Namespace(dataset='mnist', workers=4, model='mlp_bn', batch_size=60000, n_samples=None, alpha=1, lr=0.01, start_epoch=0, max_epoch=2000, stepsize=0, gamma=0.0, momentum=0.7, trial_num=mu_07, 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: 0.7, lr: 0.01, alpha: 1
lr_euler: 0.001, factor: 10
==> Epoch 1/2000
Train Loss 8.218818664550781, Train Accuracy 8.411666870117188
==> Epoch 2/2000
Train Loss 7.960709571838379, Train Accuracy 11.526666641235352
==> Epoch 3/2000
Train Loss 7.717565536499023, Train Accuracy 15.498332977294922
==> Epoch 4/2000
Train Loss 7.48922872543335, Train Accuracy 19.770000457763672
==> Epoch 5/2000
Train Loss 7.2753167152404785, Train Accuracy 23.610000610351562
==> Epoch 6/2000
Train Loss 7.075258731842041, Train Accuracy 27.273332595825195
==> Epoch 7/2000
Train Loss 6.888352870941162, Train Accuracy 30.6733341217041
==> Epoch 8/2000
Train Loss 6.713812351226807, Train Accuracy 33.95166778564453
==> Epoch 9/2000
Train Loss 6.550801753997803, Train Accuracy 36.65833282470703
==> Epoch 10/2000
Train Loss 6.398475646972656, Train Accuracy 39.06999969482422
==> Epoch 11/2000
Train Loss 6.2559967041015625, Train Accuracy 41.17499923706055
==> Epoch 12/2000
Train Loss 6.12255859375, Train Accuracy 43.04999923706055
==> Epoch 13/2000
Train Loss 5.997400760650635, Train Accuracy 44.813331604003906
==> Epoch 14/2000
Train Loss 5.879812240600586, Train Accuracy 46.38333511352539
==> Epoch 15/2000
Train Loss 5.769135475158691, Train Accuracy 47.880001068115234
==> Epoch 16/2000
Train Loss 5.66477108001709, Train Accuracy 49.21333312988281
==> Epoch 17/2000
Train Loss 5.566171646118164, Train Accuracy 50.494998931884766
==> Epoch 18/2000
Train Loss 5.472842693328857, Train Accuracy 51.70833206176758
==> Epoch 19/2000
Train Loss 5.38433837890625, Train Accuracy 52.8466682434082
==> Epoch 20/2000
Train Loss 5.300256252288818, Train Accuracy 54.005001068115234
==> Epoch 21/2000
Train Loss 5.2202372550964355, Train Accuracy 55.01499938964844
==> Epoch 22/2000
Train Loss 5.143953800201416, Train Accuracy 56.05833435058594
==> Epoch 23/2000
Train Loss 5.071116924285889, Train Accuracy 57.040000915527344
==> Epoch 24/2000
Train Loss 5.001464366912842, Train Accuracy 57.810001373291016
==> Epoch 25/2000
Train Loss 4.934759616851807, Train Accuracy 58.608333587646484
==> Epoch 26/2000
Train Loss 4.870790481567383, Train Accuracy 59.38999938964844
==> Epoch 27/2000
Train Loss 4.809365749359131, Train Accuracy 60.1966667175293
==> Epoch 28/2000
Train Loss 4.750312328338623, Train Accuracy 60.915000915527344
==> Epoch 29/2000
Train Loss 4.693472862243652, Train Accuracy 61.651668548583984
==> Epoch 30/2000
Train Loss 4.638705730438232, Train Accuracy 62.311668395996094
==> Epoch 31/2000
Train Loss 4.58588171005249, Train Accuracy 62.9283332824707
==> Epoch 32/2000
Train Loss 4.53488302230835, Train Accuracy 63.564998626708984
==> Epoch 33/2000
Train Loss 4.485602378845215, Train Accuracy 64.15166473388672
==> Epoch 34/2000
Train Loss 4.43794059753418, Train Accuracy 64.69666290283203
==> Epoch 35/2000
Train Loss 4.391807556152344, Train Accuracy 65.26166534423828
==> Epoch 36/2000
Train Loss 4.347121715545654, Train Accuracy 65.75
==> Epoch 37/2000
Train Loss 4.303804874420166, Train Accuracy 66.2699966430664
==> Epoch 38/2000
Train Loss 4.2617878913879395, Train Accuracy 66.78500366210938
==> Epoch 39/2000
Train Loss 4.221004962921143, Train Accuracy 67.25
==> Epoch 40/2000
Train Loss 4.181396484375, Train Accuracy 67.65333557128906
==> Epoch 41/2000
Train Loss 4.142905235290527, Train Accuracy 68.11333465576172
==> Epoch 42/2000
Train Loss 4.105480194091797, Train Accuracy 68.52999877929688
==> Epoch 43/2000
Train Loss 4.069071292877197, Train Accuracy 68.91000366210938
==> Epoch 44/2000
Train Loss 4.033634185791016, Train Accuracy 69.34833526611328
==> Epoch 45/2000
Train Loss 3.9991261959075928, Train Accuracy 69.711669921875
==> Epoch 46/2000
Train Loss 3.965507745742798, Train Accuracy 70.10832977294922
==> Epoch 47/2000
Train Loss 3.932741403579712, Train Accuracy 70.45833587646484
==> Epoch 48/2000
Train Loss 3.900791645050049, Train Accuracy 70.79833221435547
==> Epoch 49/2000
Train Loss 3.8696255683898926, Train Accuracy 71.09166717529297
==> Epoch 50/2000
Train Loss 3.8392128944396973, Train Accuracy 71.34666442871094
==> Epoch 51/2000
Train Loss 3.809523582458496, Train Accuracy 71.63666534423828
==> Epoch 52/2000
Train Loss 3.7805306911468506, Train Accuracy 71.94833374023438
==> Epoch 53/2000
Train Loss 3.752206563949585, Train Accuracy 72.23999786376953
==> Epoch 54/2000
Train Loss 3.724527359008789, Train Accuracy 72.48833465576172
==> Epoch 55/2000
Train Loss 3.6974687576293945, Train Accuracy 72.76333618164062
==> Epoch 56/2000
Train Loss 3.6710095405578613, Train Accuracy 73.0199966430664
==> Epoch 57/2000
Train Loss 3.6451282501220703, Train Accuracy 73.23332977294922
==> Epoch 58/2000
Train Loss 3.6198043823242188, Train Accuracy 73.49500274658203
==> Epoch 59/2000
Train Loss 3.5950183868408203, Train Accuracy 73.70500183105469
==> Epoch 60/2000
Train Loss 3.5707521438598633, Train Accuracy 73.93333435058594
==> Epoch 61/2000
Train Loss 3.5469884872436523, Train Accuracy 74.16666412353516
==> Epoch 62/2000
Train Loss 3.5237109661102295, Train Accuracy 74.37999725341797
==> Epoch 63/2000
Train Loss 3.5009028911590576, Train Accuracy 74.61666870117188
==> Epoch 64/2000
Train Loss 3.478550434112549, Train Accuracy 74.84500122070312
==> Epoch 65/2000
Train Loss 3.4566380977630615, Train Accuracy 75.0433349609375
==> Epoch 66/2000
Train Loss 3.435152292251587, Train Accuracy 75.22666931152344
==> Epoch 67/2000
Train Loss 3.4140796661376953, Train Accuracy 75.38166809082031
==> Epoch 68/2000
Train Loss 3.3934075832366943, Train Accuracy 75.54833221435547
==> Epoch 69/2000
Train Loss 3.3731236457824707, Train Accuracy 75.71333312988281
==> Epoch 70/2000
Train Loss 3.3532168865203857, Train Accuracy 75.90666961669922
==> Epoch 71/2000
Train Loss 3.3336753845214844, Train Accuracy 76.07833099365234
==> Epoch 72/2000
Train Loss 3.314488649368286, Train Accuracy 76.22833251953125
==> Epoch 73/2000
Train Loss 3.2956461906433105, Train Accuracy 76.39167022705078
==> Epoch 74/2000
Train Loss 3.2771387100219727, Train Accuracy 76.53333282470703
==> Epoch 75/2000
Train Loss 3.258955717086792, Train Accuracy 76.711669921875
==> Epoch 76/2000
Train Loss 3.2410888671875, Train Accuracy 76.86833190917969
==> Epoch 77/2000
Train Loss 3.223529100418091, Train Accuracy 77.00333404541016
==> Epoch 78/2000
Train Loss 3.206267833709717, Train Accuracy 77.13500213623047
==> Epoch 79/2000
Train Loss 3.1892971992492676, Train Accuracy 77.2683334350586
==> Epoch 80/2000
Train Loss 3.1726088523864746, Train Accuracy 77.44000244140625
==> Epoch 81/2000
Train Loss 3.156195878982544, Train Accuracy 77.59500122070312
==> Epoch 82/2000
Train Loss 3.1400504112243652, Train Accuracy 77.73666381835938
==> Epoch 83/2000
Train Loss 3.1241657733917236, Train Accuracy 77.8550033569336
==> Epoch 84/2000
Train Loss 3.108535051345825, Train Accuracy 77.95833587646484
==> Epoch 85/2000
Train Loss 3.093151330947876, Train Accuracy 78.09333038330078
==> Epoch 86/2000
Train Loss 3.0780091285705566, Train Accuracy 78.19999694824219
==> Epoch 87/2000
Train Loss 3.0631017684936523, Train Accuracy 78.28666687011719
==> Epoch 88/2000
Train Loss 3.0484235286712646, Train Accuracy 78.41999816894531
==> Epoch 89/2000
Train Loss 3.033968448638916, Train Accuracy 78.54499816894531
==> Epoch 90/2000
Train Loss 3.0197317600250244, Train Accuracy 78.66999816894531
==> Epoch 91/2000
Train Loss 3.005707263946533, Train Accuracy 78.77666473388672
==> Epoch 92/2000
Train Loss 2.9918901920318604, Train Accuracy 78.88166809082031
==> Epoch 93/2000
Train Loss 2.978276014328003, Train Accuracy 78.99666595458984
==> Epoch 94/2000
Train Loss 2.9648592472076416, Train Accuracy 79.10832977294922
==> Epoch 95/2000
Train Loss 2.9516355991363525, Train Accuracy 79.21833038330078
==> Epoch 96/2000
Train Loss 2.938600778579712, Train Accuracy 79.3133316040039
==> Epoch 97/2000
Train Loss 2.9257500171661377, Train Accuracy 79.43000030517578
==> Epoch 98/2000
Train Loss 2.913079023361206, Train Accuracy 79.54166412353516
==> Epoch 99/2000
Train Loss 2.9005839824676514, Train Accuracy 79.63999938964844
==> Epoch 100/2000
Train Loss 2.888261079788208, Train Accuracy 79.72000122070312
==> Epoch 101/2000
Train Loss 2.8761062622070312, Train Accuracy 79.81999969482422
==> Epoch 102/2000
Train Loss 2.8641157150268555, Train Accuracy 79.90666961669922
==> Epoch 103/2000
Train Loss 2.8522863388061523, Train Accuracy 79.9816665649414
==> Epoch 104/2000
Train Loss 2.840613603591919, Train Accuracy 80.0633316040039
==> Epoch 105/2000
Train Loss 2.8290951251983643, Train Accuracy 80.16166687011719
==> Epoch 106/2000
Train Loss 2.8177270889282227, Train Accuracy 80.25499725341797
==> Epoch 107/2000
Train Loss 2.806506395339966, Train Accuracy 80.33833312988281
==> Epoch 108/2000
Train Loss 2.7954304218292236, Train Accuracy 80.41500091552734
==> Epoch 109/2000
Train Loss 2.7844953536987305, Train Accuracy 80.5
==> Epoch 110/2000
Train Loss 2.7736988067626953, Train Accuracy 80.58499908447266
==> Epoch 111/2000
Train Loss 2.7630374431610107, Train Accuracy 80.65833282470703
==> Epoch 112/2000
Train Loss 2.7525088787078857, Train Accuracy 80.72666931152344
==> Epoch 113/2000
Train Loss 2.74211049079895, Train Accuracy 80.8116683959961
==> Epoch 114/2000
Train Loss 2.731839656829834, Train Accuracy 80.8949966430664
==> Epoch 115/2000
Train Loss 2.721693277359009, Train Accuracy 80.9566650390625
==> Epoch 116/2000
Train Loss 2.711669445037842, Train Accuracy 81.04000091552734
==> Epoch 117/2000
Train Loss 2.701765537261963, Train Accuracy 81.11666870117188
==> Epoch 118/2000
Train Loss 2.6919796466827393, Train Accuracy 81.19166564941406
==> Epoch 119/2000
Train Loss 2.6823089122772217, Train Accuracy 81.25833129882812
==> Epoch 120/2000
Train Loss 2.6727511882781982, Train Accuracy 81.3316650390625
==> Epoch 121/2000
Train Loss 2.663304567337036, Train Accuracy 81.41166687011719
==> Epoch 122/2000
Train Loss 2.6539669036865234, Train Accuracy 81.4749984741211
==> Epoch 123/2000
Train Loss 2.6447360515594482, Train Accuracy 81.53500366210938
==> Epoch 124/2000
Train Loss 2.6356101036071777, Train Accuracy 81.59166717529297
==> Epoch 125/2000
Train Loss 2.6265869140625, Train Accuracy 81.65833282470703
==> Epoch 126/2000
Train Loss 2.6176648139953613, Train Accuracy 81.72166442871094
==> Epoch 127/2000
Train Loss 2.608841896057129, Train Accuracy 81.8066635131836
==> Epoch 128/2000
Train Loss 2.60011625289917, Train Accuracy 81.875
==> Epoch 129/2000
Train Loss 2.5914862155914307, Train Accuracy 81.9383316040039
==> Epoch 130/2000
Train Loss 2.5829503536224365, Train Accuracy 81.97000122070312
==> Epoch 131/2000
Train Loss 2.5745065212249756, Train Accuracy 82.01667022705078
==> Epoch 132/2000
Train Loss 2.566153049468994, Train Accuracy 82.06666564941406
==> Epoch 133/2000
Train Loss 2.5578887462615967, Train Accuracy 82.12166595458984
==> Epoch 134/2000
Train Loss 2.5497121810913086, Train Accuracy 82.17333221435547
==> Epoch 135/2000
Train Loss 2.541620969772339, Train Accuracy 82.23500061035156
==> Epoch 136/2000
Train Loss 2.5336148738861084, Train Accuracy 82.28666687011719
==> Epoch 137/2000
Train Loss 2.525691270828247, Train Accuracy 82.35832977294922
==> Epoch 138/2000
Train Loss 2.5178494453430176, Train Accuracy 82.413330078125
==> Epoch 139/2000
Train Loss 2.5100879669189453, Train Accuracy 82.46666717529297
==> Epoch 140/2000
Train Loss 2.5024054050445557, Train Accuracy 82.52666473388672
==> Epoch 141/2000
Train Loss 2.494800329208374, Train Accuracy 82.57166290283203
==> Epoch 142/2000
Train Loss 2.487271547317505, Train Accuracy 82.61499786376953
==> Epoch 143/2000
Train Loss 2.4798176288604736, Train Accuracy 82.67833709716797
==> Epoch 144/2000
Train Loss 2.472437858581543, Train Accuracy 82.71833038330078
==> Epoch 145/2000
Train Loss 2.465130567550659, Train Accuracy 82.76499938964844
==> Epoch 146/2000
Train Loss 2.457894802093506, Train Accuracy 82.81666564941406
==> Epoch 147/2000
Train Loss 2.4507291316986084, Train Accuracy 82.85166931152344
==> Epoch 148/2000
Train Loss 2.4436328411102295, Train Accuracy 82.8933334350586
==> Epoch 149/2000
Train Loss 2.4366047382354736, Train Accuracy 82.9316635131836
==> Epoch 150/2000
Train Loss 2.429643154144287, Train Accuracy 82.98500061035156
==> Epoch 151/2000
Train Loss 2.422747850418091, Train Accuracy 83.04499816894531
==> Epoch 152/2000
Train Loss 2.41591739654541, Train Accuracy 83.09500122070312
==> Epoch 153/2000
Train Loss 2.4091508388519287, Train Accuracy 83.14666748046875
==> Epoch 154/2000
Train Loss 2.402447462081909, Train Accuracy 83.19000244140625
==> Epoch 155/2000
Train Loss 2.395805835723877, Train Accuracy 83.23500061035156
==> Epoch 156/2000
Train Loss 2.389225482940674, Train Accuracy 83.2699966430664
==> Epoch 157/2000
Train Loss 2.3827052116394043, Train Accuracy 83.29833221435547
==> Epoch 158/2000
Train Loss 2.376243829727173, Train Accuracy 83.33833312988281
==> Epoch 159/2000
Train Loss 2.3698410987854004, Train Accuracy 83.38166809082031
==> Epoch 160/2000
Train Loss 2.3634958267211914, Train Accuracy 83.413330078125
==> Epoch 161/2000
Train Loss 2.3572072982788086, Train Accuracy 83.4383316040039
==> Epoch 162/2000
Train Loss 2.3509743213653564, Train Accuracy 83.48666381835938
==> Epoch 163/2000
Train Loss 2.3447964191436768, Train Accuracy 83.54666900634766
==> Epoch 164/2000
Train Loss 2.338672637939453, Train Accuracy 83.58999633789062
==> Epoch 165/2000
Train Loss 2.3326022624969482, Train Accuracy 83.63999938964844
==> Epoch 166/2000
Train Loss 2.326584577560425, Train Accuracy 83.68000030517578
==> Epoch 167/2000
Train Loss 2.3206188678741455, Train Accuracy 83.73500061035156
==> Epoch 168/2000
Train Loss 2.314703941345215, Train Accuracy 83.76000213623047
==> Epoch 169/2000
Train Loss 2.308839797973633, Train Accuracy 83.80000305175781
==> Epoch 170/2000
Train Loss 2.303025245666504, Train Accuracy 83.82666778564453
==> Epoch 171/2000
Train Loss 2.29725980758667, Train Accuracy 83.86000061035156
==> Epoch 172/2000
Train Loss 2.2915425300598145, Train Accuracy 83.90166473388672
==> Epoch 173/2000
Train Loss 2.2858731746673584, Train Accuracy 83.92166900634766
==> Epoch 174/2000
Train Loss 2.2802507877349854, Train Accuracy 83.95333099365234
==> Epoch 175/2000
Train Loss 2.274674415588379, Train Accuracy 83.98666381835938
==> Epoch 176/2000
Train Loss 2.269144296646118, Train Accuracy 84.02166748046875
==> Epoch 177/2000
Train Loss 2.2636592388153076, Train Accuracy 84.05500030517578
==> Epoch 178/2000
Train Loss 2.25821852684021, Train Accuracy 84.09333038330078
==> Epoch 179/2000
Train Loss 2.252821445465088, Train Accuracy 84.13166809082031
==> Epoch 180/2000
Train Loss 2.2474682331085205, Train Accuracy 84.17166900634766
==> Epoch 181/2000
Train Loss 2.2421576976776123, Train Accuracy 84.20833587646484
==> Epoch 182/2000
Train Loss 2.236889362335205, Train Accuracy 84.25666809082031
==> Epoch 183/2000
Train Loss 2.2316622734069824, Train Accuracy 84.2750015258789
==> Epoch 184/2000
Train Loss 2.2264769077301025, Train Accuracy 84.30833435058594
==> Epoch 185/2000
Train Loss 2.2213315963745117, Train Accuracy 84.36000061035156
==> Epoch 186/2000
Train Loss 2.216226577758789, Train Accuracy 84.39666748046875
==> Epoch 187/2000
Train Loss 2.211160898208618, Train Accuracy 84.44166564941406
==> Epoch 188/2000
Train Loss 2.206134796142578, Train Accuracy 84.47333526611328
==> Epoch 189/2000
Train Loss 2.2011466026306152, Train Accuracy 84.50333404541016
==> Epoch 190/2000
Train Loss 2.1961967945098877, Train Accuracy 84.53500366210938
==> Epoch 191/2000
Train Loss 2.191284418106079, Train Accuracy 84.55000305175781
==> Epoch 192/2000
Train Loss 2.1864094734191895, Train Accuracy 84.58000183105469
==> Epoch 193/2000
Train Loss 2.1815707683563232, Train Accuracy 84.59500122070312
==> Epoch 194/2000
Train Loss 2.1767680644989014, Train Accuracy 84.63666534423828
==> Epoch 195/2000
Train Loss 2.172001600265503, Train Accuracy 84.66666412353516
==> Epoch 196/2000
Train Loss 2.1672704219818115, Train Accuracy 84.69166564941406
==> Epoch 197/2000
Train Loss 2.1625735759735107, Train Accuracy 84.72666931152344
==> Epoch 198/2000
Train Loss 2.157911777496338, Train Accuracy 84.76166534423828
==> Epoch 199/2000
Train Loss 2.1532835960388184, Train Accuracy 84.79166412353516
==> Epoch 200/2000
Train Loss 2.1486892700195312, Train Accuracy 84.81666564941406
==> Epoch 201/2000
Train Loss 2.1441280841827393, Train Accuracy 84.836669921875
==> Epoch 202/2000
Train Loss 2.139599561691284, Train Accuracy 84.85832977294922
==> Epoch 203/2000
Train Loss 2.135103702545166, Train Accuracy 84.88500213623047
==> Epoch 204/2000
Train Loss 2.1306397914886475, Train Accuracy 84.91666412353516
==> Epoch 205/2000
Train Loss 2.1262075901031494, Train Accuracy 84.94000244140625
==> Epoch 206/2000
Train Loss 2.1218063831329346, Train Accuracy 84.97166442871094
==> Epoch 207/2000
Train Loss 2.117436170578003, Train Accuracy 84.98500061035156
==> Epoch 208/2000
Train Loss 2.1130969524383545, Train Accuracy 85.0
==> Epoch 209/2000
Train Loss 2.1087875366210938, Train Accuracy 85.0183334350586
==> Epoch 210/2000
Train Loss 2.1045081615448, Train Accuracy 85.04166412353516
==> Epoch 211/2000
Train Loss 2.1002583503723145, Train Accuracy 85.0683364868164
==> Epoch 212/2000
Train Loss 2.0960376262664795, Train Accuracy 85.10333251953125
==> Epoch 213/2000
Train Loss 2.091845750808716, Train Accuracy 85.12666320800781
==> Epoch 214/2000
Train Loss 2.0876822471618652, Train Accuracy 85.14833068847656
==> Epoch 215/2000
Train Loss 2.083547353744507, Train Accuracy 85.163330078125
==> Epoch 216/2000
Train Loss 2.079440116882324, Train Accuracy 85.17833709716797
==> Epoch 217/2000
Train Loss 2.0753605365753174, Train Accuracy 85.2249984741211
==> Epoch 218/2000
Train Loss 2.071308135986328, Train Accuracy 85.24833679199219
==> Epoch 219/2000
Train Loss 2.0672824382781982, Train Accuracy 85.27833557128906
==> Epoch 220/2000
Train Loss 2.063283920288086, Train Accuracy 85.30999755859375
==> Epoch 221/2000
Train Loss 2.059311628341675, Train Accuracy 85.33333587646484
==> Epoch 222/2000
Train Loss 2.0553653240203857, Train Accuracy 85.36000061035156
==> Epoch 223/2000
Train Loss 2.0514447689056396, Train Accuracy 85.39167022705078
==> Epoch 224/2000
Train Loss 2.0475497245788574, Train Accuracy 85.42166900634766
==> Epoch 225/2000
Train Loss 2.043680191040039, Train Accuracy 85.4383316040039
==> Epoch 226/2000
Train Loss 2.0398354530334473, Train Accuracy 85.45500183105469
==> Epoch 227/2000
Train Loss 2.036015510559082, Train Accuracy 85.47833251953125
==> Epoch 228/2000
Train Loss 2.0322203636169434, Train Accuracy 85.50666809082031
==> Epoch 229/2000
Train Loss 2.0284488201141357, Train Accuracy 85.53500366210938
==> Epoch 230/2000
Train Loss 2.0247013568878174, Train Accuracy 85.55999755859375
==> Epoch 231/2000
Train Loss 2.020977735519409, Train Accuracy 85.586669921875
==> Epoch 232/2000
Train Loss 2.017277240753174, Train Accuracy 85.60832977294922
==> Epoch 233/2000
Train Loss 2.0136001110076904, Train Accuracy 85.62833404541016
==> Epoch 234/2000
Train Loss 2.00994610786438, Train Accuracy 85.6449966430664
==> Epoch 235/2000
Train Loss 2.006314516067505, Train Accuracy 85.663330078125
==> Epoch 236/2000
Train Loss 2.0027055740356445, Train Accuracy 85.6816635131836
==> Epoch 237/2000
Train Loss 1.9991189241409302, Train Accuracy 85.70333099365234
==> Epoch 238/2000
Train Loss 1.9955540895462036, Train Accuracy 85.73332977294922
==> Epoch 239/2000
Train Loss 1.9920114278793335, Train Accuracy 85.75166320800781
==> Epoch 240/2000
Train Loss 1.9884902238845825, Train Accuracy 85.76166534423828
==> Epoch 241/2000
Train Loss 1.9849903583526611, Train Accuracy 85.79666900634766
==> Epoch 242/2000
Train Loss 1.9815117120742798, Train Accuracy 85.81999969482422
==> Epoch 243/2000
Train Loss 1.9780538082122803, Train Accuracy 85.836669921875
==> Epoch 244/2000
Train Loss 1.9746161699295044, Train Accuracy 85.87666320800781
==> Epoch 245/2000
Train Loss 1.9712001085281372, Train Accuracy 85.8949966430664
==> Epoch 246/2000
Train Loss 1.9678038358688354, Train Accuracy 85.91166687011719
==> Epoch 247/2000
Train Loss 1.9644273519515991, Train Accuracy 85.9316635131836
==> Epoch 248/2000
Train Loss 1.9610710144042969, Train Accuracy 85.95500183105469
==> Epoch 249/2000
Train Loss 1.9577348232269287, Train Accuracy 85.97666931152344
==> Epoch 250/2000
Train Loss 1.9544175863265991, Train Accuracy 86.00166320800781
==> Epoch 251/2000
