 ], "time": 38.31230206042528, "param": null }, { "epoch": 108, "train_loss": 0.06344304978847504, "val_loss": 1.6027946472167969, "acc": 68.19, "f1": [ 0.704574465751648, 0.8001991510391235, 0.5738347768783569, 0.46449345350265503, 0.6307403445243835, 0.6044813394546509, 0.7515462636947632, 0.7226059436798096, 0.7866731286048889, 0.7312939167022705 ], "time": 39.19305379316211, "param": null }, { "epoch": 109, "train_loss": 0.03800245746970177, "val_loss": 1.45308518409729, "acc": 69.57, "f1": [ 0.724623441696167, 0.8030532598495483, 0.6059715151786804, 0.5087178349494934, 0.6519653797149658, 0.5963789820671082, 0.7698614001274109, 0.7482654452323914, 0.7887711524963379, 0.7501330375671387 ], "time": 38.432090426795185, "param": null }, { "epoch": 110, "train_loss": 0.034304484724998474, "val_loss": 1.4550014734268188, "acc": 67.91, "f1": [ 0.7417343854904175, 0.7992580533027649, 0.5924049019813538, 0.4764043986797333, 0.6224656105041504, 0.5675933957099915, 0.7405995726585388, 0.7399225234985352, 0.7795697450637817, 0.7549384832382202 ], "time": 39.29738525580615, "param": null }, { "epoch": 111, "train_loss": 0.024780603125691414, "val_loss": 1.4048277139663696, "acc": 69.48, "f1": [ 0.7402480840682983, 0.8016641736030579, 0.5927020311355591, 0.5069580674171448, 0.6405841708183289, 0.5880501866340637, 0.754966676235199, 0.7681622505187988, 0.7997975945472717, 0.7442920804023743 ], "time": 38.37474904768169, "param": null }, { "epoch": 112, "train_loss": 0.023668479174375534, "val_loss": 1.4830622673034668, "acc": 68.22, "f1": [ 0.7425023913383484, 0.7902132868766785, 0.5918698310852051, 0.48279058933258057, 0.6370043158531189, 0.5894327163696289, 0.7468692064285278, 0.7417216897010803, 0.7850876450538635, 0.7465294003486633 ], "time": 38.24811013787985, "param": null }, { "epoch": 113, "train_loss": 0.05856079235672951, "val_loss": 1.779435396194458, "acc": 67.97, "f1": [ 0.7433541417121887, 0.7759281396865845, 0.5770885944366455, 0.4873313903808594, 0.6087430715560913, 0.5510798096656799, 0.7624358534812927, 0.7305387854576111, 0.8086823225021362, 0.7101615071296692 ], "time": 39.329777508974075, "param": null }, { "epoch": 114, "train_loss": 0.021074632182717323, "val_loss": 1.6781426668167114, "acc": 67.51, "f1": [ 0.7034119963645935, 0.7971885800361633, 0.5900561809539795, 0.47027304768562317, 0.606513500213623, 0.5198554992675781, 0.7458973526954651, 0.7505090236663818, 0.7639445662498474, 0.752535343170166 ], "time": 39.285864879377186, "param": null }, { "epoch": 115, "train_loss": 0.03276631981134415, "val_loss": 1.7704007625579834, "acc": 68.12, "f1": [ 0.6979748606681824, 0.7795956134796143, 0.5959141254425049, 0.44036686420440674, 0.6339091658592224, 0.5661015510559082, 0.747503399848938, 0.7468957901000977, 0.7830324769020081, 0.741981565952301 ], "time": 38.39305444341153, "param": null }, { "epoch": 116, "train_loss": 0.02101665548980236, "val_loss": 1.5864980220794678, "acc": 68.34, "f1": [ 0.7302696108818054, 0.7969308495521545, 0.5746231079101562, 0.48857438564300537, 0.6308456659317017, 0.5550891160964966, 0.7467466592788696, 0.7504949569702148, 0.7877357006072998, 0.7468957901000977 ], "time": 39.25158022623509, "param": null }, { "epoch": 117, "train_loss": 0.02181985415518284, "val_loss": 1.628426194190979, "acc": 69.84, "f1": [ 0.7546368837356567, 0.8039107918739319, 0.6121841669082642, 0.5073121190071106, 0.6280485987663269, 0.6029480695724487, 0.7444344162940979, 0.7497347593307495, 0.8116369247436523, 0.77783203125 ], "time": 38.44800961762667, "param": null }, { "epoch": 118, "train_loss": 0.048358820378780365, "val_loss": 1.4790217876434326, "acc": 70.13, "f1": [ 0.7434655427932739, 0.8166409134864807, 0.6135807037353516, 0.47948408126831055, 0.6462801694869995, 0.6007826924324036, 0.7511884570121765, 0.7622045874595642, 0.7946187257766724, 0.7792996764183044 ], "time": 38.36015608906746, "param": null }, { "epoch": 119, "train_loss": 0.016552405431866646, "val_loss": 1.4679328203201294, "acc": 69.46, "f1": [ 0.7493867874145508, 0.8166500329971313, 