Namespace(dataset='mnist', workers=4, model='mlp_bn', batch_size=60000, n_samples=None, alpha=2, lr=0.01, start_epoch=0, max_epoch=2000, stepsize=0, gamma=0.0, momentum=0.7, 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: 2
lr_euler: 0.001, factor: 10
==> Epoch 1/2000
Train Loss 11.928939819335938, Train Accuracy 8.411666870117188
==> Epoch 2/2000
Train Loss 10.927806854248047, Train Accuracy 14.706666946411133
==> Epoch 3/2000
Train Loss 10.095916748046875, Train Accuracy 21.56833267211914
==> Epoch 4/2000
Train Loss 9.407562255859375, Train Accuracy 27.204999923706055
==> Epoch 5/2000
Train Loss 8.836177825927734, Train Accuracy 32.198333740234375
==> Epoch 6/2000
Train Loss 8.359304428100586, Train Accuracy 35.75166702270508
==> Epoch 7/2000
Train Loss 7.958385944366455, Train Accuracy 38.42166519165039
==> Epoch 8/2000
Train Loss 7.618264675140381, Train Accuracy 40.6783332824707
==> Epoch 9/2000
Train Loss 7.326784133911133, Train Accuracy 42.665000915527344
==> Epoch 10/2000
Train Loss 7.07435941696167, Train Accuracy 44.36000061035156
==> Epoch 11/2000
Train Loss 6.85349178314209, Train Accuracy 45.85499954223633
==> Epoch 12/2000
Train Loss 6.658318042755127, Train Accuracy 47.37333297729492
==> Epoch 13/2000
Train Loss 6.484245777130127, Train Accuracy 48.70833206176758
==> Epoch 14/2000
Train Loss 6.327653408050537, Train Accuracy 49.90999984741211
==> Epoch 15/2000
Train Loss 6.185669422149658, Train Accuracy 51.061668395996094
==> Epoch 16/2000
Train Loss 6.0559983253479, Train Accuracy 52.09166717529297
==> Epoch 17/2000
Train Loss 5.936793804168701, Train Accuracy 53.143333435058594
==> Epoch 18/2000
Train Loss 5.826556205749512, Train Accuracy 54.07666778564453
==> Epoch 19/2000
Train Loss 5.724064350128174, Train Accuracy 54.981666564941406
==> Epoch 20/2000
Train Loss 5.6283087730407715, Train Accuracy 55.88999938964844
==> Epoch 21/2000
Train Loss 5.538456439971924, Train Accuracy 56.79166793823242
==> Epoch 22/2000
Train Loss 5.453808307647705, Train Accuracy 57.58000183105469
==> Epoch 23/2000
Train Loss 5.373780250549316, Train Accuracy 58.33333206176758
==> Epoch 24/2000
Train Loss 5.297875881195068, Train Accuracy 59.05666732788086
==> Epoch 25/2000
Train Loss 5.225673675537109, Train Accuracy 59.766666412353516
==> Epoch 26/2000
Train Loss 5.156813144683838, Train Accuracy 60.4283332824707
==> Epoch 27/2000
Train Loss 5.090982437133789, Train Accuracy 61.064998626708984
==> Epoch 28/2000
Train Loss 5.027915000915527, Train Accuracy 61.67333221435547
==> Epoch 29/2000
Train Loss 4.967375755310059, Train Accuracy 62.30500030517578
==> Epoch 30/2000
Train Loss 4.909161567687988, Train Accuracy 62.84166717529297
==> Epoch 31/2000
Train Loss 4.853093147277832, Train Accuracy 63.39833450317383
==> Epoch 32/2000
Train Loss 4.799013137817383, Train Accuracy 63.915000915527344
==> Epoch 33/2000
Train Loss 4.746782302856445, Train Accuracy 64.44999694824219
==> Epoch 34/2000
Train Loss 4.6962761878967285, Train Accuracy 64.98999786376953
==> Epoch 35/2000
Train Loss 4.647385120391846, Train Accuracy 65.49166870117188