Train Loss 1.9511196613311768, Train Accuracy 86.02999877929688
==> Epoch 252/2000
Train Loss 1.9478416442871094, Train Accuracy 86.05333709716797
==> Epoch 253/2000
Train Loss 1.9445818662643433, Train Accuracy 86.07333374023438
==> Epoch 254/2000
Train Loss 1.9413411617279053, Train Accuracy 86.07833099365234
==> Epoch 255/2000
Train Loss 1.9381189346313477, Train Accuracy 86.08499908447266
==> Epoch 256/2000
Train Loss 1.9349151849746704, Train Accuracy 86.10333251953125
==> Epoch 257/2000
Train Loss 1.9317293167114258, Train Accuracy 86.12833404541016
==> Epoch 258/2000
Train Loss 1.928562045097351, Train Accuracy 86.14167022705078
==> Epoch 259/2000
Train Loss 1.9254124164581299, Train Accuracy 86.15833282470703
==> Epoch 260/2000
Train Loss 1.9222807884216309, Train Accuracy 86.17666625976562
==> Epoch 261/2000
Train Loss 1.9191664457321167, Train Accuracy 86.19166564941406
==> Epoch 262/2000
Train Loss 1.916069507598877, Train Accuracy 86.22333526611328
==> Epoch 263/2000
Train Loss 1.9129899740219116, Train Accuracy 86.24333190917969
==> Epoch 264/2000
Train Loss 1.909927487373352, Train Accuracy 86.26166534423828
==> Epoch 265/2000
Train Loss 1.9068819284439087, Train Accuracy 86.27666473388672
==> Epoch 266/2000
Train Loss 1.903853178024292, Train Accuracy 86.29000091552734
==> Epoch 267/2000
Train Loss 1.9008411169052124, Train Accuracy 86.30333709716797
==> Epoch 268/2000
Train Loss 1.8978453874588013, Train Accuracy 86.32833099365234
==> Epoch 269/2000
Train Loss 1.8948659896850586, Train Accuracy 86.35333251953125
==> Epoch 270/2000
Train Loss 1.8919026851654053, Train Accuracy 86.375
==> Epoch 271/2000
Train Loss 1.8889555931091309, Train Accuracy 86.39167022705078
==> Epoch 272/2000
Train Loss 1.8860242366790771, Train Accuracy 86.40666961669922
==> Epoch 273/2000
Train Loss 1.8831089735031128, Train Accuracy 86.43333435058594
==> Epoch 274/2000
Train Loss 1.8802088499069214, Train Accuracy 86.4433364868164
==> Epoch 275/2000
Train Loss 1.877324104309082, Train Accuracy 86.461669921875
==> Epoch 276/2000
Train Loss 1.8744549751281738, Train Accuracy 86.47333526611328
==> Epoch 277/2000
Train Loss 1.8716011047363281, Train Accuracy 86.49166870117188
==> Epoch 278/2000
Train Loss 1.8687621355056763, Train Accuracy 86.5199966430664
==> Epoch 279/2000
Train Loss 1.8659380674362183, Train Accuracy 86.5433349609375
==> Epoch 280/2000
Train Loss 1.863128900527954, Train Accuracy 86.55999755859375
==> Epoch 281/2000
Train Loss 1.8603342771530151, Train Accuracy 86.57499694824219
==> Epoch 282/2000
Train Loss 1.857554316520691, Train Accuracy 86.58499908447266
==> Epoch 283/2000
Train Loss 1.8547881841659546, Train Accuracy 86.60166931152344
==> Epoch 284/2000
Train Loss 1.8520370721817017, Train Accuracy 86.625
==> Epoch 285/2000
Train Loss 1.8492997884750366, Train Accuracy 86.63500213623047
==> Epoch 286/2000
Train Loss 1.846576452255249, Train Accuracy 86.65333557128906
==> Epoch 287/2000
Train Loss 1.8438674211502075, Train Accuracy 86.67333221435547
==> Epoch 288/2000
Train Loss 1.8411717414855957, Train Accuracy 86.6883316040039
==> Epoch 289/2000
Train Loss 1.8384898900985718, Train Accuracy 86.69833374023438
==> Epoch 290/2000
Train Loss 1.8358216285705566, Train Accuracy 86.72166442871094
==> Epoch 291/2000
Train Loss 1.8331670761108398, Train Accuracy 86.74333190917969
==> Epoch 292/2000
Train Loss 1.830525517463684, Train Accuracy 86.75666809082031
==> Epoch 293/2000
Train Loss 1.8278971910476685, Train Accuracy 86.7683334350586
==> Epoch 294/2000
Train Loss 1.825282096862793, Train Accuracy 86.78666687011719
==> Epoch 295/2000
Train Loss 1.8226799964904785, Train Accuracy 86.79833221435547
==> Epoch 296/2000
Train Loss 1.8200907707214355, Train Accuracy 86.81666564941406
==> Epoch 297/2000
Train Loss 1.817514419555664, Train Accuracy 86.85333251953125
==> Epoch 298/2000
Train Loss 1.8149504661560059, Train Accuracy 86.86499786376953
==> Epoch 299/2000
Train Loss 1.81239914894104, Train Accuracy 86.875
==> Epoch 300/2000
Train Loss 1.8098604679107666, Train Accuracy 86.88666534423828
==> Epoch 301/2000
Train Loss 1.8073341846466064, Train Accuracy 86.89167022705078
==> Epoch 302/2000
Train Loss 1.8048200607299805, Train Accuracy 86.9000015258789
==> Epoch 303/2000
Train Loss 1.8023180961608887, Train Accuracy 86.92166900634766
==> Epoch 304/2000
Train Loss 1.7998284101486206, Train Accuracy 86.9366683959961
==> Epoch 305/2000
Train Loss 1.7973504066467285, Train Accuracy 86.95333099365234
==> Epoch 306/2000
Train Loss 1.7948843240737915, Train Accuracy 86.96833038330078
==> Epoch 307/2000
Train Loss 1.7924302816390991, Train Accuracy 86.9816665649414
==> Epoch 308/2000
Train Loss 1.7899876832962036, Train Accuracy 86.98999786376953
==> Epoch 309/2000
Train Loss 1.787556767463684, Train Accuracy 87.00666809082031
==> Epoch 310/2000
Train Loss 1.785137414932251, Train Accuracy 87.0250015258789
==> Epoch 311/2000
Train Loss 1.7827293872833252, Train Accuracy 87.0433349609375
==> Epoch 312/2000
Train Loss 1.7803324460983276, Train Accuracy 87.0616683959961
==> Epoch 313/2000
Train Loss 1.7779473066329956, Train Accuracy 87.07666778564453
==> Epoch 314/2000
Train Loss 1.7755728960037231, Train Accuracy 87.09666442871094
==> Epoch 315/2000
Train Loss 1.773209571838379, Train Accuracy 87.11333465576172
==> Epoch 316/2000
Train Loss 1.7708570957183838, Train Accuracy 87.12333679199219
==> Epoch 317/2000
Train Loss 1.7685158252716064, Train Accuracy 87.13500213623047
==> Epoch 318/2000
Train Loss 1.7661851644515991, Train Accuracy 87.1433334350586
==> Epoch 319/2000
Train Loss 1.7638651132583618, Train Accuracy 87.163330078125
==> Epoch 320/2000
Train Loss 1.7615560293197632, Train Accuracy 87.17833709716797
==> Epoch 321/2000
Train Loss 1.7592573165893555, Train Accuracy 87.1933364868164
==> Epoch 322/2000
Train Loss 1.7569688558578491, Train Accuracy 87.20333099365234
==> Epoch 323/2000
Train Loss 1.7546911239624023, Train Accuracy 87.21333312988281
==> Epoch 324/2000
Train Loss 1.752423644065857, Train Accuracy 87.22833251953125
==> Epoch 325/2000
Train Loss 1.7501661777496338, Train Accuracy 87.24833679199219
==> Epoch 326/2000
Train Loss 1.7479190826416016, Train Accuracy 87.26166534423828
==> Epoch 327/2000
Train Loss 1.745681881904602, Train Accuracy 87.27999877929688
==> Epoch 328/2000
Train Loss 1.743454933166504, Train Accuracy 87.29166412353516
==> Epoch 329/2000
Train Loss 1.7412376403808594, Train Accuracy 87.30166625976562
==> Epoch 330/2000
Train Loss 1.7390304803848267, Train Accuracy 87.3133316040039
==> Epoch 331/2000
Train Loss 1.736832857131958, Train Accuracy 87.32333374023438
==> Epoch 332/2000
Train Loss 1.734644889831543, Train Accuracy 87.33999633789062
==> Epoch 333/2000
Train Loss 1.7324665784835815, Train Accuracy 87.3566665649414
==> Epoch 334/2000
Train Loss 1.7302979230880737, Train Accuracy 87.37166595458984
==> Epoch 335/2000
Train Loss 1.7281389236450195, Train Accuracy 87.38500213623047
==> Epoch 336/2000
Train Loss 1.7259891033172607, Train Accuracy 87.3933334350586
==> Epoch 337/2000
Train Loss 1.7238487005233765, Train Accuracy 87.3949966430664
==> Epoch 338/2000
Train Loss 1.7217177152633667, Train Accuracy 87.40833282470703
==> Epoch 339/2000
Train Loss 1.7195957899093628, Train Accuracy 87.41666412353516
==> Epoch 340/2000
Train Loss 1.7174828052520752, Train Accuracy 87.42500305175781
==> Epoch 341/2000
Train Loss 1.7153791189193726, Train Accuracy 87.4433364868164
==> Epoch 342/2000
Train Loss 1.7132843732833862, Train Accuracy 87.46499633789062
==> Epoch 343/2000
Train Loss 1.7111986875534058, Train Accuracy 87.4816665649414
==> Epoch 344/2000
Train Loss 1.709121823310852, Train Accuracy 87.47833251953125
==> Epoch 345/2000
Train Loss 1.707053780555725, Train Accuracy 87.4816665649414
==> Epoch 346/2000
Train Loss 1.7049944400787354, Train Accuracy 87.48666381835938
==> Epoch 347/2000
Train Loss 1.7029438018798828, Train Accuracy 87.50333404541016
==> Epoch 348/2000
Train Loss 1.700901985168457, Train Accuracy 87.51499938964844
==> Epoch 349/2000
Train Loss 1.6988683938980103, Train Accuracy 87.5250015258789
==> Epoch 350/2000
Train Loss 1.6968435049057007, Train Accuracy 87.53333282470703
==> Epoch 351/2000
Train Loss 1.6948270797729492, Train Accuracy 87.54833221435547
==> Epoch 352/2000
Train Loss 1.6928189992904663, Train Accuracy 87.5566635131836
==> Epoch 353/2000
Train Loss 1.690819263458252, Train Accuracy 87.5683364868164
==> Epoch 354/2000
Train Loss 1.6888278722763062, Train Accuracy 87.56999969482422
==> Epoch 355/2000
Train Loss 1.6868443489074707, Train Accuracy 87.58333587646484
==> Epoch 356/2000
Train Loss 1.6848695278167725, Train Accuracy 87.59500122070312
==> Epoch 357/2000
Train Loss 1.6829023361206055, Train Accuracy 87.60166931152344
==> Epoch 358/2000
Train Loss 1.6809433698654175, Train Accuracy 87.61499786376953
==> Epoch 359/2000
Train Loss 1.6789922714233398, Train Accuracy 87.62666320800781
==> Epoch 360/2000
Train Loss 1.6770493984222412, Train Accuracy 87.63999938964844
==> Epoch 361/2000
Train Loss 1.6751141548156738, Train Accuracy 87.65166473388672
==> Epoch 362/2000
Train Loss 1.6731867790222168, Train Accuracy 87.66000366210938
==> Epoch 363/2000
Train Loss 1.6712672710418701, Train Accuracy 87.67500305175781
==> Epoch 364/2000
Train Loss 1.6693553924560547, Train Accuracy 87.69000244140625
==> Epoch 365/2000
Train Loss 1.6674507856369019, Train Accuracy 87.70333099365234
==> Epoch 366/2000
Train Loss 1.665554404258728, Train Accuracy 87.72000122070312
==> Epoch 367/2000
Train Loss 1.6636652946472168, Train Accuracy 87.7316665649414
==> Epoch 368/2000
Train Loss 1.6617838144302368, Train Accuracy 87.74500274658203
==> Epoch 369/2000
Train Loss 1.6599096059799194, Train Accuracy 87.75166320800781
==> Epoch 370/2000
Train Loss 1.6580429077148438, Train Accuracy 87.76499938964844
==> Epoch 371/2000
Train Loss 1.6561834812164307, Train Accuracy 87.77666473388672
==> Epoch 372/2000
Train Loss 1.6543314456939697, Train Accuracy 87.788330078125
==> Epoch 373/2000
Train Loss 1.6524864435195923, Train Accuracy 87.79499816894531
==> Epoch 374/2000
Train Loss 1.650649070739746, Train Accuracy 87.80333709716797
==> Epoch 375/2000
Train Loss 1.6488184928894043, Train Accuracy 87.81500244140625
==> Epoch 376/2000
Train Loss 1.646995186805725, Train Accuracy 87.8183364868164
==> Epoch 377/2000
Train Loss 1.6451789140701294, Train Accuracy 87.83333587646484
==> Epoch 378/2000
Train Loss 1.6433696746826172, Train Accuracy 87.83999633789062
==> Epoch 379/2000
Train Loss 1.6415674686431885, Train Accuracy 87.84500122070312
==> Epoch 380/2000
Train Loss 1.6397721767425537, Train Accuracy 87.86166381835938
==> Epoch 381/2000
Train Loss 1.6379836797714233, Train Accuracy 87.86833190917969
==> Epoch 382/2000
Train Loss 1.6362018585205078, Train Accuracy 87.88166809082031
==> Epoch 383/2000
Train Loss 1.6344270706176758, Train Accuracy 87.88999938964844
==> Epoch 384/2000
Train Loss 1.632658839225769, Train Accuracy 87.89666748046875
==> Epoch 385/2000
Train Loss 1.6308972835540771, Train Accuracy 87.90833282470703
==> Epoch 386/2000
Train Loss 1.6291426420211792, Train Accuracy 87.91666412353516
==> Epoch 387/2000
Train Loss 1.6273945569992065, Train Accuracy 87.92833709716797
==> Epoch 388/2000
Train Loss 1.6256530284881592, Train Accuracy 87.94000244140625
==> Epoch 389/2000
Train Loss 1.6239179372787476, Train Accuracy 87.95333099365234
==> Epoch 390/2000
Train Loss 1.6221892833709717, Train Accuracy 87.96833038330078
==> Epoch 391/2000
Train Loss 1.6204670667648315, Train Accuracy 87.97166442871094
==> Epoch 392/2000
Train Loss 1.6187512874603271, Train Accuracy 87.98332977294922
==> Epoch 393/2000
Train Loss 1.6170419454574585, Train Accuracy 87.99500274658203
==> Epoch 394/2000
Train Loss 1.6153390407562256, Train Accuracy 88.00499725341797
==> Epoch 395/2000
Train Loss 1.6136420965194702, Train Accuracy 88.02166748046875
==> Epoch 396/2000
Train Loss 1.6119515895843506, Train Accuracy 88.03500366210938
==> Epoch 397/2000
Train Loss 1.6102672815322876, Train Accuracy 88.0433349609375
==> Epoch 398/2000
Train Loss 1.6085890531539917, Train Accuracy 88.05000305175781
==> Epoch 399/2000
Train Loss 1.606916904449463, Train Accuracy 88.06666564941406
==> Epoch 400/2000
Train Loss 1.6052510738372803, Train Accuracy 88.07166290283203
==> Epoch 401/2000
Train Loss 1.6035910844802856, Train Accuracy 88.07499694824219
==> Epoch 402/2000
Train Loss 1.601937174797058, Train Accuracy 88.08499908447266
==> Epoch 403/2000
Train Loss 1.600289225578308, Train Accuracy 88.09166717529297
==> Epoch 404/2000
Train Loss 1.5986473560333252, Train Accuracy 88.10333251953125
==> Epoch 405/2000
Train Loss 1.5970110893249512, Train Accuracy 88.10832977294922
==> Epoch 406/2000
Train Loss 1.5953809022903442, Train Accuracy 88.11666870117188
==> Epoch 407/2000
Train Loss 1.5937563180923462, Train Accuracy 88.12000274658203
==> Epoch 408/2000
Train Loss 1.5921378135681152, Train Accuracy 88.125
==> Epoch 409/2000
Train Loss 1.5905247926712036, Train Accuracy 88.13833618164062
==> Epoch 410/2000
Train Loss 1.58891761302948, Train Accuracy 88.1449966430664
==> Epoch 411/2000
Train Loss 1.5873161554336548, Train Accuracy 88.15499877929688
==> Epoch 412/2000
Train Loss 1.5857203006744385, Train Accuracy 88.16166687011719
==> Epoch 413/2000
Train Loss 1.584130048751831, Train Accuracy 88.1683349609375
==> Epoch 414/2000
Train Loss 1.582545280456543, Train Accuracy 88.17500305175781
==> Epoch 415/2000
Train Loss 1.5809662342071533, Train Accuracy 88.1883316040039
==> Epoch 416/2000
Train Loss 1.579392671585083, Train Accuracy 88.19999694824219
==> Epoch 417/2000
Train Loss 1.5778244733810425, Train Accuracy 88.21833038330078
==> Epoch 418/2000
Train Loss 1.5762617588043213, Train Accuracy 88.22333526611328
==> Epoch 419/2000
Train Loss 1.5747044086456299, Train Accuracy 88.2300033569336
==> Epoch 420/2000
Train Loss 1.5731525421142578, Train Accuracy 88.23999786376953
==> Epoch 421/2000
Train Loss 1.571605920791626, Train Accuracy 88.24833679199219
==> Epoch 422/2000
Train Loss 1.5700647830963135, Train Accuracy 88.26499938964844
==> Epoch 423/2000
Train Loss 1.568528652191162, Train Accuracy 88.27333068847656
==> Epoch 424/2000
Train Loss 1.56699800491333, Train Accuracy 88.28333282470703
==> Epoch 425/2000
Train Loss 1.5654724836349487, Train Accuracy 88.288330078125
==> Epoch 426/2000
Train Loss 1.5639522075653076, Train Accuracy 88.29499816894531
==> Epoch 427/2000
Train Loss 1.5624369382858276, Train Accuracy 88.30833435058594
==> Epoch 428/2000
Train Loss 1.560926914215088, Train Accuracy 88.31500244140625
==> Epoch 429/2000
Train Loss 1.5594221353530884, Train Accuracy 88.32333374023438
==> Epoch 430/2000
Train Loss 1.5579220056533813, Train Accuracy 88.33333587646484
==> Epoch 431/2000
Train Loss 1.556427240371704, Train Accuracy 88.33999633789062
==> Epoch 432/2000
Train Loss 1.554937481880188, Train Accuracy 88.34666442871094
==> Epoch 433/2000
Train Loss 1.5534526109695435, Train Accuracy 88.35832977294922
==> Epoch 434/2000
Train Loss 1.5519726276397705, Train Accuracy 88.37333679199219
==> Epoch 435/2000
Train Loss 1.5504975318908691, Train Accuracy 88.37833404541016
==> Epoch 436/2000
Train Loss 1.5490275621414185, Train Accuracy 88.37999725341797
==> Epoch 437/2000
Train Loss 1.5475622415542603, Train Accuracy 88.39167022705078
==> Epoch 438/2000
Train Loss 1.5461018085479736, Train Accuracy 88.40499877929688
==> Epoch 439/2000
Train Loss 1.544646143913269, Train Accuracy 88.41500091552734
==> Epoch 440/2000
Train Loss 1.543195366859436, Train Accuracy 88.42666625976562
==> Epoch 441/2000
Train Loss 1.541749358177185, Train Accuracy 88.4366683959961
==> Epoch 442/2000
Train Loss 1.5403081178665161, Train Accuracy 88.4366683959961
==> Epoch 443/2000
Train Loss 1.5388712882995605, Train Accuracy 88.44666290283203
==> Epoch 444/2000
Train Loss 1.537439227104187, Train Accuracy 88.461669921875
==> Epoch 445/2000
Train Loss 1.536011815071106, Train Accuracy 88.46499633789062
==> Epoch 446/2000
Train Loss 1.534589171409607, Train Accuracy 88.47833251953125
==> Epoch 447/2000
Train Loss 1.5331710577011108, Train Accuracy 88.48332977294922
==> Epoch 448/2000
Train Loss 1.5317574739456177, Train Accuracy 88.48666381835938
==> Epoch 449/2000
Train Loss 1.530348539352417, Train Accuracy 88.49333190917969
==> Epoch 450/2000
Train Loss 1.5289437770843506, Train Accuracy 88.49666595458984
==> Epoch 451/2000
Train Loss 1.5275437831878662, Train Accuracy 88.50166320800781
==> Epoch 452/2000
Train Loss 1.5261482000350952, Train Accuracy 88.50833129882812
==> Epoch 453/2000
Train Loss 1.5247570276260376, Train Accuracy 88.5183334350586
==> Epoch 454/2000
Train Loss 1.5233702659606934, Train Accuracy 88.5250015258789
==> Epoch 455/2000
Train Loss 1.521988034248352, Train Accuracy 88.53500366210938
==> Epoch 456/2000
Train Loss 1.520609974861145, Train Accuracy 88.54000091552734
==> Epoch 457/2000
Train Loss 1.5192363262176514, Train Accuracy 88.55999755859375
==> Epoch 458/2000
Train Loss 1.5178669691085815, Train Accuracy 88.5616683959961
==> Epoch 459/2000
Train Loss 1.516501784324646, Train Accuracy 88.56999969482422
==> Epoch 460/2000
Train Loss 1.5151410102844238, Train Accuracy 88.58000183105469
==> Epoch 461/2000
Train Loss 1.5137845277786255, Train Accuracy 88.59833526611328
==> Epoch 462/2000
Train Loss 1.5124322175979614, Train Accuracy 88.61000061035156
==> Epoch 463/2000
Train Loss 1.5110840797424316, Train Accuracy 88.62333679199219
==> Epoch 464/2000
Train Loss 1.5097399950027466, Train Accuracy 88.63333129882812
==> Epoch 465/2000
Train Loss 1.5084000825881958, Train Accuracy 88.64167022705078
==> Epoch 466/2000
Train Loss 1.5070644617080688, Train Accuracy 88.65499877929688
==> Epoch 467/2000
Train Loss 1.505732774734497, Train Accuracy 88.66000366210938
==> Epoch 468/2000
Train Loss 1.5044052600860596, Train Accuracy 88.67166900634766
==> Epoch 469/2000
Train Loss 1.503082036972046, Train Accuracy 88.67166900634766
==> Epoch 470/2000
Train Loss 1.5017623901367188, Train Accuracy 88.67666625976562
==> Epoch 471/2000
Train Loss 1.5004470348358154, Train Accuracy 88.68333435058594
==> Epoch 472/2000
Train Loss 1.4991356134414673, Train Accuracy 88.6933364868164
==> Epoch 473/2000
Train Loss 1.4978282451629639, Train Accuracy 88.69666290283203
==> Epoch 474/2000
Train Loss 1.4965245723724365, Train Accuracy 88.70833587646484
==> Epoch 475/2000
Train Loss 1.495224952697754, Train Accuracy 88.71333312988281
==> Epoch 476/2000
Train Loss 1.493929147720337, Train Accuracy 88.72333526611328
==> Epoch 477/2000
Train Loss 1.4926375150680542, Train Accuracy 88.74166870117188
==> Epoch 478/2000
Train Loss 1.491349697113037, Train Accuracy 88.74666595458984
==> Epoch 479/2000
Train Loss 1.490065574645996, Train Accuracy 88.75333404541016
==> Epoch 480/2000
Train Loss 1.4887852668762207, Train Accuracy 88.76333618164062
==> Epoch 481/2000
Train Loss 1.4875088930130005, Train Accuracy 88.77999877929688
==> Epoch 482/2000
Train Loss 1.4862360954284668, Train Accuracy 88.7933349609375
==> Epoch 483/2000
Train Loss 1.4849672317504883, Train Accuracy 88.80000305175781
==> Epoch 484/2000
Train Loss 1.4837021827697754, Train Accuracy 88.8066635131836
==> Epoch 485/2000
Train Loss 1.482440710067749, Train Accuracy 88.81500244140625
==> Epoch 486/2000
Train Loss 1.4811829328536987, Train Accuracy 88.82333374023438
==> Epoch 487/2000
Train Loss 1.479928731918335, Train Accuracy 88.82666778564453
==> Epoch 488/2000
Train Loss 1.478678584098816, Train Accuracy 88.8316650390625
==> Epoch 489/2000
Train Loss 1.4774317741394043, Train Accuracy 88.84166717529297
==> Epoch 490/2000
Train Loss 1.4761887788772583, Train Accuracy 88.84500122070312
==> Epoch 491/2000
Train Loss 1.4749492406845093, Train Accuracy 88.85333251953125
==> Epoch 492/2000
Train Loss 1.4737132787704468, Train Accuracy 88.85832977294922
==> Epoch 493/2000
Train Loss 1.4724808931350708, Train Accuracy 88.86166381835938
==> Epoch 494/2000
Train Loss 1.4712519645690918, Train Accuracy 88.86833190917969
==> Epoch 495/2000
Train Loss 1.4700268507003784, Train Accuracy 88.87333679199219
==> Epoch 496/2000
Train Loss 1.468804955482483, Train Accuracy 88.88333129882812
==> Epoch 497/2000
Train Loss 1.467586874961853, Train Accuracy 88.89167022705078
==> Epoch 498/2000
Train Loss 1.4663718938827515, Train Accuracy 88.89833068847656
==> Epoch 499/2000
Train Loss 1.4651604890823364, Train Accuracy 88.91166687011719
==> Epoch 500/2000
Train Loss 1.463952660560608, Train Accuracy 88.92500305175781
==> Epoch 501/2000
Train Loss 1.4627481698989868, Train Accuracy 88.93000030517578
==> Epoch 502/2000
Train Loss 1.4615471363067627, Train Accuracy 88.94499969482422
==> Epoch 503/2000