0.6002715229988098, 0.47613808512687683, 0.6291078329086304, 0.5797663927078247, 0.7603772282600403, 0.7480313181877136, 0.808846652507782, 0.7715950012207031 ], "time": 38.49157772026956, "param": null }, { "epoch": 120, "train_loss": 0.0171612910926342, "val_loss": 1.6497548818588257, "acc": 67.84, "f1": [ 0.7043909430503845, 0.78829425573349, 0.5968434810638428, 0.504504382610321, 0.6090004444122314, 0.5541033744812012, 0.7415515184402466, 0.7346938252449036, 0.7946159243583679, 0.747653067111969 ], "time": 39.30806921143085, "param": null }, { "epoch": 121, "train_loss": 0.020551802590489388, "val_loss": 1.3945297002792358, "acc": 69.78, "f1": [ 0.743202269077301, 0.8242164850234985, 0.5956257581710815, 0.5082416534423828, 0.6225804686546326, 0.5737704038619995, 0.7724607586860657, 0.7584828734397888, 0.8255232572555542, 0.7790455222129822 ], "time": 39.12573195435107, "param": null }, { "epoch": 122, "train_loss": 0.012994445860385895, "val_loss": 1.458266258239746, "acc": 69.31, "f1": [ 0.7442336082458496, 0.8154075741767883, 0.6012504696846008, 0.4938504099845886, 0.6588344573974609, 0.5802953839302063, 0.7420909404754639, 0.7480837106704712, 0.8066527247428894, 0.7711212635040283 ], "time": 39.297756504267454, "param": null }, { "epoch": 123, "train_loss": 0.016247164458036423, "val_loss": 1.52194082736969, "acc": 69.11, "f1": [ 0.7331458926200867, 0.813576340675354, 0.6038959622383118, 0.501855194568634, 0.6289235949516296, 0.5763417482376099, 0.7567310333251953, 0.7454348802566528, 0.8052964806556702, 0.7571349740028381 ], "time": 39.21153844241053, "param": null }, { "epoch": 124, "train_loss": 0.009643168188631535, "val_loss": 1.3430668115615845, "acc": 71.26, "f1": [ 0.7640560269355774, 0.8151131868362427, 0.6248670220375061, 0.5212659239768982, 0.6653038859367371, 0.6117303371429443, 0.7633586525917053, 0.7680928707122803, 0.808846652507782, 0.7826921343803406 ], "time": 39.27724866755307, "param": null }, { "epoch": 125, "train_loss": 0.010636202059686184, "val_loss": 1.4492257833480835, "acc": 69.64, "f1": [ 0.7692305445671082, 0.8171935081481934, 0.595032274723053, 0.4989897906780243, 0.6495890617370605, 0.5896713137626648, 0.7323578596115112, 0.7552964091300964, 0.7948716878890991, 0.7692306041717529 ], "time": 39.24221880733967, "param": null }, { "epoch": 126, "train_loss": 0.025895802304148674, "val_loss": 1.458655595779419, "acc": 69.15, "f1": [ 0.7336423397064209, 0.8015061020851135, 0.5892856121063232, 0.4924567639827728, 0.6461536884307861, 0.5965964794158936, 0.758963942527771, 0.7518795728683472, 0.7821378707885742, 0.7603304982185364 ], "time": 39.261088537052274, "param": null }, { "epoch": 127, "train_loss": 0.014935662038624287, "val_loss": 1.5228464603424072, "acc": 70.56, "f1": [ 0.7550716400146484, 0.8122268915176392, 0.6086955070495605, 0.48535090684890747, 0.6612594127655029, 0.593151867389679, 0.7637538909912109, 0.7661249041557312, 0.808341383934021, 0.7632366418838501 ], "time": 39.12929311860353, "param": null }, { "epoch": 128, "train_loss": 0.024120589718222618, "val_loss": 1.4399751424789429, "acc": 70.58, "f1": [ 0.7561233639717102, 0.8280564546585083, 0.6351207494735718, 0.5072312951087952, 0.6556739807128906, 0.5830783843994141, 0.7727271318435669, 0.7458865642547607, 0.7975400686264038, 0.7600594162940979 ], "time": 38.32081195246428, "param": null }, { "epoch": 129, "train_loss": 0.014726586639881134, "val_loss": 1.4398609399795532, "acc": 70.73, "f1": [ 0.7399998307228088, 0.8114557266235352, 0.6086955070495605, 0.4921523332595825, 0.6688615679740906, 0.6031605005264282, 0.7785861492156982, 0.7778863906860352, 0.7957286834716797, 0.7704158425331116 ], "time": 39.18925304803997, "param": null }, { "epoch": 130, "train_loss": 0.005423597525805235, "val_loss": 1.3925282955169678, "acc": 70.83, "f1": [ 0.7677823305130005, 0.8185997605323792, 0.6140843033790588, 0.5032321214675903, 0.6622921228408813, 0.6030853986740112, 0.7705087065696716, 0.7674416303634644, 0.818662703037262, 0.7671656012535095 ], "time": 