==> Epoch 36/2000
Train Loss 4.600009918212891, Train Accuracy 65.98666381835938
==> Epoch 37/2000
Train Loss 4.554061412811279, Train Accuracy 66.45166778564453
==> Epoch 38/2000
Train Loss 4.50946044921875, Train Accuracy 66.8949966430664
==> Epoch 39/2000
Train Loss 4.466133117675781, Train Accuracy 67.3316650390625
==> Epoch 40/2000
Train Loss 4.424015045166016, Train Accuracy 67.6433334350586
==> Epoch 41/2000
Train Loss 4.383044242858887, Train Accuracy 68.038330078125
==> Epoch 42/2000
Train Loss 4.34316873550415, Train Accuracy 68.37833404541016
==> Epoch 43/2000
Train Loss 4.304335594177246, Train Accuracy 68.6933364868164
==> Epoch 44/2000
Train Loss 4.2664995193481445, Train Accuracy 69.03166961669922
==> Epoch 45/2000
Train Loss 4.229616165161133, Train Accuracy 69.39167022705078
==> Epoch 46/2000
Train Loss 4.193647861480713, Train Accuracy 69.74333190917969
==> Epoch 47/2000
Train Loss 4.158555507659912, Train Accuracy 70.07499694824219
==> Epoch 48/2000
Train Loss 4.1243062019348145, Train Accuracy 70.42833709716797
==> Epoch 49/2000
Train Loss 4.090866565704346, Train Accuracy 70.72000122070312
==> Epoch 50/2000
Train Loss 4.058207035064697, Train Accuracy 71.03166961669922
==> Epoch 51/2000
Train Loss 4.0262980461120605, Train Accuracy 71.36333465576172
==> Epoch 52/2000
Train Loss 3.9951133728027344, Train Accuracy 71.61000061035156
==> Epoch 53/2000
Train Loss 3.964627742767334, Train Accuracy 71.90333557128906
==> Epoch 54/2000
Train Loss 3.9348161220550537, Train Accuracy 72.1500015258789
==> Epoch 55/2000
Train Loss 3.9056568145751953, Train Accuracy 72.3933334350586
==> Epoch 56/2000
Train Loss 3.877126932144165, Train Accuracy 72.64833068847656
==> Epoch 57/2000
Train Loss 3.8492066860198975, Train Accuracy 72.88500213623047
==> Epoch 58/2000
Train Loss 3.8218753337860107, Train Accuracy 73.0999984741211
==> Epoch 59/2000
Train Loss 3.7951154708862305, Train Accuracy 73.3116683959961
==> Epoch 60/2000
Train Loss 3.7689075469970703, Train Accuracy 73.55000305175781
==> Epoch 61/2000
Train Loss 3.7432351112365723, Train Accuracy 73.74500274658203
==> Epoch 62/2000
Train Loss 3.71808123588562, Train Accuracy 73.91666412353516
==> Epoch 63/2000
Train Loss 3.6934304237365723, Train Accuracy 74.11833190917969
==> Epoch 64/2000
Train Loss 3.66926646232605, Train Accuracy 74.30999755859375
==> Epoch 65/2000
Train Loss 3.645576238632202, Train Accuracy 74.48666381835938
==> Epoch 66/2000
Train Loss 3.6223440170288086, Train Accuracy 74.66500091552734
==> Epoch 67/2000
Train Loss 3.599557638168335, Train Accuracy 74.86666870117188
==> Epoch 68/2000
Train Loss 3.577202796936035, Train Accuracy 75.02666473388672
==> Epoch 69/2000
Train Loss 3.5552682876586914, Train Accuracy 75.20500183105469
==> Epoch 70/2000
Train Loss 3.533740520477295, Train Accuracy 75.336669921875
==> Epoch 71/2000
Train Loss 3.5126090049743652, Train Accuracy 75.48500061035156
==> Epoch 72/2000
Train Loss 3.4918620586395264, Train Accuracy 75.63500213623047
==> Epoch 73/2000