Train Loss 1.4603495597839355, Train Accuracy 88.95166778564453
==> Epoch 504/2000
Train Loss 1.4591552019119263, Train Accuracy 88.95833587646484
==> Epoch 505/2000
Train Loss 1.457964301109314, Train Accuracy 88.961669921875
==> Epoch 506/2000
Train Loss 1.4567766189575195, Train Accuracy 88.96333312988281
==> Epoch 507/2000
Train Loss 1.455592393875122, Train Accuracy 88.97166442871094
==> Epoch 508/2000
Train Loss 1.4544113874435425, Train Accuracy 88.97666931152344
==> Epoch 509/2000
Train Loss 1.4532337188720703, Train Accuracy 88.99166870117188
==> Epoch 510/2000
Train Loss 1.452059268951416, Train Accuracy 88.99333190917969
==> Epoch 511/2000
Train Loss 1.4508880376815796, Train Accuracy 88.99333190917969
==> Epoch 512/2000
Train Loss 1.4497201442718506, Train Accuracy 89.00166320800781
==> Epoch 513/2000
Train Loss 1.448555588722229, Train Accuracy 89.01000213623047
==> Epoch 514/2000
Train Loss 1.4473940134048462, Train Accuracy 89.01333618164062
==> Epoch 515/2000
Train Loss 1.4462356567382812, Train Accuracy 89.02333068847656
==> Epoch 516/2000
Train Loss 1.4450805187225342, Train Accuracy 89.03666687011719
==> Epoch 517/2000
Train Loss 1.4439284801483154, Train Accuracy 89.04666900634766
==> Epoch 518/2000
Train Loss 1.442779541015625, Train Accuracy 89.05333709716797
==> Epoch 519/2000
Train Loss 1.4416338205337524, Train Accuracy 89.05999755859375
==> Epoch 520/2000
Train Loss 1.4404911994934082, Train Accuracy 89.0683364868164
==> Epoch 521/2000
Train Loss 1.4393516778945923, Train Accuracy 89.0816650390625
==> Epoch 522/2000
Train Loss 1.4382152557373047, Train Accuracy 89.08999633789062
==> Epoch 523/2000
Train Loss 1.4370818138122559, Train Accuracy 89.10166931152344
==> Epoch 524/2000
Train Loss 1.435951590538025, Train Accuracy 89.1050033569336
==> Epoch 525/2000
Train Loss 1.4348242282867432, Train Accuracy 89.11666870117188
==> Epoch 526/2000
Train Loss 1.4336999654769897, Train Accuracy 89.12000274658203
==> Epoch 527/2000
Train Loss 1.4325785636901855, Train Accuracy 89.13166809082031
==> Epoch 528/2000
Train Loss 1.4314603805541992, Train Accuracy 89.13999938964844
==> Epoch 529/2000
Train Loss 1.430345058441162, Train Accuracy 89.1500015258789
==> Epoch 530/2000
Train Loss 1.4292325973510742, Train Accuracy 89.15833282470703
==> Epoch 531/2000
Train Loss 1.4281232357025146, Train Accuracy 89.1683349609375
==> Epoch 532/2000
Train Loss 1.4270167350769043, Train Accuracy 89.17333221435547
==> Epoch 533/2000
Train Loss 1.4259130954742432, Train Accuracy 89.18499755859375
==> Epoch 534/2000
Train Loss 1.4248124361038208, Train Accuracy 89.19000244140625
==> Epoch 535/2000
Train Loss 1.4237146377563477, Train Accuracy 89.19499969482422
==> Epoch 536/2000
Train Loss 1.4226198196411133, Train Accuracy 89.1933364868164
==> Epoch 537/2000
Train Loss 1.4215277433395386, Train Accuracy 89.20166778564453
==> Epoch 538/2000
Train Loss 1.4204384088516235, Train Accuracy 89.20999908447266
==> Epoch 539/2000
Train Loss 1.4193520545959473, Train Accuracy 89.22000122070312
==> Epoch 540/2000
Train Loss 1.4182685613632202, Train Accuracy 89.22833251953125
==> Epoch 541/2000
Train Loss 1.4171878099441528, Train Accuracy 89.23332977294922
==> Epoch 542/2000
Train Loss 1.4161098003387451, Train Accuracy 89.24166870117188
==> Epoch 543/2000
Train Loss 1.4150346517562866, Train Accuracy 89.24833679199219
==> Epoch 544/2000
Train Loss 1.4139622449874878, Train Accuracy 89.24833679199219
==> Epoch 545/2000
Train Loss 1.412892460823059, Train Accuracy 89.25
==> Epoch 546/2000
Train Loss 1.4118256568908691, Train Accuracy 89.25499725341797
==> Epoch 547/2000
Train Loss 1.4107613563537598, Train Accuracy 89.26166534423828
==> Epoch 548/2000
Train Loss 1.4096999168395996, Train Accuracy 89.26667022705078
==> Epoch 549/2000
Train Loss 1.4086410999298096, Train Accuracy 89.27333068847656
==> Epoch 550/2000
Train Loss 1.4075850248336792, Train Accuracy 89.28166961669922
==> Epoch 551/2000
Train Loss 1.4065314531326294, Train Accuracy 89.28666687011719
==> Epoch 552/2000
Train Loss 1.4054808616638184, Train Accuracy 89.29499816894531
==> Epoch 553/2000
Train Loss 1.404432773590088, Train Accuracy 89.30500030517578
==> Epoch 554/2000
Train Loss 1.403387188911438, Train Accuracy 89.30999755859375
==> Epoch 555/2000
Train Loss 1.4023443460464478, Train Accuracy 89.3116683959961
==> Epoch 556/2000
Train Loss 1.4013041257858276, Train Accuracy 89.3183364868164
==> Epoch 557/2000
Train Loss 1.400266408920288, Train Accuracy 89.32166290283203
==> Epoch 558/2000
Train Loss 1.3992313146591187, Train Accuracy 89.32666778564453
==> Epoch 559/2000
Train Loss 1.3981988430023193, Train Accuracy 89.336669921875
==> Epoch 560/2000
Train Loss 1.3971688747406006, Train Accuracy 89.34666442871094
==> Epoch 561/2000
Train Loss 1.3961416482925415, Train Accuracy 89.3550033569336
==> Epoch 562/2000
Train Loss 1.3951166868209839, Train Accuracy 89.36000061035156
==> Epoch 563/2000
Train Loss 1.3940943479537964, Train Accuracy 89.36833190917969
==> Epoch 564/2000
Train Loss 1.393074631690979, Train Accuracy 89.37666320800781
==> Epoch 565/2000
Train Loss 1.3920572996139526, Train Accuracy 89.38333129882812
==> Epoch 566/2000
Train Loss 1.3910425901412964, Train Accuracy 89.3949966430664
==> Epoch 567/2000
Train Loss 1.3900301456451416, Train Accuracy 89.40499877929688
==> Epoch 568/2000
Train Loss 1.389020323753357, Train Accuracy 89.40666961669922
==> Epoch 569/2000
Train Loss 1.3880128860473633, Train Accuracy 89.41666412353516
==> Epoch 570/2000
Train Loss 1.3870079517364502, Train Accuracy 89.4316635131836
==> Epoch 571/2000
Train Loss 1.3860054016113281, Train Accuracy 89.4366683959961
==> Epoch 572/2000
Train Loss 1.3850053548812866, Train Accuracy 89.44166564941406
==> Epoch 573/2000
Train Loss 1.3840078115463257, Train Accuracy 89.44833374023438
==> Epoch 574/2000
Train Loss 1.3830124139785767, Train Accuracy 89.45166778564453
==> Epoch 575/2000
Train Loss 1.3820196390151978, Train Accuracy 89.45999908447266
==> Epoch 576/2000
Train Loss 1.3810290098190308, Train Accuracy 89.46666717529297
==> Epoch 577/2000
Train Loss 1.3800408840179443, Train Accuracy 89.46833038330078
==> Epoch 578/2000
Train Loss 1.379055142402649, Train Accuracy 89.4749984741211
==> Epoch 579/2000
Train Loss 1.3780717849731445, Train Accuracy 89.47833251953125
==> Epoch 580/2000
Train Loss 1.3770906925201416, Train Accuracy 89.48500061035156
==> Epoch 581/2000
Train Loss 1.3761119842529297, Train Accuracy 89.49166870117188
==> Epoch 582/2000
Train Loss 1.3751353025436401, Train Accuracy 89.49333190917969
==> Epoch 583/2000
Train Loss 1.3741613626480103, Train Accuracy 89.49833679199219
==> Epoch 584/2000
Train Loss 1.3731895685195923, Train Accuracy 89.50333404541016
==> Epoch 585/2000
Train Loss 1.3722199201583862, Train Accuracy 89.50499725341797
==> Epoch 586/2000
Train Loss 1.3712526559829712, Train Accuracy 89.50833129882812
==> Epoch 587/2000
Train Loss 1.3702876567840576, Train Accuracy 89.51499938964844
==> Epoch 588/2000
Train Loss 1.369325041770935, Train Accuracy 89.52333068847656
==> Epoch 589/2000
Train Loss 1.3683643341064453, Train Accuracy 89.53166961669922
==> Epoch 590/2000
Train Loss 1.3674062490463257, Train Accuracy 89.53333282470703
==> Epoch 591/2000
Train Loss 1.3664500713348389, Train Accuracy 89.54166412353516
==> Epoch 592/2000
Train Loss 1.365496277809143, Train Accuracy 89.54499816894531
==> Epoch 593/2000
Train Loss 1.3645447492599487, Train Accuracy 89.54499816894531
==> Epoch 594/2000
Train Loss 1.3635952472686768, Train Accuracy 89.55166625976562
==> Epoch 595/2000
Train Loss 1.3626480102539062, Train Accuracy 89.55500030517578
==> Epoch 596/2000
Train Loss 1.361702799797058, Train Accuracy 89.5616683959961
==> Epoch 597/2000
Train Loss 1.3607598543167114, Train Accuracy 89.56666564941406
==> Epoch 598/2000
Train Loss 1.3598192930221558, Train Accuracy 89.57833099365234
==> Epoch 599/2000
Train Loss 1.3588805198669434, Train Accuracy 89.58499908447266
==> Epoch 600/2000
Train Loss 1.357944130897522, Train Accuracy 89.59166717529297
==> Epoch 601/2000
Train Loss 1.357009768486023, Train Accuracy 89.5999984741211
==> Epoch 602/2000
Train Loss 1.3560775518417358, Train Accuracy 89.6066665649414
==> Epoch 603/2000
Train Loss 1.355147361755371, Train Accuracy 89.6050033569336
==> Epoch 604/2000
Train Loss 1.3542194366455078, Train Accuracy 89.6066665649414
==> Epoch 605/2000
Train Loss 1.3532936573028564, Train Accuracy 89.61666870117188
==> Epoch 606/2000
Train Loss 1.352369785308838, Train Accuracy 89.62000274658203
==> Epoch 607/2000
Train Loss 1.3514478206634521, Train Accuracy 89.62333679199219
==> Epoch 608/2000
Train Loss 1.3505281209945679, Train Accuracy 89.63333129882812
==> Epoch 609/2000
Train Loss 1.349610686302185, Train Accuracy 89.63666534423828
==> Epoch 610/2000
Train Loss 1.3486950397491455, Train Accuracy 89.63833618164062
==> Epoch 611/2000
Train Loss 1.3477814197540283, Train Accuracy 89.64167022705078
==> Epoch 612/2000
Train Loss 1.346869945526123, Train Accuracy 89.65333557128906
==> Epoch 613/2000
Train Loss 1.3459604978561401, Train Accuracy 89.65666961669922
==> Epoch 614/2000
Train Loss 1.3450528383255005, Train Accuracy 89.66166687011719
==> Epoch 615/2000
Train Loss 1.3441474437713623, Train Accuracy 89.6683349609375
==> Epoch 616/2000
Train Loss 1.343243956565857, Train Accuracy 89.6683349609375
==> Epoch 617/2000
Train Loss 1.342342495918274, Train Accuracy 89.67833709716797
==> Epoch 618/2000
Train Loss 1.3414429426193237, Train Accuracy 89.68499755859375
==> Epoch 619/2000
Train Loss 1.3405452966690063, Train Accuracy 89.6883316040039
==> Epoch 620/2000
Train Loss 1.3396496772766113, Train Accuracy 89.6866683959961
==> Epoch 621/2000
Train Loss 1.3387560844421387, Train Accuracy 89.6933364868164
==> Epoch 622/2000
Train Loss 1.3378645181655884, Train Accuracy 89.69666290283203
==> Epoch 623/2000
Train Loss 1.3369746208190918, Train Accuracy 89.70166778564453
==> Epoch 624/2000
Train Loss 1.3360867500305176, Train Accuracy 89.71333312988281
==> Epoch 625/2000
Train Loss 1.3352009057998657, Train Accuracy 89.72000122070312
==> Epoch 626/2000
Train Loss 1.3343168497085571, Train Accuracy 89.72666931152344
==> Epoch 627/2000
Train Loss 1.3334347009658813, Train Accuracy 89.73666381835938
==> Epoch 628/2000
Train Loss 1.3325546979904175, Train Accuracy 89.73833465576172
==> Epoch 629/2000
Train Loss 1.3316762447357178, Train Accuracy 89.75
==> Epoch 630/2000
Train Loss 1.3307996988296509, Train Accuracy 89.75666809082031
==> Epoch 631/2000
Train Loss 1.3299251794815063, Train Accuracy 89.76166534423828
==> Epoch 632/2000
Train Loss 1.3290525674819946, Train Accuracy 89.7683334350586
==> Epoch 633/2000
Train Loss 1.3281816244125366, Train Accuracy 89.7750015258789
==> Epoch 634/2000
Train Loss 1.3273125886917114, Train Accuracy 89.78333282470703
==> Epoch 635/2000
Train Loss 1.326445460319519, Train Accuracy 89.78500366210938
==> Epoch 636/2000
Train Loss 1.32558012008667, Train Accuracy 89.80000305175781
==> Epoch 637/2000
Train Loss 1.324716567993164, Train Accuracy 89.80000305175781
==> Epoch 638/2000
Train Loss 1.323854923248291, Train Accuracy 89.80500030517578
==> Epoch 639/2000
Train Loss 1.3229949474334717, Train Accuracy 89.81500244140625
==> Epoch 640/2000
Train Loss 1.3221368789672852, Train Accuracy 89.8183364868164
==> Epoch 641/2000
Train Loss 1.3212807178497314, Train Accuracy 89.81999969482422
==> Epoch 642/2000
Train Loss 1.320426106452942, Train Accuracy 89.82499694824219
==> Epoch 643/2000
Train Loss 1.3195734024047852, Train Accuracy 89.82833099365234
==> Epoch 644/2000
Train Loss 1.3187224864959717, Train Accuracy 89.836669921875
==> Epoch 645/2000
Train Loss 1.317873239517212, Train Accuracy 89.83833312988281
==> Epoch 646/2000
Train Loss 1.317025899887085, Train Accuracy 89.84500122070312
==> Epoch 647/2000
Train Loss 1.3161803483963013, Train Accuracy 89.8550033569336
==> Epoch 648/2000
Train Loss 1.3153363466262817, Train Accuracy 89.8566665649414
==> Epoch 649/2000
Train Loss 1.3144941329956055, Train Accuracy 89.86000061035156
==> Epoch 650/2000
Train Loss 1.3136537075042725, Train Accuracy 89.86833190917969
==> Epoch 651/2000
Train Loss 1.3128148317337036, Train Accuracy 89.87833404541016
==> Epoch 652/2000
Train Loss 1.3119778633117676, Train Accuracy 89.88999938964844
==> Epoch 653/2000
Train Loss 1.3111425638198853, Train Accuracy 89.8949966430664
==> Epoch 654/2000
Train Loss 1.3103090524673462, Train Accuracy 89.90166473388672
==> Epoch 655/2000
Train Loss 1.3094772100448608, Train Accuracy 89.90499877929688
==> Epoch 656/2000
Train Loss 1.3086469173431396, Train Accuracy 89.91166687011719
==> Epoch 657/2000
Train Loss 1.3078184127807617, Train Accuracy 89.9183349609375
==> Epoch 658/2000
Train Loss 1.3069912195205688, Train Accuracy 89.92333221435547
==> Epoch 659/2000
Train Loss 1.306166172027588, Train Accuracy 89.92666625976562
==> Epoch 660/2000
Train Loss 1.305342674255371, Train Accuracy 89.9316635131836
==> Epoch 661/2000
Train Loss 1.304520845413208, Train Accuracy 89.9433364868164
==> Epoch 662/2000
Train Loss 1.3037004470825195, Train Accuracy 89.94666290283203
==> Epoch 663/2000
Train Loss 1.3028819561004639, Train Accuracy 89.94999694824219
==> Epoch 664/2000
Train Loss 1.3020650148391724, Train Accuracy 89.95999908447266
==> Epoch 665/2000
Train Loss 1.301249623298645, Train Accuracy 89.95999908447266
==> Epoch 666/2000
Train Loss 1.3004359006881714, Train Accuracy 89.96666717529297
==> Epoch 667/2000
Train Loss 1.2996238470077515, Train Accuracy 89.97333526611328
==> Epoch 668/2000
Train Loss 1.2988133430480957, Train Accuracy 89.97333526611328
==> Epoch 669/2000
Train Loss 1.2980045080184937, Train Accuracy 89.9749984741211
==> Epoch 670/2000
Train Loss 1.2971969842910767, Train Accuracy 89.97833251953125
==> Epoch 671/2000
Train Loss 1.296391487121582, Train Accuracy 89.9800033569336
==> Epoch 672/2000
Train Loss 1.2955873012542725, Train Accuracy 89.98500061035156
==> Epoch 673/2000
Train Loss 1.294784665107727, Train Accuracy 89.98666381835938
==> Epoch 674/2000
Train Loss 1.2939836978912354, Train Accuracy 89.99333190917969
==> Epoch 675/2000
Train Loss 1.2931842803955078, Train Accuracy 90.0
==> Epoch 676/2000
Train Loss 1.2923864126205444, Train Accuracy 90.01667022705078
==> Epoch 677/2000
Train Loss 1.2915902137756348, Train Accuracy 90.0250015258789
==> Epoch 678/2000
Train Loss 1.2907954454421997, Train Accuracy 90.02833557128906
==> Epoch 679/2000
Train Loss 1.2900022268295288, Train Accuracy 90.03666687011719
==> Epoch 680/2000
Train Loss 1.2892104387283325, Train Accuracy 90.03500366210938
==> Epoch 681/2000
Train Loss 1.28842031955719, Train Accuracy 90.038330078125
==> Epoch 682/2000
Train Loss 1.287631630897522, Train Accuracy 90.04833221435547
==> Epoch 683/2000
Train Loss 1.2868446111679077, Train Accuracy 90.05500030517578
==> Epoch 684/2000
Train Loss 1.286059021949768, Train Accuracy 90.0633316040039
==> Epoch 685/2000
Train Loss 1.285274863243103, Train Accuracy 90.0683364868164
==> Epoch 686/2000
Train Loss 1.2844922542572021, Train Accuracy 90.06999969482422
==> Epoch 687/2000
Train Loss 1.2837111949920654, Train Accuracy 90.07499694824219
==> Epoch 688/2000
Train Loss 1.2829316854476929, Train Accuracy 90.0816650390625
==> Epoch 689/2000
Train Loss 1.2821533679962158, Train Accuracy 90.086669921875
==> Epoch 690/2000
Train Loss 1.2813767194747925, Train Accuracy 90.08999633789062
==> Epoch 691/2000
Train Loss 1.2806015014648438, Train Accuracy 90.09666442871094
==> Epoch 692/2000
Train Loss 1.2798279523849487, Train Accuracy 90.1050033569336
==> Epoch 693/2000
Train Loss 1.2790555953979492, Train Accuracy 90.11000061035156
==> Epoch 694/2000
Train Loss 1.2782846689224243, Train Accuracy 90.11833190917969
==> Epoch 695/2000
Train Loss 1.2775152921676636, Train Accuracy 90.12333679199219
==> Epoch 696/2000
Train Loss 1.2767473459243774, Train Accuracy 90.13166809082031
==> Epoch 697/2000
Train Loss 1.275980830192566, Train Accuracy 90.1449966430664
==> Epoch 698/2000
Train Loss 1.2752158641815186, Train Accuracy 90.1433334350586
==> Epoch 699/2000
Train Loss 1.2744520902633667, Train Accuracy 90.1433334350586
==> Epoch 700/2000
Train Loss 1.2736899852752686, Train Accuracy 90.1500015258789
==> Epoch 701/2000
Train Loss 1.2729291915893555, Train Accuracy 90.15333557128906
==> Epoch 702/2000
Train Loss 1.2721697092056274, Train Accuracy 90.16166687011719
==> Epoch 703/2000
Train Loss 1.2714117765426636, Train Accuracy 90.16666412353516
==> Epoch 704/2000
Train Loss 1.2706551551818848, Train Accuracy 90.17333221435547
==> Epoch 705/2000
Train Loss 1.2698997259140015, Train Accuracy 90.17666625976562
==> Epoch 706/2000
Train Loss 1.2691459655761719, Train Accuracy 90.1816635131836
==> Epoch 707/2000
Train Loss 1.268393635749817, Train Accuracy 90.18333435058594
==> Epoch 708/2000
Train Loss 1.2676424980163574, Train Accuracy 90.1866683959961
==> Epoch 709/2000
Train Loss 1.266892910003662, Train Accuracy 90.1933364868164
==> Epoch 710/2000
Train Loss 1.2661446332931519, Train Accuracy 90.19499969482422
==> Epoch 711/2000
Train Loss 1.265397548675537, Train Accuracy 90.20166778564453
==> Epoch 712/2000
Train Loss 1.2646520137786865, Train Accuracy 90.20833587646484
==> Epoch 713/2000
Train Loss 1.263907790184021, Train Accuracy 90.21833038330078
==> Epoch 714/2000
Train Loss 1.26316499710083, Train Accuracy 90.22000122070312
==> Epoch 715/2000
Train Loss 1.2624233961105347, Train Accuracy 90.22166442871094
==> Epoch 716/2000
Train Loss 1.2616829872131348, Train Accuracy 90.22166442871094
==> Epoch 717/2000
Train Loss 1.260944128036499, Train Accuracy 90.2249984741211
==> Epoch 718/2000
Train Loss 1.260206699371338, Train Accuracy 90.22666931152344
==> Epoch 719/2000
Train Loss 1.2594704627990723, Train Accuracy 90.2300033569336
==> Epoch 720/2000
Train Loss 1.2587354183197021, Train Accuracy 90.23666381835938
==> Epoch 721/2000
Train Loss 1.2580018043518066, Train Accuracy 90.24333190917969
==> Epoch 722/2000
Train Loss 1.2572695016860962, Train Accuracy 90.24833679199219
==> Epoch 723/2000
Train Loss 1.2565385103225708, Train Accuracy 90.25333404541016
==> Epoch 724/2000
Train Loss 1.255808711051941, Train Accuracy 90.26333618164062
==> Epoch 725/2000
Train Loss 1.2550803422927856, Train Accuracy 90.27333068847656
==> Epoch 726/2000
Train Loss 1.2543532848358154, Train Accuracy 90.2750015258789
==> Epoch 727/2000
Train Loss 1.2536275386810303, Train Accuracy 90.27999877929688
==> Epoch 728/2000
Train Loss 1.2529027462005615, Train Accuracy 90.28666687011719
==> Epoch 729/2000
Train Loss 1.2521793842315674, Train Accuracy 90.29166412353516
==> Epoch 730/2000
Train Loss 1.2514574527740479, Train Accuracy 90.29166412353516
==> Epoch 731/2000
Train Loss 1.2507367134094238, Train Accuracy 90.30000305175781
==> Epoch 732/2000
Train Loss 1.2500172853469849, Train Accuracy 90.30333709716797
==> Epoch 733/2000
Train Loss 1.2492990493774414, Train Accuracy 90.30500030517578
==> Epoch 734/2000
Train Loss 1.2485820055007935, Train Accuracy 90.3116683959961
==> Epoch 735/2000
Train Loss 1.2478662729263306, Train Accuracy 90.31500244140625
==> Epoch 736/2000
Train Loss 1.2471516132354736, Train Accuracy 90.3183364868164
==> Epoch 737/2000
Train Loss 1.2464386224746704, Train Accuracy 90.3183364868164
==> Epoch 738/2000
Train Loss 1.245726466178894, Train Accuracy 90.32333374023438
==> Epoch 739/2000
Train Loss 1.2450156211853027, Train Accuracy 90.32833099365234
==> Epoch 740/2000
Train Loss 1.244305968284607, Train Accuracy 90.33999633789062
==> Epoch 741/2000
Train Loss 1.2435976266860962, Train Accuracy 90.34333038330078
==> Epoch 742/2000
Train Loss 1.242890477180481, Train Accuracy 90.35166931152344
==> Epoch 743/2000
Train Loss 1.2421845197677612, Train Accuracy 90.3566665649414
==> Epoch 744/2000
Train Loss 1.241479754447937, Train Accuracy 90.36166381835938
==> Epoch 745/2000
Train Loss 1.2407763004302979, Train Accuracy 90.36333465576172
==> Epoch 746/2000
Train Loss 1.2400739192962646, Train Accuracy 90.36833190917969
==> Epoch 747/2000
Train Loss 1.239372730255127, Train Accuracy 90.375
==> Epoch 748/2000
Train Loss 1.2386728525161743, Train Accuracy 90.37666320800781
==> Epoch 749/2000
Train Loss 1.2379740476608276, Train Accuracy 90.37999725341797
==> Epoch 750/2000
Train Loss 1.237276315689087, Train Accuracy 90.38500213623047
==> Epoch 751/2000
Train Loss 1.2365801334381104, Train Accuracy 90.38500213623047
==> Epoch 752/2000
Train Loss 1.235884666442871, Train Accuracy 90.39167022705078
==> Epoch 753/2000
Train Loss 1.235190749168396, Train Accuracy 90.39833068847656
==> Epoch 754/2000
Train Loss 1.2344977855682373, Train Accuracy 90.40666961669922
==> Epoch 755/2000
