Namespace(dataset='mnist', workers=4, model='mlp_bn', batch_size=60000, n_samples=None, alpha=2, lr=0.01, start_epoch=0, max_epoch=2000, stepsize=0, gamma=0.0, momentum=0.8, trial_num=mu_08, save_dir='/home/zhangxj/workspace/HBF/results', eval_freq=1, print_freq=50, gpu='MIG-4501b1c5-7ed4-50a6-aeaa-38d0ef742f13', use_cpu=False, seed=1, confusion_matrix=False)
Currently using GPU: MIG-4501b1c5-7ed4-50a6-aeaa-38d0ef742f13
Using GPU: NVIDIA A100 80GB PCIe MIG 3g.40gb
Creating dataset: mnist
Creating model: mlp_bn
momentum: 0.8, lr: 0.01, alpha: 2
lr_euler: 0.001, factor: 10
==> Epoch 1/2000
Train Loss 25.586456298828125, Train Accuracy 8.411666870117188
==> Epoch 2/2000
Train Loss 19.3617000579834, Train Accuracy 23.27166748046875
==> Epoch 3/2000
Train Loss 16.240877151489258, Train Accuracy 33.19166564941406
==> Epoch 4/2000
Train Loss 14.317577362060547, Train Accuracy 38.348331451416016
==> Epoch 5/2000
Train Loss 13.02303409576416, Train Accuracy 41.86000061035156
==> Epoch 6/2000
Train Loss 12.093222618103027, Train Accuracy 44.42166519165039
==> Epoch 7/2000
Train Loss 11.391169548034668, Train Accuracy 46.71500015258789
==> Epoch 8/2000
Train Loss 10.839422225952148, Train Accuracy 48.619998931884766
==> Epoch 9/2000
Train Loss 10.391231536865234, Train Accuracy 50.404998779296875
==> Epoch 10/2000
Train Loss 10.017004013061523, Train Accuracy 51.90666580200195
==> Epoch 11/2000
Train Loss 9.69728946685791, Train Accuracy 53.26166534423828
==> Epoch 12/2000
Train Loss 9.418872833251953, Train Accuracy 54.586666107177734
==> Epoch 13/2000
Train Loss 9.172514915466309, Train Accuracy 55.72833251953125
==> Epoch 14/2000
Train Loss 8.951577186584473, Train Accuracy 56.87666702270508
==> Epoch 15/2000
Train Loss 8.751177787780762, Train Accuracy 57.89833450317383
==> Epoch 16/2000
Train Loss 8.567641258239746, Train Accuracy 58.8466682434082
==> Epoch 17/2000
Train Loss 8.398155212402344, Train Accuracy 59.711666107177734
==> Epoch 18/2000
Train Loss 8.240523338317871, Train Accuracy 60.608333587646484
==> Epoch 19/2000
Train Loss 8.093009948730469, Train Accuracy 61.44499969482422
==> Epoch 20/2000
Train Loss 7.954227924346924, Train Accuracy 62.21666717529297
==> Epoch 21/2000
Train Loss 7.823047637939453, Train Accuracy 62.9566650390625
==> Epoch 22/2000
Train Loss 7.698550224304199, Train Accuracy 63.62666702270508
==> Epoch 23/2000
Train Loss 7.5799784660339355, Train Accuracy 64.30166625976562
==> Epoch 24/2000
Train Loss 7.466701984405518, Train Accuracy 65.01000213623047
==> Epoch 25/2000
Train Loss 7.3581953048706055, Train Accuracy 65.63333129882812
==> Epoch 26/2000
Train Loss 7.254019737243652, Train Accuracy 66.26000213623047
==> Epoch 27/2000
Train Loss 7.153802871704102, Train Accuracy 66.8316650390625
==> Epoch 28/2000
Train Loss 7.057230472564697, Train Accuracy 67.34166717529297
==> Epoch 29/2000
Train Loss 6.964035987854004, Train Accuracy 67.84833526611328
==> Epoch 30/2000
Train Loss 6.873991012573242, Train Accuracy 68.29499816894531
==> Epoch 31/2000
Train Loss 6.786900043487549, Train Accuracy 68.7683334350586
==> Epoch 32/2000
Train Loss 6.70258903503418, Train Accuracy 69.25333404541016
==> Epoch 33/2000
Train Loss 6.620913982391357, Train Accuracy 69.67666625976562
==> Epoch 34/2000
Train Loss 6.541741847991943, Train Accuracy 70.05333709716797
==> Epoch 35/2000
Train Loss 6.464957237243652, Train Accuracy 70.47666931152344
==> Epoch 36/2000
Train Loss 6.390456676483154, Train Accuracy 70.89666748046875
==> Epoch 37/2000
Train Loss 6.31814432144165, Train Accuracy 71.30166625976562
==> Epoch 38/2000
Train Loss 6.247933387756348, Train Accuracy 71.66999816894531
==> Epoch 39/2000
Train Loss 6.179744720458984, Train Accuracy 72.02333068847656
==> Epoch 40/2000
Train Loss 6.113502502441406, Train Accuracy 72.36499786376953
==> Epoch 41/2000
Train Loss 6.049136161804199, Train Accuracy 72.70166778564453
==> Epoch 42/2000
Train Loss 5.986577987670898, Train Accuracy 73.00166320800781
==> Epoch 43/2000
Train Loss 5.925763130187988, Train Accuracy 73.2683334350586
==> Epoch 44/2000
Train Loss 5.8666300773620605, Train Accuracy 73.55333709716797
==> Epoch 45/2000
Train Loss 5.80911922454834, Train Accuracy 73.82166290283203
==> Epoch 46/2000
Train Loss 5.753172874450684, Train Accuracy 74.07833099365234
==> Epoch 47/2000
Train Loss 5.69873571395874, Train Accuracy 74.32499694824219
==> Epoch 48/2000
Train Loss 5.645753860473633, Train Accuracy 74.55500030517578
==> Epoch 49/2000
Train Loss 5.594174385070801, Train Accuracy 74.78166961669922
==> Epoch 50/2000
Train Loss 5.543947219848633, Train Accuracy 75.0199966430664
==> Epoch 51/2000
Train Loss 5.495023727416992, Train Accuracy 75.25
==> Epoch 52/2000
Train Loss 5.447356224060059, Train Accuracy 75.46499633789062
==> Epoch 53/2000
Train Loss 5.4008989334106445, Train Accuracy 75.65499877929688
==> Epoch 54/2000
Train Loss 5.355608940124512, Train Accuracy 75.87166595458984
==> Epoch 55/2000
Train Loss 5.311441898345947, Train Accuracy 76.086669921875
==> Epoch 56/2000
Train Loss 5.26835823059082, Train Accuracy 76.29499816894531
==> Epoch 57/2000
Train Loss 5.226318359375, Train Accuracy 76.44999694824219
==> Epoch 58/2000
Train Loss 5.185283660888672, Train Accuracy 76.65333557128906
==> Epoch 59/2000
Train Loss 5.1452178955078125, Train Accuracy 76.87000274658203
==> Epoch 60/2000
Train Loss 5.106086730957031, Train Accuracy 77.04499816894531
==> Epoch 61/2000
Train Loss 5.067856311798096, Train Accuracy 77.21833038330078
==> Epoch 62/2000
Train Loss 5.0304951667785645, Train Accuracy 77.34166717529297
==> Epoch 63/2000
Train Loss 4.9939703941345215, Train Accuracy 77.48999786376953
==> Epoch 64/2000
Train Loss 4.958254337310791, Train Accuracy 77.65833282470703
==> Epoch 65/2000
Train Loss 4.923318386077881, Train Accuracy 77.81999969482422
==> Epoch 66/2000
Train Loss 4.889134883880615, Train Accuracy 77.95833587646484
==> Epoch 67/2000
Train Loss 4.855678558349609, Train Accuracy 78.09333038330078
==> Epoch 68/2000
Train Loss 4.8229241371154785, Train Accuracy 78.24500274658203
==> Epoch 69/2000
Train Loss 4.790848731994629, Train Accuracy 78.3949966430664
==> Epoch 70/2000
Train Loss 4.759428024291992, Train Accuracy 78.5433349609375
==> Epoch 71/2000
Train Loss 4.728641510009766, Train Accuracy 78.68000030517578
==> Epoch 72/2000
Train Loss 4.6984686851501465, Train Accuracy 78.81666564941406
==> Epoch 73/2000
Train Loss 4.668888092041016, Train Accuracy 78.92666625976562
==> Epoch 74/2000
Train Loss 4.639881610870361, Train Accuracy 79.04499816894531
==> Epoch 75/2000
Train Loss 4.611431121826172, Train Accuracy 79.1883316040039
==> Epoch 76/2000
Train Loss 4.5835185050964355, Train Accuracy 79.3133316040039
==> Epoch 77/2000
Train Loss 4.556127548217773, Train Accuracy 79.42833709716797
==> Epoch 78/2000
Train Loss 4.529242038726807, Train Accuracy 79.54000091552734
==> Epoch 79/2000
Train Loss 4.5028462409973145, Train Accuracy 79.64666748046875
==> Epoch 80/2000
Train Loss 4.476926326751709, Train Accuracy 79.77833557128906
==> Epoch 81/2000
Train Loss 4.451467514038086, Train Accuracy 79.86833190917969
==> Epoch 82/2000
Train Loss 4.426455497741699, Train Accuracy 79.95166778564453
==> Epoch 83/2000
Train Loss 4.401878356933594, Train Accuracy 80.03333282470703
==> Epoch 84/2000
Train Loss 4.377723693847656, Train Accuracy 80.13999938964844
==> Epoch 85/2000
Train Loss 4.353978157043457, Train Accuracy 80.25
==> Epoch 86/2000
Train Loss 4.330631732940674, Train Accuracy 80.33999633789062
==> Epoch 87/2000
Train Loss 4.30767297744751, Train Accuracy 80.4366683959961
==> Epoch 88/2000
Train Loss 4.285090446472168, Train Accuracy 80.5199966430664
==> Epoch 89/2000
Train Loss 4.262874126434326, Train Accuracy 80.60832977294922
==> Epoch 90/2000
Train Loss 4.2410149574279785, Train Accuracy 80.70999908447266
==> Epoch 91/2000
Train Loss 4.219502925872803, Train Accuracy 80.81666564941406
==> Epoch 92/2000
Train Loss 4.198328495025635, Train Accuracy 80.92500305175781
==> Epoch 93/2000
Train Loss 4.177483081817627, Train Accuracy 81.01499938964844
==> Epoch 94/2000
Train Loss 4.156959533691406, Train Accuracy 81.11666870117188
==> Epoch 95/2000
Train Loss 4.136747360229492, Train Accuracy 81.1816635131836
==> Epoch 96/2000
Train Loss 4.116840362548828, Train Accuracy 81.2750015258789
==> Epoch 97/2000
Train Loss 4.097230911254883, Train Accuracy 81.36000061035156
==> Epoch 98/2000
Train Loss 4.077910423278809, Train Accuracy 81.42666625976562
==> Epoch 99/2000
Train Loss 4.058872222900391, Train Accuracy 81.50499725341797
==> Epoch 100/2000
Train Loss 4.040111064910889, Train Accuracy 81.57833099365234
==> Epoch 101/2000
Train Loss 4.021618366241455, Train Accuracy 81.66999816894531
==> Epoch 102/2000
Train Loss 4.00338888168335, Train Accuracy 81.73833465576172
==> Epoch 103/2000
Train Loss 3.9854159355163574, Train Accuracy 81.80999755859375
==> Epoch 104/2000
Train Loss 3.967693567276001, Train Accuracy 81.87999725341797
==> Epoch 105/2000
Train Loss 3.95021653175354, Train Accuracy 81.94499969482422
==> Epoch 106/2000
Train Loss 3.9329781532287598, Train Accuracy 82.0199966430664
==> Epoch 107/2000
Train Loss 3.9159743785858154, Train Accuracy 82.08333587646484
==> Epoch 108/2000
Train Loss 3.8991992473602295, Train Accuracy 82.15166473388672
==> Epoch 109/2000
Train Loss 3.882647752761841, Train Accuracy 82.22166442871094
==> Epoch 110/2000
Train Loss 3.8663148880004883, Train Accuracy 82.27333068847656
==> Epoch 111/2000
Train Loss 3.850196123123169, Train Accuracy 82.33333587646484
==> Epoch 112/2000
Train Loss 3.834287166595459, Train Accuracy 82.41000366210938
==> Epoch 113/2000
Train Loss 3.818582534790039, Train Accuracy 82.47000122070312
==> Epoch 114/2000
Train Loss 3.8030786514282227, Train Accuracy 82.5433349609375
==> Epoch 115/2000
Train Loss 3.787771463394165, Train Accuracy 82.59500122070312
==> Epoch 116/2000
Train Loss 3.772656202316284, Train Accuracy 82.66000366210938
==> Epoch 117/2000
Train Loss 3.7577290534973145, Train Accuracy 82.70333099365234
==> Epoch 118/2000
Train Loss 3.7429869174957275, Train Accuracy 82.76667022705078
==> Epoch 119/2000
Train Loss 3.7284255027770996, Train Accuracy 82.83833312988281
==> Epoch 120/2000
Train Loss 3.714041233062744, Train Accuracy 82.90666961669922
==> Epoch 121/2000
Train Loss 3.6998300552368164, Train Accuracy 82.9566650390625
==> Epoch 122/2000
Train Loss 3.685789108276367, Train Accuracy 83.01333618164062
==> Epoch 123/2000
Train Loss 3.671915292739868, Train Accuracy 83.07499694824219
==> Epoch 124/2000
Train Loss 3.6582047939300537, Train Accuracy 83.12666320800781
==> Epoch 125/2000
Train Loss 3.6446549892425537, Train Accuracy 83.18000030517578
==> Epoch 126/2000
Train Loss 3.6312625408172607, Train Accuracy 83.23666381835938
==> Epoch 127/2000
Train Loss 3.6180243492126465, Train Accuracy 83.28166961669922
==> Epoch 128/2000
Train Loss 3.6049373149871826, Train Accuracy 83.34166717529297
==> Epoch 129/2000
Train Loss 3.5919992923736572, Train Accuracy 83.39833068847656
==> Epoch 130/2000
Train Loss 3.579206705093384, Train Accuracy 83.4433364868164
==> Epoch 131/2000
Train Loss 3.5665576457977295, Train Accuracy 83.49833679199219
==> Epoch 132/2000
Train Loss 3.554048538208008, Train Accuracy 83.5433349609375
==> Epoch 133/2000
Train Loss 3.5416784286499023, Train Accuracy 83.5816650390625
==> Epoch 134/2000
Train Loss 3.5294432640075684, Train Accuracy 83.62833404541016
==> Epoch 135/2000
Train Loss 3.517341136932373, Train Accuracy 83.66999816894531
==> Epoch 136/2000
Train Loss 3.5053696632385254, Train Accuracy 83.7300033569336
==> Epoch 137/2000
Train Loss 3.4935269355773926, Train Accuracy 83.7750015258789
==> Epoch 138/2000
Train Loss 3.481809616088867, Train Accuracy 83.81999969482422
==> Epoch 139/2000
Train Loss 3.470216751098633, Train Accuracy 83.87000274658203
==> Epoch 140/2000
Train Loss 3.4587459564208984, Train Accuracy 83.92333221435547
==> Epoch 141/2000
Train Loss 3.447394609451294, Train Accuracy 83.9433364868164
==> Epoch 142/2000
Train Loss 3.4361608028411865, Train Accuracy 83.99833679199219
==> Epoch 143/2000
Train Loss 3.4250435829162598, Train Accuracy 84.0633316040039
==> Epoch 144/2000
Train Loss 3.414039134979248, Train Accuracy 84.11666870117188
==> Epoch 145/2000
Train Loss 3.4031472206115723, Train Accuracy 84.1500015258789
==> Epoch 146/2000
Train Loss 3.392364740371704, Train Accuracy 84.1816635131836
==> Epoch 147/2000
Train Loss 3.381690740585327, Train Accuracy 84.22333526611328
==> Epoch 148/2000
Train Loss 3.3711235523223877, Train Accuracy 84.26499938964844
==> Epoch 149/2000
Train Loss 3.3606605529785156, Train Accuracy 84.3133316040039
==> Epoch 150/2000
Train Loss 3.3503012657165527, Train Accuracy 84.35333251953125
==> Epoch 151/2000
Train Loss 3.34004282951355, Train Accuracy 84.38999938964844
==> Epoch 152/2000
Train Loss 3.3298842906951904, Train Accuracy 84.40833282470703
==> Epoch 153/2000
Train Loss 3.31982421875, Train Accuracy 84.44166564941406
==> Epoch 154/2000
Train Loss 3.3098599910736084, Train Accuracy 84.48500061035156
==> Epoch 155/2000
Train Loss 3.2999918460845947, Train Accuracy 84.50499725341797
==> Epoch 156/2000
Train Loss 3.2902166843414307, Train Accuracy 84.5433349609375
==> Epoch 157/2000
Train Loss 3.280534505844116, Train Accuracy 84.57333374023438
==> Epoch 158/2000
Train Loss 3.270942449569702, Train Accuracy 84.62333679199219
==> Epoch 159/2000
Train Loss 3.2614400386810303, Train Accuracy 84.66666412353516
==> Epoch 160/2000
Train Loss 3.252026319503784, Train Accuracy 84.70833587646484
==> Epoch 161/2000
Train Loss 3.2426984310150146, Train Accuracy 84.73833465576172
==> Epoch 162/2000
Train Loss 3.2334561347961426, Train Accuracy 84.78166961669922
==> Epoch 163/2000
Train Loss 3.2242984771728516, Train Accuracy 84.8133316040039
==> Epoch 164/2000
Train Loss 3.2152233123779297, Train Accuracy 84.84833526611328
==> Epoch 165/2000
Train Loss 3.206230640411377, Train Accuracy 84.88833618164062
==> Epoch 166/2000
Train Loss 3.1973180770874023, Train Accuracy 84.91666412353516
==> Epoch 167/2000
Train Loss 3.1884849071502686, Train Accuracy 84.95999908447266
==> Epoch 168/2000
Train Loss 3.17972993850708, Train Accuracy 84.99833679199219
==> Epoch 169/2000
Train Loss 3.1710522174835205, Train Accuracy 85.03666687011719
==> Epoch 170/2000
Train Loss 3.162450075149536, Train Accuracy 85.07499694824219
==> Epoch 171/2000
Train Loss 3.153923749923706, Train Accuracy 85.11000061035156
==> Epoch 172/2000
Train Loss 3.145470142364502, Train Accuracy 85.13833618164062
==> Epoch 173/2000
Train Loss 3.1370902061462402, Train Accuracy 85.17833709716797
==> Epoch 174/2000
Train Loss 3.12878155708313, Train Accuracy 85.22833251953125
==> Epoch 175/2000
Train Loss 3.120544672012329, Train Accuracy 85.25499725341797
==> Epoch 176/2000
Train Loss 3.1123766899108887, Train Accuracy 85.288330078125
==> Epoch 177/2000
Train Loss 3.104278326034546, Train Accuracy 85.32166290283203
==> Epoch 178/2000
Train Loss 3.096247434616089, Train Accuracy 85.3566665649414
==> Epoch 179/2000
Train Loss 3.0882837772369385, Train Accuracy 85.38666534423828
==> Epoch 180/2000
Train Loss 3.080386161804199, Train Accuracy 85.40833282470703
==> Epoch 181/2000
Train Loss 3.072554111480713, Train Accuracy 85.44999694824219
==> Epoch 182/2000
Train Loss 3.064786195755005, Train Accuracy 85.4800033569336
==> Epoch 183/2000
Train Loss 3.057081699371338, Train Accuracy 85.51333618164062
==> Epoch 184/2000
Train Loss 3.049440383911133, Train Accuracy 85.53166961669922
==> Epoch 185/2000
Train Loss 3.041860342025757, Train Accuracy 85.55166625976562
==> Epoch 186/2000
Train Loss 3.034342050552368, Train Accuracy 85.5683364868164
==> Epoch 187/2000
Train Loss 3.026883602142334, Train Accuracy 85.586669921875
==> Epoch 188/2000
Train Loss 3.0194849967956543, Train Accuracy 85.61833190917969
==> Epoch 189/2000
Train Loss 3.0121445655822754, Train Accuracy 85.66166687011719
==> Epoch 190/2000
Train Loss 3.0048625469207764, Train Accuracy 85.69666290283203
==> Epoch 191/2000
Train Loss 2.9976375102996826, Train Accuracy 85.71833038330078
==> Epoch 192/2000
Train Loss 2.9904696941375732, Train Accuracy 85.74500274658203
==> Epoch 193/2000
Train Loss 2.9833567142486572, Train Accuracy 85.77999877929688
==> Epoch 194/2000
Train Loss 2.976299524307251, Train Accuracy 85.80333709716797
==> Epoch 195/2000
Train Loss 2.9692962169647217, Train Accuracy 85.82166290283203
==> Epoch 196/2000
Train Loss 2.9623472690582275, Train Accuracy 85.8550033569336
==> Epoch 197/2000
Train Loss 2.955451250076294, Train Accuracy 85.88666534423828
==> Epoch 198/2000
Train Loss 2.9486076831817627, Train Accuracy 85.913330078125
==> Epoch 199/2000
Train Loss 2.9418156147003174, Train Accuracy 85.94833374023438
==> Epoch 200/2000
Train Loss 2.935074806213379, Train Accuracy 85.97333526611328
==> Epoch 201/2000
Train Loss 2.928384780883789, Train Accuracy 85.98833465576172
==> Epoch 202/2000
Train Loss 2.9217448234558105, Train Accuracy 86.00833129882812
==> Epoch 203/2000
Train Loss 2.915154218673706, Train Accuracy 86.02333068847656
==> Epoch 204/2000
Train Loss 2.908612012863159, Train Accuracy 86.038330078125
==> Epoch 205/2000
Train Loss 2.9021177291870117, Train Accuracy 86.0566635131836
==> Epoch 206/2000
Train Loss 2.895671844482422, Train Accuracy 86.0816650390625
==> Epoch 207/2000
Train Loss 2.889272451400757, Train Accuracy 86.09833526611328
==> Epoch 208/2000
Train Loss 2.882920026779175, Train Accuracy 86.12833404541016
==> Epoch 209/2000
Train Loss 2.8766133785247803, Train Accuracy 86.14833068847656
==> Epoch 210/2000
Train Loss 2.870351552963257, Train Accuracy 86.17500305175781
==> Epoch 211/2000
Train Loss 2.8641350269317627, Train Accuracy 86.19999694824219
==> Epoch 212/2000
Train Loss 2.8579633235931396, Train Accuracy 86.2249984741211
==> Epoch 213/2000
Train Loss 2.851835012435913, Train Accuracy 86.24333190917969
==> Epoch 214/2000
Train Loss 2.845749855041504, Train Accuracy 86.27333068847656
==> Epoch 215/2000
Train Loss 2.839708089828491, Train Accuracy 86.29666900634766
==> Epoch 216/2000
Train Loss 2.8337087631225586, Train Accuracy 86.32166290283203
==> Epoch 217/2000
Train Loss 2.8277506828308105, Train Accuracy 86.3499984741211
==> Epoch 218/2000
Train Loss 2.8218348026275635, Train Accuracy 86.37999725341797
==> Epoch 219/2000
Train Loss 2.8159592151641846, Train Accuracy 86.42666625976562
==> Epoch 220/2000
Train Loss 2.810124635696411, Train Accuracy 86.44833374023438
==> Epoch 221/2000
Train Loss 2.8043301105499268, Train Accuracy 86.47333526611328
==> Epoch 222/2000
Train Loss 2.7985754013061523, Train Accuracy 86.51000213623047
==> Epoch 223/2000
Train Loss 2.7928593158721924, Train Accuracy 86.5250015258789
==> Epoch 224/2000
Train Loss 2.787182331085205, Train Accuracy 86.55000305175781
==> Epoch 225/2000
Train Loss 2.7815439701080322, Train Accuracy 86.57666778564453
==> Epoch 226/2000
Train Loss 2.7759430408477783, Train Accuracy 86.60166931152344
==> Epoch 227/2000
Train Loss 2.7703797817230225, Train Accuracy 86.62333679199219
==> Epoch 228/2000
Train Loss 2.7648539543151855, Train Accuracy 86.63999938964844
==> Epoch 229/2000
Train Loss 2.759364604949951, Train Accuracy 86.64666748046875
==> Epoch 230/2000
Train Loss 2.753911256790161, Train Accuracy 86.6866683959961
==> Epoch 231/2000
Train Loss 2.7484941482543945, Train Accuracy 86.70166778564453
==> Epoch 232/2000
Train Loss 2.743112802505493, Train Accuracy 86.71666717529297
==> Epoch 233/2000
Train Loss 2.7377662658691406, Train Accuracy 86.73833465576172
==> Epoch 234/2000
Train Loss 2.732455253601074, Train Accuracy 86.76166534423828
==> Epoch 235/2000
Train Loss 2.727177858352661, Train Accuracy 86.79499816894531
==> Epoch 236/2000
Train Loss 2.7219350337982178, Train Accuracy 86.8116683959961
==> Epoch 237/2000
Train Loss 2.7167255878448486, Train Accuracy 86.82833099365234
==> Epoch 238/2000
Train Loss 2.711549758911133, Train Accuracy 86.86000061035156
==> Epoch 239/2000
Train Loss 2.706407070159912, Train Accuracy 86.88166809082031
==> Epoch 240/2000
Train Loss 2.7012970447540283, Train Accuracy 86.90166473388672
==> Epoch 241/2000
Train Loss 2.696218967437744, Train Accuracy 86.91500091552734
==> Epoch 242/2000
Train Loss 2.691173553466797, Train Accuracy 86.9366683959961
==> Epoch 243/2000
Train Loss 2.686159133911133, Train Accuracy 86.96666717529297
==> Epoch 244/2000
Train Loss 2.6811769008636475, Train Accuracy 86.98833465576172
==> Epoch 245/2000
Train Loss 2.676225423812866, Train Accuracy 87.00333404541016
==> Epoch 246/2000
Train Loss 2.67130446434021, Train Accuracy 87.01499938964844
==> Epoch 247/2000
Train Loss 2.666414260864258, Train Accuracy 87.02999877929688
==> Epoch 248/2000