Train Loss 3.4714884757995605, Train Accuracy 75.78333282470703
==> Epoch 74/2000
Train Loss 3.4514787197113037, Train Accuracy 75.94166564941406
==> Epoch 75/2000
Train Loss 3.431821823120117, Train Accuracy 76.07666778564453
==> Epoch 76/2000
Train Loss 3.412508487701416, Train Accuracy 76.19499969482422
==> Epoch 77/2000
Train Loss 3.3935294151306152, Train Accuracy 76.35333251953125
==> Epoch 78/2000
Train Loss 3.3748748302459717, Train Accuracy 76.46833038330078
==> Epoch 79/2000
Train Loss 3.356536865234375, Train Accuracy 76.61666870117188
==> Epoch 80/2000
Train Loss 3.3385066986083984, Train Accuracy 76.76000213623047
==> Epoch 81/2000
Train Loss 3.3207767009735107, Train Accuracy 76.91999816894531
==> Epoch 82/2000
Train Loss 3.303337335586548, Train Accuracy 77.0683364868164
==> Epoch 83/2000
Train Loss 3.2861828804016113, Train Accuracy 77.21666717529297
==> Epoch 84/2000
Train Loss 3.2693052291870117, Train Accuracy 77.35166931152344
==> Epoch 85/2000
Train Loss 3.2526967525482178, Train Accuracy 77.48833465576172
==> Epoch 86/2000
Train Loss 3.236351251602173, Train Accuracy 77.62666320800781
==> Epoch 87/2000
Train Loss 3.220261573791504, Train Accuracy 77.72666931152344
==> Epoch 88/2000
Train Loss 3.2044219970703125, Train Accuracy 77.84166717529297
==> Epoch 89/2000
Train Loss 3.188825845718384, Train Accuracy 77.96333312988281
==> Epoch 90/2000
Train Loss 3.173466205596924, Train Accuracy 78.07666778564453
==> Epoch 91/2000
Train Loss 3.158339500427246, Train Accuracy 78.17166900634766
==> Epoch 92/2000
Train Loss 3.1434378623962402, Train Accuracy 78.2699966430664
==> Epoch 93/2000
Train Loss 3.1287567615509033, Train Accuracy 78.40333557128906
==> Epoch 94/2000
Train Loss 3.114291191101074, Train Accuracy 78.49333190917969
==> Epoch 95/2000
Train Loss 3.1000356674194336, Train Accuracy 78.58000183105469
==> Epoch 96/2000
Train Loss 3.0859851837158203, Train Accuracy 78.66999816894531
==> Epoch 97/2000
Train Loss 3.0721349716186523, Train Accuracy 78.78166961669922
==> Epoch 98/2000
Train Loss 3.058480739593506, Train Accuracy 78.88999938964844
==> Epoch 99/2000
Train Loss 3.0450174808502197, Train Accuracy 78.95333099365234
==> Epoch 100/2000
Train Loss 3.031741142272949, Train Accuracy 79.05500030517578
==> Epoch 101/2000
Train Loss 3.0186474323272705, Train Accuracy 79.13999938964844
==> Epoch 102/2000
Train Loss 3.0057320594787598, Train Accuracy 79.26499938964844
==> Epoch 103/2000
Train Loss 2.9929912090301514, Train Accuracy 79.34166717529297
==> Epoch 104/2000
Train Loss 2.9804205894470215, Train Accuracy 79.4366683959961
==> Epoch 105/2000
Train Loss 2.968017578125, Train Accuracy 79.51499938964844
==> Epoch 106/2000
Train Loss 2.955777645111084, Train Accuracy 79.5816650390625
==> Epoch 107/2000
Train Loss 2.943697690963745, Train Accuracy 79.66500091552734
==> Epoch 108/2000
Train Loss 2.9317739009857178, Train Accuracy 79.74333190917969
==> Epoch 109/2000
Train Loss 2.9200034141540527, Train Accuracy 79.80999755859375
==> Epoch 110/2000
Train Loss 2.9083824157714844, Train Accuracy 79.87666320800781