38.32310522347689, "param": null }, { "epoch": 131, "train_loss": 0.0010607466101646423, "val_loss": 1.6255366802215576, "acc": 70.17, "f1": [ 0.7331866025924683, 0.814778208732605, 0.6098988056182861, 0.5039041042327881, 0.6698426604270935, 0.5964728593826294, 0.7694735527038574, 0.756963312625885, 0.7735581398010254, 0.770458996295929 ], "time": 39.33252094686031, "param": null }, { "epoch": 132, "train_loss": 0.0017243415350094438, "val_loss": 1.5234375, "acc": 70.57, "f1": [ 0.7413791418075562, 0.812408983707428, 0.63807213306427, 0.52024906873703, 0.6132403016090393, 0.6101343035697937, 0.7822036743164062, 0.7432690858840942, 0.7978579998016357, 0.7647057771682739 ], "time": 38.24715662188828, "param": null }, { "epoch": 133, "train_loss": 0.0017381181241944432, "val_loss": 1.4226484298706055, "acc": 72.14, "f1": [ 0.755725085735321, 0.8338190317153931, 0.6357067823410034, 0.5335966944694519, 0.6860705614089966, 0.6084209084510803, 0.7850832343101501, 0.774612545967102, 0.8174830079078674, 0.7674057483673096 ], "time": 39.304721659980714, "param": null }, { "epoch": 134, "train_loss": 0.009765715338289738, "val_loss": 1.4216755628585815, "acc": 71.42, "f1": [ 0.7616657018661499, 0.8352076411247253, 0.6145492792129517, 0.47400766611099243, 0.6637763977050781, 0.615044116973877, 0.7870721220970154, 0.7672954797744751, 0.8237020969390869, 0.7769190073013306 ], "time": 39.156798598356545, "param": null }, { "epoch": 135, "train_loss": 0.004955876152962446, "val_loss": 1.5299946069717407, "acc": 72.11, "f1": [ 0.7717882990837097, 0.8409430980682373, 0.6289790272712708, 0.5144595503807068, 0.6823990345001221, 0.6048542261123657, 0.7741625905036926, 0.7720881700515747, 0.8199194073677063, 0.7912830710411072 ], "time": 39.251588083803654, "param": null }, { "epoch": 136, "train_loss": 0.01003049686551094, "val_loss": 1.3352603912353516, "acc": 70.99, "f1": [ 0.7637672424316406, 0.8302656412124634, 0.5930370688438416, 0.4832213521003723, 0.666666567325592, 0.6037068963050842, 0.77909255027771, 0.7574716806411743, 0.819574773311615, 0.7734336853027344 ], "time": 39.30877790041268, "param": null }, { "epoch": 137, "train_loss": 0.0009515811107121408, "val_loss": 1.370464563369751, "acc": 71.82, "f1": [ 0.7656731009483337, 0.8411026000976562, 0.6333165764808655, 0.5093669891357422, 0.6784375309944153, 0.601455807685852, 0.7826085686683655, 0.7694735527038574, 0.8268654346466064, 0.780120313167572 ], "time": 39.235512141138315, "param": null }, { "epoch": 138, "train_loss": 0.0010613121557980776, "val_loss": 1.335628628730774, "acc": 72.54, "f1": [ 0.7663177251815796, 0.8363814353942871, 0.6315227150917053, 0.5309557914733887, 0.6963480114936829, 0.6069599390029907, 0.7844252586364746, 0.7746191024780273, 0.8264057040214539, 0.7873935103416443 ], "time": 39.31502335611731, "param": null }, { "epoch": 139, "train_loss": 0.0007848174427635968, "val_loss": 1.342811107635498, "acc": 72.84, "f1": [ 0.768611490726471, 0.8362367153167725, 0.635040283203125, 0.5321843028068542, 0.7014262676239014, 0.6181639432907104, 0.7871332168579102, 0.7762272357940674, 0.8307085037231445, 0.7878785729408264 ], "time": 38.5104501741007, "param": null }, { "epoch": 140, "train_loss": 0.0006982672493904829, "val_loss": 1.349480152130127, "acc": 73.08, "f1": [ 0.7695429921150208, 0.8392586708068848, 0.6376656889915466, 0.5352399349212646, 0.7004925608634949, 0.6168861985206604, 0.7904358506202698, 0.7802366018295288, 0.8323527574539185, 0.7959898710250854 ], "time": 39.243555408902466, "param": null }, { "epoch": 141, "train_loss": 0.0007288760389201343, "val_loss": 1.3071147203445435, "acc": 73.02, "f1": [ 0.7736039161682129, 0.837232232093811, 0.6387094855308533, 0.5307960510253906, 0.7010207772254944, 0.6164449453353882, 0.7914283871650696, 0.7792072892189026, 0.8334150910377502, 0.7927926182746887 ], "time": 39.22192060574889, "param": null }, { "epoch": 142, "train_loss": 0.0006597819738090038, "val_loss": 1.1703388690948486, "acc": 72.98, "f1": [ 0.7720696926116943, 0.8377431631088257, 0.6388594508171082, 