{ "Accuracy": 60.22, "Time": [ 3.5571414942199997, 0.16556251069701644 ], "Device": "TITAN RTX", "Log": [ { "epoch": 0, "train_loss": 2.2843873500823975, "val_loss": 2.293522596359253, "acc": 18.97, "time": 4.223585201000006, "param": null }, { "epoch": 1, "train_loss": 2.118610143661499, "val_loss": 2.0367956161499023, "acc": 27.08, "time": 3.5459677909999954, "param": null }, { "epoch": 2, "train_loss": 1.9122810363769531, "val_loss": 1.8908404111862183, "acc": 32.0, "time": 3.461606504999992, "param": null }, { "epoch": 3, "train_loss": 1.7684746980667114, "val_loss": 1.7434873580932617, "acc": 36.96, "time": 3.451587344999993, "param": null }, { "epoch": 4, "train_loss": 1.8227230310440063, "val_loss": 1.7253867387771606, "acc": 40.71, "time": 3.4955948970000037, "param": null }, { "epoch": 5, "train_loss": 1.5836831331253052, "val_loss": 1.628544569015503, "acc": 42.99, "time": 3.4885022400000025, "param": null }, { "epoch": 6, "train_loss": 1.5805631875991821, "val_loss": 1.4807666540145874, "acc": 48.4, "time": 3.4588126970000133, "param": null }, { "epoch": 7, "train_loss": 1.5721818208694458, "val_loss": 1.43569016456604, "acc": 50.27, "time": 3.5504739590000014, "param": null }, { "epoch": 8, "train_loss": 1.4734933376312256, "val_loss": 1.3018244504928589, "acc": 52.57, "time": 3.4170407989999916, "param": null }, { "epoch": 9, "train_loss": 1.439704418182373, "val_loss": 1.2369686365127563, "acc": 54.13, "time": 3.5879860990000054, "param": null }, { "epoch": 10, "train_loss": 1.3613110780715942, "val_loss": 1.2221759557724, "acc": 55.8, "time": 3.328266112999998, "param": null }, { "epoch": 11, "train_loss": 1.3728233575820923, "val_loss": 1.2652246952056885, "acc": 56.81, "time": 3.5196426979999984, "param": null }, { "epoch": 12, "train_loss": 1.2245718240737915, "val_loss": 1.3772889375686646, "acc": 55.96, "time": 3.6009442920000083, "param": null }, { "epoch": 13, "train_loss": 1.1349400281906128, "val_loss": 1.21819269657135, "acc": 58.27, "time": 3.531773377999997, "param": null }, { "epoch": 14, "train_loss": 1.120658278465271, "val_loss": 1.3363690376281738, "acc": 58.38, "time": 3.255923714000005, "param": null }, { "epoch": 15, "train_loss": 1.0642412900924683, "val_loss": 1.4046939611434937, "acc": 57.49, "time": 3.5480641320000075, "param": null }, { "epoch": 16, "train_loss": 1.0219099521636963, "val_loss": 1.3039464950561523, "acc": 58.84, "time": 3.5199679069999945, "param": null }, { "epoch": 17, "train_loss": 0.8269287943840027, "val_loss": 1.237125277519226, "acc": 59.81, "time": 3.553283840000006, "param": null }, { "epoch": 18, "train_loss": 0.8857671618461609, "val_loss": 1.2823057174682617, "acc": 58.42, "time": 3.3577902829999857, "param": null }, { "epoch": 19, "train_loss": 0.9806327223777771, "val_loss": 1.2437657117843628, "acc": 58.33, "time": 3.442995341999989, "param": null }, { "epoch": 20, "train_loss": 0.7934446930885315, "val_loss": 1.2420371770858765, "acc": 57.92, "time": 3.6407504180000103, "param": null }, { "epoch": 21, "train_loss": 0.7214940786361694, "val_loss": 1.244307279586792, "acc": 59.56, "time": 3.632385864000014, "param": null }, { "epoch": 22, "train_loss": 0.6842735409736633, "val_loss": 1.4654653072357178, "acc": 58.56, "time": 3.1889568150000116, "param": null }, { "epoch": 23, "train_loss": 0.5413976311683655, "val_loss": 1.4565379619598389, "acc": 59.24, "time": 3.4827332119999994, "param": null }, { "epoch": 24, "train_loss": 0.47419843077659607, "val_loss": 1.4555563926696777, "acc": 59.23, "time": 