==> Epoch 111/2000
Train Loss 2.8969082832336426, Train Accuracy 79.95166778564453
==> Epoch 112/2000
Train Loss 2.885577440261841, Train Accuracy 80.02666473388672
==> Epoch 113/2000
Train Loss 2.874387741088867, Train Accuracy 80.11166381835938
==> Epoch 114/2000
Train Loss 2.8633358478546143, Train Accuracy 80.1883316040039
==> Epoch 115/2000
Train Loss 2.852418899536133, Train Accuracy 80.27166748046875
==> Epoch 116/2000
Train Loss 2.8416342735290527, Train Accuracy 80.35166931152344
==> Epoch 117/2000
Train Loss 2.830979347229004, Train Accuracy 80.42833709716797
==> Epoch 118/2000
Train Loss 2.820451259613037, Train Accuracy 80.49833679199219
==> Epoch 119/2000
Train Loss 2.8100481033325195, Train Accuracy 80.5633316040039
==> Epoch 120/2000
Train Loss 2.79976749420166, Train Accuracy 80.6433334350586
==> Epoch 121/2000
Train Loss 2.7896060943603516, Train Accuracy 80.71333312988281
==> Epoch 122/2000
Train Loss 2.7795627117156982, Train Accuracy 80.78166961669922
==> Epoch 123/2000
Train Loss 2.769634485244751, Train Accuracy 80.85333251953125
==> Epoch 124/2000
Train Loss 2.759819269180298, Train Accuracy 80.92666625976562
==> Epoch 125/2000
Train Loss 2.750115394592285, Train Accuracy 80.97833251953125
==> Epoch 126/2000
Train Loss 2.7405202388763428, Train Accuracy 81.02999877929688
==> Epoch 127/2000
Train Loss 2.731031894683838, Train Accuracy 81.09333038330078
==> Epoch 128/2000
Train Loss 2.721648693084717, Train Accuracy 81.1883316040039
==> Epoch 129/2000
Train Loss 2.7123687267303467, Train Accuracy 81.25666809082031
==> Epoch 130/2000
Train Loss 2.7031898498535156, Train Accuracy 81.33499908447266
==> Epoch 131/2000
Train Loss 2.69411039352417, Train Accuracy 81.3933334350586
==> Epoch 132/2000
Train Loss 2.685128688812256, Train Accuracy 81.4566650390625
==> Epoch 133/2000
Train Loss 2.6762425899505615, Train Accuracy 81.51499938964844
==> Epoch 134/2000
Train Loss 2.6674509048461914, Train Accuracy 81.57333374023438
==> Epoch 135/2000
Train Loss 2.6587514877319336, Train Accuracy 81.63666534423828
==> Epoch 136/2000
Train Loss 2.6501433849334717, Train Accuracy 81.6866683959961
==> Epoch 137/2000
Train Loss 2.641624689102173, Train Accuracy 81.75666809082031
==> Epoch 138/2000
Train Loss 2.6331937313079834, Train Accuracy 81.82166290283203
==> Epoch 139/2000
Train Loss 2.624849319458008, Train Accuracy 81.88999938964844
==> Epoch 140/2000
Train Loss 2.6165895462036133, Train Accuracy 81.9383316040039
==> Epoch 141/2000
Train Loss 2.6084134578704834, Train Accuracy 81.97666931152344
==> Epoch 142/2000
Train Loss 2.6003196239471436, Train Accuracy 82.038330078125
==> Epoch 143/2000
Train Loss 2.592306613922119, Train Accuracy 82.09166717529297
==> Epoch 144/2000
Train Loss 2.5843727588653564, Train Accuracy 82.14167022705078
==> Epoch 145/2000
Train Loss 2.57651686668396, Train Accuracy 82.19499969482422
==> Epoch 146/2000
Train Loss 2.5687384605407715, Train Accuracy 82.22666931152344
==> Epoch 147/2000
Train Loss 2.561035394668579, Train Accuracy 82.2699966430664
==> Epoch 148/2000