Train Loss 1.2338061332702637, Train Accuracy 90.40833282470703
==> Epoch 756/2000
Train Loss 1.233115553855896, Train Accuracy 90.4183349609375
==> Epoch 757/2000
Train Loss 1.2324259281158447, Train Accuracy 90.42166900634766
==> Epoch 758/2000
Train Loss 1.2317378520965576, Train Accuracy 90.42333221435547
==> Epoch 759/2000
Train Loss 1.2310506105422974, Train Accuracy 90.43000030517578
==> Epoch 760/2000
Train Loss 1.2303645610809326, Train Accuracy 90.4366683959961
==> Epoch 761/2000
Train Loss 1.2296797037124634, Train Accuracy 90.44833374023438
==> Epoch 762/2000
Train Loss 1.2289959192276, Train Accuracy 90.45166778564453
==> Epoch 763/2000
Train Loss 1.2283133268356323, Train Accuracy 90.45333099365234
==> Epoch 764/2000
Train Loss 1.227631688117981, Train Accuracy 90.45500183105469
==> Epoch 765/2000
Train Loss 1.2269513607025146, Train Accuracy 90.46333312988281
==> Epoch 766/2000
Train Loss 1.2262721061706543, Train Accuracy 90.46499633789062
==> Epoch 767/2000
Train Loss 1.2255939245224, Train Accuracy 90.46666717529297
==> Epoch 768/2000
Train Loss 1.2249168157577515, Train Accuracy 90.47333526611328
==> Epoch 769/2000
Train Loss 1.224241018295288, Train Accuracy 90.4800033569336
==> Epoch 770/2000
Train Loss 1.2235661745071411, Train Accuracy 90.4816665649414
==> Epoch 771/2000
Train Loss 1.2228924036026, Train Accuracy 90.4816665649414
==> Epoch 772/2000
Train Loss 1.2222198247909546, Train Accuracy 90.48833465576172
==> Epoch 773/2000
Train Loss 1.221548318862915, Train Accuracy 90.49333190917969
==> Epoch 774/2000
Train Loss 1.2208776473999023, Train Accuracy 90.50166320800781
==> Epoch 775/2000
Train Loss 1.2202082872390747, Train Accuracy 90.50666809082031
==> Epoch 776/2000
Train Loss 1.2195398807525635, Train Accuracy 90.51499938964844
==> Epoch 777/2000
Train Loss 1.2188727855682373, Train Accuracy 90.52166748046875
==> Epoch 778/2000
Train Loss 1.218206524848938, Train Accuracy 90.52166748046875
==> Epoch 779/2000
Train Loss 1.2175415754318237, Train Accuracy 90.52833557128906
==> Epoch 780/2000
Train Loss 1.2168773412704468, Train Accuracy 90.53166961669922
==> Epoch 781/2000
Train Loss 1.2162144184112549, Train Accuracy 90.53500366210938
==> Epoch 782/2000
Train Loss 1.2155524492263794, Train Accuracy 90.53500366210938
==> Epoch 783/2000
Train Loss 1.2148915529251099, Train Accuracy 90.53666687011719
==> Epoch 784/2000
Train Loss 1.2142318487167358, Train Accuracy 90.55166625976562
==> Epoch 785/2000
Train Loss 1.2135729789733887, Train Accuracy 90.5566635131836
==> Epoch 786/2000
Train Loss 1.212915301322937, Train Accuracy 90.56999969482422
==> Epoch 787/2000
Train Loss 1.2122585773468018, Train Accuracy 90.57333374023438
==> Epoch 788/2000
Train Loss 1.2116029262542725, Train Accuracy 90.58000183105469
==> Epoch 789/2000
Train Loss 1.2109483480453491, Train Accuracy 90.58333587646484
==> Epoch 790/2000
Train Loss 1.2102946043014526, Train Accuracy 90.586669921875
==> Epoch 791/2000
Train Loss 1.2096421718597412, Train Accuracy 90.60166931152344
==> Epoch 792/2000
Train Loss 1.208990454673767, Train Accuracy 90.6066665649414
==> Epoch 793/2000
Train Loss 1.208339810371399, Train Accuracy 90.60832977294922
==> Epoch 794/2000
Train Loss 1.2076903581619263, Train Accuracy 90.61333465576172
==> Epoch 795/2000
Train Loss 1.20704185962677, Train Accuracy 90.61666870117188
==> Epoch 796/2000
Train Loss 1.2063943147659302, Train Accuracy 90.62000274658203
==> Epoch 797/2000
Train Loss 1.2057478427886963, Train Accuracy 90.62833404541016
==> Epoch 798/2000
Train Loss 1.2051023244857788, Train Accuracy 90.62999725341797
==> Epoch 799/2000
Train Loss 1.2044576406478882, Train Accuracy 90.63833618164062
==> Epoch 800/2000
Train Loss 1.2038142681121826, Train Accuracy 90.63999938964844
==> Epoch 801/2000
Train Loss 1.2031716108322144, Train Accuracy 90.6500015258789
==> Epoch 802/2000
Train Loss 1.2025301456451416, Train Accuracy 90.65333557128906
==> Epoch 803/2000
Train Loss 1.2018895149230957, Train Accuracy 90.65833282470703
==> Epoch 804/2000
Train Loss 1.2012499570846558, Train Accuracy 90.67166900634766
==> Epoch 805/2000
Train Loss 1.2006112337112427, Train Accuracy 90.67666625976562
==> Epoch 806/2000
Train Loss 1.199973702430725, Train Accuracy 90.68333435058594
==> Epoch 807/2000
Train Loss 1.1993370056152344, Train Accuracy 90.68499755859375
==> Epoch 808/2000
Train Loss 1.1987013816833496, Train Accuracy 90.6883316040039
==> Epoch 809/2000
Train Loss 1.1980665922164917, Train Accuracy 90.69666290283203
==> Epoch 810/2000
Train Loss 1.1974328756332397, Train Accuracy 90.70500183105469
==> Epoch 811/2000
Train Loss 1.1967999935150146, Train Accuracy 90.711669921875
==> Epoch 812/2000
Train Loss 1.1961681842803955, Train Accuracy 90.71499633789062
==> Epoch 813/2000
Train Loss 1.1955372095108032, Train Accuracy 90.71666717529297
==> Epoch 814/2000
Train Loss 1.194907307624817, Train Accuracy 90.72000122070312
==> Epoch 815/2000
Train Loss 1.1942781209945679, Train Accuracy 90.72833251953125
==> Epoch 816/2000
Train Loss 1.1936501264572144, Train Accuracy 90.72833251953125
==> Epoch 817/2000
Train Loss 1.1930229663848877, Train Accuracy 90.72833251953125
==> Epoch 818/2000
Train Loss 1.192396879196167, Train Accuracy 90.7300033569336
==> Epoch 819/2000
Train Loss 1.1917716264724731, Train Accuracy 90.73500061035156
==> Epoch 820/2000
Train Loss 1.1911470890045166, Train Accuracy 90.73833465576172
==> Epoch 821/2000
Train Loss 1.1905238628387451, Train Accuracy 90.74166870117188
==> Epoch 822/2000
Train Loss 1.189901351928711, Train Accuracy 90.74333190917969
==> Epoch 823/2000
Train Loss 1.1892796754837036, Train Accuracy 90.74500274658203
==> Epoch 824/2000
Train Loss 1.1886591911315918, Train Accuracy 90.74833679199219
==> Epoch 825/2000
Train Loss 1.1880393028259277, Train Accuracy 90.76000213623047
==> Epoch 826/2000
Train Loss 1.1874206066131592, Train Accuracy 90.76499938964844
==> Epoch 827/2000
Train Loss 1.1868025064468384, Train Accuracy 90.77166748046875
==> Epoch 828/2000
Train Loss 1.186185598373413, Train Accuracy 90.7750015258789
==> Epoch 829/2000
Train Loss 1.1855695247650146, Train Accuracy 90.77999877929688
==> Epoch 830/2000
Train Loss 1.1849544048309326, Train Accuracy 90.78166961669922
==> Epoch 831/2000
Train Loss 1.184340000152588, Train Accuracy 90.78500366210938
==> Epoch 832/2000
Train Loss 1.1837266683578491, Train Accuracy 90.788330078125
==> Epoch 833/2000
Train Loss 1.1831141710281372, Train Accuracy 90.7933349609375
==> Epoch 834/2000
Train Loss 1.1825025081634521, Train Accuracy 90.7933349609375
==> Epoch 835/2000
Train Loss 1.181891679763794, Train Accuracy 90.7933349609375
==> Epoch 836/2000
Train Loss 1.1812819242477417, Train Accuracy 90.80000305175781
==> Epoch 837/2000
Train Loss 1.1806728839874268, Train Accuracy 90.8066635131836
==> Epoch 838/2000
Train Loss 1.1800647974014282, Train Accuracy 90.80833435058594
==> Epoch 839/2000
Train Loss 1.1794575452804565, Train Accuracy 90.8116683959961
==> Epoch 840/2000
Train Loss 1.1788512468338013, Train Accuracy 90.81666564941406
==> Epoch 841/2000
Train Loss 1.1782456636428833, Train Accuracy 90.81666564941406
==> Epoch 842/2000
Train Loss 1.1776410341262817, Train Accuracy 90.81666564941406
==> Epoch 843/2000
Train Loss 1.1770373582839966, Train Accuracy 90.81999969482422
==> Epoch 844/2000
Train Loss 1.1764343976974487, Train Accuracy 90.81999969482422
==> Epoch 845/2000
Train Loss 1.1758323907852173, Train Accuracy 90.8183364868164
==> Epoch 846/2000
Train Loss 1.1752313375473022, Train Accuracy 90.81999969482422
==> Epoch 847/2000
Train Loss 1.1746307611465454, Train Accuracy 90.82833099365234
==> Epoch 848/2000
Train Loss 1.1740314960479736, Train Accuracy 90.83333587646484
==> Epoch 849/2000
Train Loss 1.1734329462051392, Train Accuracy 90.836669921875
==> Epoch 850/2000
Train Loss 1.1728349924087524, Train Accuracy 90.84166717529297
==> Epoch 851/2000
Train Loss 1.1722381114959717, Train Accuracy 90.83999633789062
==> Epoch 852/2000
Train Loss 1.1716419458389282, Train Accuracy 90.84666442871094
==> Epoch 853/2000
Train Loss 1.1710466146469116, Train Accuracy 90.84833526611328
==> Epoch 854/2000
Train Loss 1.1704522371292114, Train Accuracy 90.8566665649414
==> Epoch 855/2000
Train Loss 1.169858694076538, Train Accuracy 90.85832977294922
==> Epoch 856/2000
Train Loss 1.1692657470703125, Train Accuracy 90.86166381835938
==> Epoch 857/2000
Train Loss 1.1686739921569824, Train Accuracy 90.86499786376953
==> Epoch 858/2000
Train Loss 1.1680828332901, Train Accuracy 90.86833190917969
==> Epoch 859/2000
Train Loss 1.1674926280975342, Train Accuracy 90.87000274658203
==> Epoch 860/2000
Train Loss 1.1669031381607056, Train Accuracy 90.87333679199219
==> Epoch 861/2000
Train Loss 1.1663144826889038, Train Accuracy 90.88166809082031
==> Epoch 862/2000
Train Loss 1.165726661682129, Train Accuracy 90.88666534423828
==> Epoch 863/2000
Train Loss 1.1651395559310913, Train Accuracy 90.88999938964844
==> Epoch 864/2000
Train Loss 1.1645532846450806, Train Accuracy 90.89167022705078
==> Epoch 865/2000
Train Loss 1.1639678478240967, Train Accuracy 90.88833618164062
==> Epoch 866/2000
Train Loss 1.1633833646774292, Train Accuracy 90.8933334350586
==> Epoch 867/2000
Train Loss 1.162799596786499, Train Accuracy 90.9000015258789
==> Epoch 868/2000
Train Loss 1.1622165441513062, Train Accuracy 90.9000015258789
==> Epoch 869/2000
Train Loss 1.1616343259811401, Train Accuracy 90.90166473388672
==> Epoch 870/2000
Train Loss 1.161052942276001, Train Accuracy 90.90833282470703
==> Epoch 871/2000
Train Loss 1.1604723930358887, Train Accuracy 90.91000366210938
==> Epoch 872/2000
Train Loss 1.1598925590515137, Train Accuracy 90.91000366210938
==> Epoch 873/2000
Train Loss 1.159313440322876, Train Accuracy 90.9183349609375
==> Epoch 874/2000
Train Loss 1.1587352752685547, Train Accuracy 90.91999816894531
==> Epoch 875/2000
Train Loss 1.1581577062606812, Train Accuracy 90.91999816894531
==> Epoch 876/2000
Train Loss 1.1575812101364136, Train Accuracy 90.92166900634766
==> Epoch 877/2000
Train Loss 1.1570050716400146, Train Accuracy 90.92166900634766
==> Epoch 878/2000
Train Loss 1.1564300060272217, Train Accuracy 90.92333221435547
==> Epoch 879/2000
Train Loss 1.155855655670166, Train Accuracy 90.92500305175781
==> Epoch 880/2000
Train Loss 1.1552821397781372, Train Accuracy 90.92833709716797
==> Epoch 881/2000
Train Loss 1.1547093391418457, Train Accuracy 90.94000244140625
==> Epoch 882/2000
Train Loss 1.154137134552002, Train Accuracy 90.94833374023438
==> Epoch 883/2000
Train Loss 1.153565764427185, Train Accuracy 90.95166778564453
==> Epoch 884/2000
Train Loss 1.1529953479766846, Train Accuracy 90.95333099365234
==> Epoch 885/2000
Train Loss 1.1524255275726318, Train Accuracy 90.9566650390625
==> Epoch 886/2000
Train Loss 1.151856541633606, Train Accuracy 90.96333312988281
==> Epoch 887/2000
Train Loss 1.151288390159607, Train Accuracy 90.96666717529297
==> Epoch 888/2000
Train Loss 1.1507208347320557, Train Accuracy 90.97000122070312
==> Epoch 889/2000
Train Loss 1.1501539945602417, Train Accuracy 90.97166442871094
==> Epoch 890/2000
Train Loss 1.1495881080627441, Train Accuracy 90.97166442871094
==> Epoch 891/2000
Train Loss 1.1490226984024048, Train Accuracy 90.9749984741211
==> Epoch 892/2000
Train Loss 1.1484582424163818, Train Accuracy 90.9749984741211
==> Epoch 893/2000
Train Loss 1.1478945016860962, Train Accuracy 90.97666931152344
==> Epoch 894/2000
Train Loss 1.1473315954208374, Train Accuracy 90.98332977294922
==> Epoch 895/2000
Train Loss 1.1467691659927368, Train Accuracy 90.98500061035156
==> Epoch 896/2000
Train Loss 1.146207571029663, Train Accuracy 90.98833465576172
==> Epoch 897/2000
Train Loss 1.1456468105316162, Train Accuracy 90.99166870117188
==> Epoch 898/2000
Train Loss 1.145086646080017, Train Accuracy 90.99833679199219
==> Epoch 899/2000
Train Loss 1.1445273160934448, Train Accuracy 91.0
==> Epoch 900/2000
Train Loss 1.1439687013626099, Train Accuracy 91.01000213623047
==> Epoch 901/2000
Train Loss 1.1434108018875122, Train Accuracy 91.01166534423828
==> Epoch 902/2000
Train Loss 1.1428536176681519, Train Accuracy 91.0199966430664
==> Epoch 903/2000
Train Loss 1.1422970294952393, Train Accuracy 91.02166748046875
==> Epoch 904/2000
Train Loss 1.141741394996643, Train Accuracy 91.02666473388672
==> Epoch 905/2000
Train Loss 1.1411864757537842, Train Accuracy 91.02999877929688
==> Epoch 906/2000
Train Loss 1.1406320333480835, Train Accuracy 91.03166961669922
==> Epoch 907/2000
Train Loss 1.1400783061981201, Train Accuracy 91.03333282470703
==> Epoch 908/2000
Train Loss 1.1395255327224731, Train Accuracy 91.04499816894531
==> Epoch 909/2000
Train Loss 1.138973355293274, Train Accuracy 91.04833221435547
==> Epoch 910/2000
Train Loss 1.138421893119812, Train Accuracy 91.0566635131836
==> Epoch 911/2000
Train Loss 1.1378710269927979, Train Accuracy 91.0566635131836
==> Epoch 912/2000
Train Loss 1.1373209953308105, Train Accuracy 91.05999755859375
==> Epoch 913/2000
Train Loss 1.1367716789245605, Train Accuracy 91.06666564941406
==> Epoch 914/2000
Train Loss 1.1362229585647583, Train Accuracy 91.07666778564453
==> Epoch 915/2000
Train Loss 1.1356749534606934, Train Accuracy 91.08000183105469
==> Epoch 916/2000
Train Loss 1.1351276636123657, Train Accuracy 91.08333587646484
==> Epoch 917/2000
Train Loss 1.1345810890197754, Train Accuracy 91.0816650390625
==> Epoch 918/2000
Train Loss 1.134035348892212, Train Accuracy 91.08499908447266
==> Epoch 919/2000
Train Loss 1.133489966392517, Train Accuracy 91.09500122070312
==> Epoch 920/2000
Train Loss 1.1329455375671387, Train Accuracy 91.0999984741211
==> Epoch 921/2000
Train Loss 1.1324018239974976, Train Accuracy 91.11000061035156
==> Epoch 922/2000
Train Loss 1.131858468055725, Train Accuracy 91.11000061035156
==> Epoch 923/2000
Train Loss 1.1313159465789795, Train Accuracy 91.11499786376953
==> Epoch 924/2000
Train Loss 1.1307742595672607, Train Accuracy 91.11833190917969
==> Epoch 925/2000
Train Loss 1.1302331686019897, Train Accuracy 91.12000274658203
==> Epoch 926/2000
Train Loss 1.1296926736831665, Train Accuracy 91.12333679199219
==> Epoch 927/2000
Train Loss 1.1291528940200806, Train Accuracy 91.12666320800781
==> Epoch 928/2000
Train Loss 1.1286137104034424, Train Accuracy 91.12833404541016
==> Epoch 929/2000
Train Loss 1.128075361251831, Train Accuracy 91.12999725341797
==> Epoch 930/2000
Train Loss 1.1275376081466675, Train Accuracy 91.12999725341797
==> Epoch 931/2000
Train Loss 1.1270004510879517, Train Accuracy 91.13500213623047
==> Epoch 932/2000
Train Loss 1.1264641284942627, Train Accuracy 91.1449966430664
==> Epoch 933/2000
Train Loss 1.125928282737732, Train Accuracy 91.14666748046875
==> Epoch 934/2000
Train Loss 1.1253931522369385, Train Accuracy 91.14666748046875
==> Epoch 935/2000
Train Loss 1.1248588562011719, Train Accuracy 91.14833068847656
==> Epoch 936/2000
Train Loss 1.124324917793274, Train Accuracy 91.15333557128906
==> Epoch 937/2000
Train Loss 1.1237919330596924, Train Accuracy 91.15666961669922
==> Epoch 938/2000
Train Loss 1.1232593059539795, Train Accuracy 91.15833282470703
==> Epoch 939/2000
Train Loss 1.1227275133132935, Train Accuracy 91.163330078125
==> Epoch 940/2000
Train Loss 1.1221964359283447, Train Accuracy 91.16666412353516
==> Epoch 941/2000
Train Loss 1.1216658353805542, Train Accuracy 91.17500305175781
==> Epoch 942/2000
Train Loss 1.1211358308792114, Train Accuracy 91.18000030517578
==> Epoch 943/2000
Train Loss 1.120606541633606, Train Accuracy 91.1866683959961
==> Epoch 944/2000
Train Loss 1.1200780868530273, Train Accuracy 91.19000244140625
==> Epoch 945/2000
Train Loss 1.119550108909607, Train Accuracy 91.19999694824219
==> Epoch 946/2000
Train Loss 1.1190227270126343, Train Accuracy 91.21333312988281
==> Epoch 947/2000
Train Loss 1.118496060371399, Train Accuracy 91.21499633789062
==> Epoch 948/2000
Train Loss 1.1179698705673218, Train Accuracy 91.21833038330078
==> Epoch 949/2000
Train Loss 1.117444634437561, Train Accuracy 91.22000122070312
==> Epoch 950/2000
Train Loss 1.1169198751449585, Train Accuracy 91.22333526611328
==> Epoch 951/2000
Train Loss 1.1163957118988037, Train Accuracy 91.22666931152344
==> Epoch 952/2000
Train Loss 1.1158721446990967, Train Accuracy 91.2316665649414
==> Epoch 953/2000
Train Loss 1.115349292755127, Train Accuracy 91.23666381835938
==> Epoch 954/2000
Train Loss 1.1148269176483154, Train Accuracy 91.23999786376953
==> Epoch 955/2000
Train Loss 1.1143053770065308, Train Accuracy 91.24333190917969
==> Epoch 956/2000
Train Loss 1.1137843132019043, Train Accuracy 91.24500274658203
==> Epoch 957/2000
Train Loss 1.1132638454437256, Train Accuracy 91.25166320800781
==> Epoch 958/2000
Train Loss 1.1127440929412842, Train Accuracy 91.25499725341797
==> Epoch 959/2000
Train Loss 1.1122249364852905, Train Accuracy 91.25833129882812
==> Epoch 960/2000
Train Loss 1.1117063760757446, Train Accuracy 91.26000213623047
==> Epoch 961/2000
Train Loss 1.1111884117126465, Train Accuracy 91.26667022705078
==> Epoch 962/2000
Train Loss 1.1106711626052856, Train Accuracy 91.27166748046875
==> Epoch 963/2000
Train Loss 1.1101545095443726, Train Accuracy 91.27333068847656
==> Epoch 964/2000
Train Loss 1.1096382141113281, Train Accuracy 91.28166961669922
==> Epoch 965/2000
Train Loss 1.1091227531433105, Train Accuracy 91.28666687011719
==> Epoch 966/2000
Train Loss 1.1086077690124512, Train Accuracy 91.29166412353516
==> Epoch 967/2000
Train Loss 1.108093500137329, Train Accuracy 91.29666900634766
==> Epoch 968/2000
Train Loss 1.1075798273086548, Train Accuracy 91.30166625976562
==> Epoch 969/2000
Train Loss 1.1070668697357178, Train Accuracy 91.30500030517578
==> Epoch 970/2000
Train Loss 1.1065542697906494, Train Accuracy 91.3066635131836
==> Epoch 971/2000
Train Loss 1.1060423851013184, Train Accuracy 91.3116683959961
==> Epoch 972/2000
Train Loss 1.105531096458435, Train Accuracy 91.31500244140625
==> Epoch 973/2000
Train Loss 1.105020523071289, Train Accuracy 91.31666564941406
==> Epoch 974/2000
Train Loss 1.1045103073120117, Train Accuracy 91.32166290283203
==> Epoch 975/2000
Train Loss 1.1040009260177612, Train Accuracy 91.32666778564453
==> Epoch 976/2000
Train Loss 1.1034919023513794, Train Accuracy 91.33000183105469
==> Epoch 977/2000
Train Loss 1.1029834747314453, Train Accuracy 91.3316650390625
==> Epoch 978/2000
Train Loss 1.1024757623672485, Train Accuracy 91.33499908447266
==> Epoch 979/2000
Train Loss 1.1019686460494995, Train Accuracy 91.33833312988281
==> Epoch 980/2000
Train Loss 1.1014620065689087, Train Accuracy 91.34333038330078
==> Epoch 981/2000
Train Loss 1.1009560823440552, Train Accuracy 91.34666442871094
==> Epoch 982/2000
Train Loss 1.1004505157470703, Train Accuracy 91.3499984741211
==> Epoch 983/2000
Train Loss 1.0999456644058228, Train Accuracy 91.35166931152344
==> Epoch 984/2000
Train Loss 1.0994415283203125, Train Accuracy 91.3550033569336
==> Epoch 985/2000
Train Loss 1.098937749862671, Train Accuracy 91.35832977294922
==> Epoch 986/2000
Train Loss 1.0984346866607666, Train Accuracy 91.36499786376953
==> Epoch 987/2000
Train Loss 1.09793221950531, Train Accuracy 91.37333679199219
==> Epoch 988/2000
Train Loss 1.0974301099777222, Train Accuracy 91.37833404541016
==> Epoch 989/2000
Train Loss 1.0969288349151611, Train Accuracy 91.38500213623047
==> Epoch 990/2000
Train Loss 1.0964279174804688, Train Accuracy 91.38833618164062
==> Epoch 991/2000
Train Loss 1.0959277153015137, Train Accuracy 91.38999938964844
==> Epoch 992/2000
Train Loss 1.0954279899597168, Train Accuracy 91.3933334350586
==> Epoch 993/2000
Train Loss 1.0949288606643677, Train Accuracy 91.39666748046875
==> Epoch 994/2000
Train Loss 1.0944304466247559, Train Accuracy 91.4000015258789
==> Epoch 995/2000
Train Loss 1.0939322710037231, Train Accuracy 91.40333557128906
==> Epoch 996/2000
Train Loss 1.0934349298477173, Train Accuracy 91.41166687011719
==> Epoch 997/2000
Train Loss 1.0929380655288696, Train Accuracy 91.41999816894531
==> Epoch 998/2000
Train Loss 1.0924417972564697, Train Accuracy 91.41999816894531
==> Epoch 999/2000
Train Loss 1.0919458866119385, Train Accuracy 91.42333221435547
==> Epoch 1000/2000
Train Loss 1.091450810432434, Train Accuracy 91.42333221435547
==> Epoch 1001/2000
Train Loss 1.0909560918807983, Train Accuracy 91.42333221435547
==> Epoch 1002/2000
Train Loss 1.0904619693756104, Train Accuracy 91.42833709716797
==> Epoch 1003/2000
Train Loss 1.0899685621261597, Train Accuracy 91.4316635131836
==> Epoch 1004/2000
Train Loss 1.089475393295288, Train Accuracy 91.43499755859375
==> Epoch 1005/2000
Train Loss 1.0889830589294434, Train Accuracy 91.44000244140625
==> Epoch 1006/2000
Train Loss 1.0884910821914673, Train Accuracy 91.44166564941406