3.5033607119999886, "param": null }, { "epoch": 25, "train_loss": 0.3950631618499756, "val_loss": 1.6512694358825684, "acc": 58.7, "time": 3.4983666140000196, "param": null }, { "epoch": 26, "train_loss": 0.4690699279308319, "val_loss": 1.5904288291931152, "acc": 59.07, "time": 3.178966699, "param": null }, { "epoch": 27, "train_loss": 0.3089918792247772, "val_loss": 1.670862078666687, "acc": 58.96, "time": 3.6159768490000204, "param": null }, { "epoch": 28, "train_loss": 0.31233325600624084, "val_loss": 1.9338663816452026, "acc": 58.0, "time": 3.4494500270000117, "param": null }, { "epoch": 29, "train_loss": 0.26126307249069214, "val_loss": 1.706705093383789, "acc": 58.01, "time": 3.430759815000016, "param": null }, { "epoch": 30, "train_loss": 0.23687885701656342, "val_loss": 1.9505391120910645, "acc": 58.66, "time": 3.1531611759999976, "param": null }, { "epoch": 31, "train_loss": 0.22670486569404602, "val_loss": 1.8266267776489258, "acc": 58.83, "time": 3.6022730189999947, "param": null }, { "epoch": 32, "train_loss": 0.1966768056154251, "val_loss": 2.2568116188049316, "acc": 58.77, "time": 3.5364628449999884, "param": null }, { "epoch": 33, "train_loss": 0.15272516012191772, "val_loss": 2.302201271057129, "acc": 58.39, "time": 3.536386781999994, "param": null }, { "epoch": 34, "train_loss": 0.07482802122831345, "val_loss": 2.69716215133667, "acc": 59.24, "time": 3.354478701000005, "param": null }, { "epoch": 35, "train_loss": 0.05109358951449394, "val_loss": 2.2911064624786377, "acc": 58.56, "time": 3.685259825000003, "param": null }, { "epoch": 36, "train_loss": 0.038693420588970184, "val_loss": 2.664199113845825, "acc": 58.87, "time": 3.8119564610000225, "param": null }, { "epoch": 37, "train_loss": 0.01260202657431364, "val_loss": 2.0479812622070312, "acc": 59.48, "time": 3.6332897460000027, "param": null }, { "epoch": 38, "train_loss": 0.005887387320399284, "val_loss": 2.5838918685913086, "acc": 59.94, "time": 3.1909412410000186, "param": null }, { "epoch": 39, "train_loss": 0.005788907408714294, "val_loss": 2.8806920051574707, "acc": 60.2, "time": 3.6525395140000114, "param": null }, { "epoch": 40, "train_loss": 0.004118594340980053, "val_loss": 2.4580705165863037, "acc": 59.96, "time": 3.643558571999961, "param": null }, { "epoch": 41, "train_loss": 0.004719718359410763, "val_loss": 2.6839065551757812, "acc": 59.8, "time": 3.6885784899999976, "param": null }, { "epoch": 42, "train_loss": 0.0042037214152514935, "val_loss": 2.813633918762207, "acc": 59.85, "time": 3.3020349189999934, "param": null }, { "epoch": 43, "train_loss": 0.0033579468727111816, "val_loss": 3.502504825592041, "acc": 60.15, "time": 3.588408787999981, "param": null }, { "epoch": 44, "train_loss": 0.0035747261717915535, "val_loss": 2.771184206008911, "acc": 59.96, "time": 3.4729161490000138, "param": null }, { "epoch": 45, "train_loss": 0.0019721759017556906, "val_loss": 2.8460867404937744, "acc": 60.08, "time": 3.4453650920000314, "param": null }, { "epoch": 46, "train_loss": 0.0037408643402159214, "val_loss": 2.6786141395568848, "acc": 60.09, "time": 3.617021014000045, "param": null }, { "epoch": 47, "train_loss": 0.0020315186120569706, "val_loss": 2.903980255126953, "acc": 60.15, "time": 3.4204609889999915, "param": null }, { "epoch": 48, "train_loss": 0.001599725685082376, "val_loss": 2.937551975250244, "acc": 60.01, "time": 3.413464220000037, "param": null }, { "epoch": 49, "train_loss": 0.0014004823751747608, "val_loss": 2.985734462738037, "acc": 59.95, "time": 3.487447311999972, "param": null }, { "epoch": 