{ "Accuracy": 67.97999999999999, "Time": [ 2.8930288745100046, 0.06762525159276202 ], "Device": "TITAN RTX", "Log": [ { "epoch": 0, "train_loss": 2.0673508644104004, "val_loss": 2.1388580799102783, "acc": 23.05, "time": 3.1526123009999996, "param": null }, { "epoch": 1, "train_loss": 1.9409680366516113, "val_loss": 1.9651397466659546, "acc": 29.849999999999998, "time": 2.882859893999999, "param": null }, { "epoch": 2, "train_loss": 1.8510953187942505, "val_loss": 1.8272666931152344, "acc": 38.11, "time": 2.863568693999998, "param": null }, { "epoch": 3, "train_loss": 1.656453251838684, "val_loss": 1.4879179000854492, "acc": 42.8, "time": 2.863726035999999, "param": null }, { "epoch": 4, "train_loss": 1.7001701593399048, "val_loss": 1.6249010562896729, "acc": 44.37, "time": 2.879571346999999, "param": null }, { "epoch": 5, "train_loss": 1.274064540863037, "val_loss": 1.4956682920455933, "acc": 47.68, "time": 2.931355294000003, "param": null }, { "epoch": 6, "train_loss": 1.3015413284301758, "val_loss": 1.3636393547058105, "acc": 50.55, "time": 2.875953327000005, "param": null }, { "epoch": 7, "train_loss": 1.3277050256729126, "val_loss": 1.3582357168197632, "acc": 51.39, "time": 2.9201818029999984, "param": null }, { "epoch": 8, "train_loss": 1.3591620922088623, "val_loss": 1.3175501823425293, "acc": 53.03, "time": 2.9059718879999963, "param": null }, { "epoch": 9, "train_loss": 1.2679787874221802, "val_loss": 1.4005544185638428, "acc": 54.63, "time": 2.880669988000001, "param": null }, { "epoch": 10, "train_loss": 1.0348678827285767, "val_loss": 1.329350233078003, "acc": 54.09, "time": 2.904557834000002, "param": null }, { "epoch": 11, "train_loss": 1.1718567609786987, "val_loss": 1.1271507740020752, "acc": 57.16, "time": 2.9437978750000013, "param": null }, { "epoch": 12, "train_loss": 1.0008069276809692, "val_loss": 1.2668465375900269, "acc": 57.05, "time": 2.883305129, "param": null }, { "epoch": 13, "train_loss": 0.9274523854255676, "val_loss": 1.343932032585144, "acc": 55.19, "time": 2.921611700000007, "param": null }, { "epoch": 14, "train_loss": 1.0818283557891846, "val_loss": 1.1465821266174316, "acc": 58.699999999999996, "time": 2.908045369000007, "param": null }, { "epoch": 15, "train_loss": 1.2487075328826904, "val_loss": 1.1397508382797241, "acc": 59.41, "time": 2.886848333000003, "param": null }, { "epoch": 16, "train_loss": 1.0575636625289917, "val_loss": 1.1087726354599, "acc": 60.28, "time": 2.8860541100000034, "param": null }, { "epoch": 17, "train_loss": 1.1406073570251465, "val_loss": 1.1723272800445557, "acc": 60.5, "time": 2.8933790319999986, "param": null }, { "epoch": 18, "train_loss": 0.7521830201148987, "val_loss": 1.0939897298812866, "acc": 61.63999999999999, "time": 2.9179732719999976, "param": null }, { "epoch": 19, "train_loss": 1.0418859720230103, "val_loss": 1.133531928062439, "acc": 61.029999999999994, "time": 2.907819333000006, "param": null }, { "epoch": 20, "train_loss": 0.8373669385910034, "val_loss": 1.0861879587173462, "acc": 63.0, "time": 2.8979469129999984, "param": null }, { "epoch": 21, "train_loss": 0.7055132985115051, "val_loss": 1.1642009019851685, "acc": 62.57, "time": 2.973756166000001, "param": null }, { "epoch": 22, "train_loss": 1.0455620288848877, "val_loss": 1.1345614194869995, "acc": 61.79, "time": 2.9474063070000085, "param": null }, { "epoch": 23, "train_loss": 0.8589569330215454, "val_loss": 1.179826259613037, "acc": 62.529999999999994, "time": 2.9248654219999963, "param": null }, { "epoch": 24, "train_loss": 0.91446852684021, "val_loss": 0.9450863599777222, "acc": 64.03999999999999, "time": 