==> Epoch 1007/2000
Train Loss 1.087999939918518, Train Accuracy 91.44666290283203
==> Epoch 1008/2000
Train Loss 1.087509036064148, Train Accuracy 91.44833374023438
==> Epoch 1009/2000
Train Loss 1.0870187282562256, Train Accuracy 91.45166778564453
==> Epoch 1010/2000
Train Loss 1.086529016494751, Train Accuracy 91.45500183105469
==> Epoch 1011/2000
Train Loss 1.0860397815704346, Train Accuracy 91.45333099365234
==> Epoch 1012/2000
Train Loss 1.085551142692566, Train Accuracy 91.45500183105469
==> Epoch 1013/2000
Train Loss 1.085063099861145, Train Accuracy 91.4566650390625
==> Epoch 1014/2000
Train Loss 1.0845755338668823, Train Accuracy 91.461669921875
==> Epoch 1015/2000
Train Loss 1.0840885639190674, Train Accuracy 91.46666717529297
==> Epoch 1016/2000
Train Loss 1.083601951599121, Train Accuracy 91.47000122070312
==> Epoch 1017/2000
Train Loss 1.083116054534912, Train Accuracy 91.47000122070312
==> Epoch 1018/2000
Train Loss 1.0826305150985718, Train Accuracy 91.47000122070312
==> Epoch 1019/2000
Train Loss 1.0821455717086792, Train Accuracy 91.4749984741211
==> Epoch 1020/2000
Train Loss 1.0816612243652344, Train Accuracy 91.47833251953125
==> Epoch 1021/2000
Train Loss 1.0811772346496582, Train Accuracy 91.48500061035156
==> Epoch 1022/2000
Train Loss 1.0806939601898193, Train Accuracy 91.49166870117188
==> Epoch 1023/2000
Train Loss 1.0802112817764282, Train Accuracy 91.49333190917969
==> Epoch 1024/2000
Train Loss 1.0797288417816162, Train Accuracy 91.5
==> Epoch 1025/2000
Train Loss 1.0792471170425415, Train Accuracy 91.5
==> Epoch 1026/2000
Train Loss 1.0787659883499146, Train Accuracy 91.50499725341797
==> Epoch 1027/2000
Train Loss 1.0782852172851562, Train Accuracy 91.51166534423828
==> Epoch 1028/2000
Train Loss 1.0778051614761353, Train Accuracy 91.51667022705078
==> Epoch 1029/2000
Train Loss 1.0773253440856934, Train Accuracy 91.5183334350586
==> Epoch 1030/2000
Train Loss 1.0768461227416992, Train Accuracy 91.52333068847656
==> Epoch 1031/2000
Train Loss 1.0763674974441528, Train Accuracy 91.5250015258789
==> Epoch 1032/2000
Train Loss 1.0758894681930542, Train Accuracy 91.52666473388672
==> Epoch 1033/2000
Train Loss 1.0754115581512451, Train Accuracy 91.52833557128906
==> Epoch 1034/2000
Train Loss 1.074934720993042, Train Accuracy 91.52999877929688
==> Epoch 1035/2000
Train Loss 1.074458122253418, Train Accuracy 91.53666687011719
==> Epoch 1036/2000
Train Loss 1.0739820003509521, Train Accuracy 91.54000091552734
==> Epoch 1037/2000
Train Loss 1.073506236076355, Train Accuracy 91.54166412353516
==> Epoch 1038/2000
Train Loss 1.0730311870574951, Train Accuracy 91.5433349609375
==> Epoch 1039/2000
Train Loss 1.0725566148757935, Train Accuracy 91.54499816894531
==> Epoch 1040/2000
Train Loss 1.0720826387405396, Train Accuracy 91.54666900634766
==> Epoch 1041/2000
Train Loss 1.0716090202331543, Train Accuracy 91.54666900634766
==> Epoch 1042/2000
Train Loss 1.0711361169815063, Train Accuracy 91.55166625976562
==> Epoch 1043/2000
Train Loss 1.0706634521484375, Train Accuracy 91.55333709716797
==> Epoch 1044/2000
Train Loss 1.0701913833618164, Train Accuracy 91.55833435058594
==> Epoch 1045/2000
Train Loss 1.0697197914123535, Train Accuracy 91.55999755859375
==> Epoch 1046/2000
Train Loss 1.0692486763000488, Train Accuracy 91.56500244140625
==> Epoch 1047/2000
Train Loss 1.068778157234192, Train Accuracy 91.56666564941406
==> Epoch 1048/2000
Train Loss 1.0683081150054932, Train Accuracy 91.57166290283203
==> Epoch 1049/2000
Train Loss 1.0678385496139526, Train Accuracy 91.5683364868164
==> Epoch 1050/2000
Train Loss 1.0673693418502808, Train Accuracy 91.57333374023438
==> Epoch 1051/2000
Train Loss 1.0669007301330566, Train Accuracy 91.57499694824219
==> Epoch 1052/2000
Train Loss 1.0664325952529907, Train Accuracy 91.57333374023438
==> Epoch 1053/2000
Train Loss 1.0659650564193726, Train Accuracy 91.57499694824219
==> Epoch 1054/2000
Train Loss 1.065497875213623, Train Accuracy 91.57833099365234
==> Epoch 1055/2000
Train Loss 1.0650312900543213, Train Accuracy 91.5816650390625
==> Epoch 1056/2000
Train Loss 1.0645650625228882, Train Accuracy 91.58499908447266
==> Epoch 1057/2000
Train Loss 1.0640993118286133, Train Accuracy 91.58833312988281
==> Epoch 1058/2000
Train Loss 1.0636342763900757, Train Accuracy 91.58999633789062
==> Epoch 1059/2000
Train Loss 1.0631693601608276, Train Accuracy 91.59500122070312
==> Epoch 1060/2000
Train Loss 1.0627052783966064, Train Accuracy 91.5999984741211
==> Epoch 1061/2000
Train Loss 1.0622414350509644, Train Accuracy 91.60166931152344
==> Epoch 1062/2000
Train Loss 1.0617783069610596, Train Accuracy 91.6066665649414
==> Epoch 1063/2000
Train Loss 1.0613154172897339, Train Accuracy 91.6066665649414
==> Epoch 1064/2000
Train Loss 1.060853123664856, Train Accuracy 91.61000061035156
==> Epoch 1065/2000
Train Loss 1.0603911876678467, Train Accuracy 91.61333465576172
==> Epoch 1066/2000
Train Loss 1.0599298477172852, Train Accuracy 91.62000274658203
==> Epoch 1067/2000
Train Loss 1.0594691038131714, Train Accuracy 91.625
==> Epoch 1068/2000
Train Loss 1.0590084791183472, Train Accuracy 91.62666320800781
==> Epoch 1069/2000
Train Loss 1.0585486888885498, Train Accuracy 91.62666320800781
==> Epoch 1070/2000
Train Loss 1.058089256286621, Train Accuracy 91.62666320800781
==> Epoch 1071/2000
Train Loss 1.057630181312561, Train Accuracy 91.62833404541016
==> Epoch 1072/2000
Train Loss 1.0571715831756592, Train Accuracy 91.62999725341797
==> Epoch 1073/2000
Train Loss 1.056713581085205, Train Accuracy 91.63333129882812
==> Epoch 1074/2000
Train Loss 1.0562560558319092, Train Accuracy 91.63833618164062
==> Epoch 1075/2000
Train Loss 1.0557987689971924, Train Accuracy 91.6449966430664
==> Epoch 1076/2000
Train Loss 1.055342197418213, Train Accuracy 91.64666748046875
==> Epoch 1077/2000
Train Loss 1.0548861026763916, Train Accuracy 91.65499877929688
==> Epoch 1078/2000
Train Loss 1.0544301271438599, Train Accuracy 91.66000366210938
==> Epoch 1079/2000
Train Loss 1.053974986076355, Train Accuracy 91.66166687011719
==> Epoch 1080/2000
Train Loss 1.0535199642181396, Train Accuracy 91.663330078125
==> Epoch 1081/2000
Train Loss 1.0530657768249512, Train Accuracy 91.6683349609375
==> Epoch 1082/2000
Train Loss 1.0526118278503418, Train Accuracy 91.6683349609375
==> Epoch 1083/2000
Train Loss 1.0521583557128906, Train Accuracy 91.67500305175781
==> Epoch 1084/2000
Train Loss 1.0517053604125977, Train Accuracy 91.67833709716797
==> Epoch 1085/2000
Train Loss 1.051252841949463, Train Accuracy 91.68499755859375
==> Epoch 1086/2000
Train Loss 1.0508008003234863, Train Accuracy 91.68499755859375
==> Epoch 1087/2000
Train Loss 1.050349235534668, Train Accuracy 91.69000244140625
==> Epoch 1088/2000
Train Loss 1.0498979091644287, Train Accuracy 91.69166564941406
==> Epoch 1089/2000
Train Loss 1.0494471788406372, Train Accuracy 91.69499969482422
==> Epoch 1090/2000
Train Loss 1.048996925354004, Train Accuracy 91.70333099365234
==> Epoch 1091/2000
Train Loss 1.0485471487045288, Train Accuracy 91.70333099365234
==> Epoch 1092/2000
Train Loss 1.048097848892212, Train Accuracy 91.7066650390625
==> Epoch 1093/2000
Train Loss 1.0476489067077637, Train Accuracy 91.7066650390625
==> Epoch 1094/2000
Train Loss 1.0472005605697632, Train Accuracy 91.70833587646484
==> Epoch 1095/2000
Train Loss 1.0467524528503418, Train Accuracy 91.70999908447266
==> Epoch 1096/2000
Train Loss 1.0463048219680786, Train Accuracy 91.71333312988281
==> Epoch 1097/2000
Train Loss 1.0458576679229736, Train Accuracy 91.71333312988281
==> Epoch 1098/2000
Train Loss 1.0454109907150269, Train Accuracy 91.72000122070312
==> Epoch 1099/2000
Train Loss 1.0449645519256592, Train Accuracy 91.72000122070312
==> Epoch 1100/2000
Train Loss 1.0445188283920288, Train Accuracy 91.72833251953125
==> Epoch 1101/2000
Train Loss 1.0440735816955566, Train Accuracy 91.72833251953125
==> Epoch 1102/2000
Train Loss 1.0436285734176636, Train Accuracy 91.7316665649414
==> Epoch 1103/2000
Train Loss 1.0431840419769287, Train Accuracy 91.73332977294922
==> Epoch 1104/2000
Train Loss 1.042739987373352, Train Accuracy 91.73500061035156
==> Epoch 1105/2000
Train Loss 1.0422964096069336, Train Accuracy 91.73833465576172
==> Epoch 1106/2000
Train Loss 1.0418533086776733, Train Accuracy 91.73999786376953
==> Epoch 1107/2000
Train Loss 1.0414105653762817, Train Accuracy 91.74166870117188
==> Epoch 1108/2000
Train Loss 1.0409681797027588, Train Accuracy 91.74333190917969
==> Epoch 1109/2000
Train Loss 1.0405261516571045, Train Accuracy 91.74666595458984
==> Epoch 1110/2000
Train Loss 1.0400848388671875, Train Accuracy 91.75166320800781
==> Epoch 1111/2000
Train Loss 1.0396438837051392, Train Accuracy 91.75499725341797
==> Epoch 1112/2000
Train Loss 1.0392032861709595, Train Accuracy 91.76000213623047
==> Epoch 1113/2000
Train Loss 1.0387630462646484, Train Accuracy 91.76667022705078
==> Epoch 1114/2000
Train Loss 1.0383232831954956, Train Accuracy 91.7699966430664
==> Epoch 1115/2000
Train Loss 1.0378841161727905, Train Accuracy 91.77333068847656
==> Epoch 1116/2000
Train Loss 1.037445068359375, Train Accuracy 91.77833557128906
==> Epoch 1117/2000
Train Loss 1.0370067358016968, Train Accuracy 91.78333282470703
==> Epoch 1118/2000
Train Loss 1.0365686416625977, Train Accuracy 91.78500366210938
==> Epoch 1119/2000
Train Loss 1.0361310243606567, Train Accuracy 91.79000091552734
==> Epoch 1120/2000
Train Loss 1.035693883895874, Train Accuracy 91.79166412353516
==> Epoch 1121/2000
Train Loss 1.03525710105896, Train Accuracy 91.7933349609375
==> Epoch 1122/2000
Train Loss 1.034820795059204, Train Accuracy 91.7933349609375
==> Epoch 1123/2000
Train Loss 1.0343849658966064, Train Accuracy 91.79166412353516
==> Epoch 1124/2000
Train Loss 1.033949375152588, Train Accuracy 91.79499816894531
==> Epoch 1125/2000
Train Loss 1.0335142612457275, Train Accuracy 91.79666900634766
==> Epoch 1126/2000
Train Loss 1.0330796241760254, Train Accuracy 91.79833221435547
==> Epoch 1127/2000
Train Loss 1.032645344734192, Train Accuracy 91.80333709716797
==> Epoch 1128/2000
Train Loss 1.0322115421295166, Train Accuracy 91.80999755859375
==> Epoch 1129/2000
Train Loss 1.0317782163619995, Train Accuracy 91.8183364868164
==> Epoch 1130/2000
Train Loss 1.0313451290130615, Train Accuracy 91.82333374023438
==> Epoch 1131/2000
Train Loss 1.0309125185012817, Train Accuracy 91.82499694824219
==> Epoch 1132/2000
Train Loss 1.0304803848266602, Train Accuracy 91.83000183105469
==> Epoch 1133/2000
Train Loss 1.0300487279891968, Train Accuracy 91.83000183105469
==> Epoch 1134/2000
Train Loss 1.0296173095703125, Train Accuracy 91.8316650390625
==> Epoch 1135/2000
Train Loss 1.0291863679885864, Train Accuracy 91.83499908447266
==> Epoch 1136/2000
Train Loss 1.0287559032440186, Train Accuracy 91.83833312988281
==> Epoch 1137/2000
Train Loss 1.0283256769180298, Train Accuracy 91.83999633789062
==> Epoch 1138/2000
Train Loss 1.0278959274291992, Train Accuracy 91.84166717529297
==> Epoch 1139/2000
Train Loss 1.0274667739868164, Train Accuracy 91.84333038330078
==> Epoch 1140/2000
Train Loss 1.0270379781723022, Train Accuracy 91.84666442871094
==> Epoch 1141/2000
Train Loss 1.0266094207763672, Train Accuracy 91.85166931152344
==> Epoch 1142/2000
Train Loss 1.0261813402175903, Train Accuracy 91.8566665649414
==> Epoch 1143/2000
Train Loss 1.0257537364959717, Train Accuracy 91.85832977294922
==> Epoch 1144/2000
Train Loss 1.0253263711929321, Train Accuracy 91.86833190917969
==> Epoch 1145/2000
Train Loss 1.0248994827270508, Train Accuracy 91.87666320800781
==> Epoch 1146/2000
Train Loss 1.0244730710983276, Train Accuracy 91.87999725341797
==> Epoch 1147/2000
Train Loss 1.0240471363067627, Train Accuracy 91.87999725341797
==> Epoch 1148/2000
Train Loss 1.0236214399337769, Train Accuracy 91.88333129882812
==> Epoch 1149/2000
Train Loss 1.0231961011886597, Train Accuracy 91.88666534423828
==> Epoch 1150/2000
Train Loss 1.0227712392807007, Train Accuracy 91.88999938964844
==> Epoch 1151/2000
Train Loss 1.0223467350006104, Train Accuracy 91.89167022705078
==> Epoch 1152/2000
Train Loss 1.0219227075576782, Train Accuracy 91.89167022705078
==> Epoch 1153/2000
Train Loss 1.0214991569519043, Train Accuracy 91.89167022705078
==> Epoch 1154/2000
Train Loss 1.02107572555542, Train Accuracy 91.89833068847656
==> Epoch 1155/2000
Train Loss 1.0206528902053833, Train Accuracy 91.90333557128906
==> Epoch 1156/2000
Train Loss 1.0202304124832153, Train Accuracy 91.90499877929688
==> Epoch 1157/2000
Train Loss 1.019808292388916, Train Accuracy 91.90833282470703
==> Epoch 1158/2000
Train Loss 1.0193867683410645, Train Accuracy 91.913330078125
==> Epoch 1159/2000
Train Loss 1.018965244293213, Train Accuracy 91.9183349609375
==> Epoch 1160/2000
Train Loss 1.0185445547103882, Train Accuracy 91.91999816894531
==> Epoch 1161/2000
Train Loss 1.0181238651275635, Train Accuracy 91.92333221435547
==> Epoch 1162/2000
Train Loss 1.0177037715911865, Train Accuracy 91.92666625976562
==> Epoch 1163/2000
Train Loss 1.0172840356826782, Train Accuracy 91.93000030517578
==> Epoch 1164/2000
Train Loss 1.0168646574020386, Train Accuracy 91.93499755859375
==> Epoch 1165/2000
Train Loss 1.0164457559585571, Train Accuracy 91.9366683959961
==> Epoch 1166/2000
Train Loss 1.0160272121429443, Train Accuracy 91.9383316040039
==> Epoch 1167/2000
Train Loss 1.0156089067459106, Train Accuracy 91.9433364868164
==> Epoch 1168/2000
Train Loss 1.0151911973953247, Train Accuracy 91.95166778564453
==> Epoch 1169/2000
Train Loss 1.0147737264633179, Train Accuracy 91.95500183105469
==> Epoch 1170/2000
Train Loss 1.0143567323684692, Train Accuracy 91.95833587646484
==> Epoch 1171/2000
Train Loss 1.0139400959014893, Train Accuracy 91.961669921875
==> Epoch 1172/2000
Train Loss 1.0135236978530884, Train Accuracy 91.96833038330078
==> Epoch 1173/2000
Train Loss 1.0131078958511353, Train Accuracy 91.9749984741211
==> Epoch 1174/2000
Train Loss 1.0126924514770508, Train Accuracy 91.98500061035156
==> Epoch 1175/2000
Train Loss 1.0122771263122559, Train Accuracy 91.98666381835938
==> Epoch 1176/2000
Train Loss 1.0118625164031982, Train Accuracy 91.98666381835938
==> Epoch 1177/2000
Train Loss 1.0114480257034302, Train Accuracy 91.99166870117188
==> Epoch 1178/2000
Train Loss 1.0110340118408203, Train Accuracy 91.99333190917969
==> Epoch 1179/2000
Train Loss 1.0106207132339478, Train Accuracy 91.99666595458984
==> Epoch 1180/2000
Train Loss 1.010207176208496, Train Accuracy 92.00166320800781
==> Epoch 1181/2000
Train Loss 1.0097944736480713, Train Accuracy 92.00333404541016
==> Epoch 1182/2000
Train Loss 1.0093820095062256, Train Accuracy 92.00666809082031
==> Epoch 1183/2000
Train Loss 1.008969783782959, Train Accuracy 92.01499938964844
==> Epoch 1184/2000
Train Loss 1.0085581541061401, Train Accuracy 92.0183334350586
==> Epoch 1185/2000
Train Loss 1.0081466436386108, Train Accuracy 92.0199966430664
==> Epoch 1186/2000
Train Loss 1.0077358484268188, Train Accuracy 92.02333068847656
==> Epoch 1187/2000
Train Loss 1.0073251724243164, Train Accuracy 92.02333068847656
==> Epoch 1188/2000
Train Loss 1.0069149732589722, Train Accuracy 92.02666473388672
==> Epoch 1189/2000
Train Loss 1.006505012512207, Train Accuracy 92.03666687011719
==> Epoch 1190/2000
Train Loss 1.0060956478118896, Train Accuracy 92.03666687011719
==> Epoch 1191/2000
Train Loss 1.0056865215301514, Train Accuracy 92.038330078125
==> Epoch 1192/2000
Train Loss 1.0052777528762817, Train Accuracy 92.04166412353516
==> Epoch 1193/2000
Train Loss 1.0048693418502808, Train Accuracy 92.04166412353516
==> Epoch 1194/2000
Train Loss 1.0044612884521484, Train Accuracy 92.04666900634766
==> Epoch 1195/2000
Train Loss 1.0040534734725952, Train Accuracy 92.05000305175781
==> Epoch 1196/2000
Train Loss 1.0036463737487793, Train Accuracy 92.0566635131836
==> Epoch 1197/2000
Train Loss 1.003239393234253, Train Accuracy 92.06666564941406
==> Epoch 1198/2000
Train Loss 1.0028327703475952, Train Accuracy 92.06999969482422
==> Epoch 1199/2000
Train Loss 1.0024266242980957, Train Accuracy 92.07333374023438
==> Epoch 1200/2000
Train Loss 1.0020208358764648, Train Accuracy 92.07833099365234
==> Epoch 1201/2000
Train Loss 1.0016154050827026, Train Accuracy 92.0816650390625
==> Epoch 1202/2000
Train Loss 1.001210331916809, Train Accuracy 92.08499908447266
==> Epoch 1203/2000
Train Loss 1.0008056163787842, Train Accuracy 92.08833312988281
==> Epoch 1204/2000
Train Loss 1.000401258468628, Train Accuracy 92.09500122070312
==> Epoch 1205/2000
Train Loss 0.9999971389770508, Train Accuracy 92.09666442871094
==> Epoch 1206/2000
Train Loss 0.9995934963226318, Train Accuracy 92.09833526611328
==> Epoch 1207/2000
Train Loss 0.9991902112960815, Train Accuracy 92.0999984741211
==> Epoch 1208/2000
Train Loss 0.9987872838973999, Train Accuracy 92.1050033569336
==> Epoch 1209/2000
Train Loss 0.9983846545219421, Train Accuracy 92.11166381835938
==> Epoch 1210/2000
Train Loss 0.9979826211929321, Train Accuracy 92.11333465576172
==> Epoch 1211/2000
Train Loss 0.9975805878639221, Train Accuracy 92.11333465576172
==> Epoch 1212/2000
Train Loss 0.9971791505813599, Train Accuracy 92.11333465576172
==> Epoch 1213/2000
Train Loss 0.9967780113220215, Train Accuracy 92.11666870117188
==> Epoch 1214/2000
Train Loss 0.996377170085907, Train Accuracy 92.12000274658203
==> Epoch 1215/2000
Train Loss 0.9959768056869507, Train Accuracy 92.125
==> Epoch 1216/2000
Train Loss 0.9955765604972839, Train Accuracy 92.12999725341797
==> Epoch 1217/2000
Train Loss 0.9951767921447754, Train Accuracy 92.12833404541016
==> Epoch 1218/2000
Train Loss 0.9947775602340698, Train Accuracy 92.12999725341797
==> Epoch 1219/2000
Train Loss 0.994378387928009, Train Accuracy 92.13166809082031
==> Epoch 1220/2000
Train Loss 0.9939797520637512, Train Accuracy 92.13166809082031
==> Epoch 1221/2000
Train Loss 0.9935815930366516, Train Accuracy 92.13666534423828
==> Epoch 1222/2000
Train Loss 0.9931835532188416, Train Accuracy 92.1433334350586
==> Epoch 1223/2000
Train Loss 0.9927859902381897, Train Accuracy 92.1449966430664
==> Epoch 1224/2000
Train Loss 0.9923886060714722, Train Accuracy 92.15166473388672
==> Epoch 1225/2000
Train Loss 0.9919917583465576, Train Accuracy 92.15833282470703
==> Epoch 1226/2000
Train Loss 0.9915951490402222, Train Accuracy 92.16500091552734
==> Epoch 1227/2000
Train Loss 0.9911990165710449, Train Accuracy 92.16666412353516
==> Epoch 1228/2000
Train Loss 0.9908030033111572, Train Accuracy 92.16999816894531
==> Epoch 1229/2000
Train Loss 0.9904074668884277, Train Accuracy 92.17333221435547
==> Epoch 1230/2000
Train Loss 0.9900122880935669, Train Accuracy 92.17500305175781
==> Epoch 1231/2000
Train Loss 0.9896174073219299, Train Accuracy 92.18000030517578
==> Epoch 1232/2000
Train Loss 0.9892230033874512, Train Accuracy 92.1816635131836
==> Epoch 1233/2000
Train Loss 0.988828718662262, Train Accuracy 92.19166564941406
==> Epoch 1234/2000
Train Loss 0.9884348511695862, Train Accuracy 92.19666290283203
==> Epoch 1235/2000
Train Loss 0.9880414605140686, Train Accuracy 92.19999694824219
==> Epoch 1236/2000
Train Loss 0.9876484274864197, Train Accuracy 92.19999694824219
==> Epoch 1237/2000
Train Loss 0.9872556328773499, Train Accuracy 92.20500183105469
==> Epoch 1238/2000
Train Loss 0.9868631362915039, Train Accuracy 92.2066650390625
==> Epoch 1239/2000
Train Loss 0.9864710569381714, Train Accuracy 92.2066650390625
==> Epoch 1240/2000
Train Loss 0.9860792756080627, Train Accuracy 92.20833587646484
==> Epoch 1241/2000
Train Loss 0.9856878519058228, Train Accuracy 92.211669921875
==> Epoch 1242/2000
Train Loss 0.9852967262268066, Train Accuracy 92.211669921875
==> Epoch 1243/2000
Train Loss 0.984906017780304, Train Accuracy 92.211669921875
==> Epoch 1244/2000
Train Loss 0.9845156073570251, Train Accuracy 92.22000122070312
==> Epoch 1245/2000
Train Loss 0.9841254949569702, Train Accuracy 92.22166442871094
==> Epoch 1246/2000
Train Loss 0.9837357997894287, Train Accuracy 92.22333526611328
==> Epoch 1247/2000
Train Loss 0.9833464026451111, Train Accuracy 92.22666931152344
==> Epoch 1248/2000
Train Loss 0.9829573631286621, Train Accuracy 92.2316665649414
==> Epoch 1249/2000
Train Loss 0.982568621635437, Train Accuracy 92.23666381835938
==> Epoch 1250/2000
Train Loss 0.9821802973747253, Train Accuracy 92.23999786376953
==> Epoch 1251/2000
Train Loss 0.9817920923233032, Train Accuracy 92.24166870117188
==> Epoch 1252/2000
Train Loss 0.9814044833183289, Train Accuracy 92.24500274658203
==> Epoch 1253/2000
Train Loss 0.9810171127319336, Train Accuracy 92.24333190917969
==> Epoch 1254/2000
Train Loss 0.9806299805641174, Train Accuracy 92.24833679199219
==> Epoch 1255/2000
Train Loss 0.9802432656288147, Train Accuracy 92.24833679199219