Train Loss 2.6615543365478516, Train Accuracy 87.04000091552734
==> Epoch 249/2000
Train Loss 2.656723737716675, Train Accuracy 87.05333709716797
==> Epoch 250/2000
Train Loss 2.651923179626465, Train Accuracy 87.0633316040039
==> Epoch 251/2000
Train Loss 2.647151470184326, Train Accuracy 87.08833312988281
==> Epoch 252/2000
Train Loss 2.642409086227417, Train Accuracy 87.0999984741211
==> Epoch 253/2000
Train Loss 2.637695074081421, Train Accuracy 87.13166809082031
==> Epoch 254/2000
Train Loss 2.633009910583496, Train Accuracy 87.16166687011719
==> Epoch 255/2000
Train Loss 2.628352642059326, Train Accuracy 87.17500305175781
==> Epoch 256/2000
Train Loss 2.623723268508911, Train Accuracy 87.20333099365234
==> Epoch 257/2000
Train Loss 2.619121551513672, Train Accuracy 87.22666931152344
==> Epoch 258/2000
Train Loss 2.614546775817871, Train Accuracy 87.24500274658203
==> Epoch 259/2000
Train Loss 2.609999179840088, Train Accuracy 87.26499938964844
==> Epoch 260/2000
Train Loss 2.6054790019989014, Train Accuracy 87.28166961669922
==> Epoch 261/2000
Train Loss 2.6009843349456787, Train Accuracy 87.30333709716797
==> Epoch 262/2000
Train Loss 2.5965168476104736, Train Accuracy 87.3183364868164
==> Epoch 263/2000
Train Loss 2.5920751094818115, Train Accuracy 87.33333587646484
==> Epoch 264/2000
Train Loss 2.5876593589782715, Train Accuracy 87.35166931152344
==> Epoch 265/2000
Train Loss 2.583268880844116, Train Accuracy 87.35832977294922
==> Epoch 266/2000
Train Loss 2.578903913497925, Train Accuracy 87.37166595458984
==> Epoch 267/2000
Train Loss 2.57456374168396, Train Accuracy 87.38999938964844
==> Epoch 268/2000
Train Loss 2.570248603820801, Train Accuracy 87.40833282470703
==> Epoch 269/2000
Train Loss 2.565958023071289, Train Accuracy 87.413330078125
==> Epoch 270/2000
Train Loss 2.5616917610168457, Train Accuracy 87.42166900634766
==> Epoch 271/2000
Train Loss 2.55745005607605, Train Accuracy 87.4433364868164
==> Epoch 272/2000
Train Loss 2.553231954574585, Train Accuracy 87.45833587646484
==> Epoch 273/2000
Train Loss 2.549037456512451, Train Accuracy 87.47166442871094
==> Epoch 274/2000
Train Loss 2.5448668003082275, Train Accuracy 87.48999786376953
==> Epoch 275/2000
Train Loss 2.5407192707061768, Train Accuracy 87.50666809082031
==> Epoch 276/2000
Train Loss 2.5365946292877197, Train Accuracy 87.52666473388672
==> Epoch 277/2000
Train Loss 2.5324931144714355, Train Accuracy 87.54166412353516
==> Epoch 278/2000
Train Loss 2.528414249420166, Train Accuracy 87.54833221435547
==> Epoch 279/2000
Train Loss 2.524357557296753, Train Accuracy 87.57499694824219
==> Epoch 280/2000
Train Loss 2.5203235149383545, Train Accuracy 87.59333038330078
==> Epoch 281/2000
Train Loss 2.5163111686706543, Train Accuracy 87.5999984741211
==> Epoch 282/2000
Train Loss 2.5123207569122314, Train Accuracy 87.62000274658203
==> Epoch 283/2000
Train Loss 2.508352041244507, Train Accuracy 87.62999725341797
==> Epoch 284/2000
Train Loss 2.5044050216674805, Train Accuracy 87.6433334350586
==> Epoch 285/2000
Train Loss 2.500478744506836, Train Accuracy 87.65333557128906
==> Epoch 286/2000
Train Loss 2.4965739250183105, Train Accuracy 87.66666412353516
==> Epoch 287/2000
Train Loss 2.492689847946167, Train Accuracy 87.6866683959961
==> Epoch 288/2000
Train Loss 2.4888267517089844, Train Accuracy 87.70166778564453
==> Epoch 289/2000
Train Loss 2.4849841594696045, Train Accuracy 87.71499633789062
==> Epoch 290/2000
Train Loss 2.481161594390869, Train Accuracy 87.7300033569336
==> Epoch 291/2000
Train Loss 2.4773592948913574, Train Accuracy 87.74500274658203
==> Epoch 292/2000
Train Loss 2.4735772609710693, Train Accuracy 87.76000213623047
==> Epoch 293/2000
Train Loss 2.469815254211426, Train Accuracy 87.78166961669922
==> Epoch 294/2000
Train Loss 2.4660720825195312, Train Accuracy 87.79000091552734
==> Epoch 295/2000
Train Loss 2.4623489379882812, Train Accuracy 87.80999755859375
==> Epoch 296/2000
Train Loss 2.4586453437805176, Train Accuracy 87.82499694824219
==> Epoch 297/2000
Train Loss 2.454960346221924, Train Accuracy 87.84166717529297
==> Epoch 298/2000
Train Loss 2.4512946605682373, Train Accuracy 87.8499984741211
==> Epoch 299/2000
Train Loss 2.4476478099823, Train Accuracy 87.86833190917969
==> Epoch 300/2000
Train Loss 2.444019317626953, Train Accuracy 87.87999725341797
==> Epoch 301/2000
Train Loss 2.4404096603393555, Train Accuracy 87.8949966430664
==> Epoch 302/2000
Train Loss 2.4368183612823486, Train Accuracy 87.90333557128906
==> Epoch 303/2000
Train Loss 2.4332454204559326, Train Accuracy 87.913330078125
==> Epoch 304/2000
Train Loss 2.429690361022949, Train Accuracy 87.91666412353516
==> Epoch 305/2000
Train Loss 2.4261531829833984, Train Accuracy 87.92166900634766
==> Epoch 306/2000
Train Loss 2.422633647918701, Train Accuracy 87.94166564941406
==> Epoch 307/2000
Train Loss 2.4191317558288574, Train Accuracy 87.9566650390625
==> Epoch 308/2000
Train Loss 2.415647268295288, Train Accuracy 87.9749984741211
==> Epoch 309/2000
Train Loss 2.412180185317993, Train Accuracy 87.98999786376953
==> Epoch 310/2000
Train Loss 2.4087305068969727, Train Accuracy 88.00833129882812
==> Epoch 311/2000
Train Loss 2.4052975177764893, Train Accuracy 88.02333068847656
==> Epoch 312/2000
Train Loss 2.401881217956543, Train Accuracy 88.02833557128906
==> Epoch 313/2000
Train Loss 2.398482322692871, Train Accuracy 88.04833221435547
==> Epoch 314/2000
Train Loss 2.395099639892578, Train Accuracy 88.0683364868164
==> Epoch 315/2000
Train Loss 2.391733169555664, Train Accuracy 88.0816650390625
==> Epoch 316/2000
Train Loss 2.388383626937866, Train Accuracy 88.10333251953125
==> Epoch 317/2000
Train Loss 2.38504958152771, Train Accuracy 88.12333679199219
==> Epoch 318/2000
Train Loss 2.3817319869995117, Train Accuracy 88.13833618164062
==> Epoch 319/2000
Train Loss 2.3784306049346924, Train Accuracy 88.1500015258789
==> Epoch 320/2000
Train Loss 2.375145196914673, Train Accuracy 88.16166687011719
==> Epoch 321/2000
Train Loss 2.3718748092651367, Train Accuracy 88.17500305175781
==> Epoch 322/2000
Train Loss 2.3686206340789795, Train Accuracy 88.1883316040039
==> Epoch 323/2000
Train Loss 2.3653812408447266, Train Accuracy 88.19999694824219
==> Epoch 324/2000
Train Loss 2.3621575832366943, Train Accuracy 88.20833587646484
==> Epoch 325/2000
Train Loss 2.3589489459991455, Train Accuracy 88.2249984741211
==> Epoch 326/2000
Train Loss 2.355755567550659, Train Accuracy 88.24166870117188
==> Epoch 327/2000
Train Loss 2.352576732635498, Train Accuracy 88.25499725341797
==> Epoch 328/2000
Train Loss 2.3494133949279785, Train Accuracy 88.2750015258789
==> Epoch 329/2000
Train Loss 2.346264123916626, Train Accuracy 88.28666687011719
==> Epoch 330/2000
Train Loss 2.343129873275757, Train Accuracy 88.29499816894531
==> Epoch 331/2000
Train Loss 2.340010166168213, Train Accuracy 88.3133316040039
==> Epoch 332/2000
Train Loss 2.336904525756836, Train Accuracy 88.32499694824219
==> Epoch 333/2000
Train Loss 2.333813428878784, Train Accuracy 88.3316650390625
==> Epoch 334/2000
Train Loss 2.3307363986968994, Train Accuracy 88.33999633789062
==> Epoch 335/2000
Train Loss 2.3276731967926025, Train Accuracy 88.3550033569336
==> Epoch 336/2000
Train Loss 2.3246243000030518, Train Accuracy 88.36499786376953
==> Epoch 337/2000
Train Loss 2.3215889930725098, Train Accuracy 88.38333129882812
==> Epoch 338/2000
Train Loss 2.3185672760009766, Train Accuracy 88.3933334350586
==> Epoch 339/2000
Train Loss 2.3155593872070312, Train Accuracy 88.40499877929688
==> Epoch 340/2000
Train Loss 2.3125650882720947, Train Accuracy 88.4183349609375
==> Epoch 341/2000
Train Loss 2.309584140777588, Train Accuracy 88.42166900634766
==> Epoch 342/2000
Train Loss 2.3066165447235107, Train Accuracy 88.43333435058594
==> Epoch 343/2000
Train Loss 2.303662061691284, Train Accuracy 88.44166564941406
==> Epoch 344/2000
Train Loss 2.300720453262329, Train Accuracy 88.45999908447266
==> Epoch 345/2000
Train Loss 2.297792434692383, Train Accuracy 88.47000122070312
==> Epoch 346/2000
Train Loss 2.294877052307129, Train Accuracy 88.48500061035156
==> Epoch 347/2000
Train Loss 2.2919740676879883, Train Accuracy 88.49833679199219
==> Epoch 348/2000
Train Loss 2.2890841960906982, Train Accuracy 88.50833129882812
==> Epoch 349/2000
Train Loss 2.2862067222595215, Train Accuracy 88.52166748046875
==> Epoch 350/2000
Train Loss 2.283342123031616, Train Accuracy 88.5250015258789
==> Epoch 351/2000
Train Loss 2.280489921569824, Train Accuracy 88.53500366210938
==> Epoch 352/2000
Train Loss 2.2776498794555664, Train Accuracy 88.54166412353516
==> Epoch 353/2000
Train Loss 2.274822235107422, Train Accuracy 88.55333709716797
==> Epoch 354/2000
Train Loss 2.2720062732696533, Train Accuracy 88.55833435058594
==> Epoch 355/2000
Train Loss 2.269202947616577, Train Accuracy 88.5633316040039
==> Epoch 356/2000
Train Loss 2.266411304473877, Train Accuracy 88.57333374023438
==> Epoch 357/2000
Train Loss 2.263631820678711, Train Accuracy 88.58000183105469
==> Epoch 358/2000
Train Loss 2.260863780975342, Train Accuracy 88.586669921875
==> Epoch 359/2000
Train Loss 2.2581076622009277, Train Accuracy 88.5999984741211
==> Epoch 360/2000
Train Loss 2.2553629875183105, Train Accuracy 88.6050033569336
==> Epoch 361/2000
Train Loss 2.2526302337646484, Train Accuracy 88.61333465576172
==> Epoch 362/2000
Train Loss 2.249908685684204, Train Accuracy 88.62166595458984
==> Epoch 363/2000
Train Loss 2.2471985816955566, Train Accuracy 88.63333129882812
==> Epoch 364/2000
Train Loss 2.244499683380127, Train Accuracy 88.6433334350586
==> Epoch 365/2000
Train Loss 2.241811990737915, Train Accuracy 88.65499877929688
==> Epoch 366/2000
Train Loss 2.239135503768921, Train Accuracy 88.66999816894531
==> Epoch 367/2000
Train Loss 2.2364699840545654, Train Accuracy 88.68000030517578
==> Epoch 368/2000
Train Loss 2.2338156700134277, Train Accuracy 88.69000244140625
==> Epoch 369/2000
Train Loss 2.2311720848083496, Train Accuracy 88.70833587646484
==> Epoch 370/2000
Train Loss 2.228539228439331, Train Accuracy 88.7249984741211
==> Epoch 371/2000
Train Loss 2.225917339324951, Train Accuracy 88.7316665649414
==> Epoch 372/2000
Train Loss 2.2233059406280518, Train Accuracy 88.73500061035156
==> Epoch 373/2000
Train Loss 2.220705509185791, Train Accuracy 88.75166320800781
==> Epoch 374/2000
Train Loss 2.2181148529052734, Train Accuracy 88.76000213623047
==> Epoch 375/2000
Train Loss 2.2155349254608154, Train Accuracy 88.76333618164062
==> Epoch 376/2000
Train Loss 2.212965250015259, Train Accuracy 88.77333068847656
==> Epoch 377/2000
Train Loss 2.2104060649871826, Train Accuracy 88.79666900634766
==> Epoch 378/2000
Train Loss 2.207857131958008, Train Accuracy 88.80333709716797
==> Epoch 379/2000
Train Loss 2.2053182125091553, Train Accuracy 88.81999969482422
==> Epoch 380/2000
Train Loss 2.202789783477783, Train Accuracy 88.82666778564453
==> Epoch 381/2000
Train Loss 2.2002711296081543, Train Accuracy 88.83833312988281
==> Epoch 382/2000
Train Loss 2.1977622509002686, Train Accuracy 88.8499984741211
==> Epoch 383/2000
Train Loss 2.195263385772705, Train Accuracy 88.8550033569336
==> Epoch 384/2000
Train Loss 2.1927740573883057, Train Accuracy 88.87666320800781
==> Epoch 385/2000
Train Loss 2.1902947425842285, Train Accuracy 88.89167022705078
==> Epoch 386/2000
Train Loss 2.1878252029418945, Train Accuracy 88.90333557128906
==> Epoch 387/2000
Train Loss 2.1853649616241455, Train Accuracy 88.91999816894531
==> Epoch 388/2000
Train Loss 2.1829142570495605, Train Accuracy 88.92833709716797
==> Epoch 389/2000
Train Loss 2.1804730892181396, Train Accuracy 88.9316635131836
==> Epoch 390/2000
Train Loss 2.1780412197113037, Train Accuracy 88.94499969482422
==> Epoch 391/2000
Train Loss 2.175619125366211, Train Accuracy 88.95833587646484
==> Epoch 392/2000
Train Loss 2.173205852508545, Train Accuracy 88.961669921875
==> Epoch 393/2000
Train Loss 2.1708016395568848, Train Accuracy 88.96833038330078
==> Epoch 394/2000
Train Loss 2.1684072017669678, Train Accuracy 88.9800033569336
==> Epoch 395/2000
Train Loss 2.1660213470458984, Train Accuracy 88.99833679199219
==> Epoch 396/2000
Train Loss 2.163644552230835, Train Accuracy 89.01166534423828
==> Epoch 397/2000
Train Loss 2.1612768173217773, Train Accuracy 89.0250015258789
==> Epoch 398/2000
Train Loss 2.1589179039001465, Train Accuracy 89.02999877929688
==> Epoch 399/2000
Train Loss 2.1565678119659424, Train Accuracy 89.038330078125
==> Epoch 400/2000
Train Loss 2.154226779937744, Train Accuracy 89.04833221435547
==> Epoch 401/2000
Train Loss 2.1518940925598145, Train Accuracy 89.0616683959961
==> Epoch 402/2000
Train Loss 2.1495704650878906, Train Accuracy 89.0683364868164
==> Epoch 403/2000
Train Loss 2.1472551822662354, Train Accuracy 89.08000183105469
==> Epoch 404/2000
Train Loss 2.1449484825134277, Train Accuracy 89.08833312988281
==> Epoch 405/2000
Train Loss 2.1426503658294678, Train Accuracy 89.09500122070312
==> Epoch 406/2000
Train Loss 2.1403605937957764, Train Accuracy 89.10832977294922
==> Epoch 407/2000
Train Loss 2.1380791664123535, Train Accuracy 89.11666870117188
==> Epoch 408/2000
Train Loss 2.1358063220977783, Train Accuracy 89.12666320800781
==> Epoch 409/2000
Train Loss 2.1335413455963135, Train Accuracy 89.13500213623047
==> Epoch 410/2000
Train Loss 2.1312849521636963, Train Accuracy 89.14167022705078
==> Epoch 411/2000
Train Loss 2.1290364265441895, Train Accuracy 89.1500015258789
==> Epoch 412/2000
Train Loss 2.126796007156372, Train Accuracy 89.15833282470703
==> Epoch 413/2000
Train Loss 2.1245639324188232, Train Accuracy 89.1683349609375
==> Epoch 414/2000
Train Loss 2.1223394870758057, Train Accuracy 89.18000030517578
==> Epoch 415/2000
Train Loss 2.1201231479644775, Train Accuracy 89.19833374023438
==> Epoch 416/2000
Train Loss 2.1179146766662598, Train Accuracy 89.20833587646484
==> Epoch 417/2000
Train Loss 2.1157140731811523, Train Accuracy 89.21666717529297
==> Epoch 418/2000
Train Loss 2.1135215759277344, Train Accuracy 89.23666381835938
==> Epoch 419/2000
Train Loss 2.1113362312316895, Train Accuracy 89.24333190917969
==> Epoch 420/2000
Train Loss 2.109158992767334, Train Accuracy 89.25
==> Epoch 421/2000
Train Loss 2.1069893836975098, Train Accuracy 89.26000213623047
==> Epoch 422/2000
Train Loss 2.104827404022217, Train Accuracy 89.26499938964844
==> Epoch 423/2000
Train Loss 2.102672576904297, Train Accuracy 89.27166748046875
==> Epoch 424/2000
Train Loss 2.1005256175994873, Train Accuracy 89.27666473388672
==> Epoch 425/2000
Train Loss 2.098385810852051, Train Accuracy 89.28166961669922
==> Epoch 426/2000
Train Loss 2.0962538719177246, Train Accuracy 89.2933349609375
==> Epoch 427/2000
Train Loss 2.0941288471221924, Train Accuracy 89.29833221435547
==> Epoch 428/2000
Train Loss 2.0920114517211914, Train Accuracy 89.30000305175781
==> Epoch 429/2000
Train Loss 2.0899014472961426, Train Accuracy 89.31500244140625
==> Epoch 430/2000
Train Loss 2.0877981185913086, Train Accuracy 89.33333587646484
==> Epoch 431/2000
Train Loss 2.0857021808624268, Train Accuracy 89.336669921875
==> Epoch 432/2000
Train Loss 2.083613395690918, Train Accuracy 89.34166717529297
==> Epoch 433/2000
Train Loss 2.0815317630767822, Train Accuracy 89.35166931152344
==> Epoch 434/2000
Train Loss 2.0794570446014404, Train Accuracy 89.35832977294922
==> Epoch 435/2000
Train Loss 2.0773894786834717, Train Accuracy 89.36833190917969
==> Epoch 436/2000
Train Loss 2.075329065322876, Train Accuracy 89.37333679199219
==> Epoch 437/2000
Train Loss 2.073275327682495, Train Accuracy 89.38500213623047
==> Epoch 438/2000
Train Loss 2.07122802734375, Train Accuracy 89.39167022705078
==> Epoch 439/2000
Train Loss 2.069188117980957, Train Accuracy 89.39666748046875
==> Epoch 440/2000
Train Loss 2.0671544075012207, Train Accuracy 89.413330078125
==> Epoch 441/2000
Train Loss 2.0651280879974365, Train Accuracy 89.42333221435547
==> Epoch 442/2000
Train Loss 2.063108205795288, Train Accuracy 89.43000030517578
==> Epoch 443/2000
Train Loss 2.0610949993133545, Train Accuracy 89.4316635131836
==> Epoch 444/2000
Train Loss 2.0590884685516357, Train Accuracy 89.4383316040039
==> Epoch 445/2000
Train Loss 2.0570881366729736, Train Accuracy 89.44999694824219
==> Epoch 446/2000
Train Loss 2.0550947189331055, Train Accuracy 89.45833587646484
==> Epoch 447/2000
Train Loss 2.053107500076294, Train Accuracy 89.47000122070312
==> Epoch 448/2000
Train Loss 2.051126718521118, Train Accuracy 89.47833251953125
==> Epoch 449/2000
Train Loss 2.0491528511047363, Train Accuracy 89.48833465576172
==> Epoch 450/2000
Train Loss 2.047184944152832, Train Accuracy 89.49166870117188
==> Epoch 451/2000
Train Loss 2.0452232360839844, Train Accuracy 89.49666595458984
==> Epoch 452/2000
Train Loss 2.0432684421539307, Train Accuracy 89.50499725341797
==> Epoch 453/2000
Train Loss 2.0413193702697754, Train Accuracy 89.5199966430664
==> Epoch 454/2000
Train Loss 2.0393764972686768, Train Accuracy 89.52333068847656
==> Epoch 455/2000
Train Loss 2.037440299987793, Train Accuracy 89.53166961669922
==> Epoch 456/2000
Train Loss 2.0355095863342285, Train Accuracy 89.53666687011719
==> Epoch 457/2000
Train Loss 2.033585548400879, Train Accuracy 89.54666900634766
==> Epoch 458/2000
Train Loss 2.0316669940948486, Train Accuracy 89.56500244140625
==> Epoch 459/2000
Train Loss 2.029754877090454, Train Accuracy 89.57333374023438
==> Epoch 460/2000
Train Loss 2.027848720550537, Train Accuracy 89.58000183105469
==> Epoch 461/2000
Train Loss 2.0259485244750977, Train Accuracy 89.58999633789062
==> Epoch 462/2000
Train Loss 2.0240542888641357, Train Accuracy 89.59666442871094
==> Epoch 463/2000
Train Loss 2.0221657752990723, Train Accuracy 89.61333465576172
==> Epoch 464/2000
Train Loss 2.0202832221984863, Train Accuracy 89.62166595458984
==> Epoch 465/2000
Train Loss 2.018406391143799, Train Accuracy 89.62999725341797
==> Epoch 466/2000
Train Loss 2.0165352821350098, Train Accuracy 89.63500213623047
==> Epoch 467/2000
Train Loss 2.0146701335906982, Train Accuracy 89.64833068847656
==> Epoch 468/2000
Train Loss 2.012810468673706, Train Accuracy 89.66000366210938
==> Epoch 469/2000
Train Loss 2.0109567642211914, Train Accuracy 89.66500091552734
==> Epoch 470/2000
Train Loss 2.009108781814575, Train Accuracy 89.66999816894531
==> Epoch 471/2000
Train Loss 2.00726580619812, Train Accuracy 89.68000030517578
==> Epoch 472/2000
Train Loss 2.005429267883301, Train Accuracy 89.69166564941406
==> Epoch 473/2000
Train Loss 2.0035977363586426, Train Accuracy 89.69999694824219
==> Epoch 474/2000
Train Loss 2.0017716884613037, Train Accuracy 89.70999908447266
==> Epoch 475/2000
Train Loss 1.9999514818191528, Train Accuracy 89.71833038330078
==> Epoch 476/2000
Train Loss 1.9981365203857422, Train Accuracy 89.7300033569336
==> Epoch 477/2000
Train Loss 1.9963270425796509, Train Accuracy 89.73332977294922
==> Epoch 478/2000
Train Loss 1.9945228099822998, Train Accuracy 89.74333190917969
==> Epoch 479/2000
Train Loss 1.992724061012268, Train Accuracy 89.74500274658203
==> Epoch 480/2000
Train Loss 1.9909305572509766, Train Accuracy 89.75666809082031
==> Epoch 481/2000
Train Loss 1.9891424179077148, Train Accuracy 89.76166534423828
==> Epoch 482/2000
Train Loss 1.987359642982483, Train Accuracy 89.7683334350586
==> Epoch 483/2000
Train Loss 1.9855821132659912, Train Accuracy 89.77333068847656
==> Epoch 484/2000
Train Loss 1.983809471130371, Train Accuracy 89.77999877929688
==> Epoch 485/2000
Train Loss 1.9820421934127808, Train Accuracy 89.78500366210938
==> Epoch 486/2000
Train Loss 1.9802802801132202, Train Accuracy 89.79499816894531
==> Epoch 487/2000
Train Loss 1.9785231351852417, Train Accuracy 89.79833221435547
==> Epoch 488/2000
Train Loss 1.9767711162567139, Train Accuracy 89.80833435058594
==> Epoch 489/2000
Train Loss 1.9750242233276367, Train Accuracy 89.81999969482422
==> Epoch 490/2000
Train Loss 1.9732823371887207, Train Accuracy 89.82166290283203
==> Epoch 491/2000
Train Loss 1.971545696258545, Train Accuracy 89.83499908447266
==> Epoch 492/2000
Train Loss 1.9698137044906616, Train Accuracy 89.83999633789062
==> Epoch 493/2000
Train Loss 1.9680869579315186, Train Accuracy 89.84833526611328
==> Epoch 494/2000
Train Loss 1.9663649797439575, Train Accuracy 89.86166381835938
==> Epoch 495/2000
Train Loss 1.9646480083465576, Train Accuracy 89.87166595458984
==> Epoch 496/2000
Train Loss 1.9629355669021606, Train Accuracy 89.87666320800781
==> Epoch 497/2000
Train Loss 1.9612282514572144, Train Accuracy 89.87999725341797
==> Epoch 498/2000
Train Loss 1.9595255851745605, Train Accuracy 89.88166809082031
==> Epoch 499/2000
Train Loss 1.9578278064727783, Train Accuracy 89.88500213623047
==> Epoch 500/2000
Train Loss 1.9561347961425781, Train Accuracy 89.90166473388672