2.8832117870000076, "param": null }, { "epoch": 25, "train_loss": 0.8364965319633484, "val_loss": 0.8818805813789368, "acc": 65.10000000000001, "time": 2.93638983000001, "param": null }, { "epoch": 26, "train_loss": 0.7271862030029297, "val_loss": 0.8594428300857544, "acc": 65.10000000000001, "time": 2.940557353999992, "param": null }, { "epoch": 27, "train_loss": 0.9107351899147034, "val_loss": 1.2441924810409546, "acc": 64.32, "time": 2.9741539030000013, "param": null }, { "epoch": 28, "train_loss": 0.6842221617698669, "val_loss": 1.0351682901382446, "acc": 65.82000000000001, "time": 2.9766553960000124, "param": null }, { "epoch": 29, "train_loss": 0.7515700459480286, "val_loss": 1.072142481803894, "acc": 65.49000000000001, "time": 2.942289748999997, "param": null }, { "epoch": 30, "train_loss": 0.72701096534729, "val_loss": 1.1701710224151611, "acc": 64.89, "time": 2.9735177109999995, "param": null }, { "epoch": 31, "train_loss": 0.6831528544425964, "val_loss": 1.1013424396514893, "acc": 64.56, "time": 2.970820099000008, "param": null }, { "epoch": 32, "train_loss": 0.8211281299591064, "val_loss": 1.0132339000701904, "acc": 66.94, "time": 2.974164363, "param": null }, { "epoch": 33, "train_loss": 0.5518905520439148, "val_loss": 1.0020521879196167, "acc": 66.42, "time": 2.926609358999997, "param": null }, { "epoch": 34, "train_loss": 0.5582457184791565, "val_loss": 1.055690884590149, "acc": 66.28, "time": 2.9600489030000006, "param": null }, { "epoch": 35, "train_loss": 0.5209052562713623, "val_loss": 1.2295995950698853, "acc": 65.69, "time": 2.947198041000007, "param": null }, { "epoch": 36, "train_loss": 0.5817248821258545, "val_loss": 1.0581483840942383, "acc": 66.75, "time": 2.9420865950000064, "param": null }, { "epoch": 37, "train_loss": 0.619210958480835, "val_loss": 1.1139687299728394, "acc": 66.88, "time": 2.9770263599999964, "param": null }, { "epoch": 38, "train_loss": 0.44803839921951294, "val_loss": 1.116634488105774, "acc": 65.75, "time": 2.941160628999995, "param": null }, { "epoch": 39, "train_loss": 0.5632919073104858, "val_loss": 1.122576117515564, "acc": 65.96, "time": 2.9866980240000203, "param": null }, { "epoch": 40, "train_loss": 0.4137131869792938, "val_loss": 0.9566942453384399, "acc": 66.38, "time": 3.003183879000005, "param": null }, { "epoch": 41, "train_loss": 0.33202987909317017, "val_loss": 1.1416988372802734, "acc": 66.63, "time": 2.9647166329999948, "param": null }, { "epoch": 42, "train_loss": 0.3792273998260498, "val_loss": 1.0816789865493774, "acc": 66.86, "time": 2.9343485850000093, "param": null }, { "epoch": 43, "train_loss": 0.41284966468811035, "val_loss": 1.2454862594604492, "acc": 65.18, "time": 2.9905832880000105, "param": null }, { "epoch": 44, "train_loss": 0.40548962354660034, "val_loss": 1.3228172063827515, "acc": 64.83, "time": 2.936995103000015, "param": null }, { "epoch": 45, "train_loss": 0.32123181223869324, "val_loss": 1.0562117099761963, "acc": 66.42, "time": 2.9288225479999994, "param": null }, { "epoch": 46, "train_loss": 0.2121295928955078, "val_loss": 1.0899535417556763, "acc": 66.25999999999999, "time": 2.905351507000006, "param": null }, { "epoch": 47, "train_loss": 0.3781547248363495, "val_loss": 1.1213828325271606, "acc": 66.24, "time": 2.8735219389999997, "param": null }, { "epoch": 48, "train_loss": 0.23005224764347076, "val_loss": 1.3646999597549438, "acc": 65.83, "time": 2.8810245859999952, "param": null }, { "epoch": 49, "train_loss": 0.2996388375759125, "val_loss": 1.4387874603271484, "acc": 65.99000000000001, "time": 2.918431596000005, "param": null }, { "epoch": 