50, "train_loss": 0.001451427349820733, "val_loss": 3.0314669609069824, "acc": 59.97, "time": 3.672984054999972, "param": null }, { "epoch": 51, "train_loss": 0.001502051018178463, "val_loss": 3.6222331523895264, "acc": 60.21, "time": 3.6409807260000093, "param": null }, { "epoch": 52, "train_loss": 0.0016677220119163394, "val_loss": 3.242642402648926, "acc": 60.21, "time": 3.5623707720000084, "param": null }, { "epoch": 53, "train_loss": 0.002209419384598732, "val_loss": 3.7968952655792236, "acc": 60.01, "time": 3.7135269710000216, "param": null }, { "epoch": 54, "train_loss": 0.0013647868763655424, "val_loss": 3.207129716873169, "acc": 60.22, "time": 3.6535447580000096, "param": null }, { "epoch": 55, "train_loss": 0.0011498257517814636, "val_loss": 3.488929510116577, "acc": 60.21, "time": 3.5743869439999685, "param": null }, { "epoch": 56, "train_loss": 0.001736750709824264, "val_loss": 3.2727675437927246, "acc": 60.19, "time": 3.8981696600000078, "param": null }, { "epoch": 57, "train_loss": 0.001046042307280004, "val_loss": 3.211172103881836, "acc": 60.06, "time": 3.5964822330000175, "param": null }, { "epoch": 58, "train_loss": 0.00155019445810467, "val_loss": 3.3838469982147217, "acc": 60.06, "time": 3.951855273000035, "param": null }, { "epoch": 59, "train_loss": 0.0018582355696707964, "val_loss": 3.0383493900299072, "acc": 60.08, "time": 3.766587204000018, "param": null }, { "epoch": 60, "train_loss": 0.0010911336867138743, "val_loss": 3.1183595657348633, "acc": 59.96, "time": 3.615479209, "param": null }, { "epoch": 61, "train_loss": 0.0012436225078999996, "val_loss": 3.168677568435669, "acc": 60.05, "time": 3.5150865460000205, "param": null }, { "epoch": 62, "train_loss": 0.0010847772937268019, "val_loss": 3.6888461112976074, "acc": 60.17, "time": 3.4928450029999567, "param": null }, { "epoch": 63, "train_loss": 0.00101478339638561, "val_loss": 3.334413766860962, "acc": 59.97, "time": 3.6314092990000404, "param": null }, { "epoch": 64, "train_loss": 0.0069098989479243755, "val_loss": 3.655184030532837, "acc": 60.1, "time": 3.4856363210000154, "param": null }, { "epoch": 65, "train_loss": 0.0007223100401461124, "val_loss": 3.3254239559173584, "acc": 60.05, "time": 3.456913777000011, "param": null }, { "epoch": 66, "train_loss": 0.0012112520635128021, "val_loss": 3.583003282546997, "acc": 60.12, "time": 3.832542380999996, "param": null }, { "epoch": 67, "train_loss": 0.00833959225565195, "val_loss": 4.107264041900635, "acc": 60.03, "time": 3.885190442999999, "param": null }, { "epoch": 68, "train_loss": 0.0009284535772167146, "val_loss": 3.780924081802368, "acc": 59.96, "time": 3.8175535999999965, "param": null }, { "epoch": 69, "train_loss": 0.001308427657932043, "val_loss": 3.607684373855591, "acc": 59.9, "time": 3.5378223289999937, "param": null }, { "epoch": 70, "train_loss": 0.0011340088676661253, "val_loss": 3.744515895843506, "acc": 60.1, "time": 3.5749487520000116, "param": null }, { "epoch": 71, "train_loss": 0.0007541209342889488, "val_loss": 2.8963630199432373, "acc": 59.79, "time": 3.4950093429999924, "param": null }, { "epoch": 72, "train_loss": 0.0008977564284577966, "val_loss": 4.123044013977051, "acc": 59.83, "time": 3.4784825670000146, "param": null }, { "epoch": 73, "train_loss": 0.0007889888365752995, "val_loss": 3.5098485946655273, "acc": 59.95, "time": 3.473190654000007, "param": null }, { "epoch": 74, "train_loss": 0.0007916659233160317, "val_loss": 3.7785489559173584, "acc": 60.05, "time": 3.737955573000022, "param": null }, { "epoch": 