Train Loss 2.5534064769744873, Train Accuracy 82.31666564941406
==> Epoch 149/2000
Train Loss 2.545851230621338, Train Accuracy 82.3566665649414
==> Epoch 150/2000
Train Loss 2.538367986679077, Train Accuracy 82.40499877929688
==> Epoch 151/2000
Train Loss 2.5309555530548096, Train Accuracy 82.45833587646484
==> Epoch 152/2000
Train Loss 2.523613214492798, Train Accuracy 82.52833557128906
==> Epoch 153/2000
Train Loss 2.5163393020629883, Train Accuracy 82.57166290283203
==> Epoch 154/2000
Train Loss 2.5091333389282227, Train Accuracy 82.60832977294922
==> Epoch 155/2000
Train Loss 2.5019941329956055, Train Accuracy 82.63999938964844
==> Epoch 156/2000
Train Loss 2.494920253753662, Train Accuracy 82.67166900634766
==> Epoch 157/2000
Train Loss 2.4879114627838135, Train Accuracy 82.72166442871094
==> Epoch 158/2000
Train Loss 2.480966329574585, Train Accuracy 82.74833679199219
==> Epoch 159/2000
Train Loss 2.4740841388702393, Train Accuracy 82.79000091552734
==> Epoch 160/2000
Train Loss 2.4672632217407227, Train Accuracy 82.84333038330078
==> Epoch 161/2000
Train Loss 2.460503578186035, Train Accuracy 82.88333129882812
==> Epoch 162/2000
Train Loss 2.453803539276123, Train Accuracy 82.92666625976562
==> Epoch 163/2000
Train Loss 2.4471628665924072, Train Accuracy 82.97333526611328
==> Epoch 164/2000
Train Loss 2.4405808448791504, Train Accuracy 83.01499938964844
==> Epoch 165/2000
Train Loss 2.434055805206299, Train Accuracy 83.06666564941406
==> Epoch 166/2000
Train Loss 2.4275877475738525, Train Accuracy 83.1066665649414
==> Epoch 167/2000
Train Loss 2.421175241470337, Train Accuracy 83.14666748046875
==> Epoch 168/2000
Train Loss 2.4148175716400146, Train Accuracy 83.19000244140625
==> Epoch 169/2000
Train Loss 2.4085144996643066, Train Accuracy 83.22666931152344
==> Epoch 170/2000
Train Loss 2.4022645950317383, Train Accuracy 83.26166534423828
==> Epoch 171/2000
Train Loss 2.3960676193237305, Train Accuracy 83.29499816894531
==> Epoch 172/2000
Train Loss 2.389922857284546, Train Accuracy 83.336669921875
==> Epoch 173/2000
Train Loss 2.383829116821289, Train Accuracy 83.36333465576172
==> Epoch 174/2000
Train Loss 2.3777859210968018, Train Accuracy 83.38666534423828
==> Epoch 175/2000
Train Loss 2.371792793273926, Train Accuracy 83.42666625976562
==> Epoch 176/2000
Train Loss 2.3658485412597656, Train Accuracy 83.461669921875
==> Epoch 177/2000
Train Loss 2.3599531650543213, Train Accuracy 83.49500274658203
==> Epoch 178/2000
Train Loss 2.3541059494018555, Train Accuracy 83.54833221435547
==> Epoch 179/2000
Train Loss 2.3483057022094727, Train Accuracy 83.58000183105469
==> Epoch 180/2000
Train Loss 2.3425519466400146, Train Accuracy 83.62000274658203
==> Epoch 181/2000
Train Loss 2.3368442058563232, Train Accuracy 83.67166900634766
==> Epoch 182/2000
Train Loss 2.3311822414398193, Train Accuracy 83.71333312988281
==> Epoch 183/2000
Train Loss 2.3255646228790283, Train Accuracy 83.75499725341797
==> Epoch 184/2000
Train Loss 2.3199915885925293, Train Accuracy 83.79166412353516
==> Epoch 185/2000