50, "train_loss": 0.22700092196464539, "val_loss": 1.2518185377120972, "acc": 66.11, "time": 2.877293629999997, "param": null }, { "epoch": 51, "train_loss": 0.19058199226856232, "val_loss": 1.6602027416229248, "acc": 65.59, "time": 2.904762453000018, "param": null }, { "epoch": 52, "train_loss": 0.2337210476398468, "val_loss": 1.4894354343414307, "acc": 65.86, "time": 2.941859136000005, "param": null }, { "epoch": 53, "train_loss": 0.2216179072856903, "val_loss": 1.3008627891540527, "acc": 66.47, "time": 2.9069038089999992, "param": null }, { "epoch": 54, "train_loss": 0.19279105961322784, "val_loss": 1.1739534139633179, "acc": 64.71000000000001, "time": 2.9217101410000055, "param": null }, { "epoch": 55, "train_loss": 0.20267720520496368, "val_loss": 1.51213800907135, "acc": 66.52, "time": 2.9195648030000143, "param": null }, { "epoch": 56, "train_loss": 0.14699837565422058, "val_loss": 1.4389541149139404, "acc": 66.09, "time": 2.8935116380000068, "param": null }, { "epoch": 57, "train_loss": 0.16516360640525818, "val_loss": 1.7797166109085083, "acc": 66.60000000000001, "time": 2.9173064160000024, "param": null }, { "epoch": 58, "train_loss": 0.10699799656867981, "val_loss": 1.3113372325897217, "acc": 66.5, "time": 2.9208682219999957, "param": null }, { "epoch": 59, "train_loss": 0.14224742352962494, "val_loss": 1.5497483015060425, "acc": 66.51, "time": 2.9073919969999906, "param": null }, { "epoch": 60, "train_loss": 0.21031886339187622, "val_loss": 1.4412212371826172, "acc": 66.24, "time": 2.9010409279999863, "param": null }, { "epoch": 61, "train_loss": 0.11090262234210968, "val_loss": 1.4161051511764526, "acc": 66.32000000000001, "time": 2.9435047130000385, "param": null }, { "epoch": 62, "train_loss": 0.06748532503843307, "val_loss": 1.9026316404342651, "acc": 66.8, "time": 2.8955187440000145, "param": null }, { "epoch": 63, "train_loss": 0.08917972445487976, "val_loss": 1.7218658924102783, "acc": 66.97, "time": 2.914982404, "param": null }, { "epoch": 64, "train_loss": 0.12237600982189178, "val_loss": 2.0529210567474365, "acc": 67.19000000000001, "time": 2.9306256810000377, "param": null }, { "epoch": 65, "train_loss": 0.05440910905599594, "val_loss": 1.8028682470321655, "acc": 66.60000000000001, "time": 2.9575017029999913, "param": null }, { "epoch": 66, "train_loss": 0.06337844580411911, "val_loss": 1.894608974456787, "acc": 66.75999999999999, "time": 3.021599659000003, "param": null }, { "epoch": 67, "train_loss": 0.038039952516555786, "val_loss": 2.0952134132385254, "acc": 67.0, "time": 2.888985993999995, "param": null }, { "epoch": 68, "train_loss": 0.016270538792014122, "val_loss": 1.792300820350647, "acc": 66.96, "time": 2.9272298019999994, "param": null }, { "epoch": 69, "train_loss": 0.019951393827795982, "val_loss": 1.9525302648544312, "acc": 67.17, "time": 2.9233638040000187, "param": null }, { "epoch": 70, "train_loss": 0.01648307405412197, "val_loss": 1.9457169771194458, "acc": 66.85, "time": 2.966000314999974, "param": null }, { "epoch": 71, "train_loss": 0.016676267609000206, "val_loss": 2.076145887374878, "acc": 67.24, "time": 2.8932868740000117, "param": null }, { "epoch": 72, "train_loss": 0.011995404027402401, "val_loss": 1.7090541124343872, "acc": 67.17, "time": 2.8288986620000287, "param": null }, { "epoch": 73, "train_loss": 0.039449919015169144, "val_loss": 1.93010675907135, "acc": 67.47999999999999, "time": 2.818937597999991, "param": null }, { "epoch": 74, "train_loss": 0.005873530637472868, "val_loss": 2.138958215713501, "acc": 67.75999999999999, "time": 2.822200253999995, "param": null }, { "epoch": 