==> Epoch 501/2000
Train Loss 1.95444655418396, Train Accuracy 89.91000366210938
==> Epoch 502/2000
Train Loss 1.9527629613876343, Train Accuracy 89.913330078125
==> Epoch 503/2000
Train Loss 1.9510838985443115, Train Accuracy 89.91999816894531
==> Epoch 504/2000
Train Loss 1.9494094848632812, Train Accuracy 89.92500305175781
==> Epoch 505/2000
Train Loss 1.947740077972412, Train Accuracy 89.9316635131836
==> Epoch 506/2000
Train Loss 1.9460750818252563, Train Accuracy 89.93333435058594
==> Epoch 507/2000
Train Loss 1.9444143772125244, Train Accuracy 89.93499755859375
==> Epoch 508/2000
Train Loss 1.9427584409713745, Train Accuracy 89.94666290283203
==> Epoch 509/2000
Train Loss 1.941107153892517, Train Accuracy 89.95333099365234
==> Epoch 510/2000
Train Loss 1.939460277557373, Train Accuracy 89.95333099365234
==> Epoch 511/2000
Train Loss 1.9378175735473633, Train Accuracy 89.95333099365234
==> Epoch 512/2000
Train Loss 1.9361798763275146, Train Accuracy 89.95500183105469
==> Epoch 513/2000
Train Loss 1.9345461130142212, Train Accuracy 89.95833587646484
==> Epoch 514/2000
Train Loss 1.9329171180725098, Train Accuracy 89.96833038330078
==> Epoch 515/2000
Train Loss 1.9312922954559326, Train Accuracy 89.97000122070312
==> Epoch 516/2000
Train Loss 1.9296720027923584, Train Accuracy 89.97833251953125
==> Epoch 517/2000
Train Loss 1.928055763244629, Train Accuracy 89.9816665649414
==> Epoch 518/2000
Train Loss 1.9264436960220337, Train Accuracy 89.98999786376953
==> Epoch 519/2000
Train Loss 1.9248363971710205, Train Accuracy 89.99666595458984
==> Epoch 520/2000
Train Loss 1.9232330322265625, Train Accuracy 90.00166320800781
==> Epoch 521/2000
Train Loss 1.9216341972351074, Train Accuracy 90.01000213623047
==> Epoch 522/2000
Train Loss 1.920039415359497, Train Accuracy 90.0199966430664
==> Epoch 523/2000
Train Loss 1.9184486865997314, Train Accuracy 90.0250015258789
==> Epoch 524/2000
Train Loss 1.9168622493743896, Train Accuracy 90.03333282470703
==> Epoch 525/2000
Train Loss 1.915279746055603, Train Accuracy 90.038330078125
==> Epoch 526/2000
Train Loss 1.9137017726898193, Train Accuracy 90.04666900634766
==> Epoch 527/2000
Train Loss 1.9121276140213013, Train Accuracy 90.05333709716797
==> Epoch 528/2000
Train Loss 1.910557746887207, Train Accuracy 90.0616683959961
==> Epoch 529/2000
Train Loss 1.9089916944503784, Train Accuracy 90.06666564941406
==> Epoch 530/2000
Train Loss 1.9074299335479736, Train Accuracy 90.07499694824219
==> Epoch 531/2000
Train Loss 1.905872106552124, Train Accuracy 90.0816650390625
==> Epoch 532/2000
Train Loss 1.9043179750442505, Train Accuracy 90.09166717529297
==> Epoch 533/2000
Train Loss 1.9027681350708008, Train Accuracy 90.09166717529297
==> Epoch 534/2000
Train Loss 1.9012221097946167, Train Accuracy 90.09833526611328
==> Epoch 535/2000
Train Loss 1.8996801376342773, Train Accuracy 90.10166931152344
==> Epoch 536/2000
Train Loss 1.8981422185897827, Train Accuracy 90.1050033569336
==> Epoch 537/2000
Train Loss 1.8966079950332642, Train Accuracy 90.11333465576172
==> Epoch 538/2000
Train Loss 1.8950777053833008, Train Accuracy 90.12000274658203
==> Epoch 539/2000
Train Loss 1.893550992012024, Train Accuracy 90.12666320800781
==> Epoch 540/2000
Train Loss 1.8920282125473022, Train Accuracy 90.13666534423828
==> Epoch 541/2000
Train Loss 1.8905093669891357, Train Accuracy 90.15166473388672
==> Epoch 542/2000
Train Loss 1.8889943361282349, Train Accuracy 90.15666961669922
==> Epoch 543/2000
Train Loss 1.88748300075531, Train Accuracy 90.16500091552734
==> Epoch 544/2000
Train Loss 1.8859755992889404, Train Accuracy 90.17333221435547
==> Epoch 545/2000
Train Loss 1.8844714164733887, Train Accuracy 90.18333435058594
==> Epoch 546/2000
Train Loss 1.8829715251922607, Train Accuracy 90.20166778564453
==> Epoch 547/2000
Train Loss 1.8814750909805298, Train Accuracy 90.20999908447266
==> Epoch 548/2000
Train Loss 1.879982352256775, Train Accuracy 90.22333526611328
==> Epoch 549/2000
Train Loss 1.8784931898117065, Train Accuracy 90.22833251953125
==> Epoch 550/2000
Train Loss 1.8770077228546143, Train Accuracy 90.23666381835938
==> Epoch 551/2000
Train Loss 1.875525712966919, Train Accuracy 90.24666595458984
==> Epoch 552/2000
Train Loss 1.8740473985671997, Train Accuracy 90.26000213623047
==> Epoch 553/2000
Train Loss 1.872572660446167, Train Accuracy 90.27999877929688
==> Epoch 554/2000
Train Loss 1.871101975440979, Train Accuracy 90.28500366210938
==> Epoch 555/2000
Train Loss 1.8696342706680298, Train Accuracy 90.29499816894531
==> Epoch 556/2000
Train Loss 1.8681700229644775, Train Accuracy 90.29666900634766
==> Epoch 557/2000
Train Loss 1.8667097091674805, Train Accuracy 90.30333709716797
==> Epoch 558/2000
Train Loss 1.8652526140213013, Train Accuracy 90.3133316040039
==> Epoch 559/2000
Train Loss 1.8637990951538086, Train Accuracy 90.31666564941406
==> Epoch 560/2000
Train Loss 1.862349033355713, Train Accuracy 90.32333374023438
==> Epoch 561/2000
Train Loss 1.860902190208435, Train Accuracy 90.32666778564453
==> Epoch 562/2000
Train Loss 1.8594589233398438, Train Accuracy 90.33333587646484
==> Epoch 563/2000
Train Loss 1.858019232749939, Train Accuracy 90.33833312988281
==> Epoch 564/2000
Train Loss 1.856582760810852, Train Accuracy 90.34833526611328
==> Epoch 565/2000
Train Loss 1.8551496267318726, Train Accuracy 90.35166931152344
==> Epoch 566/2000
Train Loss 1.8537198305130005, Train Accuracy 90.36333465576172
==> Epoch 567/2000
Train Loss 1.852293610572815, Train Accuracy 90.36833190917969
==> Epoch 568/2000
Train Loss 1.8508702516555786, Train Accuracy 90.37333679199219
==> Epoch 569/2000
Train Loss 1.8494504690170288, Train Accuracy 90.38166809082031
==> Epoch 570/2000
Train Loss 1.8480340242385864, Train Accuracy 90.38500213623047
==> Epoch 571/2000
Train Loss 1.8466206789016724, Train Accuracy 90.4000015258789
==> Epoch 572/2000
Train Loss 1.8452106714248657, Train Accuracy 90.40833282470703
==> Epoch 573/2000
Train Loss 1.8438040018081665, Train Accuracy 90.41999816894531
==> Epoch 574/2000
Train Loss 1.8424005508422852, Train Accuracy 90.4316635131836
==> Epoch 575/2000
Train Loss 1.8410001993179321, Train Accuracy 90.4366683959961
==> Epoch 576/2000
Train Loss 1.8396029472351074, Train Accuracy 90.4433364868164
==> Epoch 577/2000
Train Loss 1.8382089138031006, Train Accuracy 90.45333099365234
==> Epoch 578/2000
Train Loss 1.8368182182312012, Train Accuracy 90.45833587646484
==> Epoch 579/2000
Train Loss 1.83543062210083, Train Accuracy 90.46333312988281
==> Epoch 580/2000
Train Loss 1.8340460062026978, Train Accuracy 90.46833038330078
==> Epoch 581/2000
Train Loss 1.8326644897460938, Train Accuracy 90.47000122070312
==> Epoch 582/2000
Train Loss 1.8312861919403076, Train Accuracy 90.47000122070312
==> Epoch 583/2000
Train Loss 1.8299111127853394, Train Accuracy 90.47333526611328
==> Epoch 584/2000
Train Loss 1.8285388946533203, Train Accuracy 90.47833251953125
==> Epoch 585/2000
Train Loss 1.82716965675354, Train Accuracy 90.48666381835938
==> Epoch 586/2000
Train Loss 1.8258037567138672, Train Accuracy 90.5
==> Epoch 587/2000
Train Loss 1.8244407176971436, Train Accuracy 90.50499725341797
==> Epoch 588/2000
Train Loss 1.8230804204940796, Train Accuracy 90.51000213623047
==> Epoch 589/2000
Train Loss 1.8217235803604126, Train Accuracy 90.5199966430664
==> Epoch 590/2000
Train Loss 1.8203694820404053, Train Accuracy 90.52166748046875
==> Epoch 591/2000
Train Loss 1.8190183639526367, Train Accuracy 90.5250015258789
==> Epoch 592/2000
Train Loss 1.8176701068878174, Train Accuracy 90.52666473388672
==> Epoch 593/2000
Train Loss 1.8163249492645264, Train Accuracy 90.53333282470703
==> Epoch 594/2000
Train Loss 1.8149826526641846, Train Accuracy 90.538330078125
==> Epoch 595/2000
Train Loss 1.813643217086792, Train Accuracy 90.55000305175781
==> Epoch 596/2000
Train Loss 1.8123067617416382, Train Accuracy 90.55833435058594
==> Epoch 597/2000
Train Loss 1.810973048210144, Train Accuracy 90.56500244140625
==> Epoch 598/2000
Train Loss 1.8096424341201782, Train Accuracy 90.57166290283203
==> Epoch 599/2000
Train Loss 1.808314323425293, Train Accuracy 90.5816650390625
==> Epoch 600/2000
Train Loss 1.8069891929626465, Train Accuracy 90.586669921875
==> Epoch 601/2000
Train Loss 1.8056671619415283, Train Accuracy 90.586669921875
==> Epoch 602/2000
Train Loss 1.8043475151062012, Train Accuracy 90.59333038330078
==> Epoch 603/2000
Train Loss 1.8030309677124023, Train Accuracy 90.59666442871094
==> Epoch 604/2000
Train Loss 1.8017171621322632, Train Accuracy 90.5999984741211
==> Epoch 605/2000
Train Loss 1.8004062175750732, Train Accuracy 90.60333251953125
==> Epoch 606/2000
Train Loss 1.7990977764129639, Train Accuracy 90.61000061035156
==> Epoch 607/2000
Train Loss 1.7977923154830933, Train Accuracy 90.61166381835938
==> Epoch 608/2000
Train Loss 1.7964894771575928, Train Accuracy 90.62000274658203
==> Epoch 609/2000
Train Loss 1.7951891422271729, Train Accuracy 90.62166595458984
==> Epoch 610/2000
Train Loss 1.7938920259475708, Train Accuracy 90.62999725341797
==> Epoch 611/2000
Train Loss 1.7925972938537598, Train Accuracy 90.63833618164062
==> Epoch 612/2000
Train Loss 1.7913049459457397, Train Accuracy 90.64666748046875
==> Epoch 613/2000
Train Loss 1.7900158166885376, Train Accuracy 90.6500015258789
==> Epoch 614/2000
Train Loss 1.7887293100357056, Train Accuracy 90.66500091552734
==> Epoch 615/2000
Train Loss 1.7874451875686646, Train Accuracy 90.66999816894531
==> Epoch 616/2000
Train Loss 1.786163568496704, Train Accuracy 90.67500305175781
==> Epoch 617/2000
Train Loss 1.7848849296569824, Train Accuracy 90.67833709716797
==> Epoch 618/2000
Train Loss 1.7836086750030518, Train Accuracy 90.68333435058594
==> Epoch 619/2000
Train Loss 1.7823351621627808, Train Accuracy 90.6883316040039
==> Epoch 620/2000
Train Loss 1.7810641527175903, Train Accuracy 90.69499969482422
==> Epoch 621/2000
Train Loss 1.7797956466674805, Train Accuracy 90.70166778564453
==> Epoch 622/2000
Train Loss 1.7785300016403198, Train Accuracy 90.7066650390625
==> Epoch 623/2000
Train Loss 1.777266502380371, Train Accuracy 90.711669921875
==> Epoch 624/2000
Train Loss 1.7760059833526611, Train Accuracy 90.71666717529297
==> Epoch 625/2000
Train Loss 1.774747610092163, Train Accuracy 90.7249984741211
==> Epoch 626/2000
Train Loss 1.7734920978546143, Train Accuracy 90.73666381835938
==> Epoch 627/2000
Train Loss 1.7722387313842773, Train Accuracy 90.73999786376953
==> Epoch 628/2000
Train Loss 1.7709879875183105, Train Accuracy 90.74833679199219
==> Epoch 629/2000
Train Loss 1.7697397470474243, Train Accuracy 90.75499725341797
==> Epoch 630/2000
Train Loss 1.7684942483901978, Train Accuracy 90.76166534423828
==> Epoch 631/2000
Train Loss 1.767250657081604, Train Accuracy 90.76333618164062
==> Epoch 632/2000
Train Loss 1.76600980758667, Train Accuracy 90.7683334350586
==> Epoch 633/2000
Train Loss 1.7647713422775269, Train Accuracy 90.77999877929688
==> Epoch 634/2000
Train Loss 1.763535499572754, Train Accuracy 90.78500366210938
==> Epoch 635/2000
Train Loss 1.7623019218444824, Train Accuracy 90.79000091552734
==> Epoch 636/2000
Train Loss 1.761070728302002, Train Accuracy 90.79499816894531
==> Epoch 637/2000
Train Loss 1.759842038154602, Train Accuracy 90.79833221435547
==> Epoch 638/2000
Train Loss 1.7586157321929932, Train Accuracy 90.80833435058594
==> Epoch 639/2000
Train Loss 1.7573914527893066, Train Accuracy 90.80999755859375
==> Epoch 640/2000
Train Loss 1.7561699151992798, Train Accuracy 90.8116683959961
==> Epoch 641/2000
Train Loss 1.7549508810043335, Train Accuracy 90.8116683959961
==> Epoch 642/2000
Train Loss 1.75373375415802, Train Accuracy 90.81500244140625
==> Epoch 643/2000
Train Loss 1.7525192499160767, Train Accuracy 90.82166290283203
==> Epoch 644/2000
Train Loss 1.7513067722320557, Train Accuracy 90.83000183105469
==> Epoch 645/2000
Train Loss 1.7500969171524048, Train Accuracy 90.8316650390625
==> Epoch 646/2000
Train Loss 1.7488892078399658, Train Accuracy 90.836669921875
==> Epoch 647/2000
Train Loss 1.7476835250854492, Train Accuracy 90.83999633789062
==> Epoch 648/2000
Train Loss 1.7464807033538818, Train Accuracy 90.84500122070312
==> Epoch 649/2000
Train Loss 1.7452797889709473, Train Accuracy 90.84666442871094
==> Epoch 650/2000
Train Loss 1.7440812587738037, Train Accuracy 90.85166931152344
==> Epoch 651/2000
Train Loss 1.7428851127624512, Train Accuracy 90.86166381835938
==> Epoch 652/2000
Train Loss 1.741690993309021, Train Accuracy 90.86833190917969
==> Epoch 653/2000
Train Loss 1.7404989004135132, Train Accuracy 90.875
==> Epoch 654/2000
Train Loss 1.739309310913086, Train Accuracy 90.88166809082031
==> Epoch 655/2000
Train Loss 1.7381219863891602, Train Accuracy 90.88500213623047
==> Epoch 656/2000
Train Loss 1.7369369268417358, Train Accuracy 90.89167022705078
==> Epoch 657/2000
Train Loss 1.7357537746429443, Train Accuracy 90.8949966430664
==> Epoch 658/2000
Train Loss 1.7345730066299438, Train Accuracy 90.90333557128906
==> Epoch 659/2000
Train Loss 1.7333945035934448, Train Accuracy 90.90666961669922
==> Epoch 660/2000
Train Loss 1.732217788696289, Train Accuracy 90.90833282470703
==> Epoch 661/2000
Train Loss 1.7310436964035034, Train Accuracy 90.913330078125
==> Epoch 662/2000
Train Loss 1.729871392250061, Train Accuracy 90.92166900634766
==> Epoch 663/2000
Train Loss 1.7287014722824097, Train Accuracy 90.92333221435547
==> Epoch 664/2000
Train Loss 1.7275334596633911, Train Accuracy 90.92666625976562
==> Epoch 665/2000
Train Loss 1.7263675928115845, Train Accuracy 90.9383316040039
==> Epoch 666/2000
Train Loss 1.7252039909362793, Train Accuracy 90.94000244140625
==> Epoch 667/2000
Train Loss 1.7240424156188965, Train Accuracy 90.94666290283203
==> Epoch 668/2000
Train Loss 1.722882866859436, Train Accuracy 90.95166778564453
==> Epoch 669/2000
Train Loss 1.7217257022857666, Train Accuracy 90.95833587646484
==> Epoch 670/2000
Train Loss 1.7205703258514404, Train Accuracy 90.961669921875
==> Epoch 671/2000
Train Loss 1.719416856765747, Train Accuracy 90.96666717529297
==> Epoch 672/2000
Train Loss 1.7182658910751343, Train Accuracy 90.96833038330078
==> Epoch 673/2000
Train Loss 1.7171165943145752, Train Accuracy 90.97333526611328
==> Epoch 674/2000
Train Loss 1.715969443321228, Train Accuracy 90.98332977294922
==> Epoch 675/2000
Train Loss 1.7148244380950928, Train Accuracy 90.98999786376953
==> Epoch 676/2000
Train Loss 1.7136813402175903, Train Accuracy 90.99166870117188
==> Epoch 677/2000
Train Loss 1.7125402688980103, Train Accuracy 90.99500274658203
==> Epoch 678/2000
Train Loss 1.7114015817642212, Train Accuracy 90.99833679199219
==> Epoch 679/2000
Train Loss 1.7102643251419067, Train Accuracy 91.00499725341797
==> Epoch 680/2000
Train Loss 1.7091292142868042, Train Accuracy 91.00666809082031
==> Epoch 681/2000
Train Loss 1.7079963684082031, Train Accuracy 91.01333618164062
==> Epoch 682/2000
Train Loss 1.7068653106689453, Train Accuracy 91.0199966430664
==> Epoch 683/2000
Train Loss 1.7057361602783203, Train Accuracy 91.02333068847656
==> Epoch 684/2000
Train Loss 1.7046090364456177, Train Accuracy 91.02666473388672
==> Epoch 685/2000
Train Loss 1.7034838199615479, Train Accuracy 91.03666687011719
==> Epoch 686/2000
Train Loss 1.70236074924469, Train Accuracy 91.04666900634766
==> Epoch 687/2000
Train Loss 1.7012392282485962, Train Accuracy 91.05833435058594
==> Epoch 688/2000
Train Loss 1.7001198530197144, Train Accuracy 91.06666564941406
==> Epoch 689/2000
Train Loss 1.6990025043487549, Train Accuracy 91.07166290283203
==> Epoch 690/2000
Train Loss 1.6978868246078491, Train Accuracy 91.07333374023438
==> Epoch 691/2000
Train Loss 1.6967732906341553, Train Accuracy 91.0816650390625
==> Epoch 692/2000
Train Loss 1.6956613063812256, Train Accuracy 91.09166717529297
==> Epoch 693/2000
Train Loss 1.694551706314087, Train Accuracy 91.10166931152344
==> Epoch 694/2000
Train Loss 1.6934436559677124, Train Accuracy 91.10166931152344
==> Epoch 695/2000
Train Loss 1.6923375129699707, Train Accuracy 91.10333251953125
==> Epoch 696/2000
Train Loss 1.6912332773208618, Train Accuracy 91.1050033569336
==> Epoch 697/2000
Train Loss 1.6901309490203857, Train Accuracy 91.10832977294922
==> Epoch 698/2000
Train Loss 1.689030408859253, Train Accuracy 91.11499786376953
==> Epoch 699/2000
Train Loss 1.6879316568374634, Train Accuracy 91.12166595458984
==> Epoch 700/2000
Train Loss 1.6868348121643066, Train Accuracy 91.12999725341797
==> Epoch 701/2000
Train Loss 1.6857397556304932, Train Accuracy 91.13999938964844
==> Epoch 702/2000
Train Loss 1.6846466064453125, Train Accuracy 91.14666748046875
==> Epoch 703/2000
Train Loss 1.683555245399475, Train Accuracy 91.1500015258789
==> Epoch 704/2000
Train Loss 1.6824655532836914, Train Accuracy 91.15666961669922
==> Epoch 705/2000
Train Loss 1.68137788772583, Train Accuracy 91.16166687011719
==> Epoch 706/2000
Train Loss 1.6802918910980225, Train Accuracy 91.16999816894531
==> Epoch 707/2000
Train Loss 1.6792075634002686, Train Accuracy 91.17666625976562
==> Epoch 708/2000
Train Loss 1.6781251430511475, Train Accuracy 91.18333435058594
==> Epoch 709/2000
Train Loss 1.6770446300506592, Train Accuracy 91.1883316040039
==> Epoch 710/2000
Train Loss 1.675965666770935, Train Accuracy 91.19166564941406
==> Epoch 711/2000
Train Loss 1.6748886108398438, Train Accuracy 91.19666290283203
==> Epoch 712/2000
Train Loss 1.6738131046295166, Train Accuracy 91.2066650390625
==> Epoch 713/2000
Train Loss 1.6727396249771118, Train Accuracy 91.21833038330078
==> Epoch 714/2000
Train Loss 1.6716675758361816, Train Accuracy 91.22666931152344
==> Epoch 715/2000
Train Loss 1.6705976724624634, Train Accuracy 91.22833251953125
==> Epoch 716/2000
Train Loss 1.6695289611816406, Train Accuracy 91.23500061035156
==> Epoch 717/2000
Train Loss 1.6684622764587402, Train Accuracy 91.24333190917969
==> Epoch 718/2000
Train Loss 1.667397379875183, Train Accuracy 91.24500274658203
==> Epoch 719/2000
Train Loss 1.6663340330123901, Train Accuracy 91.25166320800781
==> Epoch 720/2000
Train Loss 1.6652724742889404, Train Accuracy 91.25499725341797
==> Epoch 721/2000
Train Loss 1.6642123460769653, Train Accuracy 91.26000213623047
==> Epoch 722/2000
Train Loss 1.6631542444229126, Train Accuracy 91.26333618164062
==> Epoch 723/2000
Train Loss 1.662097692489624, Train Accuracy 91.26667022705078
==> Epoch 724/2000
Train Loss 1.6610428094863892, Train Accuracy 91.2683334350586
==> Epoch 725/2000
Train Loss 1.659989595413208, Train Accuracy 91.27666473388672
==> Epoch 726/2000
Train Loss 1.6589381694793701, Train Accuracy 91.28333282470703
==> Epoch 727/2000
Train Loss 1.6578882932662964, Train Accuracy 91.288330078125
==> Epoch 728/2000
Train Loss 1.6568399667739868, Train Accuracy 91.29499816894531
==> Epoch 729/2000
Train Loss 1.655793309211731, Train Accuracy 91.30000305175781
==> Epoch 730/2000
Train Loss 1.6547483205795288, Train Accuracy 91.30166625976562
==> Epoch 731/2000
Train Loss 1.6537050008773804, Train Accuracy 91.30500030517578
==> Epoch 732/2000
Train Loss 1.6526633501052856, Train Accuracy 91.31500244140625
==> Epoch 733/2000
Train Loss 1.6516231298446655, Train Accuracy 91.3183364868164
==> Epoch 734/2000
Train Loss 1.6505846977233887, Train Accuracy 91.32499694824219
==> Epoch 735/2000
Train Loss 1.6495479345321655, Train Accuracy 91.32833099365234
==> Epoch 736/2000
Train Loss 1.648512601852417, Train Accuracy 91.33000183105469
==> Epoch 737/2000
Train Loss 1.6474788188934326, Train Accuracy 91.3316650390625
==> Epoch 738/2000
Train Loss 1.646446704864502, Train Accuracy 91.34666442871094
==> Epoch 739/2000
Train Loss 1.645416259765625, Train Accuracy 91.35333251953125
==> Epoch 740/2000
Train Loss 1.6443872451782227, Train Accuracy 91.36333465576172
==> Epoch 741/2000
Train Loss 1.643359661102295, Train Accuracy 91.36666870117188
==> Epoch 742/2000
Train Loss 1.6423338651657104, Train Accuracy 91.375
==> Epoch 743/2000
Train Loss 1.6413096189498901, Train Accuracy 91.38166809082031
==> Epoch 744/2000
Train Loss 1.6402868032455444, Train Accuracy 91.38333129882812
==> Epoch 745/2000
Train Loss 1.6392658948898315, Train Accuracy 91.38833618164062
==> Epoch 746/2000
Train Loss 1.6382461786270142, Train Accuracy 91.3933334350586
==> Epoch 747/2000
Train Loss 1.63722825050354, Train Accuracy 91.3949966430664
==> Epoch 748/2000
Train Loss 1.636211633682251, Train Accuracy 91.4000015258789
==> Epoch 749/2000
Train Loss 1.6351966857910156, Train Accuracy 91.40833282470703
==> Epoch 750/2000
Train Loss 1.6341830492019653, Train Accuracy 91.40666961669922
==> Epoch 751/2000
Train Loss 1.6331709623336792, Train Accuracy 91.41000366210938
==> Epoch 752/2000
Train Loss 1.6321606636047363, Train Accuracy 91.41500091552734
==> Epoch 753/2000