0.526740550994873, 0.6992030739784241, 0.6181817054748535, 0.7936505675315857, 0.7772124409675598, 0.8307085037231445, 0.7955909967422485 ], "time": 39.2618057616055, "param": null }, { "epoch": 143, "train_loss": 0.0009362196433357894, "val_loss": 1.211593508720398, "acc": 72.99, "f1": [ 0.7709496021270752, 0.8379051089286804, 0.6406415104866028, 0.531218945980072, 0.6989998817443848, 0.6197457313537598, 0.7921828627586365, 0.778350293636322, 0.8296729326248169, 0.7940147519111633 ], "time": 38.388093709014356, "param": null }, { "epoch": 144, "train_loss": 0.0007249072077684104, "val_loss": 1.2145729064941406, "acc": 73.1, "f1": [ 0.7738390564918518, 0.8402188420295715, 0.642780601978302, 0.5270540118217468, 0.7041831612586975, 0.6166747808456421, 0.7919268012046814, 0.7768760919570923, 0.8317801356315613, 0.7959898710250854 ], "time": 39.26848433353007, "param": null }, { "epoch": 145, "train_loss": 0.0007511609583161771, "val_loss": 1.387438178062439, "acc": 73.03, "f1": [ 0.7739690542221069, 0.8411586880683899, 0.642780601978302, 0.5297296047210693, 0.7027294039726257, 0.612387478351593, 0.7909221649169922, 0.7753034830093384, 0.8327576518058777, 0.7963799238204956 ], "time": 39.248812889680266, "param": null }, { "epoch": 146, "train_loss": 0.0007866268861107528, "val_loss": 1.1155837774276733, "acc": 73.03, "f1": [ 0.7745489478111267, 0.839223325252533, 0.6436902284622192, 0.5261553525924683, 0.6998490691184998, 0.6183241605758667, 0.7922383546829224, 0.7728193998336792, 0.8320156335830688, 0.7936030626296997 ], "time": 39.21872061584145, "param": null }, { "epoch": 147, "train_loss": 0.0006954758428037167, "val_loss": 1.2468774318695068, "acc": 73.2, "f1": [ 0.7768344879150391, 0.8411586880683899, 0.645602822303772, 0.5315815210342407, 0.7000991106033325, 0.6179498434066772, 0.7908307909965515, 0.7782338857650757, 0.8340761065483093, 0.7968046069145203 ], "time": 39.29077617730945, "param": null }, { "epoch": 148, "train_loss": 0.0007355196285061538, "val_loss": 1.4400008916854858, "acc": 73.23, "f1": [ 0.7774449586868286, 0.8418951034545898, 0.6456360816955566, 0.5281688570976257, 0.6995423436164856, 0.618838369846344, 0.7931361198425293, 0.7786257863044739, 0.8334150910377502, 0.7991945743560791 ], "time": 39.2887804415077, "param": null }, { "epoch": 149, "train_loss": 0.0007516496698372066, "val_loss": 1.552942156791687, "acc": 73.17, "f1": [ 0.7744849920272827, 0.8396412134170532, 0.6458442211151123, 0.5319898128509521, 0.7046475410461426, 0.6185166835784912, 0.7926710247993469, 0.775280773639679, 0.8342402577400208, 0.794029712677002 ], "time": 39.171409798786044, "param": null }, { "epoch": 150, "train_loss": 0.0007725548348389566, "val_loss": 1.1700364351272583, "acc": 73.14, "f1": [ 0.7707068920135498, 0.8421577215194702, 0.6453639268875122, 0.5291478633880615, 0.704761803150177, 0.618110179901123, 0.7945865392684937, 0.7789254784584045, 0.8278529047966003, 0.7972025871276855 ], "time": 39.217505116946995, "param": null }, { "epoch": 151, "train_loss": 0.0007747192867100239, "val_loss": 1.2061829566955566, "acc": 73.23, "f1": [ 0.772750198841095, 0.8414269089698792, 0.647812008857727, 0.5323153138160706, 0.7029410600662231, 0.6168766617774963, 0.793893039226532, 0.7790338397026062, 0.8328415751457214, 0.7947946190834045 ], "time": 39.27772896364331, "param": null }, { "epoch": 152, "train_loss": 0.000791798229329288, "val_loss": 1.4686915874481201, "acc": 73.24, "f1": [ 0.7751625776290894, 0.8403612375259399, 0.6492535471916199, 0.5265244245529175, 0.7067519426345825, 0.6167314052581787, 0.7923075556755066, 0.7828809022903442, 0.8327643275260925, 0.7995969653129578 ], "time": 39.25100449100137, "param": null }, { "epoch": 153, "train_loss": 0.0009498176514171064, "val_loss": 1.1684943437576294, "acc": 73.12, "f1": [ 0.7757148146629333, 0.8401597142219543, 0.6480907201766968, 0.5271008014678955, 0.6987339854240417, 0.6145524978637695, 0.7915868759155273, 0.7816209197044373, 0.835056483745575, 0.7971814870834351 ], "time": 39.21564571466297, "param": null }, { "epoch": 154, "train_loss": 0.0008010508609004319, "val_loss": 1.2912451028823853, "acc": 73.25, "f1": [ 0.7759998440742493, 0.8404200077056885, 0.6490485072135925, 0.5308149456977844, 0.7066996693611145, 0.6151573657989502, 0.7900286316871643, 0.781217634677887, 0.8344826102256775, 0.7975950241088867 ], "time": 38.25673319213092, "param": null }, { "epoch": 155, "train_loss": 0.000795312284026295, "val_loss": 1.1714859008789062, "acc": 73.26, "f1": [ 0.7771083116531372, 0.8422108292579651, 0.6470890045166016, 0.5281652212142944, 0.6983966827392578, 0.6172598004341125, 0.7933012247085571, 0.7772747874259949, 0.8358947038650513, 0.8004000186920166 ], "time": 39.2583472635597, "param": null }, { "epoch": 156, "train_loss": 0.0008251790422946215, "val_loss": 1.1373236179351807, "acc": 73.4, "f1": [ 0.7779447436332703, 0.8444890379905701, 0.6529751420021057, 0.5285496115684509, 0.7061182856559753, 0.6193671226501465, 0.7919845581054688, 0.7821575403213501, 0.835555374622345, 0.7976129651069641 ], "time": 39.27111514657736, "param": null }, { "epoch": 157, "train_loss": 0.000869718671310693, "val_loss": 1.2031959295272827, "acc": 73.32, "f1": [ 0.7743870615959167, 0.843205451965332, 0.6482541561126709, 0.5340100526809692, 0.6993429660797119, 0.6155377626419067, 0.7965450286865234, 0.7756537795066833, 0.8349608182907104, 0.798596978187561 ], "time": 39.239902736619115, "param": null }, { "epoch": 158, "train_loss": 0.0007974639884196222, "val_loss": 1.2992770671844482, "acc": 73.36, "f1": [ 0.7744849920272827, 0.8406946063041687, 0.6518986225128174, 0.5318090319633484, 0.705348014831543, 0.6249998807907104, 0.7935889363288879, 0.7808147072792053, 0.8328443765640259, 0.7952284812927246 ], "time": 39.24246995896101, "param": null }, { "epoch": 159, "train_loss": 0.0008470310713164508, "val_loss": 1.160252332687378, "acc": 73.35, "f1": [ 0.7720696926116943, 0.8405938744544983, 0.6515310406684875, 0.5339411497116089, 0.7042955160140991, 0.6199116110801697, 0.7963318824768066, 0.778688371181488, 0.8311434388160706, 0.7971814870834351 ], "time": 39.22179316263646, "param": null }, { "epoch": 160, "train_loss": 0.0008910515462048352, "val_loss": 1.3660438060760498, "acc": 73.47, "f1": [ 0.7799997925758362, 0.8442208766937256, 0.6526092290878296, 0.5325263738632202, 0.7042955160140991, 0.618838369846344, 0.7936199903488159, 0.7782256007194519, 0.836978018283844, 0.8003970980644226 ], "time": 39.30136916413903, "param": null }, { "epoch": 161, "train_loss": 0.0008717976161278784, "val_loss": 1.389832615852356, "acc": 73.43, "f1": [ 0.7746758460998535, 0.8471658229827881, 0.6507523655891418, 0.5295293927192688, 0.7050575017929077, 0.6186691522598267, 0.7940036654472351, 0.7784550786018372, 0.8360252976417542, 0.8037941455841064 ], "time": 39.158147882670164, "param": null }, { "epoch": 162, "train_loss": 0.0009056674898602068, "val_loss": 1.2251994609832764, "acc": 73.34, "f1": [ 0.7712029814720154, 0.8446892499923706, 0.6513087749481201, 0.5296201109886169, 0.7026752829551697, 0.6168861985206604, 0.7961536049842834, 0.7796435952186584, 0.8348080515861511, 0.8002015948295593 ], "time": 38.30982763785869, "param": null }, { "epoch": 163, "train_loss": 0.0008713369024917483, "val_loss": 1.2776273488998413, "acc": 73.37, "f1": [ 0.7768841981887817, 0.8429998159408569, 0.652542233467102, 0.5329998731613159, 0.7022668719291687, 0.6184464693069458, 0.7930867075920105, 0.780835747718811, 0.8345677256584167, 0.7982061505317688 ], "time": 38.63624514825642, "param": null }, { "epoch": 164, "train_loss": 0.0007436987361870706, "val_loss": 1.282387614250183, "acc": 73.38, "f1": [ 0.7761494517326355, 0.8418951034545898, 0.6510658264160156, 0.5344740152359009, 0.7023206949234009, 0.6206895112991333, 0.7949950695037842, 0.7800101041793823, 0.8365430235862732, 0.795645534992218 ], "time": 39.265254453755915, "param": null }, { "epoch": 165, "train_loss": 0.000932955474127084, "val_loss": 1.3138624429702759, "acc": 73.2, "f1": [ 0.7763156890869141, 0.8407958745956421, 0.6508017182350159, 0.5297945737838745, 