75, "train_loss": 0.003871241817250848, "val_loss": 2.151379108428955, "acc": 67.67, "time": 2.81739191500003, "param": null }, { "epoch": 76, "train_loss": 0.007526965346187353, "val_loss": 2.545522928237915, "acc": 67.86999999999999, "time": 2.8116543149999984, "param": null }, { "epoch": 77, "train_loss": 0.004718265030533075, "val_loss": 1.9975543022155762, "acc": 67.97999999999999, "time": 2.7996121620000167, "param": null }, { "epoch": 78, "train_loss": 0.006981202866882086, "val_loss": 2.031466007232666, "acc": 67.75, "time": 2.8098051250000253, "param": null }, { "epoch": 79, "train_loss": 0.0033660868648439646, "val_loss": 2.446932077407837, "acc": 67.84, "time": 2.807975870000007, "param": null }, { "epoch": 80, "train_loss": 0.005345774348825216, "val_loss": 1.7356412410736084, "acc": 67.81, "time": 2.801120714000035, "param": null }, { "epoch": 81, "train_loss": 0.00308610568754375, "val_loss": 1.841820240020752, "acc": 67.85, "time": 2.791519096000002, "param": null }, { "epoch": 82, "train_loss": 0.0032451150473207235, "val_loss": 1.6125329732894897, "acc": 67.94, "time": 2.7944737010000154, "param": null }, { "epoch": 83, "train_loss": 0.0025490405969321728, "val_loss": 2.459528923034668, "acc": 67.93, "time": 2.7971995649999712, "param": null }, { "epoch": 84, "train_loss": 0.0028859374579042196, "val_loss": 2.1256120204925537, "acc": 67.96, "time": 2.8008038240000133, "param": null }, { "epoch": 85, "train_loss": 0.004012059886008501, "val_loss": 2.2499873638153076, "acc": 67.75999999999999, "time": 2.786241027000017, "param": null }, { "epoch": 86, "train_loss": 0.004318594466894865, "val_loss": 1.917981743812561, "acc": 67.86, "time": 2.797277386000019, "param": null }, { "epoch": 87, "train_loss": 0.0021875023376196623, "val_loss": 2.4507896900177, "acc": 67.86999999999999, "time": 2.7965023109999834, "param": null }, { "epoch": 88, "train_loss": 0.003026427235454321, "val_loss": 1.9645987749099731, "acc": 67.94, "time": 2.80390707600003, "param": null }, { "epoch": 89, "train_loss": 0.0021343117114156485, "val_loss": 2.403315782546997, "acc": 67.81, "time": 2.7979041820000248, "param": null }, { "epoch": 90, "train_loss": 0.001853600493632257, "val_loss": 2.613945484161377, "acc": 67.83, "time": 2.7866748360000315, "param": null }, { "epoch": 91, "train_loss": 0.002540099434554577, "val_loss": 1.6669427156448364, "acc": 67.69, "time": 2.796472429000005, "param": null }, { "epoch": 92, "train_loss": 0.0026237478014081717, "val_loss": 2.110335350036621, "acc": 67.71000000000001, "time": 2.805659590999994, "param": null }, { "epoch": 93, "train_loss": 0.0019456797745078802, "val_loss": 2.101348638534546, "acc": 67.84, "time": 2.801296653999998, "param": null }, { "epoch": 94, "train_loss": 0.003164613153785467, "val_loss": 2.324488639831543, "acc": 67.82000000000001, "time": 2.801336252999988, "param": null }, { "epoch": 95, "train_loss": 0.001822110963985324, "val_loss": 2.316795587539673, "acc": 67.77, "time": 2.8077875170000084, "param": null }, { "epoch": 96, "train_loss": 0.0015648341504856944, "val_loss": 2.1008265018463135, "acc": 67.67999999999999, "time": 2.8101401060000057, "param": null }, { "epoch": 97, "train_loss": 0.0020622150041162968, "val_loss": 2.6385672092437744, "acc": 67.86, "time": 2.7927661879999732, "param": null }, { "epoch": 98, "train_loss": 0.0016094609163701534, "val_loss": 2.535381555557251, "acc": 67.83, "time": 2.7996661459999928, "param": null }, { "epoch": 99, "train_loss": 0.0013740750728175044, "val_loss": 2.333806037902832, "acc": 67.78999999999999, "time": 2.79944494800003, "param": null } ] }