Train Loss 1.631151556968689, Train Accuracy 91.42166900634766
==> Epoch 754/2000
Train Loss 1.6301441192626953, Train Accuracy 91.42666625976562
==> Epoch 755/2000
Train Loss 1.6291381120681763, Train Accuracy 91.4316635131836
==> Epoch 756/2000
Train Loss 1.6281336545944214, Train Accuracy 91.4366683959961
==> Epoch 757/2000
Train Loss 1.6271305084228516, Train Accuracy 91.4433364868164
==> Epoch 758/2000
Train Loss 1.6261290311813354, Train Accuracy 91.44833374023438
==> Epoch 759/2000
Train Loss 1.6251288652420044, Train Accuracy 91.45500183105469
==> Epoch 760/2000
Train Loss 1.6241304874420166, Train Accuracy 91.46333312988281
==> Epoch 761/2000
Train Loss 1.6231331825256348, Train Accuracy 91.46333312988281
==> Epoch 762/2000
Train Loss 1.6221373081207275, Train Accuracy 91.4749984741211
==> Epoch 763/2000
Train Loss 1.621143102645874, Train Accuracy 91.47833251953125
==> Epoch 764/2000
Train Loss 1.6201503276824951, Train Accuracy 91.48332977294922
==> Epoch 765/2000
Train Loss 1.6191591024398804, Train Accuracy 91.48666381835938
==> Epoch 766/2000
Train Loss 1.6181691884994507, Train Accuracy 91.49333190917969
==> Epoch 767/2000
Train Loss 1.6171807050704956, Train Accuracy 91.50333404541016
==> Epoch 768/2000
Train Loss 1.616193413734436, Train Accuracy 91.50833129882812
==> Epoch 769/2000
Train Loss 1.6152077913284302, Train Accuracy 91.51499938964844
==> Epoch 770/2000
Train Loss 1.614223599433899, Train Accuracy 91.5199966430664
==> Epoch 771/2000
Train Loss 1.6132407188415527, Train Accuracy 91.5199966430664
==> Epoch 772/2000
Train Loss 1.6122593879699707, Train Accuracy 91.52666473388672
==> Epoch 773/2000
Train Loss 1.6112792491912842, Train Accuracy 91.53333282470703
==> Epoch 774/2000
Train Loss 1.6103006601333618, Train Accuracy 91.54000091552734
==> Epoch 775/2000
Train Loss 1.6093233823776245, Train Accuracy 91.5433349609375
==> Epoch 776/2000
Train Loss 1.608347773551941, Train Accuracy 91.54499816894531
==> Epoch 777/2000
Train Loss 1.6073731184005737, Train Accuracy 91.54833221435547
==> Epoch 778/2000
Train Loss 1.6064000129699707, Train Accuracy 91.55166625976562
==> Epoch 779/2000
Train Loss 1.6054283380508423, Train Accuracy 91.5616683959961
==> Epoch 780/2000
Train Loss 1.6044580936431885, Train Accuracy 91.56666564941406
==> Epoch 781/2000
Train Loss 1.603488802909851, Train Accuracy 91.57666778564453
==> Epoch 782/2000
Train Loss 1.602521300315857, Train Accuracy 91.58333587646484
==> Epoch 783/2000
Train Loss 1.6015551090240479, Train Accuracy 91.58833312988281
==> Epoch 784/2000
Train Loss 1.6005902290344238, Train Accuracy 91.58833312988281
==> Epoch 785/2000
Train Loss 1.5996266603469849, Train Accuracy 91.58999633789062
==> Epoch 786/2000
Train Loss 1.5986645221710205, Train Accuracy 91.59166717529297
==> Epoch 787/2000
Train Loss 1.597703456878662, Train Accuracy 91.59833526611328
==> Epoch 788/2000
Train Loss 1.5967439413070679, Train Accuracy 91.60166931152344
==> Epoch 789/2000
Train Loss 1.5957856178283691, Train Accuracy 91.6066665649414
==> Epoch 790/2000
Train Loss 1.5948288440704346, Train Accuracy 91.61166381835938
==> Epoch 791/2000
Train Loss 1.593873143196106, Train Accuracy 91.61833190917969
==> Epoch 792/2000
Train Loss 1.592918872833252, Train Accuracy 91.62999725341797
==> Epoch 793/2000
Train Loss 1.5919660329818726, Train Accuracy 91.63166809082031
==> Epoch 794/2000
Train Loss 1.59101402759552, Train Accuracy 91.63333129882812
==> Epoch 795/2000
Train Loss 1.5900638103485107, Train Accuracy 91.63833618164062
==> Epoch 796/2000
Train Loss 1.5891145467758179, Train Accuracy 91.64666748046875
==> Epoch 797/2000
Train Loss 1.5881670713424683, Train Accuracy 91.65166473388672
==> Epoch 798/2000
Train Loss 1.5872204303741455, Train Accuracy 91.65833282470703
==> Epoch 799/2000
Train Loss 1.5862751007080078, Train Accuracy 91.6683349609375
==> Epoch 800/2000
Train Loss 1.5853314399719238, Train Accuracy 91.67166900634766
==> Epoch 801/2000
Train Loss 1.5843888521194458, Train Accuracy 91.67500305175781
==> Epoch 802/2000
Train Loss 1.5834473371505737, Train Accuracy 91.6816635131836
==> Epoch 803/2000
Train Loss 1.5825072526931763, Train Accuracy 91.6866683959961
==> Epoch 804/2000
Train Loss 1.5815682411193848, Train Accuracy 91.6883316040039
==> Epoch 805/2000
Train Loss 1.580630898475647, Train Accuracy 91.69000244140625
==> Epoch 806/2000
Train Loss 1.579694390296936, Train Accuracy 91.6933364868164
==> Epoch 807/2000
Train Loss 1.5787594318389893, Train Accuracy 91.69833374023438
==> Epoch 808/2000
Train Loss 1.5778255462646484, Train Accuracy 91.70333099365234
==> Epoch 809/2000
Train Loss 1.5768929719924927, Train Accuracy 91.70500183105469
==> Epoch 810/2000
Train Loss 1.575961709022522, Train Accuracy 91.7066650390625
==> Epoch 811/2000
Train Loss 1.5750316381454468, Train Accuracy 91.70833587646484
==> Epoch 812/2000
Train Loss 1.574102759361267, Train Accuracy 91.70999908447266
==> Epoch 813/2000
Train Loss 1.5731748342514038, Train Accuracy 91.71833038330078
==> Epoch 814/2000
Train Loss 1.5722486972808838, Train Accuracy 91.72166442871094
==> Epoch 815/2000
Train Loss 1.571323275566101, Train Accuracy 91.7249984741211
==> Epoch 816/2000
Train Loss 1.5703994035720825, Train Accuracy 91.7300033569336
==> Epoch 817/2000
Train Loss 1.56947660446167, Train Accuracy 91.73500061035156
==> Epoch 818/2000
Train Loss 1.5685549974441528, Train Accuracy 91.74833679199219
==> Epoch 819/2000
Train Loss 1.5676348209381104, Train Accuracy 91.74833679199219
==> Epoch 820/2000
Train Loss 1.5667154788970947, Train Accuracy 91.75
==> Epoch 821/2000
Train Loss 1.5657976865768433, Train Accuracy 91.75666809082031
==> Epoch 822/2000
Train Loss 1.5648808479309082, Train Accuracy 91.76333618164062
==> Epoch 823/2000
Train Loss 1.5639653205871582, Train Accuracy 91.7699966430664
==> Epoch 824/2000
Train Loss 1.5630509853363037, Train Accuracy 91.7750015258789
==> Epoch 825/2000
Train Loss 1.5621377229690552, Train Accuracy 91.77833557128906
==> Epoch 826/2000
Train Loss 1.5612257719039917, Train Accuracy 91.78166961669922
==> Epoch 827/2000
Train Loss 1.5603148937225342, Train Accuracy 91.78166961669922
==> Epoch 828/2000
Train Loss 1.5594050884246826, Train Accuracy 91.78500366210938
==> Epoch 829/2000
Train Loss 1.5584967136383057, Train Accuracy 91.7933349609375
==> Epoch 830/2000
Train Loss 1.5575895309448242, Train Accuracy 91.79666900634766
==> Epoch 831/2000
Train Loss 1.5566833019256592, Train Accuracy 91.79833221435547
==> Epoch 832/2000
Train Loss 1.5557782649993896, Train Accuracy 91.80500030517578
==> Epoch 833/2000
Train Loss 1.5548744201660156, Train Accuracy 91.8133316040039
==> Epoch 834/2000
Train Loss 1.5539716482162476, Train Accuracy 91.81500244140625
==> Epoch 835/2000
Train Loss 1.5530701875686646, Train Accuracy 91.81666564941406
==> Epoch 836/2000
Train Loss 1.552169680595398, Train Accuracy 91.82166290283203
==> Epoch 837/2000
Train Loss 1.5512704849243164, Train Accuracy 91.82499694824219
==> Epoch 838/2000
Train Loss 1.5503723621368408, Train Accuracy 91.82833099365234
==> Epoch 839/2000
Train Loss 1.5494754314422607, Train Accuracy 91.836669921875
==> Epoch 840/2000
Train Loss 1.5485795736312866, Train Accuracy 91.84333038330078
==> Epoch 841/2000
Train Loss 1.5476850271224976, Train Accuracy 91.8499984741211
==> Epoch 842/2000
Train Loss 1.546791434288025, Train Accuracy 91.8550033569336
==> Epoch 843/2000
Train Loss 1.5458989143371582, Train Accuracy 91.86166381835938
==> Epoch 844/2000
Train Loss 1.5450074672698975, Train Accuracy 91.86499786376953
==> Epoch 845/2000
Train Loss 1.5441173315048218, Train Accuracy 91.86833190917969
==> Epoch 846/2000
Train Loss 1.543228030204773, Train Accuracy 91.87000274658203
==> Epoch 847/2000
Train Loss 1.5423402786254883, Train Accuracy 91.875
==> Epoch 848/2000
Train Loss 1.54145348072052, Train Accuracy 91.88333129882812
==> Epoch 849/2000
Train Loss 1.540567398071289, Train Accuracy 91.88833618164062
==> Epoch 850/2000
Train Loss 1.5396827459335327, Train Accuracy 91.88999938964844
==> Epoch 851/2000
Train Loss 1.5387991666793823, Train Accuracy 91.89167022705078
==> Epoch 852/2000
Train Loss 1.5379167795181274, Train Accuracy 91.8933334350586
==> Epoch 853/2000
Train Loss 1.5370352268218994, Train Accuracy 91.89666748046875
==> Epoch 854/2000
Train Loss 1.5361549854278564, Train Accuracy 91.89833068847656
==> Epoch 855/2000
Train Loss 1.5352758169174194, Train Accuracy 91.90166473388672
==> Epoch 856/2000
Train Loss 1.5343974828720093, Train Accuracy 91.90666961669922
==> Epoch 857/2000
Train Loss 1.533520221710205, Train Accuracy 91.91166687011719
==> Epoch 858/2000
Train Loss 1.5326443910598755, Train Accuracy 91.913330078125
==> Epoch 859/2000
Train Loss 1.5317697525024414, Train Accuracy 91.91500091552734
==> Epoch 860/2000
Train Loss 1.5308958292007446, Train Accuracy 91.91500091552734
==> Epoch 861/2000
Train Loss 1.5300229787826538, Train Accuracy 91.92166900634766
==> Epoch 862/2000
Train Loss 1.529151201248169, Train Accuracy 91.92833709716797
==> Epoch 863/2000
Train Loss 1.5282803773880005, Train Accuracy 91.93000030517578
==> Epoch 864/2000
Train Loss 1.527410864830017, Train Accuracy 91.9316635131836
==> Epoch 865/2000
Train Loss 1.5265424251556396, Train Accuracy 91.93499755859375
==> Epoch 866/2000
Train Loss 1.5256747007369995, Train Accuracy 91.9383316040039
==> Epoch 867/2000
Train Loss 1.5248081684112549, Train Accuracy 91.94499969482422
==> Epoch 868/2000
Train Loss 1.5239430665969849, Train Accuracy 91.95166778564453
==> Epoch 869/2000
Train Loss 1.5230786800384521, Train Accuracy 91.95500183105469
==> Epoch 870/2000
Train Loss 1.5222152471542358, Train Accuracy 91.9566650390625
==> Epoch 871/2000
Train Loss 1.5213532447814941, Train Accuracy 91.9566650390625
==> Epoch 872/2000
Train Loss 1.520491600036621, Train Accuracy 91.95833587646484
==> Epoch 873/2000
Train Loss 1.5196317434310913, Train Accuracy 91.96333312988281
==> Epoch 874/2000
Train Loss 1.5187723636627197, Train Accuracy 91.96666717529297
==> Epoch 875/2000
Train Loss 1.5179142951965332, Train Accuracy 91.96833038330078
==> Epoch 876/2000
Train Loss 1.517057180404663, Train Accuracy 91.97666931152344
==> Epoch 877/2000
Train Loss 1.5162009000778198, Train Accuracy 91.9816665649414
==> Epoch 878/2000
Train Loss 1.5153456926345825, Train Accuracy 91.98332977294922
==> Epoch 879/2000
Train Loss 1.5144919157028198, Train Accuracy 91.98666381835938
==> Epoch 880/2000
Train Loss 1.5136387348175049, Train Accuracy 91.99166870117188
==> Epoch 881/2000
Train Loss 1.512786865234375, Train Accuracy 92.00166320800781
==> Epoch 882/2000
Train Loss 1.5119357109069824, Train Accuracy 92.00666809082031
==> Epoch 883/2000
Train Loss 1.5110855102539062, Train Accuracy 92.01000213623047
==> Epoch 884/2000
Train Loss 1.5102365016937256, Train Accuracy 92.01667022705078
==> Epoch 885/2000
Train Loss 1.5093885660171509, Train Accuracy 92.02333068847656
==> Epoch 886/2000
Train Loss 1.5085417032241821, Train Accuracy 92.03333282470703
==> Epoch 887/2000
Train Loss 1.5076954364776611, Train Accuracy 92.0433349609375
==> Epoch 888/2000
Train Loss 1.5068506002426147, Train Accuracy 92.0433349609375
==> Epoch 889/2000
Train Loss 1.5060063600540161, Train Accuracy 92.04833221435547
==> Epoch 890/2000
Train Loss 1.5051631927490234, Train Accuracy 92.05000305175781
==> Epoch 891/2000
Train Loss 1.504321575164795, Train Accuracy 92.05500030517578
==> Epoch 892/2000
Train Loss 1.503480315208435, Train Accuracy 92.05999755859375
==> Epoch 893/2000
Train Loss 1.5026401281356812, Train Accuracy 92.05999755859375
==> Epoch 894/2000
Train Loss 1.5018011331558228, Train Accuracy 92.06666564941406
==> Epoch 895/2000
Train Loss 1.500962734222412, Train Accuracy 92.07166290283203
==> Epoch 896/2000
Train Loss 1.5001256465911865, Train Accuracy 92.08000183105469
==> Epoch 897/2000
Train Loss 1.4992893934249878, Train Accuracy 92.08333587646484
==> Epoch 898/2000
Train Loss 1.4984543323516846, Train Accuracy 92.08999633789062
==> Epoch 899/2000
Train Loss 1.4976201057434082, Train Accuracy 92.09333038330078
==> Epoch 900/2000
Train Loss 1.4967868328094482, Train Accuracy 92.10166931152344
==> Epoch 901/2000
Train Loss 1.4959545135498047, Train Accuracy 92.1050033569336
==> Epoch 902/2000
Train Loss 1.495123028755188, Train Accuracy 92.10832977294922
==> Epoch 903/2000
Train Loss 1.4942924976348877, Train Accuracy 92.11000061035156
==> Epoch 904/2000
Train Loss 1.4934630393981934, Train Accuracy 92.11833190917969
==> Epoch 905/2000
Train Loss 1.4926344156265259, Train Accuracy 92.12000274658203
==> Epoch 906/2000
Train Loss 1.491806983947754, Train Accuracy 92.125
==> Epoch 907/2000
Train Loss 1.4909805059432983, Train Accuracy 92.13166809082031
==> Epoch 908/2000
Train Loss 1.49015474319458, Train Accuracy 92.13500213623047
==> Epoch 909/2000
Train Loss 1.4893299341201782, Train Accuracy 92.1433334350586
==> Epoch 910/2000
Train Loss 1.4885063171386719, Train Accuracy 92.14833068847656
==> Epoch 911/2000
Train Loss 1.4876835346221924, Train Accuracy 92.15166473388672
==> Epoch 912/2000
Train Loss 1.4868613481521606, Train Accuracy 92.16166687011719
==> Epoch 913/2000
Train Loss 1.486040472984314, Train Accuracy 92.16666412353516
==> Epoch 914/2000
Train Loss 1.485220193862915, Train Accuracy 92.16999816894531
==> Epoch 915/2000
Train Loss 1.4844011068344116, Train Accuracy 92.17166900634766
==> Epoch 916/2000
Train Loss 1.4835827350616455, Train Accuracy 92.18000030517578
==> Epoch 917/2000
Train Loss 1.4827656745910645, Train Accuracy 92.1883316040039
==> Epoch 918/2000
Train Loss 1.4819493293762207, Train Accuracy 92.19499969482422
==> Epoch 919/2000
Train Loss 1.4811336994171143, Train Accuracy 92.19833374023438
==> Epoch 920/2000
Train Loss 1.4803194999694824, Train Accuracy 92.20833587646484
==> Epoch 921/2000
Train Loss 1.4795056581497192, Train Accuracy 92.20833587646484
==> Epoch 922/2000
Train Loss 1.4786931276321411, Train Accuracy 92.21333312988281
==> Epoch 923/2000
Train Loss 1.4778814315795898, Train Accuracy 92.22333526611328
==> Epoch 924/2000
Train Loss 1.4770705699920654, Train Accuracy 92.22333526611328
==> Epoch 925/2000
Train Loss 1.4762605428695679, Train Accuracy 92.22666931152344
==> Epoch 926/2000
Train Loss 1.4754517078399658, Train Accuracy 92.2316665649414
==> Epoch 927/2000
Train Loss 1.4746434688568115, Train Accuracy 92.23332977294922
==> Epoch 928/2000
Train Loss 1.4738361835479736, Train Accuracy 92.23500061035156
==> Epoch 929/2000
Train Loss 1.4730299711227417, Train Accuracy 92.23999786376953
==> Epoch 930/2000
Train Loss 1.472224473953247, Train Accuracy 92.24666595458984
==> Epoch 931/2000
Train Loss 1.4714195728302002, Train Accuracy 92.25166320800781
==> Epoch 932/2000
Train Loss 1.4706162214279175, Train Accuracy 92.26166534423828
==> Epoch 933/2000
Train Loss 1.469813585281372, Train Accuracy 92.26667022705078
==> Epoch 934/2000
Train Loss 1.469011664390564, Train Accuracy 92.2683334350586
==> Epoch 935/2000
Train Loss 1.4682104587554932, Train Accuracy 92.2750015258789
==> Epoch 936/2000
Train Loss 1.4674105644226074, Train Accuracy 92.28333282470703
==> Epoch 937/2000
Train Loss 1.4666112661361694, Train Accuracy 92.28666687011719
==> Epoch 938/2000
Train Loss 1.4658129215240479, Train Accuracy 92.29000091552734
==> Epoch 939/2000
Train Loss 1.4650155305862427, Train Accuracy 92.29166412353516
==> Epoch 940/2000
Train Loss 1.4642192125320435, Train Accuracy 92.30166625976562
==> Epoch 941/2000
Train Loss 1.463423252105713, Train Accuracy 92.30833435058594
==> Epoch 942/2000
Train Loss 1.4626284837722778, Train Accuracy 92.31666564941406
==> Epoch 943/2000
Train Loss 1.4618345499038696, Train Accuracy 92.32333374023438
==> Epoch 944/2000
Train Loss 1.4610414505004883, Train Accuracy 92.32333374023438
==> Epoch 945/2000
Train Loss 1.4602491855621338, Train Accuracy 92.33333587646484
==> Epoch 946/2000
Train Loss 1.4594578742980957, Train Accuracy 92.336669921875
==> Epoch 947/2000
Train Loss 1.458667516708374, Train Accuracy 92.33999633789062
==> Epoch 948/2000
Train Loss 1.4578778743743896, Train Accuracy 92.34166717529297
==> Epoch 949/2000
Train Loss 1.4570890665054321, Train Accuracy 92.34333038330078
==> Epoch 950/2000
Train Loss 1.456301212310791, Train Accuracy 92.34500122070312
==> Epoch 951/2000
Train Loss 1.4555143117904663, Train Accuracy 92.34833526611328
==> Epoch 952/2000
Train Loss 1.4547278881072998, Train Accuracy 92.3499984741211
==> Epoch 953/2000
Train Loss 1.4539427757263184, Train Accuracy 92.3550033569336
==> Epoch 954/2000
Train Loss 1.4531584978103638, Train Accuracy 92.3566665649414
==> Epoch 955/2000
Train Loss 1.4523746967315674, Train Accuracy 92.36000061035156
==> Epoch 956/2000
Train Loss 1.451591968536377, Train Accuracy 92.36499786376953
==> Epoch 957/2000
Train Loss 1.4508100748062134, Train Accuracy 92.36666870117188
==> Epoch 958/2000
Train Loss 1.4500290155410767, Train Accuracy 92.36666870117188
==> Epoch 959/2000
Train Loss 1.4492486715316772, Train Accuracy 92.36833190917969
==> Epoch 960/2000
Train Loss 1.4484695196151733, Train Accuracy 92.37333679199219
==> Epoch 961/2000
Train Loss 1.4476909637451172, Train Accuracy 92.375
==> Epoch 962/2000
Train Loss 1.446913242340088, Train Accuracy 92.37833404541016
==> Epoch 963/2000
Train Loss 1.446136474609375, Train Accuracy 92.38500213623047
==> Epoch 964/2000
Train Loss 1.4453604221343994, Train Accuracy 92.38833618164062
==> Epoch 965/2000
Train Loss 1.4445852041244507, Train Accuracy 92.38999938964844
==> Epoch 966/2000
Train Loss 1.4438108205795288, Train Accuracy 92.3933334350586
==> Epoch 967/2000
Train Loss 1.4430372714996338, Train Accuracy 92.3949966430664
==> Epoch 968/2000
Train Loss 1.4422646760940552, Train Accuracy 92.39833068847656
==> Epoch 969/2000
Train Loss 1.4414927959442139, Train Accuracy 92.40499877929688
==> Epoch 970/2000
Train Loss 1.4407216310501099, Train Accuracy 92.40833282470703
==> Epoch 971/2000
Train Loss 1.4399514198303223, Train Accuracy 92.41500091552734
==> Epoch 972/2000
Train Loss 1.4391820430755615, Train Accuracy 92.42500305175781
==> Epoch 973/2000
Train Loss 1.438413381576538, Train Accuracy 92.4316635131836
==> Epoch 974/2000
Train Loss 1.437645673751831, Train Accuracy 92.43499755859375
==> Epoch 975/2000
Train Loss 1.4368785619735718, Train Accuracy 92.4366683959961
==> Epoch 976/2000
Train Loss 1.436112642288208, Train Accuracy 92.4383316040039
==> Epoch 977/2000
Train Loss 1.435347080230713, Train Accuracy 92.4433364868164
==> Epoch 978/2000
Train Loss 1.4345827102661133, Train Accuracy 92.44833374023438
==> Epoch 979/2000
Train Loss 1.433819055557251, Train Accuracy 92.45500183105469
==> Epoch 980/2000
Train Loss 1.4330559968948364, Train Accuracy 92.4566650390625
==> Epoch 981/2000
Train Loss 1.4322940111160278, Train Accuracy 92.461669921875
==> Epoch 982/2000
Train Loss 1.431532859802246, Train Accuracy 92.46333312988281
==> Epoch 983/2000
Train Loss 1.4307721853256226, Train Accuracy 92.46666717529297
==> Epoch 984/2000
Train Loss 1.4300127029418945, Train Accuracy 92.47166442871094
==> Epoch 985/2000
Train Loss 1.4292538166046143, Train Accuracy 92.47000122070312
==> Epoch 986/2000
Train Loss 1.4284958839416504, Train Accuracy 92.4749984741211
==> Epoch 987/2000
Train Loss 1.4277386665344238, Train Accuracy 92.47833251953125
==> Epoch 988/2000
Train Loss 1.426982045173645, Train Accuracy 92.4800033569336
==> Epoch 989/2000
Train Loss 1.4262266159057617, Train Accuracy 92.48332977294922
==> Epoch 990/2000
Train Loss 1.425471544265747, Train Accuracy 92.48833465576172
==> Epoch 991/2000
Train Loss 1.424717664718628, Train Accuracy 92.49500274658203
==> Epoch 992/2000
Train Loss 1.4239643812179565, Train Accuracy 92.49500274658203
==> Epoch 993/2000
Train Loss 1.423211693763733, Train Accuracy 92.49500274658203
==> Epoch 994/2000
Train Loss 1.4224600791931152, Train Accuracy 92.49833679199219
==> Epoch 995/2000
Train Loss 1.4217088222503662, Train Accuracy 92.50166320800781
==> Epoch 996/2000
Train Loss 1.4209589958190918, Train Accuracy 92.50166320800781
==> Epoch 997/2000
Train Loss 1.420209527015686, Train Accuracy 92.50499725341797
==> Epoch 998/2000
Train Loss 1.4194612503051758, Train Accuracy 92.51000213623047
==> Epoch 999/2000
Train Loss 1.4187132120132446, Train Accuracy 92.50833129882812
==> Epoch 1000/2000
Train Loss 1.4179661273956299, Train Accuracy 92.50833129882812
==> Epoch 1001/2000
Train Loss 1.4172199964523315, Train Accuracy 92.51333618164062
==> Epoch 1002/2000
Train Loss 1.41647469997406, Train Accuracy 92.51667022705078
==> Epoch 1003/2000
Train Loss 1.4157299995422363, Train Accuracy 92.5250015258789
==> Epoch 1004/2000
Train Loss 1.4149861335754395, Train Accuracy 92.52833557128906
==> Epoch 1005/2000