0.6994922757148743, 0.6175748109817505, 0.7922383546829224, 0.7796085476875305, 0.8334160447120667, 0.7956239581108093 ], "time": 39.21728071291, "param": null }, { "epoch": 166, "train_loss": 0.0008039342355914414, "val_loss": 1.2792829275131226, "acc": 73.41, "f1": [ 0.77480149269104, 0.8465021252632141, 0.6530823707580566, 0.5299845337867737, 0.7032097578048706, 0.6190475225448608, 0.7921454906463623, 0.7772124409675598, 0.8340674042701721, 0.8004010319709778 ], "time": 39.23011052142829, "param": null }, { "epoch": 167, "train_loss": 0.0008354894234798849, "val_loss": 1.3202465772628784, "acc": 73.46, "f1": [ 0.7763880491256714, 0.8439537286758423, 0.653276801109314, 0.5305916666984558, 0.7041538953781128, 0.620789110660553, 0.7924889922142029, 0.7832736372947693, 0.8370950222015381, 0.8004010319709778 ], "time": 39.27676902897656, "param": null }, { "epoch": 168, "train_loss": 0.0008243690244853497, "val_loss": 1.1825778484344482, "acc": 73.36, "f1": [ 0.7762693166732788, 0.8448014259338379, 0.6513569355010986, 0.528207540512085, 0.7046475410461426, 0.6199116110801697, 0.7916069030761719, 0.7800615429878235, 0.8352187275886536, 0.8010074496269226 ], "time": 39.27388955466449, "param": null }, { "epoch": 169, "train_loss": 0.0011150063946843147, "val_loss": 1.4228206872940063, "acc": 73.29, "f1": [ 0.7775549292564392, 0.8427356481552124, 0.652542233467102, 0.5308336615562439, 0.6999489068984985, 0.6192792654037476, 0.7919268012046814, 0.7804378867149353, 0.8344894647598267, 0.797209620475769 ], "time": 39.22957975696772, "param": null }, { "epoch": 170, "train_loss": 0.0007917587063275278, "val_loss": 1.275564432144165, "acc": 73.34, "f1": [ 0.778894305229187, 0.8428926467895508, 0.653276801109314, 0.5315946340560913, 0.7018234133720398, 0.6166666150093079, 0.7924526333808899, 0.7791536450386047, 0.8354678153991699, 0.7970221638679504 ], "time": 38.34196573495865, "param": null }, { "epoch": 171, "train_loss": 0.0008553729858249426, "val_loss": 1.400757074356079, "acc": 73.42, "f1": [ 0.7752246260643005, 0.8456103205680847, 0.6561843752861023, 0.5263156294822693, 0.7042109370231628, 0.619691014289856, 0.7908526659011841, 0.7838112711906433, 0.8339880108833313, 0.8011986017227173 ], "time": 39.199882986955345, "param": null }, { "epoch": 172, "train_loss": 0.0008863636758178473, "val_loss": 1.142467975616455, "acc": 73.42, "f1": [ 0.7756727933883667, 0.8396643996238708, 0.654068112373352, 0.5321283340454102, 0.7035174369812012, 0.6234776973724365, 0.7943742275238037, 0.780661404132843, 0.8342402577400208, 0.7993934750556946 ], "time": 39.249944023787975, "param": null }, { "epoch": 173, "train_loss": 0.0008895049686543643, "val_loss": 1.3632228374481201, "acc": 73.36, "f1": [ 0.7772226333618164, 0.8435921669006348, 0.6527195572853088, 0.5275826454162598, 0.7005074620246887, 0.6189082860946655, 0.7927409410476685, 0.7815974354743958, 0.8381328582763672, 0.7992006540298462 ], "time": 39.29460168257356, "param": null }, { "epoch": 174, "train_loss": 0.000884014181792736, "val_loss": 1.3172496557235718, "acc": 73.29, "f1": [ 0.775818407535553, 0.8452677130699158, 0.6484816074371338, 0.5307345390319824, 0.7005534768104553, 0.6165337562561035, 0.7929722666740417, 0.7796784043312073, 0.8358646035194397, 0.7978031635284424 ], "time": 39.09191310033202, "param": null }, { "epoch": 175, "train_loss": 0.0009304004488512874, "val_loss": 1.1312366724014282, "acc": 73.27, "f1": [ 0.775124192237854, 0.844775915145874, 0.6488431096076965, 0.5267855525016785, 0.6998459696769714, 0.619373619556427, 0.7924889922142029, 0.7811377644538879, 0.8353928327560425, 0.8020251393318176 ], "time": 39.21725231874734, "param": null }, { "epoch": 176, "train_loss": 0.0008747424581088126, "val_loss": 1.2803516387939453, "acc": 73.29, "f1": [ 0.7719643115997314, 0.8460763096809387, 0.6516969799995422, 0.531203031539917, 0.6981517672538757, 0.6200487613677979, 0.7945996522903442, 0.7770959138870239, 0.8338247537612915, 0.7996020913124084 ], "time": 39.30904298927635, "param": null }, { "epoch": 