==> Epoch 1256/2000
Train Loss 0.9798568487167358, Train Accuracy 92.25166320800781
==> Epoch 1257/2000
Train Loss 0.9794707894325256, Train Accuracy 92.25166320800781
==> Epoch 1258/2000
Train Loss 0.9790851473808289, Train Accuracy 92.25499725341797
==> Epoch 1259/2000
Train Loss 0.9786996841430664, Train Accuracy 92.25666809082031
==> Epoch 1260/2000
Train Loss 0.9783146381378174, Train Accuracy 92.25833129882812
==> Epoch 1261/2000
Train Loss 0.9779298901557922, Train Accuracy 92.26499938964844
==> Epoch 1262/2000
Train Loss 0.9775455594062805, Train Accuracy 92.2683334350586
==> Epoch 1263/2000
Train Loss 0.9771614074707031, Train Accuracy 92.27333068847656
==> Epoch 1264/2000
Train Loss 0.9767777323722839, Train Accuracy 92.2750015258789
==> Epoch 1265/2000
Train Loss 0.9763942956924438, Train Accuracy 92.27999877929688
==> Epoch 1266/2000
Train Loss 0.9760110378265381, Train Accuracy 92.28166961669922
==> Epoch 1267/2000
Train Loss 0.9756284952163696, Train Accuracy 92.28500366210938
==> Epoch 1268/2000
Train Loss 0.9752458333969116, Train Accuracy 92.28666687011719
==> Epoch 1269/2000
Train Loss 0.9748636484146118, Train Accuracy 92.29000091552734
==> Epoch 1270/2000
Train Loss 0.974481999874115, Train Accuracy 92.29166412353516
==> Epoch 1271/2000
Train Loss 0.9741004109382629, Train Accuracy 92.29166412353516
==> Epoch 1272/2000
Train Loss 0.9737193584442139, Train Accuracy 92.29666900634766
==> Epoch 1273/2000
Train Loss 0.9733385443687439, Train Accuracy 92.29666900634766
==> Epoch 1274/2000
Train Loss 0.972957968711853, Train Accuracy 92.30166625976562
==> Epoch 1275/2000
Train Loss 0.9725779294967651, Train Accuracy 92.30333709716797
==> Epoch 1276/2000
Train Loss 0.972197949886322, Train Accuracy 92.3066635131836
==> Epoch 1277/2000
Train Loss 0.9718183279037476, Train Accuracy 92.3133316040039
==> Epoch 1278/2000
Train Loss 0.9714392423629761, Train Accuracy 92.31999969482422
==> Epoch 1279/2000
Train Loss 0.9710601568222046, Train Accuracy 92.31999969482422
==> Epoch 1280/2000
Train Loss 0.9706816077232361, Train Accuracy 92.32499694824219
==> Epoch 1281/2000
Train Loss 0.9703034162521362, Train Accuracy 92.33000183105469
==> Epoch 1282/2000
Train Loss 0.9699255228042603, Train Accuracy 92.3316650390625
==> Epoch 1283/2000
Train Loss 0.969547688961029, Train Accuracy 92.33333587646484
==> Epoch 1284/2000
Train Loss 0.9691705107688904, Train Accuracy 92.336669921875
==> Epoch 1285/2000
Train Loss 0.9687933921813965, Train Accuracy 92.33999633789062
==> Epoch 1286/2000
Train Loss 0.9684169292449951, Train Accuracy 92.34166717529297
==> Epoch 1287/2000
Train Loss 0.9680405855178833, Train Accuracy 92.34333038330078
==> Epoch 1288/2000
Train Loss 0.9676644206047058, Train Accuracy 92.34833526611328
==> Epoch 1289/2000
Train Loss 0.967288613319397, Train Accuracy 92.3499984741211
==> Epoch 1290/2000
Train Loss 0.9669132828712463, Train Accuracy 92.35333251953125
==> Epoch 1291/2000
Train Loss 0.9665381908416748, Train Accuracy 92.35333251953125
==> Epoch 1292/2000
Train Loss 0.9661633372306824, Train Accuracy 92.3566665649414
==> Epoch 1293/2000
Train Loss 0.9657888412475586, Train Accuracy 92.35832977294922
==> Epoch 1294/2000
Train Loss 0.9654147028923035, Train Accuracy 92.35832977294922
==> Epoch 1295/2000
Train Loss 0.9650408029556274, Train Accuracy 92.36333465576172
==> Epoch 1296/2000
Train Loss 0.9646673798561096, Train Accuracy 92.36333465576172
==> Epoch 1297/2000
Train Loss 0.9642941355705261, Train Accuracy 92.36666870117188
==> Epoch 1298/2000
Train Loss 0.9639212489128113, Train Accuracy 92.36833190917969
==> Epoch 1299/2000
Train Loss 0.9635486006736755, Train Accuracy 92.36666870117188
==> Epoch 1300/2000
Train Loss 0.9631763696670532, Train Accuracy 92.37000274658203
==> Epoch 1301/2000
Train Loss 0.9628043174743652, Train Accuracy 92.37000274658203
==> Epoch 1302/2000
Train Loss 0.9624326825141907, Train Accuracy 92.36833190917969
==> Epoch 1303/2000
Train Loss 0.9620612859725952, Train Accuracy 92.37333679199219
==> Epoch 1304/2000
Train Loss 0.9616903066635132, Train Accuracy 92.375
==> Epoch 1305/2000
Train Loss 0.9613195061683655, Train Accuracy 92.38166809082031
==> Epoch 1306/2000
Train Loss 0.9609489440917969, Train Accuracy 92.38333129882812
==> Epoch 1307/2000
Train Loss 0.960578978061676, Train Accuracy 92.38833618164062
==> Epoch 1308/2000
Train Loss 0.9602091312408447, Train Accuracy 92.38999938964844
==> Epoch 1309/2000
Train Loss 0.9598395824432373, Train Accuracy 92.39167022705078
==> Epoch 1310/2000
Train Loss 0.9594704508781433, Train Accuracy 92.3933334350586
==> Epoch 1311/2000
Train Loss 0.9591013789176941, Train Accuracy 92.39666748046875
==> Epoch 1312/2000
Train Loss 0.9587328433990479, Train Accuracy 92.39666748046875
==> Epoch 1313/2000
Train Loss 0.9583646059036255, Train Accuracy 92.39666748046875
==> Epoch 1314/2000
Train Loss 0.9579965472221375, Train Accuracy 92.4000015258789
==> Epoch 1315/2000
Train Loss 0.9576288461685181, Train Accuracy 92.40166473388672
==> Epoch 1316/2000
Train Loss 0.9572615027427673, Train Accuracy 92.40333557128906
==> Epoch 1317/2000
Train Loss 0.9568943381309509, Train Accuracy 92.40499877929688
==> Epoch 1318/2000
Train Loss 0.956527590751648, Train Accuracy 92.40499877929688
==> Epoch 1319/2000
Train Loss 0.9561610221862793, Train Accuracy 92.41000366210938
==> Epoch 1320/2000
Train Loss 0.9557948112487793, Train Accuracy 92.41666412353516
==> Epoch 1321/2000
Train Loss 0.9554290771484375, Train Accuracy 92.41500091552734
==> Epoch 1322/2000
Train Loss 0.9550634622573853, Train Accuracy 92.413330078125
==> Epoch 1323/2000
Train Loss 0.9546980857849121, Train Accuracy 92.41666412353516
==> Epoch 1324/2000
Train Loss 0.9543331265449524, Train Accuracy 92.41999816894531
==> Epoch 1325/2000
Train Loss 0.9539684653282166, Train Accuracy 92.42166900634766
==> Epoch 1326/2000
Train Loss 0.9536041617393494, Train Accuracy 92.42500305175781
==> Epoch 1327/2000
Train Loss 0.9532399773597717, Train Accuracy 92.4316635131836
==> Epoch 1328/2000
Train Loss 0.9528762102127075, Train Accuracy 92.4366683959961
==> Epoch 1329/2000
Train Loss 0.9525126814842224, Train Accuracy 92.4366683959961
==> Epoch 1330/2000
Train Loss 0.952149510383606, Train Accuracy 92.44000244140625
==> Epoch 1331/2000
Train Loss 0.9517866373062134, Train Accuracy 92.44166564941406
==> Epoch 1332/2000
Train Loss 0.9514240026473999, Train Accuracy 92.44166564941406
==> Epoch 1333/2000
Train Loss 0.9510617256164551, Train Accuracy 92.44499969482422
==> Epoch 1334/2000
Train Loss 0.9506997466087341, Train Accuracy 92.44666290283203
==> Epoch 1335/2000
Train Loss 0.9503380060195923, Train Accuracy 92.44833374023438
==> Epoch 1336/2000
Train Loss 0.9499765038490295, Train Accuracy 92.45500183105469
==> Epoch 1337/2000
Train Loss 0.9496154189109802, Train Accuracy 92.45999908447266
==> Epoch 1338/2000
Train Loss 0.9492546319961548, Train Accuracy 92.461669921875
==> Epoch 1339/2000
Train Loss 0.9488940834999084, Train Accuracy 92.46499633789062
==> Epoch 1340/2000
Train Loss 0.9485337734222412, Train Accuracy 92.46833038330078
==> Epoch 1341/2000
Train Loss 0.9481738805770874, Train Accuracy 92.47166442871094
==> Epoch 1342/2000
Train Loss 0.9478143453598022, Train Accuracy 92.47333526611328
==> Epoch 1343/2000
Train Loss 0.9474548697471619, Train Accuracy 92.4749984741211
==> Epoch 1344/2000
Train Loss 0.9470959305763245, Train Accuracy 92.47666931152344
==> Epoch 1345/2000
Train Loss 0.9467371106147766, Train Accuracy 92.47666931152344
==> Epoch 1346/2000
Train Loss 0.9463785886764526, Train Accuracy 92.4816665649414
==> Epoch 1347/2000
Train Loss 0.9460203647613525, Train Accuracy 92.48500061035156
==> Epoch 1348/2000
Train Loss 0.9456625580787659, Train Accuracy 92.48999786376953
==> Epoch 1349/2000
Train Loss 0.9453049302101135, Train Accuracy 92.49166870117188
==> Epoch 1350/2000
Train Loss 0.9449474811553955, Train Accuracy 92.49166870117188
==> Epoch 1351/2000
Train Loss 0.9445904493331909, Train Accuracy 92.49333190917969
==> Epoch 1352/2000
Train Loss 0.9442337155342102, Train Accuracy 92.49833679199219
==> Epoch 1353/2000
Train Loss 0.9438771605491638, Train Accuracy 92.5
==> Epoch 1354/2000
Train Loss 0.9435210227966309, Train Accuracy 92.50166320800781
==> Epoch 1355/2000
Train Loss 0.943165123462677, Train Accuracy 92.50333404541016
==> Epoch 1356/2000
Train Loss 0.9428096413612366, Train Accuracy 92.50833129882812
==> Epoch 1357/2000
Train Loss 0.9424543380737305, Train Accuracy 92.50833129882812
==> Epoch 1358/2000
Train Loss 0.9420991539955139, Train Accuracy 92.51000213623047
==> Epoch 1359/2000
Train Loss 0.9417444467544556, Train Accuracy 92.51499938964844
==> Epoch 1360/2000
Train Loss 0.9413899779319763, Train Accuracy 92.5183334350586
==> Epoch 1361/2000
Train Loss 0.941035807132721, Train Accuracy 92.52166748046875
==> Epoch 1362/2000
Train Loss 0.9406819939613342, Train Accuracy 92.52333068847656
==> Epoch 1363/2000
Train Loss 0.9403282999992371, Train Accuracy 92.52333068847656
==> Epoch 1364/2000
Train Loss 0.9399750828742981, Train Accuracy 92.5250015258789
==> Epoch 1365/2000
Train Loss 0.9396219253540039, Train Accuracy 92.52666473388672
==> Epoch 1366/2000
Train Loss 0.9392691254615784, Train Accuracy 92.52833557128906
==> Epoch 1367/2000
Train Loss 0.9389166831970215, Train Accuracy 92.53166961669922
==> Epoch 1368/2000
Train Loss 0.9385645389556885, Train Accuracy 92.53333282470703
==> Epoch 1369/2000
Train Loss 0.9382126331329346, Train Accuracy 92.53666687011719
==> Epoch 1370/2000
Train Loss 0.9378609657287598, Train Accuracy 92.538330078125
==> Epoch 1371/2000
Train Loss 0.9375095963478088, Train Accuracy 92.54166412353516
==> Epoch 1372/2000
Train Loss 0.9371586441993713, Train Accuracy 92.54666900634766
==> Epoch 1373/2000
Train Loss 0.9368077516555786, Train Accuracy 92.54833221435547
==> Epoch 1374/2000
Train Loss 0.9364572167396545, Train Accuracy 92.55000305175781
==> Epoch 1375/2000
Train Loss 0.9361072182655334, Train Accuracy 92.55333709716797
==> Epoch 1376/2000
Train Loss 0.9357571601867676, Train Accuracy 92.5566635131836
==> Epoch 1377/2000
Train Loss 0.9354075789451599, Train Accuracy 92.55999755859375
==> Epoch 1378/2000
Train Loss 0.935058057308197, Train Accuracy 92.56500244140625
==> Epoch 1379/2000
Train Loss 0.9347090125083923, Train Accuracy 92.56666564941406
==> Epoch 1380/2000
Train Loss 0.9343600869178772, Train Accuracy 92.57499694824219
==> Epoch 1381/2000
Train Loss 0.9340116381645203, Train Accuracy 92.58499908447266
==> Epoch 1382/2000
Train Loss 0.9336634278297424, Train Accuracy 92.58833312988281
==> Epoch 1383/2000
Train Loss 0.9333153367042542, Train Accuracy 92.59166717529297
==> Epoch 1384/2000
Train Loss 0.9329676628112793, Train Accuracy 92.59500122070312
==> Epoch 1385/2000
Train Loss 0.9326202273368835, Train Accuracy 92.5999984741211
==> Epoch 1386/2000
Train Loss 0.9322729706764221, Train Accuracy 92.60333251953125
==> Epoch 1387/2000
Train Loss 0.9319260716438293, Train Accuracy 92.60333251953125
==> Epoch 1388/2000
Train Loss 0.9315794706344604, Train Accuracy 92.6066665649414
==> Epoch 1389/2000
Train Loss 0.9312331676483154, Train Accuracy 92.61000061035156
==> Epoch 1390/2000
Train Loss 0.9308870434761047, Train Accuracy 92.61499786376953
==> Epoch 1391/2000
Train Loss 0.9305413365364075, Train Accuracy 92.61833190917969
==> Epoch 1392/2000
Train Loss 0.9301957488059998, Train Accuracy 92.62166595458984
==> Epoch 1393/2000
Train Loss 0.9298503994941711, Train Accuracy 92.62666320800781
==> Epoch 1394/2000
Train Loss 0.9295055270195007, Train Accuracy 92.63333129882812
==> Epoch 1395/2000
Train Loss 0.9291607737541199, Train Accuracy 92.63333129882812
==> Epoch 1396/2000
Train Loss 0.9288163781166077, Train Accuracy 92.63333129882812
==> Epoch 1397/2000
Train Loss 0.9284721612930298, Train Accuracy 92.63500213623047
==> Epoch 1398/2000
Train Loss 0.9281283617019653, Train Accuracy 92.63833618164062
==> Epoch 1399/2000
Train Loss 0.9277847409248352, Train Accuracy 92.63833618164062
==> Epoch 1400/2000
Train Loss 0.927441418170929, Train Accuracy 92.63999938964844
==> Epoch 1401/2000
Train Loss 0.927098274230957, Train Accuracy 92.6449966430664
==> Epoch 1402/2000
Train Loss 0.926755428314209, Train Accuracy 92.64666748046875
==> Epoch 1403/2000
Train Loss 0.9264129400253296, Train Accuracy 92.64833068847656
==> Epoch 1404/2000
Train Loss 0.9260706901550293, Train Accuracy 92.65166473388672
==> Epoch 1405/2000
Train Loss 0.9257287383079529, Train Accuracy 92.65499877929688
==> Epoch 1406/2000
Train Loss 0.9253870248794556, Train Accuracy 92.65499877929688
==> Epoch 1407/2000
Train Loss 0.9250456094741821, Train Accuracy 92.65666961669922
==> Epoch 1408/2000
Train Loss 0.9247044324874878, Train Accuracy 92.66000366210938
==> Epoch 1409/2000
Train Loss 0.9243634939193726, Train Accuracy 92.66666412353516
==> Epoch 1410/2000
Train Loss 0.9240227937698364, Train Accuracy 92.66666412353516
==> Epoch 1411/2000
Train Loss 0.9236825108528137, Train Accuracy 92.67166900634766
==> Epoch 1412/2000
Train Loss 0.9233421683311462, Train Accuracy 92.66999816894531
==> Epoch 1413/2000
Train Loss 0.9230024218559265, Train Accuracy 92.67166900634766
==> Epoch 1414/2000
Train Loss 0.9226629137992859, Train Accuracy 92.67333221435547
==> Epoch 1415/2000
Train Loss 0.9223235249519348, Train Accuracy 92.67666625976562
==> Epoch 1416/2000
Train Loss 0.9219846129417419, Train Accuracy 92.67666625976562
==> Epoch 1417/2000
Train Loss 0.9216457605361938, Train Accuracy 92.6816635131836
==> Epoch 1418/2000
Train Loss 0.9213072657585144, Train Accuracy 92.68499755859375
==> Epoch 1419/2000
Train Loss 0.9209689497947693, Train Accuracy 92.6883316040039
==> Epoch 1420/2000
Train Loss 0.9206309914588928, Train Accuracy 92.69000244140625
==> Epoch 1421/2000
Train Loss 0.9202933311462402, Train Accuracy 92.69000244140625
==> Epoch 1422/2000
Train Loss 0.9199557304382324, Train Accuracy 92.69166564941406
==> Epoch 1423/2000
Train Loss 0.9196186065673828, Train Accuracy 92.6933364868164
==> Epoch 1424/2000
Train Loss 0.9192816019058228, Train Accuracy 92.69666290283203
==> Epoch 1425/2000
Train Loss 0.9189449548721313, Train Accuracy 92.69666290283203
==> Epoch 1426/2000
Train Loss 0.9186084866523743, Train Accuracy 92.69833374023438
==> Epoch 1427/2000
Train Loss 0.9182724356651306, Train Accuracy 92.69999694824219
==> Epoch 1428/2000
Train Loss 0.9179365634918213, Train Accuracy 92.70333099365234
==> Epoch 1429/2000
Train Loss 0.9176008701324463, Train Accuracy 92.70500183105469
==> Epoch 1430/2000
Train Loss 0.9172654151916504, Train Accuracy 92.7066650390625
==> Epoch 1431/2000
Train Loss 0.9169304370880127, Train Accuracy 92.70833587646484
==> Epoch 1432/2000
Train Loss 0.9165955185890198, Train Accuracy 92.70833587646484
==> Epoch 1433/2000
Train Loss 0.9162609577178955, Train Accuracy 92.711669921875
==> Epoch 1434/2000
Train Loss 0.9159266948699951, Train Accuracy 92.711669921875
==> Epoch 1435/2000
Train Loss 0.9155926704406738, Train Accuracy 92.71499633789062
==> Epoch 1436/2000
Train Loss 0.9152588248252869, Train Accuracy 92.71499633789062
==> Epoch 1437/2000
Train Loss 0.9149253368377686, Train Accuracy 92.71666717529297
==> Epoch 1438/2000
Train Loss 0.9145920276641846, Train Accuracy 92.72000122070312
==> Epoch 1439/2000
Train Loss 0.9142588376998901, Train Accuracy 92.7249984741211
==> Epoch 1440/2000
Train Loss 0.9139262437820435, Train Accuracy 92.7249984741211
==> Epoch 1441/2000
Train Loss 0.9135937690734863, Train Accuracy 92.72666931152344
==> Epoch 1442/2000
Train Loss 0.913261353969574, Train Accuracy 92.72833251953125
==> Epoch 1443/2000
Train Loss 0.9129294753074646, Train Accuracy 92.73666381835938
==> Epoch 1444/2000
Train Loss 0.91259765625, Train Accuracy 92.73833465576172
==> Epoch 1445/2000
Train Loss 0.9122662544250488, Train Accuracy 92.74166870117188
==> Epoch 1446/2000
Train Loss 0.9119349718093872, Train Accuracy 92.74333190917969
==> Epoch 1447/2000
Train Loss 0.9116039276123047, Train Accuracy 92.75
==> Epoch 1448/2000
Train Loss 0.9112733602523804, Train Accuracy 92.75
==> Epoch 1449/2000
Train Loss 0.9109429121017456, Train Accuracy 92.75
==> Epoch 1450/2000
Train Loss 0.9106126427650452, Train Accuracy 92.75
==> Epoch 1451/2000
Train Loss 0.9102826118469238, Train Accuracy 92.75166320800781
==> Epoch 1452/2000
Train Loss 0.9099529981613159, Train Accuracy 92.75333404541016
==> Epoch 1453/2000
Train Loss 0.9096235036849976, Train Accuracy 92.75833129882812
==> Epoch 1454/2000
Train Loss 0.9092943668365479, Train Accuracy 92.76333618164062
==> Epoch 1455/2000
Train Loss 0.9089653491973877, Train Accuracy 92.76333618164062
==> Epoch 1456/2000
Train Loss 0.9086368083953857, Train Accuracy 92.76499938964844
==> Epoch 1457/2000
Train Loss 0.9083083271980286, Train Accuracy 92.77666473388672
==> Epoch 1458/2000
Train Loss 0.9079800844192505, Train Accuracy 92.77666473388672
==> Epoch 1459/2000
Train Loss 0.9076522588729858, Train Accuracy 92.77833557128906
==> Epoch 1460/2000
Train Loss 0.9073245525360107, Train Accuracy 92.77833557128906
==> Epoch 1461/2000
Train Loss 0.9069972038269043, Train Accuracy 92.78333282470703
==> Epoch 1462/2000
Train Loss 0.9066699743270874, Train Accuracy 92.78666687011719
==> Epoch 1463/2000
Train Loss 0.9063430428504944, Train Accuracy 92.788330078125
==> Epoch 1464/2000
Train Loss 0.9060165286064148, Train Accuracy 92.79000091552734
==> Epoch 1465/2000
Train Loss 0.90569007396698, Train Accuracy 92.79166412353516
==> Epoch 1466/2000
Train Loss 0.905363917350769, Train Accuracy 92.79499816894531
==> Epoch 1467/2000
Train Loss 0.9050379991531372, Train Accuracy 92.79499816894531
==> Epoch 1468/2000
Train Loss 0.9047123789787292, Train Accuracy 92.79833221435547
==> Epoch 1469/2000
Train Loss 0.9043869376182556, Train Accuracy 92.80000305175781
==> Epoch 1470/2000
Train Loss 0.9040616750717163, Train Accuracy 92.80500030517578
==> Epoch 1471/2000
Train Loss 0.9037368297576904, Train Accuracy 92.80333709716797
==> Epoch 1472/2000
Train Loss 0.9034121632575989, Train Accuracy 92.8066635131836
==> Epoch 1473/2000
Train Loss 0.9030877351760864, Train Accuracy 92.80833435058594
==> Epoch 1474/2000
Train Loss 0.9027636051177979, Train Accuracy 92.80833435058594
==> Epoch 1475/2000
Train Loss 0.9024397134780884, Train Accuracy 92.8116683959961
==> Epoch 1476/2000
Train Loss 0.9021160006523132, Train Accuracy 92.81500244140625
==> Epoch 1477/2000
Train Loss 0.9017926454544067, Train Accuracy 92.8183364868164
==> Epoch 1478/2000
Train Loss 0.9014694690704346, Train Accuracy 92.82499694824219
==> Epoch 1479/2000
Train Loss 0.9011465311050415, Train Accuracy 92.82666778564453
==> Epoch 1480/2000
Train Loss 0.9008238315582275, Train Accuracy 92.82833099365234
==> Epoch 1481/2000
Train Loss 0.9005013704299927, Train Accuracy 92.8316650390625
==> Epoch 1482/2000
Train Loss 0.9001792073249817, Train Accuracy 92.836669921875
==> Epoch 1483/2000
Train Loss 0.8998572826385498, Train Accuracy 92.84333038330078
==> Epoch 1484/2000
Train Loss 0.899535596370697, Train Accuracy 92.84333038330078
==> Epoch 1485/2000
Train Loss 0.8992141485214233, Train Accuracy 92.84333038330078
==> Epoch 1486/2000
Train Loss 0.8988929390907288, Train Accuracy 92.84666442871094
==> Epoch 1487/2000
Train Loss 0.8985719084739685, Train Accuracy 92.8499984741211
==> Epoch 1488/2000
Train Loss 0.8982512354850769, Train Accuracy 92.8499984741211
==> Epoch 1489/2000
Train Loss 0.8979307413101196, Train Accuracy 92.85166931152344
==> Epoch 1490/2000
Train Loss 0.8976105451583862, Train Accuracy 92.85832977294922
==> Epoch 1491/2000
Train Loss 0.8972905874252319, Train Accuracy 92.86166381835938
==> Epoch 1492/2000
Train Loss 0.896970808506012, Train Accuracy 92.86333465576172
==> Epoch 1493/2000
Train Loss 0.8966512084007263, Train Accuracy 92.86833190917969
==> Epoch 1494/2000
Train Loss 0.8963320255279541, Train Accuracy 92.875
==> Epoch 1495/2000
Train Loss 0.896013081073761, Train Accuracy 92.875
==> Epoch 1496/2000
Train Loss 0.8956941962242126, Train Accuracy 92.87333679199219
==> Epoch 1497/2000
Train Loss 0.8953757882118225, Train Accuracy 92.87666320800781
==> Epoch 1498/2000
Train Loss 0.8950573801994324, Train Accuracy 92.87999725341797
==> Epoch 1499/2000
Train Loss 0.8947393298149109, Train Accuracy 92.87999725341797
==> Epoch 1500/2000
Train Loss 0.8944215178489685, Train Accuracy 92.87999725341797
==> Epoch 1501/2000
Train Loss 0.89410400390625, Train Accuracy 92.88500213623047
==> Epoch 1502/2000
Train Loss 0.893786609172821, Train Accuracy 92.88333129882812
==> Epoch 1503/2000
Train Loss 0.8934696316719055, Train Accuracy 92.88500213623047
==> Epoch 1504/2000
Train Loss 0.8931527137756348, Train Accuracy 92.88666534423828