Train Loss 1.4142429828643799, Train Accuracy 92.53166961669922
==> Epoch 1006/2000
Train Loss 1.413500428199768, Train Accuracy 92.53500366210938
==> Epoch 1007/2000
Train Loss 1.4127589464187622, Train Accuracy 92.54166412353516
==> Epoch 1008/2000
Train Loss 1.4120181798934937, Train Accuracy 92.54666900634766
==> Epoch 1009/2000
Train Loss 1.4112780094146729, Train Accuracy 92.55000305175781
==> Epoch 1010/2000
Train Loss 1.410538911819458, Train Accuracy 92.55000305175781
==> Epoch 1011/2000
Train Loss 1.4098002910614014, Train Accuracy 92.55333709716797
==> Epoch 1012/2000
Train Loss 1.4090626239776611, Train Accuracy 92.56500244140625
==> Epoch 1013/2000
Train Loss 1.4083255529403687, Train Accuracy 92.56666564941406
==> Epoch 1014/2000
Train Loss 1.4075891971588135, Train Accuracy 92.56999969482422
==> Epoch 1015/2000
Train Loss 1.4068536758422852, Train Accuracy 92.57166290283203
==> Epoch 1016/2000
Train Loss 1.4061192274093628, Train Accuracy 92.57166290283203
==> Epoch 1017/2000
Train Loss 1.4053852558135986, Train Accuracy 92.57499694824219
==> Epoch 1018/2000
Train Loss 1.4046518802642822, Train Accuracy 92.57666778564453
==> Epoch 1019/2000
Train Loss 1.4039194583892822, Train Accuracy 92.58000183105469
==> Epoch 1020/2000
Train Loss 1.40318763256073, Train Accuracy 92.57833099365234
==> Epoch 1021/2000
Train Loss 1.4024569988250732, Train Accuracy 92.58499908447266
==> Epoch 1022/2000
Train Loss 1.4017268419265747, Train Accuracy 92.59166717529297
==> Epoch 1023/2000
Train Loss 1.4009971618652344, Train Accuracy 92.59666442871094
==> Epoch 1024/2000
Train Loss 1.4002685546875, Train Accuracy 92.59833526611328
==> Epoch 1025/2000
Train Loss 1.3995407819747925, Train Accuracy 92.5999984741211
==> Epoch 1026/2000
Train Loss 1.3988134860992432, Train Accuracy 92.59666442871094
==> Epoch 1027/2000
Train Loss 1.3980869054794312, Train Accuracy 92.60166931152344
==> Epoch 1028/2000
Train Loss 1.397361159324646, Train Accuracy 92.60832977294922
==> Epoch 1029/2000
Train Loss 1.3966364860534668, Train Accuracy 92.61333465576172
==> Epoch 1030/2000
Train Loss 1.3959121704101562, Train Accuracy 92.62333679199219
==> Epoch 1031/2000
Train Loss 1.3951886892318726, Train Accuracy 92.625
==> Epoch 1032/2000
Train Loss 1.3944659233093262, Train Accuracy 92.63166809082031
==> Epoch 1033/2000
Train Loss 1.3937439918518066, Train Accuracy 92.63500213623047
==> Epoch 1034/2000
Train Loss 1.3930227756500244, Train Accuracy 92.63833618164062
==> Epoch 1035/2000
Train Loss 1.3923020362854004, Train Accuracy 92.63666534423828
==> Epoch 1036/2000
Train Loss 1.3915824890136719, Train Accuracy 92.63833618164062
==> Epoch 1037/2000
Train Loss 1.3908631801605225, Train Accuracy 92.6433334350586
==> Epoch 1038/2000
Train Loss 1.3901448249816895, Train Accuracy 92.6449966430664
==> Epoch 1039/2000
Train Loss 1.3894271850585938, Train Accuracy 92.6449966430664
==> Epoch 1040/2000
Train Loss 1.388710618019104, Train Accuracy 92.64666748046875
==> Epoch 1041/2000
Train Loss 1.387994408607483, Train Accuracy 92.65166473388672
==> Epoch 1042/2000
Train Loss 1.3872787952423096, Train Accuracy 92.65166473388672
==> Epoch 1043/2000
Train Loss 1.3865641355514526, Train Accuracy 92.65666961669922
==> Epoch 1044/2000
Train Loss 1.3858503103256226, Train Accuracy 92.65833282470703
==> Epoch 1045/2000
Train Loss 1.3851370811462402, Train Accuracy 92.65833282470703
==> Epoch 1046/2000
Train Loss 1.3844244480133057, Train Accuracy 92.663330078125
==> Epoch 1047/2000
Train Loss 1.3837124109268188, Train Accuracy 92.66500091552734
==> Epoch 1048/2000
Train Loss 1.383001446723938, Train Accuracy 92.66999816894531
==> Epoch 1049/2000
Train Loss 1.3822910785675049, Train Accuracy 92.67166900634766
==> Epoch 1050/2000
Train Loss 1.3815813064575195, Train Accuracy 92.67666625976562
==> Epoch 1051/2000
Train Loss 1.3808724880218506, Train Accuracy 92.68499755859375
==> Epoch 1052/2000
Train Loss 1.3801642656326294, Train Accuracy 92.6866683959961
==> Epoch 1053/2000
Train Loss 1.3794567584991455, Train Accuracy 92.6883316040039
==> Epoch 1054/2000
Train Loss 1.378749966621399, Train Accuracy 92.6883316040039
==> Epoch 1055/2000
Train Loss 1.3780436515808105, Train Accuracy 92.6866683959961
==> Epoch 1056/2000
Train Loss 1.3773386478424072, Train Accuracy 92.6866683959961
==> Epoch 1057/2000
Train Loss 1.3766337633132935, Train Accuracy 92.69000244140625
==> Epoch 1058/2000
Train Loss 1.3759299516677856, Train Accuracy 92.69666290283203
==> Epoch 1059/2000
Train Loss 1.375226616859436, Train Accuracy 92.70166778564453
==> Epoch 1060/2000
Train Loss 1.3745239973068237, Train Accuracy 92.70999908447266
==> Epoch 1061/2000
Train Loss 1.3738220930099487, Train Accuracy 92.71333312988281
==> Epoch 1062/2000
Train Loss 1.3731210231781006, Train Accuracy 92.71499633789062
==> Epoch 1063/2000
Train Loss 1.3724206686019897, Train Accuracy 92.71499633789062
==> Epoch 1064/2000
Train Loss 1.3717210292816162, Train Accuracy 92.72000122070312
==> Epoch 1065/2000
Train Loss 1.3710218667984009, Train Accuracy 92.72000122070312
==> Epoch 1066/2000
Train Loss 1.370323657989502, Train Accuracy 92.7249984741211
==> Epoch 1067/2000
Train Loss 1.3696259260177612, Train Accuracy 92.7300033569336
==> Epoch 1068/2000
Train Loss 1.3689290285110474, Train Accuracy 92.73332977294922
==> Epoch 1069/2000
Train Loss 1.3682328462600708, Train Accuracy 92.73500061035156
==> Epoch 1070/2000
Train Loss 1.3675371408462524, Train Accuracy 92.73833465576172
==> Epoch 1071/2000
Train Loss 1.36684250831604, Train Accuracy 92.74333190917969
==> Epoch 1072/2000
Train Loss 1.3661483526229858, Train Accuracy 92.74666595458984
==> Epoch 1073/2000
Train Loss 1.3654550313949585, Train Accuracy 92.75
==> Epoch 1074/2000
Train Loss 1.364762306213379, Train Accuracy 92.75166320800781
==> Epoch 1075/2000
Train Loss 1.364070177078247, Train Accuracy 92.75499725341797
==> Epoch 1076/2000
Train Loss 1.3633787631988525, Train Accuracy 92.76166534423828
==> Epoch 1077/2000
Train Loss 1.3626880645751953, Train Accuracy 92.7699966430664
==> Epoch 1078/2000
Train Loss 1.3619980812072754, Train Accuracy 92.77166748046875
==> Epoch 1079/2000
Train Loss 1.3613086938858032, Train Accuracy 92.7699966430664
==> Epoch 1080/2000
Train Loss 1.3606200218200684, Train Accuracy 92.7750015258789
==> Epoch 1081/2000
Train Loss 1.3599320650100708, Train Accuracy 92.77666473388672
==> Epoch 1082/2000
Train Loss 1.3592450618743896, Train Accuracy 92.77999877929688
==> Epoch 1083/2000
Train Loss 1.3585585355758667, Train Accuracy 92.78333282470703
==> Epoch 1084/2000
Train Loss 1.357872486114502, Train Accuracy 92.78666687011719
==> Epoch 1085/2000
Train Loss 1.357187271118164, Train Accuracy 92.79000091552734
==> Epoch 1086/2000
Train Loss 1.356502652168274, Train Accuracy 92.79499816894531
==> Epoch 1087/2000
Train Loss 1.3558189868927002, Train Accuracy 92.79499816894531
==> Epoch 1088/2000
Train Loss 1.3551357984542847, Train Accuracy 92.79666900634766
==> Epoch 1089/2000
Train Loss 1.354453444480896, Train Accuracy 92.80000305175781
==> Epoch 1090/2000
Train Loss 1.3537715673446655, Train Accuracy 92.80000305175781
==> Epoch 1091/2000
Train Loss 1.3530904054641724, Train Accuracy 92.80500030517578
==> Epoch 1092/2000
Train Loss 1.3524099588394165, Train Accuracy 92.80999755859375
==> Epoch 1093/2000
Train Loss 1.3517301082611084, Train Accuracy 92.8133316040039
==> Epoch 1094/2000
Train Loss 1.3510509729385376, Train Accuracy 92.8183364868164
==> Epoch 1095/2000
Train Loss 1.3503726720809937, Train Accuracy 92.81999969482422
==> Epoch 1096/2000
Train Loss 1.349694848060608, Train Accuracy 92.82499694824219
==> Epoch 1097/2000
Train Loss 1.3490177392959595, Train Accuracy 92.82499694824219
==> Epoch 1098/2000
Train Loss 1.3483413457870483, Train Accuracy 92.82833099365234
==> Epoch 1099/2000
Train Loss 1.347665548324585, Train Accuracy 92.8316650390625
==> Epoch 1100/2000
Train Loss 1.3469905853271484, Train Accuracy 92.83333587646484
==> Epoch 1101/2000
Train Loss 1.3463160991668701, Train Accuracy 92.8316650390625
==> Epoch 1102/2000
Train Loss 1.3456422090530396, Train Accuracy 92.83499908447266
==> Epoch 1103/2000
Train Loss 1.3449691534042358, Train Accuracy 92.84333038330078
==> Epoch 1104/2000
Train Loss 1.3442968130111694, Train Accuracy 92.84833526611328
==> Epoch 1105/2000
Train Loss 1.3436250686645508, Train Accuracy 92.8499984741211
==> Epoch 1106/2000
Train Loss 1.3429539203643799, Train Accuracy 92.85166931152344
==> Epoch 1107/2000
Train Loss 1.3422834873199463, Train Accuracy 92.8550033569336
==> Epoch 1108/2000
Train Loss 1.3416136503219604, Train Accuracy 92.85832977294922
==> Epoch 1109/2000
Train Loss 1.3409446477890015, Train Accuracy 92.86000061035156
==> Epoch 1110/2000
Train Loss 1.3402762413024902, Train Accuracy 92.86166381835938
==> Epoch 1111/2000
Train Loss 1.3396083116531372, Train Accuracy 92.86499786376953
==> Epoch 1112/2000
Train Loss 1.338941216468811, Train Accuracy 92.87000274658203
==> Epoch 1113/2000
Train Loss 1.3382747173309326, Train Accuracy 92.875
==> Epoch 1114/2000
Train Loss 1.337608814239502, Train Accuracy 92.87999725341797
==> Epoch 1115/2000
Train Loss 1.3369437456130981, Train Accuracy 92.88333129882812
==> Epoch 1116/2000
Train Loss 1.3362793922424316, Train Accuracy 92.88500213623047
==> Epoch 1117/2000
Train Loss 1.3356153964996338, Train Accuracy 92.88500213623047
==> Epoch 1118/2000
Train Loss 1.3349521160125732, Train Accuracy 92.88833618164062
==> Epoch 1119/2000
Train Loss 1.3342894315719604, Train Accuracy 92.8933334350586
==> Epoch 1120/2000
Train Loss 1.3336275815963745, Train Accuracy 92.89833068847656
==> Epoch 1121/2000
Train Loss 1.3329663276672363, Train Accuracy 92.90166473388672
==> Epoch 1122/2000
Train Loss 1.3323057889938354, Train Accuracy 92.90499877929688
==> Epoch 1123/2000
Train Loss 1.3316456079483032, Train Accuracy 92.90666961669922
==> Epoch 1124/2000
Train Loss 1.3309863805770874, Train Accuracy 92.90499877929688
==> Epoch 1125/2000
Train Loss 1.3303277492523193, Train Accuracy 92.91666412353516
==> Epoch 1126/2000
Train Loss 1.3296699523925781, Train Accuracy 92.9183349609375
==> Epoch 1127/2000
Train Loss 1.329012393951416, Train Accuracy 92.92333221435547
==> Epoch 1128/2000
Train Loss 1.3283555507659912, Train Accuracy 92.92833709716797
==> Epoch 1129/2000
Train Loss 1.3276994228363037, Train Accuracy 92.93499755859375
==> Epoch 1130/2000
Train Loss 1.3270440101623535, Train Accuracy 92.9366683959961
==> Epoch 1131/2000
Train Loss 1.3263893127441406, Train Accuracy 92.9383316040039
==> Epoch 1132/2000
Train Loss 1.3257349729537964, Train Accuracy 92.9383316040039
==> Epoch 1133/2000
Train Loss 1.3250815868377686, Train Accuracy 92.94666290283203
==> Epoch 1134/2000
Train Loss 1.3244285583496094, Train Accuracy 92.94833374023438
==> Epoch 1135/2000
Train Loss 1.323776364326477, Train Accuracy 92.95333099365234
==> Epoch 1136/2000
Train Loss 1.3231247663497925, Train Accuracy 92.95500183105469
==> Epoch 1137/2000
Train Loss 1.3224736452102661, Train Accuracy 92.961669921875
==> Epoch 1138/2000
Train Loss 1.3218233585357666, Train Accuracy 92.97000122070312
==> Epoch 1139/2000
Train Loss 1.3211736679077148, Train Accuracy 92.9749984741211
==> Epoch 1140/2000
Train Loss 1.3205246925354004, Train Accuracy 92.97833251953125
==> Epoch 1141/2000
Train Loss 1.3198760747909546, Train Accuracy 92.98666381835938
==> Epoch 1142/2000
Train Loss 1.3192284107208252, Train Accuracy 92.98833465576172
==> Epoch 1143/2000
Train Loss 1.3185811042785645, Train Accuracy 92.98999786376953
==> Epoch 1144/2000
Train Loss 1.3179346323013306, Train Accuracy 92.99666595458984
==> Epoch 1145/2000
Train Loss 1.3172887563705444, Train Accuracy 93.00166320800781
==> Epoch 1146/2000
Train Loss 1.316643476486206, Train Accuracy 93.00499725341797
==> Epoch 1147/2000
Train Loss 1.3159987926483154, Train Accuracy 93.00499725341797
==> Epoch 1148/2000
Train Loss 1.3153549432754517, Train Accuracy 93.01166534423828
==> Epoch 1149/2000
Train Loss 1.314711332321167, Train Accuracy 93.01000213623047
==> Epoch 1150/2000
Train Loss 1.3140685558319092, Train Accuracy 93.01333618164062
==> Epoch 1151/2000
Train Loss 1.3134263753890991, Train Accuracy 93.0183334350586
==> Epoch 1152/2000
Train Loss 1.312785029411316, Train Accuracy 93.02333068847656
==> Epoch 1153/2000
Train Loss 1.3121439218521118, Train Accuracy 93.02666473388672
==> Epoch 1154/2000
Train Loss 1.3115037679672241, Train Accuracy 93.02666473388672
==> Epoch 1155/2000
Train Loss 1.310863971710205, Train Accuracy 93.03333282470703
==> Epoch 1156/2000
Train Loss 1.3102248907089233, Train Accuracy 93.03333282470703
==> Epoch 1157/2000
Train Loss 1.3095866441726685, Train Accuracy 93.03500366210938
==> Epoch 1158/2000
Train Loss 1.3089488744735718, Train Accuracy 93.03666687011719
==> Epoch 1159/2000
Train Loss 1.3083118200302124, Train Accuracy 93.03500366210938
==> Epoch 1160/2000
Train Loss 1.3076751232147217, Train Accuracy 93.04000091552734
==> Epoch 1161/2000
Train Loss 1.3070391416549683, Train Accuracy 93.04166412353516
==> Epoch 1162/2000
Train Loss 1.3064037561416626, Train Accuracy 93.04499816894531
==> Epoch 1163/2000
Train Loss 1.3057689666748047, Train Accuracy 93.04666900634766
==> Epoch 1164/2000
Train Loss 1.3051351308822632, Train Accuracy 93.04833221435547
==> Epoch 1165/2000
Train Loss 1.3045015335083008, Train Accuracy 93.05333709716797
==> Epoch 1166/2000
Train Loss 1.3038688898086548, Train Accuracy 93.05500030517578
==> Epoch 1167/2000
Train Loss 1.303236484527588, Train Accuracy 93.0616683959961
==> Epoch 1168/2000
Train Loss 1.3026047945022583, Train Accuracy 93.05999755859375
==> Epoch 1169/2000
Train Loss 1.3019739389419556, Train Accuracy 93.06500244140625
==> Epoch 1170/2000
Train Loss 1.3013434410095215, Train Accuracy 93.06999969482422
==> Epoch 1171/2000
Train Loss 1.3007135391235352, Train Accuracy 93.07499694824219
==> Epoch 1172/2000
Train Loss 1.3000844717025757, Train Accuracy 93.07833099365234
==> Epoch 1173/2000
Train Loss 1.2994558811187744, Train Accuracy 93.07666778564453
==> Epoch 1174/2000
Train Loss 1.2988277673721313, Train Accuracy 93.08000183105469
==> Epoch 1175/2000
Train Loss 1.2982006072998047, Train Accuracy 93.0816650390625
==> Epoch 1176/2000
Train Loss 1.2975736856460571, Train Accuracy 93.0816650390625
==> Epoch 1177/2000
Train Loss 1.2969475984573364, Train Accuracy 93.08333587646484
==> Epoch 1178/2000
Train Loss 1.2963221073150635, Train Accuracy 93.086669921875
==> Epoch 1179/2000
Train Loss 1.2956973314285278, Train Accuracy 93.09500122070312
==> Epoch 1180/2000
Train Loss 1.2950729131698608, Train Accuracy 93.09833526611328
==> Epoch 1181/2000
Train Loss 1.2944492101669312, Train Accuracy 93.1050033569336
==> Epoch 1182/2000
Train Loss 1.2938261032104492, Train Accuracy 93.11166381835938
==> Epoch 1183/2000
Train Loss 1.2932034730911255, Train Accuracy 93.11333465576172
==> Epoch 1184/2000
Train Loss 1.2925817966461182, Train Accuracy 93.11833190917969
==> Epoch 1185/2000
Train Loss 1.29196035861969, Train Accuracy 93.12333679199219
==> Epoch 1186/2000
Train Loss 1.291339635848999, Train Accuracy 93.12833404541016
==> Epoch 1187/2000
Train Loss 1.2907195091247559, Train Accuracy 93.13333129882812
==> Epoch 1188/2000
Train Loss 1.290099859237671, Train Accuracy 93.13333129882812
==> Epoch 1189/2000
Train Loss 1.2894811630249023, Train Accuracy 93.13999938964844
==> Epoch 1190/2000
Train Loss 1.288862705230713, Train Accuracy 93.13999938964844
==> Epoch 1191/2000
Train Loss 1.2882450819015503, Train Accuracy 93.1433334350586
==> Epoch 1192/2000
Train Loss 1.287627935409546, Train Accuracy 93.1433334350586
==> Epoch 1193/2000
Train Loss 1.2870113849639893, Train Accuracy 93.14666748046875
==> Epoch 1194/2000
Train Loss 1.2863954305648804, Train Accuracy 93.14666748046875
==> Epoch 1195/2000
Train Loss 1.2857800722122192, Train Accuracy 93.14666748046875
==> Epoch 1196/2000
Train Loss 1.2851653099060059, Train Accuracy 93.14833068847656
==> Epoch 1197/2000
Train Loss 1.2845511436462402, Train Accuracy 93.15333557128906
==> Epoch 1198/2000
Train Loss 1.283937692642212, Train Accuracy 93.15666961669922
==> Epoch 1199/2000
Train Loss 1.2833247184753418, Train Accuracy 93.16166687011719
==> Epoch 1200/2000
Train Loss 1.2827123403549194, Train Accuracy 93.16666412353516
==> Epoch 1201/2000
Train Loss 1.2821003198623657, Train Accuracy 93.1683349609375
==> Epoch 1202/2000
Train Loss 1.2814892530441284, Train Accuracy 93.16666412353516
==> Epoch 1203/2000
Train Loss 1.2808786630630493, Train Accuracy 93.16999816894531
==> Epoch 1204/2000
Train Loss 1.2802685499191284, Train Accuracy 93.17166900634766
==> Epoch 1205/2000
Train Loss 1.2796591520309448, Train Accuracy 93.17833709716797
==> Epoch 1206/2000
Train Loss 1.279050350189209, Train Accuracy 93.18333435058594
==> Epoch 1207/2000
Train Loss 1.278442144393921, Train Accuracy 93.1866683959961
==> Epoch 1208/2000
Train Loss 1.277834415435791, Train Accuracy 93.1883316040039
==> Epoch 1209/2000
Train Loss 1.2772272825241089, Train Accuracy 93.19833374023438
==> Epoch 1210/2000
Train Loss 1.2766207456588745, Train Accuracy 93.19666290283203
==> Epoch 1211/2000
Train Loss 1.2760146856307983, Train Accuracy 93.19666290283203
==> Epoch 1212/2000
Train Loss 1.275409460067749, Train Accuracy 93.19833374023438
==> Epoch 1213/2000
Train Loss 1.2748048305511475, Train Accuracy 93.20166778564453
==> Epoch 1214/2000
Train Loss 1.2742005586624146, Train Accuracy 93.20833587646484
==> Epoch 1215/2000
Train Loss 1.273597002029419, Train Accuracy 93.21333312988281
==> Epoch 1216/2000
Train Loss 1.2729939222335815, Train Accuracy 93.21333312988281
==> Epoch 1217/2000
Train Loss 1.272391438484192, Train Accuracy 93.21499633789062
==> Epoch 1218/2000
Train Loss 1.2717896699905396, Train Accuracy 93.21666717529297
==> Epoch 1219/2000
Train Loss 1.2711883783340454, Train Accuracy 93.21833038330078
==> Epoch 1220/2000
Train Loss 1.2705878019332886, Train Accuracy 93.22333526611328
==> Epoch 1221/2000
Train Loss 1.2699874639511108, Train Accuracy 93.22833251953125
==> Epoch 1222/2000
Train Loss 1.26938796043396, Train Accuracy 93.23500061035156
==> Epoch 1223/2000
Train Loss 1.2687891721725464, Train Accuracy 93.24500274658203
==> Epoch 1224/2000
Train Loss 1.2681907415390015, Train Accuracy 93.25333404541016
==> Epoch 1225/2000
Train Loss 1.2675927877426147, Train Accuracy 93.25833129882812
==> Epoch 1226/2000
Train Loss 1.2669956684112549, Train Accuracy 93.26499938964844
==> Epoch 1227/2000
Train Loss 1.2663989067077637, Train Accuracy 93.2683334350586
==> Epoch 1228/2000
Train Loss 1.2658029794692993, Train Accuracy 93.27333068847656
==> Epoch 1229/2000
Train Loss 1.265207290649414, Train Accuracy 93.27833557128906
==> Epoch 1230/2000
Train Loss 1.2646123170852661, Train Accuracy 93.28333282470703
==> Epoch 1231/2000
Train Loss 1.264017939567566, Train Accuracy 93.29000091552734
==> Epoch 1232/2000
Train Loss 1.2634241580963135, Train Accuracy 93.2933349609375
==> Epoch 1233/2000
Train Loss 1.2628309726715088, Train Accuracy 93.29833221435547
==> Epoch 1234/2000
Train Loss 1.2622382640838623, Train Accuracy 93.30000305175781
==> Epoch 1235/2000
Train Loss 1.2616461515426636, Train Accuracy 93.29833221435547
==> Epoch 1236/2000
Train Loss 1.2610546350479126, Train Accuracy 93.30833435058594
==> Epoch 1237/2000
Train Loss 1.2604637145996094, Train Accuracy 93.3133316040039
==> Epoch 1238/2000
Train Loss 1.2598731517791748, Train Accuracy 93.32333374023438
==> Epoch 1239/2000
Train Loss 1.259283423423767, Train Accuracy 93.32499694824219
==> Epoch 1240/2000
Train Loss 1.258694052696228, Train Accuracy 93.32666778564453
==> Epoch 1241/2000
Train Loss 1.2581052780151367, Train Accuracy 93.33000183105469
==> Epoch 1242/2000
Train Loss 1.2575172185897827, Train Accuracy 93.33333587646484
==> Epoch 1243/2000
Train Loss 1.256929636001587, Train Accuracy 93.33333587646484
==> Epoch 1244/2000
Train Loss 1.2563425302505493, Train Accuracy 93.33833312988281
==> Epoch 1245/2000
Train Loss 1.255756139755249, Train Accuracy 93.33999633789062
==> Epoch 1246/2000
Train Loss 1.2551701068878174, Train Accuracy 93.34333038330078
==> Epoch 1247/2000
Train Loss 1.2545849084854126, Train Accuracy 93.34500122070312
==> Epoch 1248/2000
Train Loss 1.2540000677108765, Train Accuracy 93.3499984741211
==> Epoch 1249/2000
Train Loss 1.253415822982788, Train Accuracy 93.3550033569336
==> Epoch 1250/2000
Train Loss 1.252832293510437, Train Accuracy 93.3566665649414
==> Epoch 1251/2000
Train Loss 1.252249002456665, Train Accuracy 93.36166381835938
==> Epoch 1252/2000
Train Loss 1.25166654586792, Train Accuracy 93.36666870117188
==> Epoch 1253/2000
Train Loss 1.251084566116333, Train Accuracy 93.375
==> Epoch 1254/2000
Train Loss 1.2505031824111938, Train Accuracy 93.38333129882812