177, "train_loss": 0.0008875071653164923, "val_loss": 1.2971715927124023, "acc": 73.53, "f1": [ 0.7709771394729614, 0.8448446989059448, 0.6544501185417175, 0.5325263738632202, 0.7044532895088196, 0.6243947744369507, 0.7949829697608948, 0.7831012606620789, 0.8344758152961731, 0.8040300011634827 ], "time": 38.1678182259202, "param": null }, { "epoch": 178, "train_loss": 0.0008260832400992513, "val_loss": 1.2894865274429321, "acc": 73.35, "f1": [ 0.7741291522979736, 0.8444220423698425, 0.6516262888908386, 0.5331324338912964, 0.7017542123794556, 0.6178780794143677, 0.7928188443183899, 0.7778903245925903, 0.8352187275886536, 0.8006010055541992 ], "time": 39.245123805478215, "param": null }, { "epoch": 179, "train_loss": 0.0008163674501702189, "val_loss": 1.2620587348937988, "acc": 73.31, "f1": [ 0.7734915018081665, 0.8436253666877747, 0.6502358317375183, 0.5288411378860474, 0.7016326785087585, 0.618505597114563, 0.7942306399345398, 0.7751145958900452, 0.8343194127082825, 0.8008025884628296 ], "time": 38.57698491960764, "param": null }, { "epoch": 180, "train_loss": 0.0010097846388816833, "val_loss": 1.020272970199585, "acc": 73.35, "f1": [ 0.7763288021087646, 0.8447579741477966, 0.6537655591964722, 0.5262625217437744, 0.7032191753387451, 0.6200577616691589, 0.7917661666870117, 0.7841138243675232, 0.8350666165351868, 0.7965930104255676 ], "time": 39.33866933174431, "param": null }, { "epoch": 181, "train_loss": 0.0010297504486516118, "val_loss": 1.3210521936416626, "acc": 73.36, "f1": [ 0.7750622034072876, 0.8450701832771301, 0.6532298922538757, 0.5249478816986084, 0.7019469738006592, 0.6177188754081726, 0.7946256399154663, 0.7785640358924866, 0.8357176780700684, 0.7978139519691467 ], "time": 39.22909349296242, "param": null }, { "epoch": 182, "train_loss": 0.0008581620058976114, "val_loss": 1.1963880062103271, "acc": 73.38, "f1": [ 0.7741934061050415, 0.8486375212669373, 0.6510415077209473, 0.5301569700241089, 0.7023808360099792, 0.6185769438743591, 0.7934203147888184, 0.777493417263031, 0.8335786461830139, 0.8015910983085632 ], "time": 39.212690942920744, "param": null }, { "epoch": 183, "train_loss": 0.0009257707861252129, "val_loss": 1.1831568479537964, "acc": 73.33, "f1": [ 0.7754278182983398, 0.846309244632721, 0.6530823707580566, 0.5258357524871826, 0.6972008943557739, 0.620789110660553, 0.7925070524215698, 0.7796266674995422, 0.8362917304039001, 0.8011927008628845 ], "time": 38.493328974582255, "param": null }, { "epoch": 184, "train_loss": 0.0009357652743346989, "val_loss": 1.2157961130142212, "acc": 73.28, "f1": [ 0.7738691568374634, 0.8435781002044678, 0.6531460881233215, 0.5271236896514893, 0.7011436223983765, 0.6163020730018616, 0.795203685760498, 0.7754063606262207, 0.8333331942558289, 0.7976189255714417 ], "time": 38.29741607885808, "param": null }, { "epoch": 185, "train_loss": 0.0008303599315695465, "val_loss": 1.261268973350525, "acc": 73.34, "f1": [ 0.7734915018081665, 0.844957172870636, 0.6534237861633301, 0.5275948643684387, 0.7027298808097839, 0.6181639432907104, 0.7920694947242737, 0.7792996764183044, 0.8333331942558289, 0.8022087216377258 ], "time": 39.29049867205322, "param": null }, { "epoch": 186, "train_loss": 0.0009007251937873662, "val_loss": 1.263295292854309, "acc": 73.46, "f1": [ 0.7743227481842041, 0.8470823168754578, 0.6528710722923279, 0.5291432738304138, 0.7031092047691345, 0.621397078037262, 0.7947975397109985, 0.7822989225387573, 0.8358795046806335, 0.7999998331069946 ], "time": 39.304330457001925, "param": null }, { "epoch": 187, "train_loss": 0.0008378607453778386, "val_loss": 1.2920424938201904, "acc": 73.28, "f1": [ 0.7735190391540527, 0.8406946063041687, 0.6513569355010986, 0.5326682329177856, 0.7033515572547913, 0.6183430552482605, 0.7955746650695801, 0.7776048183441162, 0.8336632251739502, 0.7969998121261597 ], "time": 39.23545513860881, "param": null }, { "epoch": 188, "train_loss": 0.0008625228074379265, "val_loss": 1.161574125289917, "acc": 73.43, "f1": [ 0.7776110172271729, 0.8449998497962952, 0.6512604355812073, 0.5313282012939453, 