Train Loss 2.314462184906006, Train Accuracy 83.8316650390625
==> Epoch 186/2000
Train Loss 2.3089754581451416, Train Accuracy 83.86666870117188
==> Epoch 187/2000
Train Loss 2.3035318851470947, Train Accuracy 83.91666412353516
==> Epoch 188/2000
Train Loss 2.2981297969818115, Train Accuracy 83.94666290283203
==> Epoch 189/2000
Train Loss 2.2927699089050293, Train Accuracy 83.97833251953125
==> Epoch 190/2000
Train Loss 2.287449836730957, Train Accuracy 84.01166534423828
==> Epoch 191/2000
Train Loss 2.2821712493896484, Train Accuracy 84.02833557128906
==> Epoch 192/2000
Train Loss 2.2769320011138916, Train Accuracy 84.05500030517578
==> Epoch 193/2000
Train Loss 2.2717325687408447, Train Accuracy 84.07666778564453
==> Epoch 194/2000
Train Loss 2.2665717601776123, Train Accuracy 84.1050033569336
==> Epoch 195/2000
Train Loss 2.2614498138427734, Train Accuracy 84.13666534423828
==> Epoch 196/2000
Train Loss 2.2563655376434326, Train Accuracy 84.16166687011719
==> Epoch 197/2000
Train Loss 2.25131893157959, Train Accuracy 84.1816635131836
==> Epoch 198/2000
Train Loss 2.246309280395508, Train Accuracy 84.20500183105469
==> Epoch 199/2000
Train Loss 2.2413363456726074, Train Accuracy 84.23500061035156
==> Epoch 200/2000
Train Loss 2.2363994121551514, Train Accuracy 84.2699966430664
==> Epoch 201/2000
Train Loss 2.231498956680298, Train Accuracy 84.2933349609375
==> Epoch 202/2000
Train Loss 2.226633071899414, Train Accuracy 84.3183364868164
==> Epoch 203/2000
Train Loss 2.221802234649658, Train Accuracy 84.34833526611328
==> Epoch 204/2000
Train Loss 2.217006206512451, Train Accuracy 84.38166809082031
==> Epoch 205/2000
Train Loss 2.2122440338134766, Train Accuracy 84.41000366210938
==> Epoch 206/2000
Train Loss 2.2075154781341553, Train Accuracy 84.41999816894531
==> Epoch 207/2000
Train Loss 2.2028205394744873, Train Accuracy 84.45333099365234
==> Epoch 208/2000
Train Loss 2.1981585025787354, Train Accuracy 84.4816665649414
==> Epoch 209/2000
Train Loss 2.193528890609741, Train Accuracy 84.51166534423828
==> Epoch 210/2000
Train Loss 2.1889312267303467, Train Accuracy 84.53666687011719
==> Epoch 211/2000
Train Loss 2.184365749359131, Train Accuracy 84.57666778564453
==> Epoch 212/2000
Train Loss 2.1798315048217773, Train Accuracy 84.60832977294922
==> Epoch 213/2000
Train Loss 2.1753287315368652, Train Accuracy 84.625
==> Epoch 214/2000
Train Loss 2.17085599899292, Train Accuracy 84.6449966430664
==> Epoch 215/2000
Train Loss 2.1664137840270996, Train Accuracy 84.67833709716797
==> Epoch 216/2000
Train Loss 2.1620020866394043, Train Accuracy 84.71499633789062
==> Epoch 217/2000
Train Loss 2.1576199531555176, Train Accuracy 84.75
==> Epoch 218/2000
Train Loss 2.1532669067382812, Train Accuracy 84.78333282470703
==> Epoch 219/2000
Train Loss 2.1489434242248535, Train Accuracy 84.80999755859375
==> Epoch 220/2000
Train Loss 2.144648551940918, Train Accuracy 84.84833526611328
==> Epoch 221/2000
Train Loss 2.1403820514678955, Train Accuracy 84.88500213623047
==> Epoch 222/2000
Train Loss 2.136143684387207, Train Accuracy 84.90333557128906