==> Epoch 1505/2000
Train Loss 0.8928362131118774, Train Accuracy 92.89167022705078
==> Epoch 1506/2000
Train Loss 0.8925198316574097, Train Accuracy 92.89666748046875
==> Epoch 1507/2000
Train Loss 0.8922037482261658, Train Accuracy 92.9000015258789
==> Epoch 1508/2000
Train Loss 0.8918878436088562, Train Accuracy 92.90333557128906
==> Epoch 1509/2000
Train Loss 0.8915722370147705, Train Accuracy 92.90333557128906
==> Epoch 1510/2000
Train Loss 0.8912568092346191, Train Accuracy 92.90833282470703
==> Epoch 1511/2000
Train Loss 0.8909416198730469, Train Accuracy 92.91000366210938
==> Epoch 1512/2000
Train Loss 0.8906266689300537, Train Accuracy 92.913330078125
==> Epoch 1513/2000
Train Loss 0.8903119564056396, Train Accuracy 92.91666412353516
==> Epoch 1514/2000
Train Loss 0.8899974822998047, Train Accuracy 92.91999816894531
==> Epoch 1515/2000
Train Loss 0.8896833658218384, Train Accuracy 92.92333221435547
==> Epoch 1516/2000
Train Loss 0.8893693089485168, Train Accuracy 92.92666625976562
==> Epoch 1517/2000
Train Loss 0.889055609703064, Train Accuracy 92.93000030517578
==> Epoch 1518/2000
Train Loss 0.8887420892715454, Train Accuracy 92.93499755859375
==> Epoch 1519/2000
Train Loss 0.8884287476539612, Train Accuracy 92.93333435058594
==> Epoch 1520/2000
Train Loss 0.8881157636642456, Train Accuracy 92.93499755859375
==> Epoch 1521/2000
Train Loss 0.8878030180931091, Train Accuracy 92.9366683959961
==> Epoch 1522/2000
Train Loss 0.8874903917312622, Train Accuracy 92.9383316040039
==> Epoch 1523/2000
Train Loss 0.8871780633926392, Train Accuracy 92.94499969482422
==> Epoch 1524/2000
Train Loss 0.8868659138679504, Train Accuracy 92.94666290283203
==> Epoch 1525/2000
Train Loss 0.8865541219711304, Train Accuracy 92.94833374023438
==> Epoch 1526/2000
Train Loss 0.8862424492835999, Train Accuracy 92.94833374023438
==> Epoch 1527/2000
Train Loss 0.8859310150146484, Train Accuracy 92.95500183105469
==> Epoch 1528/2000
Train Loss 0.8856198787689209, Train Accuracy 92.95500183105469
==> Epoch 1529/2000
Train Loss 0.8853089809417725, Train Accuracy 92.95500183105469
==> Epoch 1530/2000
Train Loss 0.8849983215332031, Train Accuracy 92.95500183105469
==> Epoch 1531/2000
Train Loss 0.8846879005432129, Train Accuracy 92.95500183105469
==> Epoch 1532/2000
Train Loss 0.8843777179718018, Train Accuracy 92.961669921875
==> Epoch 1533/2000
Train Loss 0.884067714214325, Train Accuracy 92.96666717529297
==> Epoch 1534/2000
Train Loss 0.8837579488754272, Train Accuracy 92.97000122070312
==> Epoch 1535/2000
Train Loss 0.8834484219551086, Train Accuracy 92.97166442871094
==> Epoch 1536/2000
Train Loss 0.8831390738487244, Train Accuracy 92.97166442871094
==> Epoch 1537/2000
Train Loss 0.882830023765564, Train Accuracy 92.9749984741211
==> Epoch 1538/2000
Train Loss 0.8825211524963379, Train Accuracy 92.97666931152344
==> Epoch 1539/2000
Train Loss 0.8822125196456909, Train Accuracy 92.97666931152344
==> Epoch 1540/2000
Train Loss 0.8819042444229126, Train Accuracy 92.97666931152344
==> Epoch 1541/2000
Train Loss 0.8815960884094238, Train Accuracy 92.9800033569336
==> Epoch 1542/2000
Train Loss 0.8812881112098694, Train Accuracy 92.98833465576172
==> Epoch 1543/2000
Train Loss 0.8809805512428284, Train Accuracy 92.99166870117188
==> Epoch 1544/2000
Train Loss 0.8806731104850769, Train Accuracy 93.0
==> Epoch 1545/2000
Train Loss 0.8803657293319702, Train Accuracy 93.00333404541016
==> Epoch 1546/2000
Train Loss 0.880058765411377, Train Accuracy 93.00333404541016
==> Epoch 1547/2000
Train Loss 0.8797520399093628, Train Accuracy 93.00666809082031
==> Epoch 1548/2000
Train Loss 0.8794456720352173, Train Accuracy 93.01166534423828
==> Epoch 1549/2000
Train Loss 0.8791391849517822, Train Accuracy 93.01667022705078
==> Epoch 1550/2000
Train Loss 0.8788332343101501, Train Accuracy 93.0183334350586
==> Epoch 1551/2000
Train Loss 0.8785273432731628, Train Accuracy 93.0183334350586
==> Epoch 1552/2000
Train Loss 0.8782216906547546, Train Accuracy 93.0183334350586
==> Epoch 1553/2000
Train Loss 0.8779162764549255, Train Accuracy 93.0183334350586
==> Epoch 1554/2000
Train Loss 0.8776111006736755, Train Accuracy 93.02333068847656
==> Epoch 1555/2000
Train Loss 0.877306342124939, Train Accuracy 93.02333068847656
==> Epoch 1556/2000
Train Loss 0.8770015835762024, Train Accuracy 93.02166748046875
==> Epoch 1557/2000
Train Loss 0.8766970038414001, Train Accuracy 93.02333068847656
==> Epoch 1558/2000
Train Loss 0.8763927221298218, Train Accuracy 93.02666473388672
==> Epoch 1559/2000
Train Loss 0.8760887384414673, Train Accuracy 93.02833557128906
==> Epoch 1560/2000
Train Loss 0.8757849335670471, Train Accuracy 93.02999877929688
==> Epoch 1561/2000
Train Loss 0.875481367111206, Train Accuracy 93.03333282470703
==> Epoch 1562/2000
Train Loss 0.8751780390739441, Train Accuracy 93.03166961669922
==> Epoch 1563/2000
Train Loss 0.8748749494552612, Train Accuracy 93.03500366210938
==> Epoch 1564/2000
Train Loss 0.8745720982551575, Train Accuracy 93.03666687011719
==> Epoch 1565/2000
Train Loss 0.8742693662643433, Train Accuracy 93.038330078125
==> Epoch 1566/2000
Train Loss 0.8739668726921082, Train Accuracy 93.04499816894531
==> Epoch 1567/2000
Train Loss 0.8736646771430969, Train Accuracy 93.04833221435547
==> Epoch 1568/2000
Train Loss 0.8733626008033752, Train Accuracy 93.04666900634766
==> Epoch 1569/2000
Train Loss 0.8730608820915222, Train Accuracy 93.04833221435547
==> Epoch 1570/2000
Train Loss 0.8727592825889587, Train Accuracy 93.05166625976562
==> Epoch 1571/2000
Train Loss 0.8724579811096191, Train Accuracy 93.05833435058594
==> Epoch 1572/2000
Train Loss 0.8721569180488586, Train Accuracy 93.05833435058594
==> Epoch 1573/2000
Train Loss 0.8718559741973877, Train Accuracy 93.0633316040039
==> Epoch 1574/2000
Train Loss 0.8715552687644958, Train Accuracy 93.0633316040039
==> Epoch 1575/2000
Train Loss 0.8712548613548279, Train Accuracy 93.06666564941406
==> Epoch 1576/2000
Train Loss 0.8709547519683838, Train Accuracy 93.07166290283203
==> Epoch 1577/2000
Train Loss 0.8706546425819397, Train Accuracy 93.07166290283203
==> Epoch 1578/2000
Train Loss 0.870354950428009, Train Accuracy 93.07333374023438
==> Epoch 1579/2000
Train Loss 0.8700553178787231, Train Accuracy 93.06999969482422
==> Epoch 1580/2000
Train Loss 0.8697560429573059, Train Accuracy 93.06999969482422
==> Epoch 1581/2000
Train Loss 0.8694568872451782, Train Accuracy 93.07166290283203
==> Epoch 1582/2000
Train Loss 0.8691580891609192, Train Accuracy 93.07166290283203
==> Epoch 1583/2000
Train Loss 0.8688593506813049, Train Accuracy 93.07333374023438
==> Epoch 1584/2000
Train Loss 0.8685609698295593, Train Accuracy 93.08000183105469
==> Epoch 1585/2000
Train Loss 0.8682626485824585, Train Accuracy 93.0816650390625
==> Epoch 1586/2000
Train Loss 0.8679646849632263, Train Accuracy 93.0816650390625
==> Epoch 1587/2000
Train Loss 0.8676669001579285, Train Accuracy 93.08833312988281
==> Epoch 1588/2000
Train Loss 0.8673693537712097, Train Accuracy 93.08999633789062
==> Epoch 1589/2000
Train Loss 0.8670720458030701, Train Accuracy 93.09166717529297
==> Epoch 1590/2000
Train Loss 0.8667747974395752, Train Accuracy 93.09833526611328
==> Epoch 1591/2000
Train Loss 0.8664778470993042, Train Accuracy 93.10166931152344
==> Epoch 1592/2000
Train Loss 0.8661813139915466, Train Accuracy 93.10333251953125
==> Epoch 1593/2000
Train Loss 0.8658849000930786, Train Accuracy 93.1050033569336
==> Epoch 1594/2000
Train Loss 0.8655885457992554, Train Accuracy 93.10333251953125
==> Epoch 1595/2000
Train Loss 0.8652925491333008, Train Accuracy 93.10333251953125
==> Epoch 1596/2000
Train Loss 0.864996612071991, Train Accuracy 93.1066665649414
==> Epoch 1597/2000
Train Loss 0.8647010326385498, Train Accuracy 93.10832977294922
==> Epoch 1598/2000
Train Loss 0.8644056916236877, Train Accuracy 93.11166381835938
==> Epoch 1599/2000
Train Loss 0.8641105890274048, Train Accuracy 93.11499786376953
==> Epoch 1600/2000
Train Loss 0.8638155460357666, Train Accuracy 93.11833190917969
==> Epoch 1601/2000
Train Loss 0.8635208010673523, Train Accuracy 93.12166595458984
==> Epoch 1602/2000
Train Loss 0.8632263541221619, Train Accuracy 93.12333679199219
==> Epoch 1603/2000
Train Loss 0.8629320859909058, Train Accuracy 93.12833404541016
==> Epoch 1604/2000
Train Loss 0.8626380562782288, Train Accuracy 93.12666320800781
==> Epoch 1605/2000
Train Loss 0.8623440861701965, Train Accuracy 93.12833404541016
==> Epoch 1606/2000
Train Loss 0.8620504140853882, Train Accuracy 93.13333129882812
==> Epoch 1607/2000
Train Loss 0.8617570996284485, Train Accuracy 93.13333129882812
==> Epoch 1608/2000
Train Loss 0.8614638447761536, Train Accuracy 93.13500213623047
==> Epoch 1609/2000
Train Loss 0.861170768737793, Train Accuracy 93.13333129882812
==> Epoch 1610/2000
Train Loss 0.8608779907226562, Train Accuracy 93.13500213623047
==> Epoch 1611/2000
Train Loss 0.8605853319168091, Train Accuracy 93.13666534423828
==> Epoch 1612/2000
Train Loss 0.8602930903434753, Train Accuracy 93.13666534423828
==> Epoch 1613/2000
Train Loss 0.8600009083747864, Train Accuracy 93.13999938964844
==> Epoch 1614/2000
Train Loss 0.8597090840339661, Train Accuracy 93.1449966430664
==> Epoch 1615/2000
Train Loss 0.8594173192977905, Train Accuracy 93.1500015258789
==> Epoch 1616/2000
Train Loss 0.8591258525848389, Train Accuracy 93.15333557128906
==> Epoch 1617/2000
Train Loss 0.858834445476532, Train Accuracy 93.16000366210938
==> Epoch 1618/2000
Train Loss 0.8585433959960938, Train Accuracy 93.16500091552734
==> Epoch 1619/2000
Train Loss 0.8582526445388794, Train Accuracy 93.1683349609375
==> Epoch 1620/2000
Train Loss 0.8579618334770203, Train Accuracy 93.16999816894531
==> Epoch 1621/2000
Train Loss 0.8576714992523193, Train Accuracy 93.17166900634766
==> Epoch 1622/2000
Train Loss 0.8573812246322632, Train Accuracy 93.17666625976562
==> Epoch 1623/2000
Train Loss 0.8570912480354309, Train Accuracy 93.18000030517578
==> Epoch 1624/2000
Train Loss 0.856801450252533, Train Accuracy 93.18333435058594
==> Epoch 1625/2000
Train Loss 0.8565117716789246, Train Accuracy 93.18499755859375
==> Epoch 1626/2000
Train Loss 0.85622239112854, Train Accuracy 93.1866683959961
==> Epoch 1627/2000
Train Loss 0.8559331893920898, Train Accuracy 93.1883316040039
==> Epoch 1628/2000
Train Loss 0.8556443452835083, Train Accuracy 93.19000244140625
==> Epoch 1629/2000
Train Loss 0.8553555607795715, Train Accuracy 93.1883316040039
==> Epoch 1630/2000
Train Loss 0.8550669550895691, Train Accuracy 93.19000244140625
==> Epoch 1631/2000
Train Loss 0.8547786474227905, Train Accuracy 93.1933364868164
==> Epoch 1632/2000
Train Loss 0.8544905781745911, Train Accuracy 93.19833374023438
==> Epoch 1633/2000
Train Loss 0.8542026877403259, Train Accuracy 93.20166778564453
==> Epoch 1634/2000
Train Loss 0.8539149165153503, Train Accuracy 93.2066650390625
==> Epoch 1635/2000
Train Loss 0.8536275029182434, Train Accuracy 93.20999908447266
==> Epoch 1636/2000
Train Loss 0.8533400893211365, Train Accuracy 93.211669921875
==> Epoch 1637/2000
Train Loss 0.8530530333518982, Train Accuracy 93.211669921875
==> Epoch 1638/2000
Train Loss 0.8527660965919495, Train Accuracy 93.21333312988281
==> Epoch 1639/2000
Train Loss 0.8524795174598694, Train Accuracy 93.21499633789062
==> Epoch 1640/2000
Train Loss 0.8521931171417236, Train Accuracy 93.22000122070312
==> Epoch 1641/2000
Train Loss 0.8519068956375122, Train Accuracy 93.2249984741211
==> Epoch 1642/2000
Train Loss 0.8516207933425903, Train Accuracy 93.2249984741211
==> Epoch 1643/2000
Train Loss 0.8513349294662476, Train Accuracy 93.22666931152344
==> Epoch 1644/2000
Train Loss 0.8510493040084839, Train Accuracy 93.2300033569336
==> Epoch 1645/2000
Train Loss 0.8507639765739441, Train Accuracy 93.23332977294922
==> Epoch 1646/2000
Train Loss 0.8504787683486938, Train Accuracy 93.23332977294922
==> Epoch 1647/2000
Train Loss 0.8501937985420227, Train Accuracy 93.23500061035156
==> Epoch 1648/2000
Train Loss 0.8499089479446411, Train Accuracy 93.23666381835938
==> Epoch 1649/2000
Train Loss 0.8496244549751282, Train Accuracy 93.23999786376953
==> Epoch 1650/2000
Train Loss 0.84934002161026, Train Accuracy 93.24166870117188
==> Epoch 1651/2000
Train Loss 0.8490559458732605, Train Accuracy 93.24166870117188
==> Epoch 1652/2000
Train Loss 0.8487719297409058, Train Accuracy 93.24166870117188
==> Epoch 1653/2000
Train Loss 0.8484882116317749, Train Accuracy 93.24666595458984
==> Epoch 1654/2000
Train Loss 0.8482046723365784, Train Accuracy 93.25166320800781
==> Epoch 1655/2000
Train Loss 0.8479212522506714, Train Accuracy 93.25499725341797
==> Epoch 1656/2000
Train Loss 0.8476381301879883, Train Accuracy 93.25666809082031
==> Epoch 1657/2000
Train Loss 0.8473551869392395, Train Accuracy 93.25499725341797
==> Epoch 1658/2000
Train Loss 0.8470724821090698, Train Accuracy 93.25499725341797
==> Epoch 1659/2000
Train Loss 0.8467899560928345, Train Accuracy 93.25666809082031
==> Epoch 1660/2000
Train Loss 0.8465075492858887, Train Accuracy 93.25833129882812
==> Epoch 1661/2000
Train Loss 0.8462255001068115, Train Accuracy 93.25833129882812
==> Epoch 1662/2000
Train Loss 0.8459435701370239, Train Accuracy 93.26499938964844
==> Epoch 1663/2000
Train Loss 0.8456618189811707, Train Accuracy 93.26667022705078
==> Epoch 1664/2000
Train Loss 0.8453803062438965, Train Accuracy 93.2683334350586
==> Epoch 1665/2000
Train Loss 0.8450990915298462, Train Accuracy 93.2683334350586
==> Epoch 1666/2000
Train Loss 0.8448179364204407, Train Accuracy 93.27333068847656
==> Epoch 1667/2000
Train Loss 0.8445370197296143, Train Accuracy 93.27666473388672
==> Epoch 1668/2000
Train Loss 0.8442563414573669, Train Accuracy 93.27833557128906
==> Epoch 1669/2000
Train Loss 0.8439759016036987, Train Accuracy 93.28333282470703
==> Epoch 1670/2000
Train Loss 0.8436954617500305, Train Accuracy 93.29000091552734
==> Epoch 1671/2000
Train Loss 0.8434154391288757, Train Accuracy 93.29000091552734
==> Epoch 1672/2000
Train Loss 0.8431355953216553, Train Accuracy 93.29499816894531
==> Epoch 1673/2000
Train Loss 0.8428558707237244, Train Accuracy 93.29666900634766
==> Epoch 1674/2000
Train Loss 0.8425763845443726, Train Accuracy 93.29666900634766
==> Epoch 1675/2000
Train Loss 0.8422971367835999, Train Accuracy 93.29833221435547
==> Epoch 1676/2000
Train Loss 0.8420181274414062, Train Accuracy 93.30000305175781
==> Epoch 1677/2000
Train Loss 0.8417391777038574, Train Accuracy 93.30000305175781
==> Epoch 1678/2000
Train Loss 0.8414605259895325, Train Accuracy 93.30166625976562
==> Epoch 1679/2000
Train Loss 0.8411820530891418, Train Accuracy 93.30333709716797
==> Epoch 1680/2000
Train Loss 0.8409036993980408, Train Accuracy 93.30500030517578
==> Epoch 1681/2000
Train Loss 0.8406256437301636, Train Accuracy 93.3066635131836
==> Epoch 1682/2000
Train Loss 0.8403477668762207, Train Accuracy 93.3066635131836
==> Epoch 1683/2000
Train Loss 0.8400700092315674, Train Accuracy 93.30833435058594
==> Epoch 1684/2000
Train Loss 0.8397926688194275, Train Accuracy 93.30999755859375
==> Epoch 1685/2000
Train Loss 0.8395153284072876, Train Accuracy 93.3116683959961
==> Epoch 1686/2000
Train Loss 0.8392382264137268, Train Accuracy 93.31500244140625
==> Epoch 1687/2000
Train Loss 0.8389613628387451, Train Accuracy 93.31500244140625
==> Epoch 1688/2000
Train Loss 0.8386847376823425, Train Accuracy 93.31666564941406
==> Epoch 1689/2000
Train Loss 0.8384081721305847, Train Accuracy 93.3183364868164
==> Epoch 1690/2000
Train Loss 0.8381319046020508, Train Accuracy 93.32499694824219
==> Epoch 1691/2000
Train Loss 0.8378558158874512, Train Accuracy 93.32833099365234
==> Epoch 1692/2000
Train Loss 0.8375799655914307, Train Accuracy 93.32666778564453
==> Epoch 1693/2000
Train Loss 0.8373042941093445, Train Accuracy 93.32833099365234
==> Epoch 1694/2000
Train Loss 0.8370286822319031, Train Accuracy 93.32833099365234
==> Epoch 1695/2000
Train Loss 0.8367534279823303, Train Accuracy 93.33000183105469
==> Epoch 1696/2000
Train Loss 0.8364783525466919, Train Accuracy 93.33000183105469
==> Epoch 1697/2000
Train Loss 0.8362034559249878, Train Accuracy 93.33000183105469
==> Epoch 1698/2000
Train Loss 0.8359286785125732, Train Accuracy 93.33499908447266
==> Epoch 1699/2000
Train Loss 0.8356541991233826, Train Accuracy 93.33499908447266
==> Epoch 1700/2000
Train Loss 0.8353798389434814, Train Accuracy 93.34166717529297
==> Epoch 1701/2000
Train Loss 0.8351057767868042, Train Accuracy 93.34333038330078
==> Epoch 1702/2000
Train Loss 0.8348317742347717, Train Accuracy 93.34666442871094
==> Epoch 1703/2000
Train Loss 0.8345581889152527, Train Accuracy 93.34666442871094
==> Epoch 1704/2000
Train Loss 0.8342846035957336, Train Accuracy 93.34833526611328
==> Epoch 1705/2000
Train Loss 0.8340111970901489, Train Accuracy 93.34833526611328
==> Epoch 1706/2000
Train Loss 0.8337380290031433, Train Accuracy 93.3499984741211
==> Epoch 1707/2000
Train Loss 0.8334651589393616, Train Accuracy 93.35333251953125
==> Epoch 1708/2000
Train Loss 0.8331923484802246, Train Accuracy 93.35333251953125
==> Epoch 1709/2000
Train Loss 0.8329198360443115, Train Accuracy 93.3566665649414
==> Epoch 1710/2000
Train Loss 0.832647442817688, Train Accuracy 93.36000061035156
==> Epoch 1711/2000
Train Loss 0.8323753476142883, Train Accuracy 93.36000061035156
==> Epoch 1712/2000
Train Loss 0.8321033120155334, Train Accuracy 93.36166381835938
==> Epoch 1713/2000
Train Loss 0.8318315744400024, Train Accuracy 93.36166381835938
==> Epoch 1714/2000
Train Loss 0.831559956073761, Train Accuracy 93.36333465576172
==> Epoch 1715/2000
Train Loss 0.8312885761260986, Train Accuracy 93.36499786376953
==> Epoch 1716/2000
Train Loss 0.8310173153877258, Train Accuracy 93.36666870117188
==> Epoch 1717/2000
Train Loss 0.8307463526725769, Train Accuracy 93.37000274658203
==> Epoch 1718/2000
Train Loss 0.8304755091667175, Train Accuracy 93.37166595458984
==> Epoch 1719/2000
Train Loss 0.8302049040794373, Train Accuracy 93.37333679199219
==> Epoch 1720/2000
Train Loss 0.8299344778060913, Train Accuracy 93.37666320800781
==> Epoch 1721/2000
Train Loss 0.8296642303466797, Train Accuracy 93.37833404541016
==> Epoch 1722/2000
Train Loss 0.8293942213058472, Train Accuracy 93.37666320800781
==> Epoch 1723/2000
Train Loss 0.8291242718696594, Train Accuracy 93.37666320800781
==> Epoch 1724/2000
Train Loss 0.8288546800613403, Train Accuracy 93.37999725341797
==> Epoch 1725/2000
Train Loss 0.8285852074623108, Train Accuracy 93.38166809082031
==> Epoch 1726/2000
Train Loss 0.8283159732818604, Train Accuracy 93.38166809082031
==> Epoch 1727/2000
Train Loss 0.8280467987060547, Train Accuracy 93.38333129882812
==> Epoch 1728/2000
Train Loss 0.8277778625488281, Train Accuracy 93.38666534423828
==> Epoch 1729/2000
Train Loss 0.8275092244148254, Train Accuracy 93.38666534423828
==> Epoch 1730/2000
Train Loss 0.8272407054901123, Train Accuracy 93.38666534423828
==> Epoch 1731/2000
Train Loss 0.8269724249839783, Train Accuracy 93.38666534423828
==> Epoch 1732/2000
Train Loss 0.8267042636871338, Train Accuracy 93.38833618164062
==> Epoch 1733/2000
Train Loss 0.8264363408088684, Train Accuracy 93.39167022705078
==> Epoch 1734/2000
Train Loss 0.8261685371398926, Train Accuracy 93.3933334350586
==> Epoch 1735/2000
Train Loss 0.8259010314941406, Train Accuracy 93.39666748046875
==> Epoch 1736/2000
Train Loss 0.8256335854530334, Train Accuracy 93.39666748046875
==> Epoch 1737/2000
Train Loss 0.8253664374351501, Train Accuracy 93.39666748046875
==> Epoch 1738/2000
Train Loss 0.8250994682312012, Train Accuracy 93.39833068847656
==> Epoch 1739/2000
Train Loss 0.8248326778411865, Train Accuracy 93.40166473388672
==> Epoch 1740/2000
Train Loss 0.8245659470558167, Train Accuracy 93.40166473388672
==> Epoch 1741/2000
Train Loss 0.8242996335029602, Train Accuracy 93.40333557128906
==> Epoch 1742/2000
Train Loss 0.8240333795547485, Train Accuracy 93.40499877929688
==> Epoch 1743/2000
Train Loss 0.8237672448158264, Train Accuracy 93.40666961669922
==> Epoch 1744/2000
Train Loss 0.823501467704773, Train Accuracy 93.40666961669922
==> Epoch 1745/2000
Train Loss 0.823235809803009, Train Accuracy 93.40666961669922
==> Epoch 1746/2000
Train Loss 0.8229702711105347, Train Accuracy 93.40666961669922
==> Epoch 1747/2000
Train Loss 0.8227049708366394, Train Accuracy 93.40833282470703
==> Epoch 1748/2000
Train Loss 0.8224398493766785, Train Accuracy 93.41166687011719
==> Epoch 1749/2000
Train Loss 0.8221749067306519, Train Accuracy 93.413330078125
==> Epoch 1750/2000
Train Loss 0.8219102025032043, Train Accuracy 93.4183349609375
==> Epoch 1751/2000
Train Loss 0.8216456770896912, Train Accuracy 93.41999816894531
==> Epoch 1752/2000
Train Loss 0.8213812708854675, Train Accuracy 93.42333221435547