==> Epoch 1255/2000
Train Loss 1.2499221563339233, Train Accuracy 93.38500213623047
==> Epoch 1256/2000
Train Loss 1.2493419647216797, Train Accuracy 93.38666534423828
==> Epoch 1257/2000
Train Loss 1.2487622499465942, Train Accuracy 93.39167022705078
==> Epoch 1258/2000
Train Loss 1.248183012008667, Train Accuracy 93.39167022705078
==> Epoch 1259/2000
Train Loss 1.247604250907898, Train Accuracy 93.3949966430664
==> Epoch 1260/2000
Train Loss 1.2470262050628662, Train Accuracy 93.3949966430664
==> Epoch 1261/2000
Train Loss 1.2464486360549927, Train Accuracy 93.3933334350586
==> Epoch 1262/2000
Train Loss 1.2458715438842773, Train Accuracy 93.3933334350586
==> Epoch 1263/2000
Train Loss 1.2452951669692993, Train Accuracy 93.3949966430664
==> Epoch 1264/2000
Train Loss 1.2447192668914795, Train Accuracy 93.4000015258789
==> Epoch 1265/2000
Train Loss 1.2441438436508179, Train Accuracy 93.40333557128906
==> Epoch 1266/2000
Train Loss 1.2435691356658936, Train Accuracy 93.40499877929688
==> Epoch 1267/2000
Train Loss 1.242994785308838, Train Accuracy 93.40499877929688
==> Epoch 1268/2000
Train Loss 1.2424211502075195, Train Accuracy 93.40666961669922
==> Epoch 1269/2000
Train Loss 1.2418479919433594, Train Accuracy 93.40666961669922
==> Epoch 1270/2000
Train Loss 1.241275429725647, Train Accuracy 93.40666961669922
==> Epoch 1271/2000
Train Loss 1.2407032251358032, Train Accuracy 93.40833282470703
==> Epoch 1272/2000
Train Loss 1.2401318550109863, Train Accuracy 93.41000366210938
==> Epoch 1273/2000
Train Loss 1.239560842514038, Train Accuracy 93.41500091552734
==> Epoch 1274/2000
Train Loss 1.238990306854248, Train Accuracy 93.41666412353516
==> Epoch 1275/2000
Train Loss 1.2384204864501953, Train Accuracy 93.4183349609375
==> Epoch 1276/2000
Train Loss 1.2378511428833008, Train Accuracy 93.42666625976562
==> Epoch 1277/2000
Train Loss 1.237282395362854, Train Accuracy 93.42833709716797
==> Epoch 1278/2000
Train Loss 1.2367140054702759, Train Accuracy 93.43000030517578
==> Epoch 1279/2000
Train Loss 1.236146330833435, Train Accuracy 93.43333435058594
==> Epoch 1280/2000
Train Loss 1.235579013824463, Train Accuracy 93.44000244140625
==> Epoch 1281/2000
Train Loss 1.235012412071228, Train Accuracy 93.4433364868164
==> Epoch 1282/2000
Train Loss 1.234446406364441, Train Accuracy 93.44499969482422
==> Epoch 1283/2000
Train Loss 1.233880877494812, Train Accuracy 93.44833374023438
==> Epoch 1284/2000
Train Loss 1.2333158254623413, Train Accuracy 93.44999694824219
==> Epoch 1285/2000
Train Loss 1.2327512502670288, Train Accuracy 93.44999694824219
==> Epoch 1286/2000
Train Loss 1.2321873903274536, Train Accuracy 93.45333099365234
==> Epoch 1287/2000
Train Loss 1.2316240072250366, Train Accuracy 93.45833587646484
==> Epoch 1288/2000
Train Loss 1.2310611009597778, Train Accuracy 93.461669921875
==> Epoch 1289/2000
Train Loss 1.2304987907409668, Train Accuracy 93.46499633789062
==> Epoch 1290/2000
Train Loss 1.229936957359314, Train Accuracy 93.46499633789062
==> Epoch 1291/2000
Train Loss 1.2293757200241089, Train Accuracy 93.46666717529297
==> Epoch 1292/2000
Train Loss 1.228814959526062, Train Accuracy 93.46666717529297
==> Epoch 1293/2000
Train Loss 1.228254795074463, Train Accuracy 93.46499633789062
==> Epoch 1294/2000
Train Loss 1.227695107460022, Train Accuracy 93.46499633789062
==> Epoch 1295/2000
Train Loss 1.2271358966827393, Train Accuracy 93.46499633789062
==> Epoch 1296/2000
Train Loss 1.2265774011611938, Train Accuracy 93.47000122070312
==> Epoch 1297/2000
Train Loss 1.226019263267517, Train Accuracy 93.47000122070312
==> Epoch 1298/2000
Train Loss 1.225461721420288, Train Accuracy 93.4749984741211
==> Epoch 1299/2000
Train Loss 1.2249046564102173, Train Accuracy 93.4800033569336
==> Epoch 1300/2000
Train Loss 1.2243483066558838, Train Accuracy 93.48666381835938
==> Epoch 1301/2000
Train Loss 1.223792314529419, Train Accuracy 93.49666595458984
==> Epoch 1302/2000
Train Loss 1.2232367992401123, Train Accuracy 93.50166320800781
==> Epoch 1303/2000
Train Loss 1.2226818799972534, Train Accuracy 93.50333404541016
==> Epoch 1304/2000
Train Loss 1.2221274375915527, Train Accuracy 93.50666809082031
==> Epoch 1305/2000
Train Loss 1.2215737104415894, Train Accuracy 93.51000213623047
==> Epoch 1306/2000
Train Loss 1.2210203409194946, Train Accuracy 93.51166534423828
==> Epoch 1307/2000
Train Loss 1.2204675674438477, Train Accuracy 93.51499938964844
==> Epoch 1308/2000
Train Loss 1.2199151515960693, Train Accuracy 93.51667022705078
==> Epoch 1309/2000
Train Loss 1.2193635702133179, Train Accuracy 93.5183334350586
==> Epoch 1310/2000
Train Loss 1.218812346458435, Train Accuracy 93.5199966430664
==> Epoch 1311/2000
Train Loss 1.2182615995407104, Train Accuracy 93.5183334350586
==> Epoch 1312/2000
Train Loss 1.217711329460144, Train Accuracy 93.5199966430664
==> Epoch 1313/2000
Train Loss 1.217161774635315, Train Accuracy 93.52833557128906
==> Epoch 1314/2000
Train Loss 1.2166125774383545, Train Accuracy 93.52666473388672
==> Epoch 1315/2000
Train Loss 1.2160638570785522, Train Accuracy 93.52999877929688
==> Epoch 1316/2000
Train Loss 1.2155158519744873, Train Accuracy 93.52999877929688
==> Epoch 1317/2000
Train Loss 1.2149683237075806, Train Accuracy 93.53666687011719
==> Epoch 1318/2000
Train Loss 1.2144213914871216, Train Accuracy 93.538330078125
==> Epoch 1319/2000
Train Loss 1.2138746976852417, Train Accuracy 93.54166412353516
==> Epoch 1320/2000
Train Loss 1.2133285999298096, Train Accuracy 93.54499816894531
==> Epoch 1321/2000
Train Loss 1.2127830982208252, Train Accuracy 93.54833221435547
==> Epoch 1322/2000
Train Loss 1.212238073348999, Train Accuracy 93.55166625976562
==> Epoch 1323/2000
Train Loss 1.2116937637329102, Train Accuracy 93.55333709716797
==> Epoch 1324/2000
Train Loss 1.2111496925354004, Train Accuracy 93.56500244140625
==> Epoch 1325/2000
Train Loss 1.2106062173843384, Train Accuracy 93.56500244140625
==> Epoch 1326/2000
Train Loss 1.2100633382797241, Train Accuracy 93.57166290283203
==> Epoch 1327/2000
Train Loss 1.209520936012268, Train Accuracy 93.57333374023438
==> Epoch 1328/2000
Train Loss 1.2089790105819702, Train Accuracy 93.57833099365234
==> Epoch 1329/2000
Train Loss 1.2084375619888306, Train Accuracy 93.58499908447266
==> Epoch 1330/2000
Train Loss 1.2078967094421387, Train Accuracy 93.58833312988281
==> Epoch 1331/2000
Train Loss 1.207356333732605, Train Accuracy 93.59166717529297
==> Epoch 1332/2000
Train Loss 1.206816554069519, Train Accuracy 93.59333038330078
==> Epoch 1333/2000
Train Loss 1.2062771320343018, Train Accuracy 93.59666442871094
==> Epoch 1334/2000
Train Loss 1.2057383060455322, Train Accuracy 93.5999984741211
==> Epoch 1335/2000
Train Loss 1.2051998376846313, Train Accuracy 93.60333251953125
==> Epoch 1336/2000
Train Loss 1.2046622037887573, Train Accuracy 93.60166931152344
==> Epoch 1337/2000
Train Loss 1.2041248083114624, Train Accuracy 93.60333251953125
==> Epoch 1338/2000
Train Loss 1.2035880088806152, Train Accuracy 93.6050033569336
==> Epoch 1339/2000
Train Loss 1.2030516862869263, Train Accuracy 93.6066665649414
==> Epoch 1340/2000
Train Loss 1.202515959739685, Train Accuracy 93.61000061035156
==> Epoch 1341/2000
Train Loss 1.2019805908203125, Train Accuracy 93.61166381835938
==> Epoch 1342/2000
Train Loss 1.2014458179473877, Train Accuracy 93.61499786376953
==> Epoch 1343/2000
Train Loss 1.200911521911621, Train Accuracy 93.62000274658203
==> Epoch 1344/2000
Train Loss 1.2003778219223022, Train Accuracy 93.62333679199219
==> Epoch 1345/2000
Train Loss 1.199844479560852, Train Accuracy 93.625
==> Epoch 1346/2000
Train Loss 1.1993117332458496, Train Accuracy 93.62999725341797
==> Epoch 1347/2000
Train Loss 1.198779582977295, Train Accuracy 93.63333129882812
==> Epoch 1348/2000
Train Loss 1.1982477903366089, Train Accuracy 93.63500213623047
==> Epoch 1349/2000
Train Loss 1.1977163553237915, Train Accuracy 93.63666534423828
==> Epoch 1350/2000
Train Loss 1.1971856355667114, Train Accuracy 93.64167022705078
==> Epoch 1351/2000
Train Loss 1.1966553926467896, Train Accuracy 93.6449966430664
==> Epoch 1352/2000
Train Loss 1.1961256265640259, Train Accuracy 93.64666748046875
==> Epoch 1353/2000
Train Loss 1.1955963373184204, Train Accuracy 93.64833068847656
==> Epoch 1354/2000
Train Loss 1.1950676441192627, Train Accuracy 93.65499877929688
==> Epoch 1355/2000
Train Loss 1.1945394277572632, Train Accuracy 93.65666961669922
==> Epoch 1356/2000
Train Loss 1.1940115690231323, Train Accuracy 93.65833282470703
==> Epoch 1357/2000
Train Loss 1.1934844255447388, Train Accuracy 93.66000366210938
==> Epoch 1358/2000
Train Loss 1.1929575204849243, Train Accuracy 93.66000366210938
==> Epoch 1359/2000
Train Loss 1.1924312114715576, Train Accuracy 93.663330078125
==> Epoch 1360/2000
Train Loss 1.1919054985046387, Train Accuracy 93.66500091552734
==> Epoch 1361/2000
Train Loss 1.1913801431655884, Train Accuracy 93.66666412353516
==> Epoch 1362/2000
Train Loss 1.1908552646636963, Train Accuracy 93.66666412353516
==> Epoch 1363/2000
Train Loss 1.190330982208252, Train Accuracy 93.66666412353516
==> Epoch 1364/2000
Train Loss 1.189807415008545, Train Accuracy 93.6683349609375
==> Epoch 1365/2000
Train Loss 1.189283847808838, Train Accuracy 93.67166900634766
==> Epoch 1366/2000
Train Loss 1.1887611150741577, Train Accuracy 93.67333221435547
==> Epoch 1367/2000
Train Loss 1.1882387399673462, Train Accuracy 93.67500305175781
==> Epoch 1368/2000
Train Loss 1.1877169609069824, Train Accuracy 93.67500305175781
==> Epoch 1369/2000
Train Loss 1.1871955394744873, Train Accuracy 93.67666625976562
==> Epoch 1370/2000
Train Loss 1.18667471408844, Train Accuracy 93.67666625976562
==> Epoch 1371/2000
Train Loss 1.1861543655395508, Train Accuracy 93.67833709716797
==> Epoch 1372/2000
Train Loss 1.1856343746185303, Train Accuracy 93.67833709716797
==> Epoch 1373/2000
Train Loss 1.1851149797439575, Train Accuracy 93.6866683959961
==> Epoch 1374/2000
Train Loss 1.1845961809158325, Train Accuracy 93.6933364868164
==> Epoch 1375/2000
Train Loss 1.1840776205062866, Train Accuracy 93.69499969482422
==> Epoch 1376/2000
Train Loss 1.1835598945617676, Train Accuracy 93.69666290283203
==> Epoch 1377/2000
Train Loss 1.183042287826538, Train Accuracy 93.69999694824219
==> Epoch 1378/2000
Train Loss 1.1825252771377563, Train Accuracy 93.70166778564453
==> Epoch 1379/2000
Train Loss 1.1820087432861328, Train Accuracy 93.69999694824219
==> Epoch 1380/2000
Train Loss 1.181492805480957, Train Accuracy 93.70166778564453
==> Epoch 1381/2000
Train Loss 1.18097722530365, Train Accuracy 93.70833587646484
==> Epoch 1382/2000
Train Loss 1.1804622411727905, Train Accuracy 93.70999908447266
==> Epoch 1383/2000
Train Loss 1.1799476146697998, Train Accuracy 93.71499633789062
==> Epoch 1384/2000
Train Loss 1.1794335842132568, Train Accuracy 93.71666717529297
==> Epoch 1385/2000
Train Loss 1.1789201498031616, Train Accuracy 93.72166442871094
==> Epoch 1386/2000
Train Loss 1.178407073020935, Train Accuracy 93.72166442871094
==> Epoch 1387/2000
Train Loss 1.1778943538665771, Train Accuracy 93.72333526611328
==> Epoch 1388/2000
Train Loss 1.177382230758667, Train Accuracy 93.72666931152344
==> Epoch 1389/2000
Train Loss 1.176870584487915, Train Accuracy 93.72666931152344
==> Epoch 1390/2000
Train Loss 1.1763594150543213, Train Accuracy 93.72666931152344
==> Epoch 1391/2000
Train Loss 1.1758487224578857, Train Accuracy 93.7316665649414
==> Epoch 1392/2000
Train Loss 1.1753385066986084, Train Accuracy 93.73332977294922
==> Epoch 1393/2000
Train Loss 1.1748286485671997, Train Accuracy 93.73500061035156
==> Epoch 1394/2000
Train Loss 1.1743193864822388, Train Accuracy 93.73500061035156
==> Epoch 1395/2000
Train Loss 1.173810601234436, Train Accuracy 93.73999786376953
==> Epoch 1396/2000
Train Loss 1.173302173614502, Train Accuracy 93.74833679199219
==> Epoch 1397/2000
Train Loss 1.1727944612503052, Train Accuracy 93.75166320800781
==> Epoch 1398/2000
Train Loss 1.1722869873046875, Train Accuracy 93.75499725341797
==> Epoch 1399/2000
Train Loss 1.1717801094055176, Train Accuracy 93.76166534423828
==> Epoch 1400/2000
Train Loss 1.1712737083435059, Train Accuracy 93.76333618164062
==> Epoch 1401/2000
Train Loss 1.1707676649093628, Train Accuracy 93.76333618164062
==> Epoch 1402/2000
Train Loss 1.1702622175216675, Train Accuracy 93.76499938964844
==> Epoch 1403/2000
Train Loss 1.1697571277618408, Train Accuracy 93.7699966430664
==> Epoch 1404/2000
Train Loss 1.1692527532577515, Train Accuracy 93.77333068847656
==> Epoch 1405/2000
Train Loss 1.1687486171722412, Train Accuracy 93.77666473388672
==> Epoch 1406/2000
Train Loss 1.1682449579238892, Train Accuracy 93.77666473388672
==> Epoch 1407/2000
Train Loss 1.1677418947219849, Train Accuracy 93.77833557128906
==> Epoch 1408/2000
Train Loss 1.1672390699386597, Train Accuracy 93.78166961669922
==> Epoch 1409/2000
Train Loss 1.1667369604110718, Train Accuracy 93.78500366210938
==> Epoch 1410/2000
Train Loss 1.166235327720642, Train Accuracy 93.7933349609375
==> Epoch 1411/2000
Train Loss 1.165734052658081, Train Accuracy 93.79666900634766
==> Epoch 1412/2000
Train Loss 1.1652332544326782, Train Accuracy 93.79666900634766
==> Epoch 1413/2000
Train Loss 1.1647329330444336, Train Accuracy 93.79666900634766
==> Epoch 1414/2000
Train Loss 1.1642329692840576, Train Accuracy 93.79833221435547
==> Epoch 1415/2000
Train Loss 1.163733720779419, Train Accuracy 93.80333709716797
==> Epoch 1416/2000
Train Loss 1.163234829902649, Train Accuracy 93.80333709716797
==> Epoch 1417/2000
Train Loss 1.1627362966537476, Train Accuracy 93.80500030517578
==> Epoch 1418/2000
Train Loss 1.162238359451294, Train Accuracy 93.8066635131836
==> Epoch 1419/2000
Train Loss 1.161740779876709, Train Accuracy 93.8133316040039
==> Epoch 1420/2000
Train Loss 1.1612436771392822, Train Accuracy 93.8133316040039
==> Epoch 1421/2000
Train Loss 1.1607470512390137, Train Accuracy 93.81500244140625
==> Epoch 1422/2000
Train Loss 1.1602509021759033, Train Accuracy 93.8183364868164
==> Epoch 1423/2000
Train Loss 1.1597551107406616, Train Accuracy 93.8183364868164
==> Epoch 1424/2000
Train Loss 1.1592600345611572, Train Accuracy 93.81999969482422
==> Epoch 1425/2000
Train Loss 1.158765196800232, Train Accuracy 93.82499694824219
==> Epoch 1426/2000
Train Loss 1.1582709550857544, Train Accuracy 93.82499694824219
==> Epoch 1427/2000
Train Loss 1.157777190208435, Train Accuracy 93.82499694824219
==> Epoch 1428/2000
Train Loss 1.1572836637496948, Train Accuracy 93.82499694824219
==> Epoch 1429/2000
Train Loss 1.1567907333374023, Train Accuracy 93.82499694824219
==> Epoch 1430/2000
Train Loss 1.156298279762268, Train Accuracy 93.82666778564453
==> Epoch 1431/2000
Train Loss 1.155806303024292, Train Accuracy 93.83000183105469
==> Epoch 1432/2000
Train Loss 1.155314564704895, Train Accuracy 93.83000183105469
==> Epoch 1433/2000
Train Loss 1.154823660850525, Train Accuracy 93.83333587646484
==> Epoch 1434/2000
Train Loss 1.1543329954147339, Train Accuracy 93.83999633789062
==> Epoch 1435/2000
Train Loss 1.1538426876068115, Train Accuracy 93.84166717529297
==> Epoch 1436/2000
Train Loss 1.153352975845337, Train Accuracy 93.84500122070312
==> Epoch 1437/2000
Train Loss 1.1528637409210205, Train Accuracy 93.84833526611328
==> Epoch 1438/2000
Train Loss 1.1523747444152832, Train Accuracy 93.8499984741211
==> Epoch 1439/2000
Train Loss 1.1518864631652832, Train Accuracy 93.85166931152344
==> Epoch 1440/2000
Train Loss 1.1513985395431519, Train Accuracy 93.8550033569336
==> Epoch 1441/2000
Train Loss 1.1509110927581787, Train Accuracy 93.85333251953125
==> Epoch 1442/2000
Train Loss 1.1504240036010742, Train Accuracy 93.86000061035156
==> Epoch 1443/2000
Train Loss 1.149937391281128, Train Accuracy 93.85832977294922
==> Epoch 1444/2000
Train Loss 1.1494513750076294, Train Accuracy 93.86499786376953
==> Epoch 1445/2000
Train Loss 1.14896559715271, Train Accuracy 93.87000274658203
==> Epoch 1446/2000
Train Loss 1.1484805345535278, Train Accuracy 93.87666320800781
==> Epoch 1447/2000
Train Loss 1.1479955911636353, Train Accuracy 93.87666320800781
==> Epoch 1448/2000
Train Loss 1.14751136302948, Train Accuracy 93.87833404541016
==> Epoch 1449/2000
Train Loss 1.1470273733139038, Train Accuracy 93.87833404541016
==> Epoch 1450/2000
Train Loss 1.1465439796447754, Train Accuracy 93.87999725341797
==> Epoch 1451/2000
Train Loss 1.1460609436035156, Train Accuracy 93.88166809082031
==> Epoch 1452/2000
Train Loss 1.1455785036087036, Train Accuracy 93.88999938964844
==> Epoch 1453/2000
Train Loss 1.1450964212417603, Train Accuracy 93.88999938964844
==> Epoch 1454/2000
Train Loss 1.1446146965026855, Train Accuracy 93.89167022705078
==> Epoch 1455/2000
Train Loss 1.144133448600769, Train Accuracy 93.89666748046875
==> Epoch 1456/2000
Train Loss 1.1436526775360107, Train Accuracy 93.90333557128906
==> Epoch 1457/2000
Train Loss 1.1431725025177002, Train Accuracy 93.90833282470703
==> Epoch 1458/2000
Train Loss 1.1426924467086792, Train Accuracy 93.91166687011719
==> Epoch 1459/2000
Train Loss 1.1422131061553955, Train Accuracy 93.91166687011719
==> Epoch 1460/2000
Train Loss 1.1417341232299805, Train Accuracy 93.913330078125
==> Epoch 1461/2000
Train Loss 1.141255497932434, Train Accuracy 93.91166687011719
==> Epoch 1462/2000
Train Loss 1.1407774686813354, Train Accuracy 93.913330078125
==> Epoch 1463/2000
Train Loss 1.1402997970581055, Train Accuracy 93.91999816894531
==> Epoch 1464/2000
Train Loss 1.1398223638534546, Train Accuracy 93.92333221435547
==> Epoch 1465/2000
Train Loss 1.1393457651138306, Train Accuracy 93.92500305175781
==> Epoch 1466/2000
Train Loss 1.138869285583496, Train Accuracy 93.92833709716797
==> Epoch 1467/2000
Train Loss 1.1383934020996094, Train Accuracy 93.92833709716797
==> Epoch 1468/2000
Train Loss 1.1379178762435913, Train Accuracy 93.93000030517578
==> Epoch 1469/2000
Train Loss 1.1374428272247314, Train Accuracy 93.9316635131836
==> Epoch 1470/2000
Train Loss 1.1369682550430298, Train Accuracy 93.93499755859375
==> Epoch 1471/2000
Train Loss 1.1364939212799072, Train Accuracy 93.9366683959961
==> Epoch 1472/2000
Train Loss 1.136020302772522, Train Accuracy 93.9366683959961
==> Epoch 1473/2000
Train Loss 1.1355470418930054, Train Accuracy 93.94166564941406
==> Epoch 1474/2000
Train Loss 1.1350741386413574, Train Accuracy 93.94499969482422
==> Epoch 1475/2000
Train Loss 1.1346017122268677, Train Accuracy 93.94499969482422
==> Epoch 1476/2000
Train Loss 1.1341297626495361, Train Accuracy 93.94499969482422
==> Epoch 1477/2000
Train Loss 1.1336582899093628, Train Accuracy 93.94833374023438
==> Epoch 1478/2000
Train Loss 1.133186936378479, Train Accuracy 93.94999694824219
==> Epoch 1479/2000
Train Loss 1.1327162981033325, Train Accuracy 93.95999908447266
==> Epoch 1480/2000
Train Loss 1.1322460174560547, Train Accuracy 93.96499633789062
==> Epoch 1481/2000
Train Loss 1.131776213645935, Train Accuracy 93.96833038330078
==> Epoch 1482/2000
Train Loss 1.1313066482543945, Train Accuracy 93.96833038330078
==> Epoch 1483/2000
Train Loss 1.1308377981185913, Train Accuracy 93.96833038330078
==> Epoch 1484/2000
Train Loss 1.1303693056106567, Train Accuracy 93.96833038330078
==> Epoch 1485/2000
Train Loss 1.1299011707305908, Train Accuracy 93.96833038330078
==> Epoch 1486/2000
Train Loss 1.1294333934783936, Train Accuracy 93.97000122070312
==> Epoch 1487/2000
Train Loss 1.128966212272644, Train Accuracy 93.97166442871094
==> Epoch 1488/2000
Train Loss 1.1284992694854736, Train Accuracy 93.97166442871094
==> Epoch 1489/2000
Train Loss 1.128032922744751, Train Accuracy 93.97333526611328
==> Epoch 1490/2000
Train Loss 1.1275668144226074, Train Accuracy 93.9749984741211
==> Epoch 1491/2000
Train Loss 1.1271013021469116, Train Accuracy 93.97666931152344
==> Epoch 1492/2000
Train Loss 1.1266361474990845, Train Accuracy 93.97666931152344
==> Epoch 1493/2000
Train Loss 1.126171350479126, Train Accuracy 93.97666931152344
==> Epoch 1494/2000
Train Loss 1.1257070302963257, Train Accuracy 93.97666931152344
==> Epoch 1495/2000
Train Loss 1.1252433061599731, Train Accuracy 93.97666931152344
==> Epoch 1496/2000
Train Loss 1.1247798204421997, Train Accuracy 93.97666931152344
==> Epoch 1497/2000
Train Loss 1.124316930770874, Train Accuracy 93.9749984741211
==> Epoch 1498/2000
Train Loss 1.123854160308838, Train Accuracy 93.9749984741211
==> Epoch 1499/2000
Train Loss 1.123392105102539, Train Accuracy 93.97666931152344
==> Epoch 1500/2000
Train Loss 1.1229301691055298, Train Accuracy 93.9816665649414
==> Epoch 1501/2000
Train Loss 1.1224689483642578, Train Accuracy 93.98332977294922
==> Epoch 1502/2000
Train Loss 1.122008204460144, Train Accuracy 93.98500061035156
==> Epoch 1503/2000