75, "train_loss": 0.0010976052144542336, "val_loss": 3.1775004863739014, "acc": 59.96, "time": 3.474765905999959, "param": null }, { "epoch": 76, "train_loss": 0.0006255408516153693, "val_loss": 3.272343397140503, "acc": 59.83, "time": 3.8147093640000094, "param": null }, { "epoch": 77, "train_loss": 0.0006270813755691051, "val_loss": 3.6480391025543213, "acc": 60.04, "time": 3.5753866000000016, "param": null }, { "epoch": 78, "train_loss": 0.0007909189444035292, "val_loss": 3.5970239639282227, "acc": 59.79, "time": 3.408043310000039, "param": null }, { "epoch": 79, "train_loss": 0.0006751988548785448, "val_loss": 3.860713005065918, "acc": 59.76, "time": 3.517729736999968, "param": null }, { "epoch": 80, "train_loss": 0.00044675508979707956, "val_loss": 3.5279812812805176, "acc": 59.87, "time": 3.569947118000016, "param": null }, { "epoch": 81, "train_loss": 0.0005683891358785331, "val_loss": 3.083925485610962, "acc": 59.82, "time": 3.4759626809999986, "param": null }, { "epoch": 82, "train_loss": 0.0005493286880664527, "val_loss": 3.2730276584625244, "acc": 59.88, "time": 3.591743916999974, "param": null }, { "epoch": 83, "train_loss": 0.0007675032829865813, "val_loss": 4.626084804534912, "acc": 59.88, "time": 3.779228193999984, "param": null }, { "epoch": 84, "train_loss": 0.0005854725604876876, "val_loss": 3.3026835918426514, "acc": 59.92, "time": 3.7806960649999724, "param": null }, { "epoch": 85, "train_loss": 0.0006339816027320921, "val_loss": 3.2904388904571533, "acc": 59.78, "time": 3.7915437409999413, "param": null }, { "epoch": 86, "train_loss": 0.0005088822799734771, "val_loss": 3.8973543643951416, "acc": 59.92, "time": 3.586151008999991, "param": null }, { "epoch": 87, "train_loss": 0.0005367638659663498, "val_loss": 3.6009163856506348, "acc": 59.88, "time": 3.506741070999965, "param": null }, { "epoch": 88, "train_loss": 0.0005778606282547116, "val_loss": 3.8442134857177734, "acc": 59.86, "time": 3.507557608999946, "param": null }, { "epoch": 89, "train_loss": 0.0005935921217314899, "val_loss": 3.909799337387085, "acc": 59.76, "time": 3.5642166560000987, "param": null }, { "epoch": 90, "train_loss": 0.0006332338089123368, "val_loss": 3.33402943611145, "acc": 59.9, "time": 3.4141863190000095, "param": null }, { "epoch": 91, "train_loss": 0.0004548837314359844, "val_loss": 3.7436845302581787, "acc": 59.86, "time": 3.5859883869999294, "param": null }, { "epoch": 92, "train_loss": 0.00047888935660012066, "val_loss": 3.7804081439971924, "acc": 59.79, "time": 3.5537258349999092, "param": null }, { "epoch": 93, "train_loss": 0.00046755862422287464, "val_loss": 3.2253925800323486, "acc": 59.81, "time": 3.5441365220000307, "param": null }, { "epoch": 94, "train_loss": 0.00046188346459530294, "val_loss": 4.065319061279297, "acc": 59.83, "time": 3.3867394229999945, "param": null }, { "epoch": 95, "train_loss": 0.0008865970885381103, "val_loss": 3.9500248432159424, "acc": 59.9, "time": 3.7117434159999902, "param": null }, { "epoch": 96, "train_loss": 0.0004317342827562243, "val_loss": 3.9621312618255615, "acc": 59.79, "time": 3.7106827250000833, "param": null }, { "epoch": 97, "train_loss": 0.0004039588675368577, "val_loss": 3.867250919342041, "acc": 59.77, "time": 3.6829104299999926, "param": null }, { "epoch": 98, "train_loss": 0.0004183521377854049, "val_loss": 3.617083787918091, "acc": 59.8, "time": 3.4101744879999387, "param": null }, { "epoch": 99, "train_loss": 0.00037681826506741345, "val_loss": 3.5274291038513184, "acc": 59.79, "time": 3.5109633939999867, "param": null } ] }