0.7044211030006409, 0.6211238503456116, 0.7931872010231018, 0.7796085476875305, 0.8361301422119141, 0.8009998202323914 ], "time": 39.30964291281998, "param": null }, { "epoch": 189, "train_loss": 0.0008585137547925115, "val_loss": 1.259397268295288, "acc": 73.38, "f1": [ 0.7771083116531372, 0.8451126217842102, 0.6538260579109192, 0.5306949615478516, 0.7008030414581299, 0.6180927753448486, 0.7927754521369934, 0.7798163294792175, 0.8358947038650513, 0.797601044178009 ], "time": 39.289122520014644, "param": null }, { "epoch": 190, "train_loss": 0.0008065291913226247, "val_loss": 1.1876084804534912, "acc": 73.3, "f1": [ 0.7745435237884521, 0.8408975601196289, 0.6497407555580139, 0.5312976241111755, 0.6991869211196899, 0.6201472878456116, 0.7944283485412598, 0.7772124409675598, 0.8354804515838623, 0.7984030842781067 ], "time": 39.247409771196544, "param": null }, { "epoch": 191, "train_loss": 0.0009567317902110517, "val_loss": 1.242667317390442, "acc": 73.33, "f1": [ 0.7734412550926208, 0.8417909145355225, 0.6518986225128174, 0.5263696312904358, 0.7016127705574036, 0.6181991696357727, 0.795967161655426, 0.7817257046699524, 0.8347145915031433, 0.7978031635284424 ], "time": 39.233572023920715, "param": null }, { "epoch": 192, "train_loss": 0.0007942224037833512, "val_loss": 1.2245126962661743, "acc": 73.35, "f1": [ 0.7735847234725952, 0.8462309837341309, 0.6526975631713867, 0.5310956835746765, 0.7030544877052307, 0.617749035358429, 0.7932528257369995, 0.7768084406852722, 0.8352187275886536, 0.8030149340629578 ], "time": 38.38145692739636, "param": null }, { "epoch": 193, "train_loss": 0.0008516908274032176, "val_loss": 1.2420674562454224, "acc": 73.24, "f1": [ 0.7749997973442078, 0.8441556692123413, 0.6503130793571472, 0.531140923500061, 0.6986719965934753, 0.6183056235313416, 0.7941318154335022, 0.7752014398574829, 0.8355686664581299, 0.7986143231391907 ], "time": 39.31587349716574, "param": null }, { "epoch": 194, "train_loss": 0.0009032483794726431, "val_loss": 1.2550547122955322, "acc": 73.38, "f1": [ 0.7754489779472351, 0.8456509113311768, 0.653785765171051, 0.5317339897155762, 0.7007148265838623, 0.6199511885643005, 0.7940325736999512, 0.7773236632347107, 0.8369563817977905, 0.7988105416297913 ], "time": 38.49974319152534, "param": null }, { "epoch": 195, "train_loss": 0.0009850739734247327, "val_loss": 1.3004441261291504, "acc": 73.44, "f1": [ 0.7738093137741089, 0.8484846949577332, 0.6553550958633423, 0.526046872138977, 0.7025159001350403, 0.6202530860900879, 0.7940182089805603, 0.7785711884498596, 0.8341509699821472, 0.8027886152267456 ], "time": 39.27662983816117, "param": null }, { "epoch": 196, "train_loss": 0.0008704086649231613, "val_loss": 1.3103727102279663, "acc": 73.36, "f1": [ 0.7749002575874329, 0.8422098755836487, 0.652060329914093, 0.5295293927192688, 0.7025378942489624, 0.6217666268348694, 0.7924889922142029, 0.7807866930961609, 0.8354804515838623, 0.8002001047134399 ], "time": 38.322467484511435, "param": null }, { "epoch": 197, "train_loss": 0.0008710541296750307, "val_loss": 1.2524607181549072, "acc": 73.34, "f1": [ 0.7747113704681396, 0.8441556692123413, 0.6544501185417175, 0.5316325426101685, 0.6993005275726318, 0.618648111820221, 0.7921828627586365, 0.7764225602149963, 0.8352187275886536, 0.797209620475769 ], "time": 39.34057186450809, "param": null }, { "epoch": 198, "train_loss": 0.0008054693462327123, "val_loss": 1.2416270971298218, "acc": 73.32, "f1": [ 0.7750622034072876, 0.8401190042495728, 0.652310848236084, 0.5333331823348999, 0.70368492603302, 0.61796635389328, 0.7944283485412598, 0.7763156890869141, 0.8323469161987305, 0.7954431772232056 ], "time": 39.24625997245312, "param": null }, { "epoch": 199, "train_loss": 0.0008804767858237028, "val_loss": 1.1700654029846191, "acc": 73.23, "f1": [ 0.7728846073150635, 0.8453813195228577, 0.6484816074371338, 0.5329310297966003, 0.6904510259628296, 0.6218322515487671, 0.7929048538208008, 0.7771021723747253, 0.8362025618553162, 0.7984030842781067 ], "time": 39.29917848017067, "param": null } ] }