Train Loss 1.1215475797653198, Train Accuracy 93.98833465576172
==> Epoch 1504/2000
Train Loss 1.121087670326233, Train Accuracy 93.98999786376953
==> Epoch 1505/2000
Train Loss 1.1206278800964355, Train Accuracy 93.99333190917969
==> Epoch 1506/2000
Train Loss 1.1201685667037964, Train Accuracy 94.0
==> Epoch 1507/2000
Train Loss 1.1197097301483154, Train Accuracy 94.0
==> Epoch 1508/2000
Train Loss 1.1192512512207031, Train Accuracy 94.00333404541016
==> Epoch 1509/2000
Train Loss 1.1187933683395386, Train Accuracy 94.00666809082031
==> Epoch 1510/2000
Train Loss 1.1183358430862427, Train Accuracy 94.00833129882812
==> Epoch 1511/2000
Train Loss 1.1178786754608154, Train Accuracy 94.00833129882812
==> Epoch 1512/2000
Train Loss 1.1174218654632568, Train Accuracy 94.0183334350586
==> Epoch 1513/2000
Train Loss 1.1169655323028564, Train Accuracy 94.02166748046875
==> Epoch 1514/2000
Train Loss 1.1165096759796143, Train Accuracy 94.02333068847656
==> Epoch 1515/2000
Train Loss 1.1160541772842407, Train Accuracy 94.0250015258789
==> Epoch 1516/2000
Train Loss 1.1155990362167358, Train Accuracy 94.0250015258789
==> Epoch 1517/2000
Train Loss 1.1151444911956787, Train Accuracy 94.0250015258789
==> Epoch 1518/2000
Train Loss 1.1146901845932007, Train Accuracy 94.02833557128906
==> Epoch 1519/2000
Train Loss 1.1142363548278809, Train Accuracy 94.02999877929688
==> Epoch 1520/2000
Train Loss 1.1137828826904297, Train Accuracy 94.02999877929688
==> Epoch 1521/2000
Train Loss 1.1133296489715576, Train Accuracy 94.03500366210938
==> Epoch 1522/2000
Train Loss 1.1128772497177124, Train Accuracy 94.03666687011719
==> Epoch 1523/2000
Train Loss 1.1124250888824463, Train Accuracy 94.03666687011719
==> Epoch 1524/2000
Train Loss 1.1119732856750488, Train Accuracy 94.04166412353516
==> Epoch 1525/2000
Train Loss 1.1115217208862305, Train Accuracy 94.04499816894531
==> Epoch 1526/2000
Train Loss 1.1110707521438599, Train Accuracy 94.04666900634766
==> Epoch 1527/2000
Train Loss 1.1106202602386475, Train Accuracy 94.04833221435547
==> Epoch 1528/2000
Train Loss 1.1101700067520142, Train Accuracy 94.04833221435547
==> Epoch 1529/2000
Train Loss 1.1097203493118286, Train Accuracy 94.05166625976562
==> Epoch 1530/2000
Train Loss 1.1092709302902222, Train Accuracy 94.05333709716797
==> Epoch 1531/2000
Train Loss 1.108821988105774, Train Accuracy 94.05999755859375
==> Epoch 1532/2000
Train Loss 1.1083735227584839, Train Accuracy 94.06500244140625
==> Epoch 1533/2000
Train Loss 1.107925295829773, Train Accuracy 94.06666564941406
==> Epoch 1534/2000
Train Loss 1.1074775457382202, Train Accuracy 94.06666564941406
==> Epoch 1535/2000
Train Loss 1.1070302724838257, Train Accuracy 94.0683364868164
==> Epoch 1536/2000
Train Loss 1.1065833568572998, Train Accuracy 94.06999969482422
==> Epoch 1537/2000
Train Loss 1.1061367988586426, Train Accuracy 94.07166290283203
==> Epoch 1538/2000
Train Loss 1.105690598487854, Train Accuracy 94.07833099365234
==> Epoch 1539/2000
Train Loss 1.1052448749542236, Train Accuracy 94.08499908447266
==> Epoch 1540/2000
Train Loss 1.1047996282577515, Train Accuracy 94.086669921875
==> Epoch 1541/2000
Train Loss 1.104354739189148, Train Accuracy 94.08499908447266
==> Epoch 1542/2000
Train Loss 1.103910207748413, Train Accuracy 94.08999633789062
==> Epoch 1543/2000
Train Loss 1.1034660339355469, Train Accuracy 94.09333038330078
==> Epoch 1544/2000
Train Loss 1.1030222177505493, Train Accuracy 94.09500122070312
==> Epoch 1545/2000
Train Loss 1.1025789976119995, Train Accuracy 94.09833526611328
==> Epoch 1546/2000
Train Loss 1.1021361351013184, Train Accuracy 94.0999984741211
==> Epoch 1547/2000
Train Loss 1.1016936302185059, Train Accuracy 94.10333251953125
==> Epoch 1548/2000
Train Loss 1.101251482963562, Train Accuracy 94.10832977294922
==> Epoch 1549/2000
Train Loss 1.1008098125457764, Train Accuracy 94.11000061035156
==> Epoch 1550/2000
Train Loss 1.1003683805465698, Train Accuracy 94.11333465576172
==> Epoch 1551/2000
Train Loss 1.099927544593811, Train Accuracy 94.11833190917969
==> Epoch 1552/2000
Train Loss 1.0994869470596313, Train Accuracy 94.11833190917969
==> Epoch 1553/2000
Train Loss 1.0990467071533203, Train Accuracy 94.12166595458984
==> Epoch 1554/2000
Train Loss 1.0986069440841675, Train Accuracy 94.12833404541016
==> Epoch 1555/2000
Train Loss 1.0981675386428833, Train Accuracy 94.13166809082031
==> Epoch 1556/2000
Train Loss 1.0977286100387573, Train Accuracy 94.13500213623047
==> Epoch 1557/2000
Train Loss 1.0972899198532104, Train Accuracy 94.13833618164062
==> Epoch 1558/2000
Train Loss 1.0968518257141113, Train Accuracy 94.13999938964844
==> Epoch 1559/2000
Train Loss 1.0964140892028809, Train Accuracy 94.14167022705078
==> Epoch 1560/2000
Train Loss 1.095976710319519, Train Accuracy 94.1449966430664
==> Epoch 1561/2000
Train Loss 1.0955396890640259, Train Accuracy 94.14666748046875
==> Epoch 1562/2000
Train Loss 1.0951030254364014, Train Accuracy 94.14833068847656
==> Epoch 1563/2000
Train Loss 1.094666838645935, Train Accuracy 94.15166473388672
==> Epoch 1564/2000
Train Loss 1.0942308902740479, Train Accuracy 94.15166473388672
==> Epoch 1565/2000
Train Loss 1.0937955379486084, Train Accuracy 94.15166473388672
==> Epoch 1566/2000
Train Loss 1.093360424041748, Train Accuracy 94.15666961669922
==> Epoch 1567/2000
Train Loss 1.0929259061813354, Train Accuracy 94.16000366210938
==> Epoch 1568/2000
Train Loss 1.092491626739502, Train Accuracy 94.16666412353516
==> Epoch 1569/2000
Train Loss 1.0920575857162476, Train Accuracy 94.16666412353516
==> Epoch 1570/2000
Train Loss 1.0916240215301514, Train Accuracy 94.16999816894531
==> Epoch 1571/2000
Train Loss 1.0911908149719238, Train Accuracy 94.17166900634766
==> Epoch 1572/2000
Train Loss 1.090758204460144, Train Accuracy 94.17333221435547
==> Epoch 1573/2000
Train Loss 1.090325951576233, Train Accuracy 94.17666625976562
==> Epoch 1574/2000
Train Loss 1.0898939371109009, Train Accuracy 94.18000030517578
==> Epoch 1575/2000
Train Loss 1.0894622802734375, Train Accuracy 94.1816635131836
==> Epoch 1576/2000
Train Loss 1.0890311002731323, Train Accuracy 94.1816635131836
==> Epoch 1577/2000
Train Loss 1.0886001586914062, Train Accuracy 94.18333435058594
==> Epoch 1578/2000
Train Loss 1.088169813156128, Train Accuracy 94.18499755859375
==> Epoch 1579/2000
Train Loss 1.0877397060394287, Train Accuracy 94.1883316040039
==> Epoch 1580/2000
Train Loss 1.0873101949691772, Train Accuracy 94.19666290283203
==> Epoch 1581/2000
Train Loss 1.0868808031082153, Train Accuracy 94.19999694824219
==> Epoch 1582/2000
Train Loss 1.0864518880844116, Train Accuracy 94.2066650390625
==> Epoch 1583/2000
Train Loss 1.0860234498977661, Train Accuracy 94.211669921875
==> Epoch 1584/2000
Train Loss 1.0855952501296997, Train Accuracy 94.21333312988281
==> Epoch 1585/2000
Train Loss 1.0851672887802124, Train Accuracy 94.21666717529297
==> Epoch 1586/2000
Train Loss 1.084740161895752, Train Accuracy 94.21833038330078
==> Epoch 1587/2000
Train Loss 1.0843130350112915, Train Accuracy 94.21833038330078
==> Epoch 1588/2000
Train Loss 1.0838862657546997, Train Accuracy 94.21833038330078
==> Epoch 1589/2000
Train Loss 1.0834600925445557, Train Accuracy 94.22000122070312
==> Epoch 1590/2000
Train Loss 1.0830342769622803, Train Accuracy 94.22666931152344
==> Epoch 1591/2000
Train Loss 1.082608699798584, Train Accuracy 94.2316665649414
==> Epoch 1592/2000
Train Loss 1.082183599472046, Train Accuracy 94.23666381835938
==> Epoch 1593/2000
Train Loss 1.081758737564087, Train Accuracy 94.23666381835938
==> Epoch 1594/2000
Train Loss 1.0813343524932861, Train Accuracy 94.24166870117188
==> Epoch 1595/2000
Train Loss 1.0809104442596436, Train Accuracy 94.24333190917969
==> Epoch 1596/2000
Train Loss 1.08048677444458, Train Accuracy 94.24333190917969
==> Epoch 1597/2000
Train Loss 1.0800635814666748, Train Accuracy 94.24833679199219
==> Epoch 1598/2000
Train Loss 1.0796406269073486, Train Accuracy 94.24833679199219
==> Epoch 1599/2000
Train Loss 1.0792181491851807, Train Accuracy 94.24833679199219
==> Epoch 1600/2000
Train Loss 1.0787960290908813, Train Accuracy 94.25499725341797
==> Epoch 1601/2000
Train Loss 1.0783742666244507, Train Accuracy 94.25833129882812
==> Epoch 1602/2000
Train Loss 1.0779527425765991, Train Accuracy 94.2699966430664
==> Epoch 1603/2000
Train Loss 1.0775318145751953, Train Accuracy 94.27666473388672
==> Epoch 1604/2000
Train Loss 1.0771111249923706, Train Accuracy 94.27999877929688
==> Epoch 1605/2000
Train Loss 1.0766907930374146, Train Accuracy 94.27999877929688
==> Epoch 1606/2000
Train Loss 1.0762709379196167, Train Accuracy 94.28500366210938
==> Epoch 1607/2000
Train Loss 1.075851321220398, Train Accuracy 94.29000091552734
==> Epoch 1608/2000
Train Loss 1.0754321813583374, Train Accuracy 94.29000091552734
==> Epoch 1609/2000
Train Loss 1.0750133991241455, Train Accuracy 94.2933349609375
==> Epoch 1610/2000
Train Loss 1.0745949745178223, Train Accuracy 94.2933349609375
==> Epoch 1611/2000
Train Loss 1.0741769075393677, Train Accuracy 94.2933349609375
==> Epoch 1612/2000
Train Loss 1.0737591981887817, Train Accuracy 94.29666900634766
==> Epoch 1613/2000
Train Loss 1.073341965675354, Train Accuracy 94.30166625976562
==> Epoch 1614/2000
Train Loss 1.0729248523712158, Train Accuracy 94.30166625976562
==> Epoch 1615/2000
Train Loss 1.0725082159042358, Train Accuracy 94.30333709716797
==> Epoch 1616/2000
Train Loss 1.072092056274414, Train Accuracy 94.30333709716797
==> Epoch 1617/2000
Train Loss 1.0716761350631714, Train Accuracy 94.30500030517578
==> Epoch 1618/2000
Train Loss 1.0712605714797974, Train Accuracy 94.30500030517578
==> Epoch 1619/2000
Train Loss 1.0708454847335815, Train Accuracy 94.30833435058594
==> Epoch 1620/2000
Train Loss 1.0704306364059448, Train Accuracy 94.3066635131836
==> Epoch 1621/2000
Train Loss 1.0700161457061768, Train Accuracy 94.30833435058594
==> Epoch 1622/2000
Train Loss 1.0696022510528564, Train Accuracy 94.3133316040039
==> Epoch 1623/2000
Train Loss 1.0691883563995361, Train Accuracy 94.31500244140625
==> Epoch 1624/2000
Train Loss 1.0687750577926636, Train Accuracy 94.31666564941406
==> Epoch 1625/2000
Train Loss 1.0683621168136597, Train Accuracy 94.31999969482422
==> Epoch 1626/2000
Train Loss 1.067949652671814, Train Accuracy 94.32666778564453
==> Epoch 1627/2000
Train Loss 1.0675371885299683, Train Accuracy 94.32833099365234
==> Epoch 1628/2000
Train Loss 1.0671253204345703, Train Accuracy 94.33000183105469
==> Epoch 1629/2000
Train Loss 1.0667136907577515, Train Accuracy 94.3316650390625
==> Epoch 1630/2000
Train Loss 1.0663025379180908, Train Accuracy 94.33499908447266
==> Epoch 1631/2000
Train Loss 1.0658917427062988, Train Accuracy 94.33499908447266
==> Epoch 1632/2000
Train Loss 1.065481185913086, Train Accuracy 94.33833312988281
==> Epoch 1633/2000
Train Loss 1.0650713443756104, Train Accuracy 94.336669921875
==> Epoch 1634/2000
Train Loss 1.0646613836288452, Train Accuracy 94.33999633789062
==> Epoch 1635/2000
Train Loss 1.0642518997192383, Train Accuracy 94.33999633789062
==> Epoch 1636/2000
Train Loss 1.063843011856079, Train Accuracy 94.34333038330078
==> Epoch 1637/2000
Train Loss 1.063434362411499, Train Accuracy 94.34166717529297
==> Epoch 1638/2000
Train Loss 1.063025951385498, Train Accuracy 94.34333038330078
==> Epoch 1639/2000
Train Loss 1.0626180171966553, Train Accuracy 94.34500122070312
==> Epoch 1640/2000
Train Loss 1.0622104406356812, Train Accuracy 94.34666442871094
==> Epoch 1641/2000
Train Loss 1.0618031024932861, Train Accuracy 94.3499984741211
==> Epoch 1642/2000
Train Loss 1.0613960027694702, Train Accuracy 94.3499984741211
==> Epoch 1643/2000
Train Loss 1.060989499092102, Train Accuracy 94.3499984741211
==> Epoch 1644/2000
Train Loss 1.060583472251892, Train Accuracy 94.35333251953125
==> Epoch 1645/2000
Train Loss 1.0601775646209717, Train Accuracy 94.35832977294922
==> Epoch 1646/2000
Train Loss 1.05977201461792, Train Accuracy 94.36000061035156
==> Epoch 1647/2000
Train Loss 1.0593668222427368, Train Accuracy 94.36166381835938
==> Epoch 1648/2000
Train Loss 1.0589619874954224, Train Accuracy 94.36499786376953
==> Epoch 1649/2000
Train Loss 1.058557391166687, Train Accuracy 94.36833190917969
==> Epoch 1650/2000
Train Loss 1.058153510093689, Train Accuracy 94.37000274658203
==> Epoch 1651/2000
Train Loss 1.057749629020691, Train Accuracy 94.37166595458984
==> Epoch 1652/2000
Train Loss 1.0573463439941406, Train Accuracy 94.37333679199219
==> Epoch 1653/2000
Train Loss 1.0569431781768799, Train Accuracy 94.37333679199219
==> Epoch 1654/2000
Train Loss 1.0565403699874878, Train Accuracy 94.375
==> Epoch 1655/2000
Train Loss 1.056138038635254, Train Accuracy 94.375
==> Epoch 1656/2000
Train Loss 1.0557360649108887, Train Accuracy 94.37833404541016
==> Epoch 1657/2000
Train Loss 1.055334448814392, Train Accuracy 94.37833404541016
==> Epoch 1658/2000
Train Loss 1.0549330711364746, Train Accuracy 94.37999725341797
==> Epoch 1659/2000
Train Loss 1.0545320510864258, Train Accuracy 94.38333129882812
==> Epoch 1660/2000
Train Loss 1.0541313886642456, Train Accuracy 94.38333129882812
==> Epoch 1661/2000
Train Loss 1.053731083869934, Train Accuracy 94.38666534423828
==> Epoch 1662/2000
Train Loss 1.0533311367034912, Train Accuracy 94.38999938964844
==> Epoch 1663/2000
Train Loss 1.052931547164917, Train Accuracy 94.38999938964844
==> Epoch 1664/2000
Train Loss 1.0525321960449219, Train Accuracy 94.38999938964844
==> Epoch 1665/2000
Train Loss 1.052133321762085, Train Accuracy 94.3933334350586
==> Epoch 1666/2000
Train Loss 1.0517348051071167, Train Accuracy 94.39167022705078
==> Epoch 1667/2000
Train Loss 1.051336646080017, Train Accuracy 94.3933334350586
==> Epoch 1668/2000
Train Loss 1.050938606262207, Train Accuracy 94.39833068847656
==> Epoch 1669/2000
Train Loss 1.0505410432815552, Train Accuracy 94.40166473388672
==> Epoch 1670/2000
Train Loss 1.050143837928772, Train Accuracy 94.40333557128906
==> Epoch 1671/2000
Train Loss 1.0497468709945679, Train Accuracy 94.41166687011719
==> Epoch 1672/2000
Train Loss 1.0493505001068115, Train Accuracy 94.41500091552734
==> Epoch 1673/2000
Train Loss 1.0489542484283447, Train Accuracy 94.4183349609375
==> Epoch 1674/2000
Train Loss 1.0485584735870361, Train Accuracy 94.41999816894531
==> Epoch 1675/2000
Train Loss 1.048162817955017, Train Accuracy 94.41999816894531
==> Epoch 1676/2000
Train Loss 1.0477676391601562, Train Accuracy 94.42500305175781
==> Epoch 1677/2000
Train Loss 1.047372817993164, Train Accuracy 94.43000030517578
==> Epoch 1678/2000
Train Loss 1.04697847366333, Train Accuracy 94.4316635131836
==> Epoch 1679/2000
Train Loss 1.0465842485427856, Train Accuracy 94.4383316040039
==> Epoch 1680/2000
Train Loss 1.0461903810501099, Train Accuracy 94.4383316040039
==> Epoch 1681/2000
Train Loss 1.0457968711853027, Train Accuracy 94.4433364868164
==> Epoch 1682/2000
Train Loss 1.0454037189483643, Train Accuracy 94.44666290283203
==> Epoch 1683/2000
Train Loss 1.0450109243392944, Train Accuracy 94.44833374023438
==> Epoch 1684/2000
Train Loss 1.0446182489395142, Train Accuracy 94.44833374023438
==> Epoch 1685/2000
Train Loss 1.0442261695861816, Train Accuracy 94.44833374023438
==> Epoch 1686/2000
Train Loss 1.0438343286514282, Train Accuracy 94.44999694824219
==> Epoch 1687/2000
Train Loss 1.043442964553833, Train Accuracy 94.44999694824219
==> Epoch 1688/2000
Train Loss 1.0430517196655273, Train Accuracy 94.45166778564453
==> Epoch 1689/2000
Train Loss 1.0426608324050903, Train Accuracy 94.45166778564453
==> Epoch 1690/2000
Train Loss 1.042270302772522, Train Accuracy 94.45166778564453
==> Epoch 1691/2000
Train Loss 1.0418801307678223, Train Accuracy 94.45333099365234
==> Epoch 1692/2000
Train Loss 1.0414903163909912, Train Accuracy 94.4566650390625
==> Epoch 1693/2000
Train Loss 1.0411008596420288, Train Accuracy 94.461669921875
==> Epoch 1694/2000
Train Loss 1.0407116413116455, Train Accuracy 94.46333312988281
==> Epoch 1695/2000
Train Loss 1.0403228998184204, Train Accuracy 94.46333312988281
==> Epoch 1696/2000
Train Loss 1.0399343967437744, Train Accuracy 94.46666717529297
==> Epoch 1697/2000
Train Loss 1.0395461320877075, Train Accuracy 94.47166442871094
==> Epoch 1698/2000
Train Loss 1.0391582250595093, Train Accuracy 94.47166442871094
==> Epoch 1699/2000
Train Loss 1.0387706756591797, Train Accuracy 94.47166442871094
==> Epoch 1700/2000
Train Loss 1.0383834838867188, Train Accuracy 94.4749984741211
==> Epoch 1701/2000
Train Loss 1.0379966497421265, Train Accuracy 94.47833251953125
==> Epoch 1702/2000
Train Loss 1.0376101732254028, Train Accuracy 94.47833251953125
==> Epoch 1703/2000
Train Loss 1.0372239351272583, Train Accuracy 94.47833251953125
==> Epoch 1704/2000
Train Loss 1.0368379354476929, Train Accuracy 94.4800033569336
==> Epoch 1705/2000
Train Loss 1.0364524126052856, Train Accuracy 94.48332977294922
==> Epoch 1706/2000
Train Loss 1.0360671281814575, Train Accuracy 94.48332977294922
==> Epoch 1707/2000
Train Loss 1.0356820821762085, Train Accuracy 94.48833465576172
==> Epoch 1708/2000
Train Loss 1.0352976322174072, Train Accuracy 94.48999786376953
==> Epoch 1709/2000
Train Loss 1.0349133014678955, Train Accuracy 94.49333190917969
==> Epoch 1710/2000
Train Loss 1.034529447555542, Train Accuracy 94.49333190917969
==> Epoch 1711/2000
Train Loss 1.0341458320617676, Train Accuracy 94.49833679199219
==> Epoch 1712/2000
Train Loss 1.0337625741958618, Train Accuracy 94.5
==> Epoch 1713/2000
Train Loss 1.0333794355392456, Train Accuracy 94.50499725341797
==> Epoch 1714/2000
Train Loss 1.0329968929290771, Train Accuracy 94.50833129882812
==> Epoch 1715/2000
Train Loss 1.0326145887374878, Train Accuracy 94.51166534423828
==> Epoch 1716/2000
Train Loss 1.032232403755188, Train Accuracy 94.51333618164062
==> Epoch 1717/2000
Train Loss 1.031850814819336, Train Accuracy 94.51333618164062
==> Epoch 1718/2000
Train Loss 1.031469464302063, Train Accuracy 94.51667022705078
==> Epoch 1719/2000
Train Loss 1.0310883522033691, Train Accuracy 94.5183334350586
==> Epoch 1720/2000
Train Loss 1.030707597732544, Train Accuracy 94.52166748046875
==> Epoch 1721/2000
Train Loss 1.030327320098877, Train Accuracy 94.5250015258789
==> Epoch 1722/2000
Train Loss 1.02994704246521, Train Accuracy 94.52666473388672
==> Epoch 1723/2000
Train Loss 1.0295672416687012, Train Accuracy 94.52999877929688
==> Epoch 1724/2000
Train Loss 1.029187798500061, Train Accuracy 94.52999877929688
==> Epoch 1725/2000
Train Loss 1.028808832168579, Train Accuracy 94.52833557128906
==> Epoch 1726/2000
Train Loss 1.0284297466278076, Train Accuracy 94.53500366210938
==> Epoch 1727/2000
Train Loss 1.0280513763427734, Train Accuracy 94.54166412353516
==> Epoch 1728/2000
Train Loss 1.0276731252670288, Train Accuracy 94.5433349609375
==> Epoch 1729/2000
Train Loss 1.0272952318191528, Train Accuracy 94.54499816894531
==> Epoch 1730/2000
Train Loss 1.026917815208435, Train Accuracy 94.54666900634766
==> Epoch 1731/2000
Train Loss 1.0265406370162964, Train Accuracy 94.54833221435547
==> Epoch 1732/2000
Train Loss 1.0261635780334473, Train Accuracy 94.55000305175781
==> Epoch 1733/2000
Train Loss 1.025787115097046, Train Accuracy 94.55000305175781
==> Epoch 1734/2000
Train Loss 1.0254106521606445, Train Accuracy 94.55000305175781
==> Epoch 1735/2000
Train Loss 1.025034785270691, Train Accuracy 94.55500030517578
==> Epoch 1736/2000
Train Loss 1.0246589183807373, Train Accuracy 94.5566635131836
==> Epoch 1737/2000
Train Loss 1.024283528327942, Train Accuracy 94.5566635131836
==> Epoch 1738/2000
Train Loss 1.0239084959030151, Train Accuracy 94.55999755859375
==> Epoch 1739/2000
Train Loss 1.0235337018966675, Train Accuracy 94.5616683959961
==> Epoch 1740/2000
Train Loss 1.0231592655181885, Train Accuracy 94.5616683959961
==> Epoch 1741/2000
Train Loss 1.0227851867675781, Train Accuracy 94.5616683959961
==> Epoch 1742/2000
Train Loss 1.0224114656448364, Train Accuracy 94.5616683959961
==> Epoch 1743/2000
Train Loss 1.0220377445220947, Train Accuracy 94.56500244140625
==> Epoch 1744/2000
Train Loss 1.0216646194458008, Train Accuracy 94.57166290283203
==> Epoch 1745/2000
Train Loss 1.021291732788086, Train Accuracy 94.57499694824219
==> Epoch 1746/2000
Train Loss 1.0209192037582397, Train Accuracy 94.57666778564453
==> Epoch 1747/2000
Train Loss 1.0205470323562622, Train Accuracy 94.57833099365234
==> Epoch 1748/2000
Train Loss 1.0201749801635742, Train Accuracy 94.58333587646484
==> Epoch 1749/2000
Train Loss 1.0198032855987549, Train Accuracy 94.58499908447266
==> Epoch 1750/2000
Train Loss 1.0194319486618042, Train Accuracy 94.58999633789062
==> Epoch 1751/2000
Train Loss 1.0190608501434326, Train Accuracy 94.59166717529297
==> Epoch 1752/2000
Train Loss 1.0186901092529297, Train Accuracy 94.59166717529297