==> Epoch 1753/2000
Train Loss 0.821117103099823, Train Accuracy 93.42666625976562
==> Epoch 1754/2000
Train Loss 0.8208531737327576, Train Accuracy 93.43000030517578
==> Epoch 1755/2000
Train Loss 0.8205893635749817, Train Accuracy 93.43333435058594
==> Epoch 1756/2000
Train Loss 0.8203257322311401, Train Accuracy 93.43499755859375
==> Epoch 1757/2000
Train Loss 0.8200622200965881, Train Accuracy 93.43499755859375
==> Epoch 1758/2000
Train Loss 0.8197990655899048, Train Accuracy 93.4366683959961
==> Epoch 1759/2000
Train Loss 0.8195359110832214, Train Accuracy 93.4366683959961
==> Epoch 1760/2000
Train Loss 0.819273054599762, Train Accuracy 93.44000244140625
==> Epoch 1761/2000
Train Loss 0.8190104365348816, Train Accuracy 93.4433364868164
==> Epoch 1762/2000
Train Loss 0.818747878074646, Train Accuracy 93.44999694824219
==> Epoch 1763/2000
Train Loss 0.8184855580329895, Train Accuracy 93.45166778564453
==> Epoch 1764/2000
Train Loss 0.8182234168052673, Train Accuracy 93.45166778564453
==> Epoch 1765/2000
Train Loss 0.8179614543914795, Train Accuracy 93.45166778564453
==> Epoch 1766/2000
Train Loss 0.8176997303962708, Train Accuracy 93.45166778564453
==> Epoch 1767/2000
Train Loss 0.8174381256103516, Train Accuracy 93.45500183105469
==> Epoch 1768/2000
Train Loss 0.8171766996383667, Train Accuracy 93.4566650390625
==> Epoch 1769/2000
Train Loss 0.8169155120849609, Train Accuracy 93.45999908447266
==> Epoch 1770/2000
Train Loss 0.8166545033454895, Train Accuracy 93.46333312988281
==> Epoch 1771/2000
Train Loss 0.8163936138153076, Train Accuracy 93.46499633789062
==> Epoch 1772/2000
Train Loss 0.8161329627037048, Train Accuracy 93.47000122070312
==> Epoch 1773/2000
Train Loss 0.8158724308013916, Train Accuracy 93.47166442871094
==> Epoch 1774/2000
Train Loss 0.8156121373176575, Train Accuracy 93.47166442871094
==> Epoch 1775/2000
Train Loss 0.8153520226478577, Train Accuracy 93.4749984741211
==> Epoch 1776/2000
Train Loss 0.8150920867919922, Train Accuracy 93.47666931152344
==> Epoch 1777/2000
Train Loss 0.814832329750061, Train Accuracy 93.47666931152344
==> Epoch 1778/2000
Train Loss 0.814572811126709, Train Accuracy 93.47666931152344
==> Epoch 1779/2000
Train Loss 0.8143133521080017, Train Accuracy 93.47833251953125
==> Epoch 1780/2000
Train Loss 0.8140541315078735, Train Accuracy 93.48332977294922
==> Epoch 1781/2000
Train Loss 0.8137950897216797, Train Accuracy 93.48500061035156
==> Epoch 1782/2000
Train Loss 0.8135362863540649, Train Accuracy 93.48833465576172
==> Epoch 1783/2000
Train Loss 0.8132776021957397, Train Accuracy 93.49166870117188
==> Epoch 1784/2000
Train Loss 0.8130190372467041, Train Accuracy 93.49333190917969
==> Epoch 1785/2000
Train Loss 0.8127608299255371, Train Accuracy 93.49666595458984
==> Epoch 1786/2000
Train Loss 0.8125026822090149, Train Accuracy 93.49833679199219
==> Epoch 1787/2000
Train Loss 0.8122447729110718, Train Accuracy 93.5
==> Epoch 1788/2000
Train Loss 0.8119869828224182, Train Accuracy 93.5
==> Epoch 1789/2000
Train Loss 0.8117294907569885, Train Accuracy 93.50666809082031
==> Epoch 1790/2000
Train Loss 0.8114719986915588, Train Accuracy 93.50666809082031
==> Epoch 1791/2000
Train Loss 0.811214804649353, Train Accuracy 93.50666809082031
==> Epoch 1792/2000
Train Loss 0.8109577894210815, Train Accuracy 93.51000213623047
==> Epoch 1793/2000
Train Loss 0.8107009530067444, Train Accuracy 93.51499938964844
==> Epoch 1794/2000
Train Loss 0.810444176197052, Train Accuracy 93.51499938964844
==> Epoch 1795/2000
Train Loss 0.8101876974105835, Train Accuracy 93.5183334350586
==> Epoch 1796/2000
Train Loss 0.8099313974380493, Train Accuracy 93.52166748046875
==> Epoch 1797/2000
Train Loss 0.8096752166748047, Train Accuracy 93.52166748046875
==> Epoch 1798/2000
Train Loss 0.8094192743301392, Train Accuracy 93.52333068847656
==> Epoch 1799/2000
Train Loss 0.809163510799408, Train Accuracy 93.52666473388672
==> Epoch 1800/2000
Train Loss 0.8089078664779663, Train Accuracy 93.52666473388672
==> Epoch 1801/2000
Train Loss 0.808652400970459, Train Accuracy 93.52999877929688
==> Epoch 1802/2000
Train Loss 0.8083971738815308, Train Accuracy 93.52999877929688
==> Epoch 1803/2000
Train Loss 0.8081421256065369, Train Accuracy 93.53333282470703
==> Epoch 1804/2000
Train Loss 0.8078872561454773, Train Accuracy 93.53666687011719
==> Epoch 1805/2000
Train Loss 0.807632565498352, Train Accuracy 93.54499816894531
==> Epoch 1806/2000
Train Loss 0.8073779940605164, Train Accuracy 93.54833221435547
==> Epoch 1807/2000
Train Loss 0.8071235418319702, Train Accuracy 93.55166625976562
==> Epoch 1808/2000
Train Loss 0.806869387626648, Train Accuracy 93.55333709716797
==> Epoch 1809/2000
Train Loss 0.8066153526306152, Train Accuracy 93.55500030517578
==> Epoch 1810/2000
Train Loss 0.8063614964485168, Train Accuracy 93.55500030517578
==> Epoch 1811/2000
Train Loss 0.8061078786849976, Train Accuracy 93.55500030517578
==> Epoch 1812/2000
Train Loss 0.8058543801307678, Train Accuracy 93.55333709716797
==> Epoch 1813/2000
Train Loss 0.8056011199951172, Train Accuracy 93.5566635131836
==> Epoch 1814/2000
Train Loss 0.8053479194641113, Train Accuracy 93.55999755859375
==> Epoch 1815/2000
Train Loss 0.8050949573516846, Train Accuracy 93.5616683959961
==> Epoch 1816/2000
Train Loss 0.8048421740531921, Train Accuracy 93.5633316040039
==> Epoch 1817/2000
Train Loss 0.8045896291732788, Train Accuracy 93.56666564941406
==> Epoch 1818/2000
Train Loss 0.8043372631072998, Train Accuracy 93.56999969482422
==> Epoch 1819/2000
Train Loss 0.8040848970413208, Train Accuracy 93.56999969482422
==> Epoch 1820/2000
Train Loss 0.8038328886032104, Train Accuracy 93.56999969482422
==> Epoch 1821/2000
Train Loss 0.8035809397697449, Train Accuracy 93.57333374023438
==> Epoch 1822/2000
Train Loss 0.8033291697502136, Train Accuracy 93.57499694824219
==> Epoch 1823/2000
Train Loss 0.8030776381492615, Train Accuracy 93.57833099365234
==> Epoch 1824/2000
Train Loss 0.8028262853622437, Train Accuracy 93.57833099365234
==> Epoch 1825/2000
Train Loss 0.8025750517845154, Train Accuracy 93.58000183105469
==> Epoch 1826/2000
Train Loss 0.8023239970207214, Train Accuracy 93.58499908447266
==> Epoch 1827/2000
Train Loss 0.8020731210708618, Train Accuracy 93.586669921875
==> Epoch 1828/2000
Train Loss 0.8018224835395813, Train Accuracy 93.58833312988281
==> Epoch 1829/2000
Train Loss 0.8015719652175903, Train Accuracy 93.59166717529297
==> Epoch 1830/2000
Train Loss 0.8013216257095337, Train Accuracy 93.59333038330078
==> Epoch 1831/2000
Train Loss 0.8010713458061218, Train Accuracy 93.59500122070312
==> Epoch 1832/2000
Train Loss 0.8008214235305786, Train Accuracy 93.59833526611328
==> Epoch 1833/2000
Train Loss 0.8005715608596802, Train Accuracy 93.60333251953125
==> Epoch 1834/2000
Train Loss 0.8003220558166504, Train Accuracy 93.60333251953125
==> Epoch 1835/2000
Train Loss 0.8000724911689758, Train Accuracy 93.60333251953125
==> Epoch 1836/2000
Train Loss 0.7998231649398804, Train Accuracy 93.60333251953125
==> Epoch 1837/2000
Train Loss 0.799574077129364, Train Accuracy 93.6050033569336
==> Epoch 1838/2000
Train Loss 0.799325168132782, Train Accuracy 93.60832977294922
==> Epoch 1839/2000
Train Loss 0.7990763187408447, Train Accuracy 93.61166381835938
==> Epoch 1840/2000
Train Loss 0.7988277077674866, Train Accuracy 93.61166381835938
==> Epoch 1841/2000
Train Loss 0.798579216003418, Train Accuracy 93.61499786376953
==> Epoch 1842/2000
Train Loss 0.7983309626579285, Train Accuracy 93.61833190917969
==> Epoch 1843/2000
Train Loss 0.7980828881263733, Train Accuracy 93.62333679199219
==> Epoch 1844/2000
Train Loss 0.7978349328041077, Train Accuracy 93.62333679199219
==> Epoch 1845/2000
Train Loss 0.7975871562957764, Train Accuracy 93.62333679199219
==> Epoch 1846/2000
Train Loss 0.7973396182060242, Train Accuracy 93.62833404541016
==> Epoch 1847/2000
Train Loss 0.7970921397209167, Train Accuracy 93.62999725341797
==> Epoch 1848/2000
Train Loss 0.7968449592590332, Train Accuracy 93.62999725341797
==> Epoch 1849/2000
Train Loss 0.7965978980064392, Train Accuracy 93.62999725341797
==> Epoch 1850/2000
Train Loss 0.79635089635849, Train Accuracy 93.63166809082031
==> Epoch 1851/2000
Train Loss 0.7961041331291199, Train Accuracy 93.63333129882812
==> Epoch 1852/2000
Train Loss 0.7958576679229736, Train Accuracy 93.63333129882812
==> Epoch 1853/2000
Train Loss 0.7956112027168274, Train Accuracy 93.63500213623047
==> Epoch 1854/2000
Train Loss 0.795365035533905, Train Accuracy 93.63666534423828
==> Epoch 1855/2000
Train Loss 0.7951189279556274, Train Accuracy 93.63666534423828
==> Epoch 1856/2000
Train Loss 0.7948729991912842, Train Accuracy 93.63999938964844
==> Epoch 1857/2000
Train Loss 0.7946272492408752, Train Accuracy 93.6449966430664
==> Epoch 1858/2000
Train Loss 0.7943817377090454, Train Accuracy 93.64833068847656
==> Epoch 1859/2000
Train Loss 0.7941363453865051, Train Accuracy 93.6500015258789
==> Epoch 1860/2000
Train Loss 0.7938911318778992, Train Accuracy 93.6500015258789
==> Epoch 1861/2000
Train Loss 0.7936460375785828, Train Accuracy 93.6500015258789
==> Epoch 1862/2000
Train Loss 0.7934012413024902, Train Accuracy 93.65166473388672
==> Epoch 1863/2000
Train Loss 0.7931564450263977, Train Accuracy 93.65666961669922
==> Epoch 1864/2000
Train Loss 0.7929120063781738, Train Accuracy 93.65666961669922
==> Epoch 1865/2000
Train Loss 0.7926676273345947, Train Accuracy 93.65833282470703
==> Epoch 1866/2000
Train Loss 0.7924233078956604, Train Accuracy 93.66166687011719
==> Epoch 1867/2000
Train Loss 0.7921793460845947, Train Accuracy 93.66166687011719
==> Epoch 1868/2000
Train Loss 0.791935384273529, Train Accuracy 93.663330078125
==> Epoch 1869/2000
Train Loss 0.7916917204856873, Train Accuracy 93.66500091552734
==> Epoch 1870/2000
Train Loss 0.791448175907135, Train Accuracy 93.66500091552734
==> Epoch 1871/2000
Train Loss 0.7912048697471619, Train Accuracy 93.66666412353516
==> Epoch 1872/2000
Train Loss 0.7909615635871887, Train Accuracy 93.66666412353516
==> Epoch 1873/2000
Train Loss 0.7907185554504395, Train Accuracy 93.66999816894531
==> Epoch 1874/2000
Train Loss 0.7904756665229797, Train Accuracy 93.67833709716797
==> Epoch 1875/2000
Train Loss 0.7902329564094543, Train Accuracy 93.6816635131836
==> Epoch 1876/2000
Train Loss 0.7899903655052185, Train Accuracy 93.68499755859375
==> Epoch 1877/2000
Train Loss 0.7897480130195618, Train Accuracy 93.6883316040039
==> Epoch 1878/2000
Train Loss 0.7895057201385498, Train Accuracy 93.69499969482422
==> Epoch 1879/2000
Train Loss 0.7892637848854065, Train Accuracy 93.6933364868164
==> Epoch 1880/2000
Train Loss 0.7890217900276184, Train Accuracy 93.69666290283203
==> Epoch 1881/2000
Train Loss 0.7887800931930542, Train Accuracy 93.69666290283203
==> Epoch 1882/2000
Train Loss 0.7885385155677795, Train Accuracy 93.69666290283203
==> Epoch 1883/2000
Train Loss 0.788297176361084, Train Accuracy 93.69499969482422
==> Epoch 1884/2000
Train Loss 0.788055956363678, Train Accuracy 93.69666290283203
==> Epoch 1885/2000
Train Loss 0.7878149151802063, Train Accuracy 93.69999694824219
==> Epoch 1886/2000
Train Loss 0.7875739932060242, Train Accuracy 93.70333099365234
==> Epoch 1887/2000
Train Loss 0.7873333096504211, Train Accuracy 93.7066650390625
==> Epoch 1888/2000
Train Loss 0.7870926260948181, Train Accuracy 93.7066650390625
==> Epoch 1889/2000
Train Loss 0.7868523001670837, Train Accuracy 93.70833587646484
==> Epoch 1890/2000
Train Loss 0.7866120934486389, Train Accuracy 93.711669921875
==> Epoch 1891/2000
Train Loss 0.7863719463348389, Train Accuracy 93.71333312988281
==> Epoch 1892/2000
Train Loss 0.7861319780349731, Train Accuracy 93.71499633789062
==> Epoch 1893/2000
Train Loss 0.7858922481536865, Train Accuracy 93.71333312988281
==> Epoch 1894/2000
Train Loss 0.7856526374816895, Train Accuracy 93.71333312988281
==> Epoch 1895/2000
Train Loss 0.7854132652282715, Train Accuracy 93.71666717529297
==> Epoch 1896/2000
Train Loss 0.7851740121841431, Train Accuracy 93.71666717529297
==> Epoch 1897/2000
Train Loss 0.7849348783493042, Train Accuracy 93.71499633789062
==> Epoch 1898/2000
Train Loss 0.7846959233283997, Train Accuracy 93.71666717529297
==> Epoch 1899/2000
Train Loss 0.7844570875167847, Train Accuracy 93.71833038330078
==> Epoch 1900/2000
Train Loss 0.7842184901237488, Train Accuracy 93.72000122070312
==> Epoch 1901/2000
Train Loss 0.7839800715446472, Train Accuracy 93.7249984741211
==> Epoch 1902/2000
Train Loss 0.7837417721748352, Train Accuracy 93.72833251953125
==> Epoch 1903/2000
Train Loss 0.7835036516189575, Train Accuracy 93.72833251953125
==> Epoch 1904/2000
Train Loss 0.7832657098770142, Train Accuracy 93.7300033569336
==> Epoch 1905/2000
Train Loss 0.7830278873443604, Train Accuracy 93.7316665649414
==> Epoch 1906/2000
Train Loss 0.7827902436256409, Train Accuracy 93.73332977294922
==> Epoch 1907/2000
Train Loss 0.7825527191162109, Train Accuracy 93.73500061035156
==> Epoch 1908/2000
Train Loss 0.7823154330253601, Train Accuracy 93.73666381835938
==> Epoch 1909/2000
Train Loss 0.7820782661437988, Train Accuracy 93.74333190917969
==> Epoch 1910/2000
Train Loss 0.7818413376808167, Train Accuracy 93.74500274658203
==> Epoch 1911/2000
Train Loss 0.7816044092178345, Train Accuracy 93.74833679199219
==> Epoch 1912/2000
Train Loss 0.7813677191734314, Train Accuracy 93.75
==> Epoch 1913/2000
Train Loss 0.7811311483383179, Train Accuracy 93.75
==> Epoch 1914/2000
Train Loss 0.7808948159217834, Train Accuracy 93.75
==> Epoch 1915/2000
Train Loss 0.7806586027145386, Train Accuracy 93.75499725341797
==> Epoch 1916/2000
Train Loss 0.780422568321228, Train Accuracy 93.75666809082031
==> Epoch 1917/2000
Train Loss 0.7801867127418518, Train Accuracy 93.75666809082031
==> Epoch 1918/2000
Train Loss 0.7799509763717651, Train Accuracy 93.75666809082031
==> Epoch 1919/2000
Train Loss 0.7797154784202576, Train Accuracy 93.76166534423828
==> Epoch 1920/2000
Train Loss 0.7794800400733948, Train Accuracy 93.76499938964844
==> Epoch 1921/2000
Train Loss 0.7792447805404663, Train Accuracy 93.7683334350586
==> Epoch 1922/2000
Train Loss 0.7790096998214722, Train Accuracy 93.7699966430664
==> Epoch 1923/2000
Train Loss 0.7787746787071228, Train Accuracy 93.7699966430664
==> Epoch 1924/2000
Train Loss 0.7785400152206421, Train Accuracy 93.77166748046875
==> Epoch 1925/2000
Train Loss 0.7783052921295166, Train Accuracy 93.77333068847656
==> Epoch 1926/2000
Train Loss 0.778070867061615, Train Accuracy 93.7750015258789
==> Epoch 1927/2000
Train Loss 0.7778366208076477, Train Accuracy 93.77666473388672
==> Epoch 1928/2000
Train Loss 0.77760249376297, Train Accuracy 93.77833557128906
==> Epoch 1929/2000
Train Loss 0.7773684859275818, Train Accuracy 93.77999877929688
==> Epoch 1930/2000
Train Loss 0.7771346569061279, Train Accuracy 93.77999877929688
==> Epoch 1931/2000
Train Loss 0.7769010066986084, Train Accuracy 93.78333282470703
==> Epoch 1932/2000
Train Loss 0.7766674757003784, Train Accuracy 93.78333282470703
==> Epoch 1933/2000
Train Loss 0.7764341235160828, Train Accuracy 93.78666687011719
==> Epoch 1934/2000
Train Loss 0.7762009501457214, Train Accuracy 93.78666687011719
==> Epoch 1935/2000
Train Loss 0.7759678959846497, Train Accuracy 93.79000091552734
==> Epoch 1936/2000
Train Loss 0.7757350206375122, Train Accuracy 93.788330078125
==> Epoch 1937/2000
Train Loss 0.7755022644996643, Train Accuracy 93.7933349609375
==> Epoch 1938/2000
Train Loss 0.7752696871757507, Train Accuracy 93.79499816894531
==> Epoch 1939/2000
Train Loss 0.7750372290611267, Train Accuracy 93.79666900634766
==> Epoch 1940/2000
Train Loss 0.7748050093650818, Train Accuracy 93.79833221435547
==> Epoch 1941/2000
Train Loss 0.7745729684829712, Train Accuracy 93.8066635131836
==> Epoch 1942/2000
Train Loss 0.7743409276008606, Train Accuracy 93.8066635131836
==> Epoch 1943/2000
Train Loss 0.7741091251373291, Train Accuracy 93.8066635131836
==> Epoch 1944/2000
Train Loss 0.7738775610923767, Train Accuracy 93.80833435058594
==> Epoch 1945/2000
Train Loss 0.7736459970474243, Train Accuracy 93.80833435058594
==> Epoch 1946/2000
Train Loss 0.7734147310256958, Train Accuracy 93.8116683959961
==> Epoch 1947/2000
Train Loss 0.7731835842132568, Train Accuracy 93.8116683959961
==> Epoch 1948/2000
Train Loss 0.7729525566101074, Train Accuracy 93.81500244140625
==> Epoch 1949/2000
Train Loss 0.7727216482162476, Train Accuracy 93.81500244140625
==> Epoch 1950/2000
Train Loss 0.772490918636322, Train Accuracy 93.81666564941406
==> Epoch 1951/2000
Train Loss 0.7722604274749756, Train Accuracy 93.81999969482422
==> Epoch 1952/2000
Train Loss 0.7720299959182739, Train Accuracy 93.82166290283203
==> Epoch 1953/2000
Train Loss 0.7717997431755066, Train Accuracy 93.82166290283203
==> Epoch 1954/2000
Train Loss 0.7715696692466736, Train Accuracy 93.82499694824219
==> Epoch 1955/2000
Train Loss 0.7713397145271301, Train Accuracy 93.82666778564453
==> Epoch 1956/2000
Train Loss 0.771109938621521, Train Accuracy 93.82833099365234
==> Epoch 1957/2000
Train Loss 0.7708803415298462, Train Accuracy 93.82833099365234
==> Epoch 1958/2000
Train Loss 0.7706508040428162, Train Accuracy 93.83000183105469
==> Epoch 1959/2000
Train Loss 0.7704213857650757, Train Accuracy 93.83333587646484
==> Epoch 1960/2000
Train Loss 0.7701922655105591, Train Accuracy 93.83499908447266
==> Epoch 1961/2000
Train Loss 0.7699633240699768, Train Accuracy 93.83833312988281
==> Epoch 1962/2000
Train Loss 0.7697344422340393, Train Accuracy 93.84166717529297
==> Epoch 1963/2000
Train Loss 0.7695057392120361, Train Accuracy 93.84666442871094
==> Epoch 1964/2000
Train Loss 0.7692770957946777, Train Accuracy 93.8499984741211
==> Epoch 1965/2000
Train Loss 0.7690486907958984, Train Accuracy 93.85333251953125
==> Epoch 1966/2000
Train Loss 0.7688205242156982, Train Accuracy 93.8550033569336
==> Epoch 1967/2000
Train Loss 0.7685924172401428, Train Accuracy 93.85832977294922
==> Epoch 1968/2000
Train Loss 0.768364429473877, Train Accuracy 93.85832977294922
==> Epoch 1969/2000
Train Loss 0.7681366801261902, Train Accuracy 93.86333465576172
==> Epoch 1970/2000
Train Loss 0.767909049987793, Train Accuracy 93.86333465576172
==> Epoch 1971/2000
Train Loss 0.7676814794540405, Train Accuracy 93.86333465576172
==> Epoch 1972/2000
Train Loss 0.7674541473388672, Train Accuracy 93.86499786376953
==> Epoch 1973/2000
Train Loss 0.7672269940376282, Train Accuracy 93.86499786376953
==> Epoch 1974/2000
Train Loss 0.7669999599456787, Train Accuracy 93.86499786376953
==> Epoch 1975/2000
Train Loss 0.7667730450630188, Train Accuracy 93.86666870117188
==> Epoch 1976/2000
Train Loss 0.7665463089942932, Train Accuracy 93.86833190917969
==> Epoch 1977/2000
Train Loss 0.7663196921348572, Train Accuracy 93.87166595458984
==> Epoch 1978/2000
Train Loss 0.7660932540893555, Train Accuracy 93.87333679199219
==> Epoch 1979/2000
Train Loss 0.7658669948577881, Train Accuracy 93.875
==> Epoch 1980/2000
Train Loss 0.7656407952308655, Train Accuracy 93.87666320800781
==> Epoch 1981/2000
Train Loss 0.7654148936271667, Train Accuracy 93.87666320800781
==> Epoch 1982/2000
Train Loss 0.765188992023468, Train Accuracy 93.87666320800781
==> Epoch 1983/2000
Train Loss 0.7649633288383484, Train Accuracy 93.87999725341797
==> Epoch 1984/2000
Train Loss 0.7647377252578735, Train Accuracy 93.87999725341797
==> Epoch 1985/2000
Train Loss 0.7645124197006226, Train Accuracy 93.88333129882812
==> Epoch 1986/2000
Train Loss 0.7642871737480164, Train Accuracy 93.88500213623047
==> Epoch 1987/2000
Train Loss 0.7640620470046997, Train Accuracy 93.88666534423828
==> Epoch 1988/2000
Train Loss 0.7638371586799622, Train Accuracy 93.8933334350586
==> Epoch 1989/2000
Train Loss 0.7636122703552246, Train Accuracy 93.8933334350586
==> Epoch 1990/2000
Train Loss 0.7633876800537109, Train Accuracy 93.89833068847656
==> Epoch 1991/2000
Train Loss 0.7631632089614868, Train Accuracy 93.89833068847656
==> Epoch 1992/2000
Train Loss 0.7629387974739075, Train Accuracy 93.89833068847656
==> Epoch 1993/2000
Train Loss 0.7627146244049072, Train Accuracy 93.89833068847656
==> Epoch 1994/2000
Train Loss 0.7624906301498413, Train Accuracy 93.90166473388672
==> Epoch 1995/2000
Train Loss 0.7622666954994202, Train Accuracy 93.90333557128906
==> Epoch 1996/2000
Train Loss 0.7620428800582886, Train Accuracy 93.90499877929688
==> Epoch 1997/2000
Train Loss 0.7618193030357361, Train Accuracy 93.90333557128906
==> Epoch 1998/2000
Train Loss 0.7615958452224731, Train Accuracy 93.90333557128906
==> Epoch 1999/2000
Train Loss 0.761372447013855, Train Accuracy 93.90833282470703
==> Epoch 2000/2000
Train Loss 0.7611493468284607, Train Accuracy 93.91000366210938
Finished. Total elapsed time (h:m:s): 4:43:09