==> Epoch 1753/2000
Train Loss 1.0183196067810059, Train Accuracy 94.59666442871094
==> Epoch 1754/2000
Train Loss 1.0179495811462402, Train Accuracy 94.59833526611328
==> Epoch 1755/2000
Train Loss 1.0175797939300537, Train Accuracy 94.59833526611328
==> Epoch 1756/2000
Train Loss 1.0172102451324463, Train Accuracy 94.59833526611328
==> Epoch 1757/2000
Train Loss 1.0168410539627075, Train Accuracy 94.59666442871094
==> Epoch 1758/2000
Train Loss 1.0164721012115479, Train Accuracy 94.59666442871094
==> Epoch 1759/2000
Train Loss 1.0161035060882568, Train Accuracy 94.59666442871094
==> Epoch 1760/2000
Train Loss 1.015735149383545, Train Accuracy 94.59666442871094
==> Epoch 1761/2000
Train Loss 1.0153671503067017, Train Accuracy 94.5999984741211
==> Epoch 1762/2000
Train Loss 1.014999508857727, Train Accuracy 94.60166931152344
==> Epoch 1763/2000
Train Loss 1.0146321058273315, Train Accuracy 94.6066665649414
==> Epoch 1764/2000
Train Loss 1.0142649412155151, Train Accuracy 94.61000061035156
==> Epoch 1765/2000
Train Loss 1.0138981342315674, Train Accuracy 94.61166381835938
==> Epoch 1766/2000
Train Loss 1.0135316848754883, Train Accuracy 94.61166381835938
==> Epoch 1767/2000
Train Loss 1.0131654739379883, Train Accuracy 94.61499786376953
==> Epoch 1768/2000
Train Loss 1.0127997398376465, Train Accuracy 94.61833190917969
==> Epoch 1769/2000
Train Loss 1.0124341249465942, Train Accuracy 94.62166595458984
==> Epoch 1770/2000
Train Loss 1.012068748474121, Train Accuracy 94.62166595458984
==> Epoch 1771/2000
Train Loss 1.0117037296295166, Train Accuracy 94.62166595458984
==> Epoch 1772/2000
Train Loss 1.0113391876220703, Train Accuracy 94.62666320800781
==> Epoch 1773/2000
Train Loss 1.0109747648239136, Train Accuracy 94.62666320800781
==> Epoch 1774/2000
Train Loss 1.0106106996536255, Train Accuracy 94.62833404541016
==> Epoch 1775/2000
Train Loss 1.010246753692627, Train Accuracy 94.63166809082031
==> Epoch 1776/2000
Train Loss 1.0098832845687866, Train Accuracy 94.62999725341797
==> Epoch 1777/2000
Train Loss 1.0095200538635254, Train Accuracy 94.63166809082031
==> Epoch 1778/2000
Train Loss 1.0091571807861328, Train Accuracy 94.63500213623047
==> Epoch 1779/2000
Train Loss 1.0087945461273193, Train Accuracy 94.63666534423828
==> Epoch 1780/2000
Train Loss 1.0084322690963745, Train Accuracy 94.63833618164062
==> Epoch 1781/2000
Train Loss 1.0080703496932983, Train Accuracy 94.63999938964844
==> Epoch 1782/2000
Train Loss 1.0077084302902222, Train Accuracy 94.6433334350586
==> Epoch 1783/2000
Train Loss 1.0073471069335938, Train Accuracy 94.6449966430664
==> Epoch 1784/2000
Train Loss 1.0069859027862549, Train Accuracy 94.64833068847656
==> Epoch 1785/2000
Train Loss 1.0066250562667847, Train Accuracy 94.65166473388672
==> Epoch 1786/2000
Train Loss 1.0062646865844727, Train Accuracy 94.65499877929688
==> Epoch 1787/2000
Train Loss 1.0059043169021606, Train Accuracy 94.65666961669922
==> Epoch 1788/2000
Train Loss 1.0055443048477173, Train Accuracy 94.65833282470703
==> Epoch 1789/2000
Train Loss 1.0051846504211426, Train Accuracy 94.66000366210938
==> Epoch 1790/2000
Train Loss 1.0048253536224365, Train Accuracy 94.663330078125
==> Epoch 1791/2000
Train Loss 1.00446617603302, Train Accuracy 94.66666412353516
==> Epoch 1792/2000
Train Loss 1.0041074752807617, Train Accuracy 94.6683349609375
==> Epoch 1793/2000
Train Loss 1.003748893737793, Train Accuracy 94.66999816894531
==> Epoch 1794/2000
Train Loss 1.0033906698226929, Train Accuracy 94.66999816894531
==> Epoch 1795/2000
Train Loss 1.0030326843261719, Train Accuracy 94.67166900634766
==> Epoch 1796/2000
Train Loss 1.0026750564575195, Train Accuracy 94.67333221435547
==> Epoch 1797/2000
Train Loss 1.0023176670074463, Train Accuracy 94.67500305175781
==> Epoch 1798/2000
Train Loss 1.0019606351852417, Train Accuracy 94.67500305175781
==> Epoch 1799/2000
Train Loss 1.0016038417816162, Train Accuracy 94.67500305175781
==> Epoch 1800/2000
Train Loss 1.0012472867965698, Train Accuracy 94.67666625976562
==> Epoch 1801/2000
Train Loss 1.0008912086486816, Train Accuracy 94.67833709716797
==> Epoch 1802/2000
Train Loss 1.000535249710083, Train Accuracy 94.6816635131836
==> Epoch 1803/2000
Train Loss 1.0001795291900635, Train Accuracy 94.68499755859375
==> Epoch 1804/2000
Train Loss 0.9998243451118469, Train Accuracy 94.68499755859375
==> Epoch 1805/2000
Train Loss 0.9994691610336304, Train Accuracy 94.6866683959961
==> Epoch 1806/2000
Train Loss 0.9991143941879272, Train Accuracy 94.6866683959961
==> Epoch 1807/2000
Train Loss 0.9987600445747375, Train Accuracy 94.6883316040039
==> Epoch 1808/2000
Train Loss 0.9984056949615479, Train Accuracy 94.6883316040039
==> Epoch 1809/2000
Train Loss 0.9980518221855164, Train Accuracy 94.69000244140625
==> Epoch 1810/2000
Train Loss 0.997698187828064, Train Accuracy 94.6933364868164
==> Epoch 1811/2000
Train Loss 0.9973447918891907, Train Accuracy 94.69666290283203
==> Epoch 1812/2000
Train Loss 0.9969918727874756, Train Accuracy 94.69833374023438
==> Epoch 1813/2000
Train Loss 0.9966389536857605, Train Accuracy 94.70333099365234
==> Epoch 1814/2000
Train Loss 0.9962865114212036, Train Accuracy 94.70500183105469
==> Epoch 1815/2000
Train Loss 0.995934247970581, Train Accuracy 94.70500183105469
==> Epoch 1816/2000
Train Loss 0.9955823421478271, Train Accuracy 94.70500183105469
==> Epoch 1817/2000
Train Loss 0.9952306747436523, Train Accuracy 94.70833587646484
==> Epoch 1818/2000
Train Loss 0.9948792457580566, Train Accuracy 94.70999908447266
==> Epoch 1819/2000
Train Loss 0.9945281147956848, Train Accuracy 94.71333312988281
==> Epoch 1820/2000
Train Loss 0.9941773414611816, Train Accuracy 94.71499633789062
==> Epoch 1821/2000
Train Loss 0.993826687335968, Train Accuracy 94.71833038330078
==> Epoch 1822/2000
Train Loss 0.9934765696525574, Train Accuracy 94.72333526611328
==> Epoch 1823/2000
Train Loss 0.9931265711784363, Train Accuracy 94.72666931152344
==> Epoch 1824/2000
Train Loss 0.9927768707275391, Train Accuracy 94.72833251953125
==> Epoch 1825/2000
Train Loss 0.9924275279045105, Train Accuracy 94.72833251953125
==> Epoch 1826/2000
Train Loss 0.9920783638954163, Train Accuracy 94.72833251953125
==> Epoch 1827/2000
Train Loss 0.9917294979095459, Train Accuracy 94.72666931152344
==> Epoch 1828/2000
Train Loss 0.9913809299468994, Train Accuracy 94.72833251953125
==> Epoch 1829/2000
Train Loss 0.991032600402832, Train Accuracy 94.73332977294922
==> Epoch 1830/2000
Train Loss 0.9906845688819885, Train Accuracy 94.73666381835938
==> Epoch 1831/2000
Train Loss 0.9903368353843689, Train Accuracy 94.73833465576172
==> Epoch 1832/2000
Train Loss 0.9899893999099731, Train Accuracy 94.73999786376953
==> Epoch 1833/2000
Train Loss 0.9896420836448669, Train Accuracy 94.73999786376953
==> Epoch 1834/2000
Train Loss 0.989295244216919, Train Accuracy 94.74666595458984
==> Epoch 1835/2000
Train Loss 0.9889485239982605, Train Accuracy 94.74833679199219
==> Epoch 1836/2000
Train Loss 0.9886022210121155, Train Accuracy 94.74833679199219
==> Epoch 1837/2000
Train Loss 0.9882560968399048, Train Accuracy 94.74833679199219
==> Epoch 1838/2000
Train Loss 0.987910270690918, Train Accuracy 94.75333404541016
==> Epoch 1839/2000
Train Loss 0.987564742565155, Train Accuracy 94.75666809082031
==> Epoch 1840/2000
Train Loss 0.9872194528579712, Train Accuracy 94.75666809082031
==> Epoch 1841/2000
Train Loss 0.9868744015693665, Train Accuracy 94.75833129882812
==> Epoch 1842/2000
Train Loss 0.9865297675132751, Train Accuracy 94.76000213623047
==> Epoch 1843/2000
Train Loss 0.9861853718757629, Train Accuracy 94.76000213623047
==> Epoch 1844/2000
Train Loss 0.9858409762382507, Train Accuracy 94.76000213623047
==> Epoch 1845/2000
Train Loss 0.9854970574378967, Train Accuracy 94.76166534423828
==> Epoch 1846/2000
Train Loss 0.9851534962654114, Train Accuracy 94.76499938964844
==> Epoch 1847/2000
Train Loss 0.9848101139068604, Train Accuracy 94.7683334350586
==> Epoch 1848/2000
Train Loss 0.9844670295715332, Train Accuracy 94.7683334350586
==> Epoch 1849/2000
Train Loss 0.9841241240501404, Train Accuracy 94.77333068847656
==> Epoch 1850/2000
Train Loss 0.983781635761261, Train Accuracy 94.7750015258789
==> Epoch 1851/2000
Train Loss 0.9834392070770264, Train Accuracy 94.77833557128906
==> Epoch 1852/2000
Train Loss 0.98309725522995, Train Accuracy 94.78166961669922
==> Epoch 1853/2000
Train Loss 0.9827554225921631, Train Accuracy 94.78333282470703
==> Epoch 1854/2000
Train Loss 0.9824140071868896, Train Accuracy 94.78500366210938
==> Epoch 1855/2000
Train Loss 0.9820728302001953, Train Accuracy 94.78666687011719
==> Epoch 1856/2000
Train Loss 0.9817318320274353, Train Accuracy 94.78500366210938
==> Epoch 1857/2000
Train Loss 0.981391191482544, Train Accuracy 94.78666687011719
==> Epoch 1858/2000
Train Loss 0.9810506105422974, Train Accuracy 94.79000091552734
==> Epoch 1859/2000
Train Loss 0.980710506439209, Train Accuracy 94.79000091552734
==> Epoch 1860/2000
Train Loss 0.9803706407546997, Train Accuracy 94.79000091552734
==> Epoch 1861/2000
Train Loss 0.9800310134887695, Train Accuracy 94.79499816894531
==> Epoch 1862/2000
Train Loss 0.9796916246414185, Train Accuracy 94.79499816894531
==> Epoch 1863/2000
Train Loss 0.9793524742126465, Train Accuracy 94.79499816894531
==> Epoch 1864/2000
Train Loss 0.9790137410163879, Train Accuracy 94.79499816894531
==> Epoch 1865/2000
Train Loss 0.978675127029419, Train Accuracy 94.79499816894531
==> Epoch 1866/2000
Train Loss 0.9783368706703186, Train Accuracy 94.80166625976562
==> Epoch 1867/2000
Train Loss 0.9779988527297974, Train Accuracy 94.80333709716797
==> Epoch 1868/2000
Train Loss 0.9776610136032104, Train Accuracy 94.80500030517578
==> Epoch 1869/2000
Train Loss 0.977323591709137, Train Accuracy 94.80500030517578
==> Epoch 1870/2000
Train Loss 0.9769863486289978, Train Accuracy 94.8066635131836
==> Epoch 1871/2000
Train Loss 0.9766494035720825, Train Accuracy 94.80999755859375
==> Epoch 1872/2000
Train Loss 0.9763126373291016, Train Accuracy 94.8133316040039
==> Epoch 1873/2000
Train Loss 0.9759762287139893, Train Accuracy 94.81666564941406
==> Epoch 1874/2000
Train Loss 0.9756399989128113, Train Accuracy 94.81666564941406
==> Epoch 1875/2000
Train Loss 0.975304126739502, Train Accuracy 94.8183364868164
==> Epoch 1876/2000
Train Loss 0.9749683737754822, Train Accuracy 94.8183364868164
==> Epoch 1877/2000
Train Loss 0.974632978439331, Train Accuracy 94.8183364868164
==> Epoch 1878/2000
Train Loss 0.974297821521759, Train Accuracy 94.82166290283203
==> Epoch 1879/2000
Train Loss 0.9739629030227661, Train Accuracy 94.82333374023438
==> Epoch 1880/2000
Train Loss 0.9736283421516418, Train Accuracy 94.82499694824219
==> Epoch 1881/2000
Train Loss 0.9732939004898071, Train Accuracy 94.82833099365234
==> Epoch 1882/2000
Train Loss 0.9729597568511963, Train Accuracy 94.8316650390625
==> Epoch 1883/2000
Train Loss 0.9726259112358093, Train Accuracy 94.836669921875
==> Epoch 1884/2000
Train Loss 0.9722923636436462, Train Accuracy 94.83999633789062
==> Epoch 1885/2000
Train Loss 0.9719589352607727, Train Accuracy 94.83999633789062
==> Epoch 1886/2000
Train Loss 0.9716259837150574, Train Accuracy 94.84333038330078
==> Epoch 1887/2000
Train Loss 0.9712930917739868, Train Accuracy 94.84166717529297
==> Epoch 1888/2000
Train Loss 0.9709604382514954, Train Accuracy 94.84166717529297
==> Epoch 1889/2000
Train Loss 0.9706281423568726, Train Accuracy 94.84500122070312
==> Epoch 1890/2000
Train Loss 0.9702961444854736, Train Accuracy 94.84500122070312
==> Epoch 1891/2000
Train Loss 0.9699644446372986, Train Accuracy 94.84500122070312
==> Epoch 1892/2000
Train Loss 0.9696328043937683, Train Accuracy 94.8499984741211
==> Epoch 1893/2000
Train Loss 0.9693015217781067, Train Accuracy 94.8499984741211
==> Epoch 1894/2000
Train Loss 0.968970537185669, Train Accuracy 94.8566665649414
==> Epoch 1895/2000
Train Loss 0.9686397314071655, Train Accuracy 94.85832977294922
==> Epoch 1896/2000
Train Loss 0.9683091640472412, Train Accuracy 94.86166381835938
==> Epoch 1897/2000
Train Loss 0.9679788947105408, Train Accuracy 94.86333465576172
==> Epoch 1898/2000
Train Loss 0.967648983001709, Train Accuracy 94.86666870117188
==> Epoch 1899/2000
Train Loss 0.9673191905021667, Train Accuracy 94.86833190917969
==> Epoch 1900/2000
Train Loss 0.9669895768165588, Train Accuracy 94.87000274658203
==> Epoch 1901/2000
Train Loss 0.9666603207588196, Train Accuracy 94.875
==> Epoch 1902/2000
Train Loss 0.9663313031196594, Train Accuracy 94.875
==> Epoch 1903/2000
Train Loss 0.9660025835037231, Train Accuracy 94.87666320800781
==> Epoch 1904/2000
Train Loss 0.965674102306366, Train Accuracy 94.87666320800781
==> Epoch 1905/2000
Train Loss 0.9653458595275879, Train Accuracy 94.87666320800781
==> Epoch 1906/2000
Train Loss 0.9650177359580994, Train Accuracy 94.87833404541016
==> Epoch 1907/2000
Train Loss 0.9646900296211243, Train Accuracy 94.87833404541016
==> Epoch 1908/2000
Train Loss 0.964362621307373, Train Accuracy 94.88166809082031
==> Epoch 1909/2000
Train Loss 0.9640352725982666, Train Accuracy 94.88333129882812
==> Epoch 1910/2000
Train Loss 0.9637083411216736, Train Accuracy 94.88833618164062
==> Epoch 1911/2000
Train Loss 0.9633816480636597, Train Accuracy 94.88999938964844
==> Epoch 1912/2000
Train Loss 0.9630550742149353, Train Accuracy 94.88999938964844
==> Epoch 1913/2000
Train Loss 0.9627287983894348, Train Accuracy 94.89167022705078
==> Epoch 1914/2000
Train Loss 0.9624028205871582, Train Accuracy 94.89167022705078
==> Epoch 1915/2000
Train Loss 0.9620769619941711, Train Accuracy 94.8949966430664
==> Epoch 1916/2000
Train Loss 0.9617515206336975, Train Accuracy 94.8949966430664
==> Epoch 1917/2000
Train Loss 0.9614262580871582, Train Accuracy 94.89833068847656
==> Epoch 1918/2000
Train Loss 0.961101233959198, Train Accuracy 94.9000015258789
==> Epoch 1919/2000
Train Loss 0.9607765078544617, Train Accuracy 94.90333557128906
==> Epoch 1920/2000
Train Loss 0.9604520201683044, Train Accuracy 94.90166473388672
==> Epoch 1921/2000
Train Loss 0.9601276516914368, Train Accuracy 94.90166473388672
==> Epoch 1922/2000
Train Loss 0.9598037004470825, Train Accuracy 94.90333557128906
==> Epoch 1923/2000
Train Loss 0.9594799280166626, Train Accuracy 94.90499877929688
==> Epoch 1924/2000
Train Loss 0.9591563940048218, Train Accuracy 94.90666961669922
==> Epoch 1925/2000
Train Loss 0.9588330984115601, Train Accuracy 94.91000366210938
==> Epoch 1926/2000
Train Loss 0.9585100412368774, Train Accuracy 94.91166687011719
==> Epoch 1927/2000
Train Loss 0.9581873416900635, Train Accuracy 94.913330078125
==> Epoch 1928/2000
Train Loss 0.95786452293396, Train Accuracy 94.91500091552734
==> Epoch 1929/2000
Train Loss 0.9575423002243042, Train Accuracy 94.91666412353516
==> Epoch 1930/2000
Train Loss 0.957220196723938, Train Accuracy 94.91666412353516
==> Epoch 1931/2000
Train Loss 0.9568984508514404, Train Accuracy 94.92333221435547
==> Epoch 1932/2000
Train Loss 0.9565768241882324, Train Accuracy 94.92166900634766
==> Epoch 1933/2000
Train Loss 0.9562554955482483, Train Accuracy 94.92333221435547
==> Epoch 1934/2000
Train Loss 0.9559344053268433, Train Accuracy 94.92666625976562
==> Epoch 1935/2000
Train Loss 0.9556134939193726, Train Accuracy 94.92666625976562
==> Epoch 1936/2000
Train Loss 0.9552928805351257, Train Accuracy 94.9316635131836
==> Epoch 1937/2000
Train Loss 0.954972505569458, Train Accuracy 94.93333435058594
==> Epoch 1938/2000
Train Loss 0.9546523690223694, Train Accuracy 94.9383316040039
==> Epoch 1939/2000
Train Loss 0.9543325304985046, Train Accuracy 94.94000244140625
==> Epoch 1940/2000
Train Loss 0.9540128707885742, Train Accuracy 94.9433364868164
==> Epoch 1941/2000
Train Loss 0.9536933898925781, Train Accuracy 94.9433364868164
==> Epoch 1942/2000
Train Loss 0.9533743262290955, Train Accuracy 94.94499969482422
==> Epoch 1943/2000
Train Loss 0.9530553221702576, Train Accuracy 94.94833374023438
==> Epoch 1944/2000
Train Loss 0.9527366161346436, Train Accuracy 94.95166778564453
==> Epoch 1945/2000
Train Loss 0.9524182677268982, Train Accuracy 94.94999694824219
==> Epoch 1946/2000
Train Loss 0.9520999193191528, Train Accuracy 94.94999694824219
==> Epoch 1947/2000
Train Loss 0.9517819285392761, Train Accuracy 94.95166778564453
==> Epoch 1948/2000
Train Loss 0.9514642357826233, Train Accuracy 94.95333099365234
==> Epoch 1949/2000
Train Loss 0.95114666223526, Train Accuracy 94.9566650390625
==> Epoch 1950/2000
Train Loss 0.9508293271064758, Train Accuracy 94.95833587646484
==> Epoch 1951/2000
Train Loss 0.9505123496055603, Train Accuracy 94.95833587646484
==> Epoch 1952/2000
Train Loss 0.9501956105232239, Train Accuracy 94.96499633789062
==> Epoch 1953/2000
Train Loss 0.949878990650177, Train Accuracy 94.96499633789062
==> Epoch 1954/2000
Train Loss 0.9495627284049988, Train Accuracy 94.96499633789062
==> Epoch 1955/2000
Train Loss 0.9492465853691101, Train Accuracy 94.96666717529297
==> Epoch 1956/2000
Train Loss 0.9489307403564453, Train Accuracy 94.96666717529297
==> Epoch 1957/2000
Train Loss 0.9486151337623596, Train Accuracy 94.96666717529297
==> Epoch 1958/2000
Train Loss 0.9482998251914978, Train Accuracy 94.96666717529297
==> Epoch 1959/2000
Train Loss 0.9479846358299255, Train Accuracy 94.97000122070312
==> Epoch 1960/2000
Train Loss 0.9476697444915771, Train Accuracy 94.97166442871094
==> Epoch 1961/2000
Train Loss 0.9473550319671631, Train Accuracy 94.97166442871094
==> Epoch 1962/2000
Train Loss 0.9470406174659729, Train Accuracy 94.97166442871094
==> Epoch 1963/2000
Train Loss 0.9467263221740723, Train Accuracy 94.9749984741211
==> Epoch 1964/2000
Train Loss 0.9464124441146851, Train Accuracy 94.97333526611328
==> Epoch 1965/2000
Train Loss 0.9460986256599426, Train Accuracy 94.9749984741211
==> Epoch 1966/2000
Train Loss 0.9457852244377136, Train Accuracy 94.97833251953125
==> Epoch 1967/2000
Train Loss 0.9454718828201294, Train Accuracy 94.9800033569336
==> Epoch 1968/2000
Train Loss 0.9451587796211243, Train Accuracy 94.98332977294922
==> Epoch 1969/2000
Train Loss 0.944845974445343, Train Accuracy 94.98666381835938
==> Epoch 1970/2000
Train Loss 0.9445333480834961, Train Accuracy 94.98999786376953
==> Epoch 1971/2000
Train Loss 0.9442210793495178, Train Accuracy 94.99500274658203
==> Epoch 1972/2000
Train Loss 0.9439089894294739, Train Accuracy 94.99666595458984
==> Epoch 1973/2000
Train Loss 0.9435970783233643, Train Accuracy 95.00499725341797
==> Epoch 1974/2000
Train Loss 0.9432855248451233, Train Accuracy 95.00666809082031
==> Epoch 1975/2000
Train Loss 0.9429739713668823, Train Accuracy 95.00499725341797
==> Epoch 1976/2000
Train Loss 0.94266277551651, Train Accuracy 95.00499725341797
==> Epoch 1977/2000
Train Loss 0.9423518180847168, Train Accuracy 95.00666809082031
==> Epoch 1978/2000
Train Loss 0.9420409202575684, Train Accuracy 95.00833129882812
==> Epoch 1979/2000
Train Loss 0.9417306780815125, Train Accuracy 95.00833129882812
==> Epoch 1980/2000
Train Loss 0.9414202570915222, Train Accuracy 95.00833129882812
==> Epoch 1981/2000
Train Loss 0.9411101341247559, Train Accuracy 95.00666809082031
==> Epoch 1982/2000
Train Loss 0.9408004283905029, Train Accuracy 95.00666809082031
==> Epoch 1983/2000
Train Loss 0.9404908418655396, Train Accuracy 95.01000213623047
==> Epoch 1984/2000
Train Loss 0.9401814341545105, Train Accuracy 95.01000213623047
==> Epoch 1985/2000
Train Loss 0.9398722648620605, Train Accuracy 95.01000213623047
==> Epoch 1986/2000
Train Loss 0.9395633935928345, Train Accuracy 95.01333618164062
==> Epoch 1987/2000
Train Loss 0.9392545819282532, Train Accuracy 95.01667022705078
==> Epoch 1988/2000
Train Loss 0.9389461874961853, Train Accuracy 95.02333068847656
==> Epoch 1989/2000
Train Loss 0.9386379718780518, Train Accuracy 95.02333068847656
==> Epoch 1990/2000
Train Loss 0.9383299946784973, Train Accuracy 95.02333068847656
==> Epoch 1991/2000
Train Loss 0.9380221962928772, Train Accuracy 95.02666473388672
==> Epoch 1992/2000
Train Loss 0.9377145767211914, Train Accuracy 95.03166961669922
==> Epoch 1993/2000
Train Loss 0.9374073147773743, Train Accuracy 95.02999877929688
==> Epoch 1994/2000
Train Loss 0.9371001720428467, Train Accuracy 95.02999877929688
==> Epoch 1995/2000
Train Loss 0.936793327331543, Train Accuracy 95.02999877929688
==> Epoch 1996/2000
Train Loss 0.9364866018295288, Train Accuracy 95.02833557128906
==> Epoch 1997/2000
Train Loss 0.9361801147460938, Train Accuracy 95.03166961669922
==> Epoch 1998/2000
Train Loss 0.9358739256858826, Train Accuracy 95.03500366210938
==> Epoch 1999/2000
Train Loss 0.9355679750442505, Train Accuracy 95.03666687011719
==> Epoch 2000/2000
Train Loss 0.935262143611908, Train Accuracy 95.038330078125
Finished. Total elapsed time (h:m:s): 4:55:01