==> Epoch 223/2000
Train Loss 2.1319329738616943, Train Accuracy 84.93333435058594
==> Epoch 224/2000
Train Loss 2.1277496814727783, Train Accuracy 84.9566650390625
==> Epoch 225/2000
Train Loss 2.123594045639038, Train Accuracy 84.9749984741211
==> Epoch 226/2000
Train Loss 2.119464874267578, Train Accuracy 85.00833129882812
==> Epoch 227/2000
Train Loss 2.1153628826141357, Train Accuracy 85.03333282470703
==> Epoch 228/2000
Train Loss 2.1112871170043945, Train Accuracy 85.0683364868164
==> Epoch 229/2000
Train Loss 2.1072371006011963, Train Accuracy 85.09500122070312
==> Epoch 230/2000
Train Loss 2.103213310241699, Train Accuracy 85.11666870117188
==> Epoch 231/2000
Train Loss 2.099214553833008, Train Accuracy 85.14833068847656
==> Epoch 232/2000
Train Loss 2.0952413082122803, Train Accuracy 85.16999816894531
==> Epoch 233/2000
Train Loss 2.0912933349609375, Train Accuracy 85.19666290283203
==> Epoch 234/2000
Train Loss 2.087369918823242, Train Accuracy 85.21333312988281
==> Epoch 235/2000
Train Loss 2.0834708213806152, Train Accuracy 85.23332977294922
==> Epoch 236/2000
Train Loss 2.079596519470215, Train Accuracy 85.26166534423828
==> Epoch 237/2000
Train Loss 2.0757455825805664, Train Accuracy 85.28333282470703
==> Epoch 238/2000
Train Loss 2.0719189643859863, Train Accuracy 85.3116683959961
==> Epoch 239/2000
Train Loss 2.0681159496307373, Train Accuracy 85.336669921875
==> Epoch 240/2000
Train Loss 2.064335584640503, Train Accuracy 85.36499786376953
==> Epoch 241/2000
Train Loss 2.0605788230895996, Train Accuracy 85.38666534423828
==> Epoch 242/2000
Train Loss 2.056844472885132, Train Accuracy 85.41166687011719
==> Epoch 243/2000
Train Loss 2.053133249282837, Train Accuracy 85.44499969482422
==> Epoch 244/2000
Train Loss 2.0494439601898193, Train Accuracy 85.45999908447266
==> Epoch 245/2000
Train Loss 2.045776605606079, Train Accuracy 85.47833251953125
==> Epoch 246/2000
Train Loss 2.0421319007873535, Train Accuracy 85.50166320800781
==> Epoch 247/2000
Train Loss 2.038508176803589, Train Accuracy 85.52833557128906
==> Epoch 248/2000
Train Loss 2.0349063873291016, Train Accuracy 85.55500030517578
==> Epoch 249/2000
Train Loss 2.0313258171081543, Train Accuracy 85.57499694824219
==> Epoch 250/2000
Train Loss 2.027766227722168, Train Accuracy 85.59666442871094
==> Epoch 251/2000
Train Loss 2.0242278575897217, Train Accuracy 85.61333465576172
==> Epoch 252/2000
Train Loss 2.02070951461792, Train Accuracy 85.63500213623047
==> Epoch 253/2000
Train Loss 2.017212152481079, Train Accuracy 85.65499877929688
==> Epoch 254/2000
Train Loss 2.013734817504883, Train Accuracy 85.67666625976562
==> Epoch 255/2000
Train Loss 2.010277509689331, Train Accuracy 85.69999694824219
==> Epoch 256/2000
Train Loss 2.006840705871582, Train Accuracy 85.71833038330078
==> Epoch 257/2000
Train Loss 2.0034232139587402, Train Accuracy 85.73666381835938
==> Epoch 258/2000
Train Loss 2.0000252723693848, Train Accuracy 85.75833129882812
==> Epoch 259/2000
Train Loss 1.996646523475647, Train Accuracy 85.77999877929688
==> Epoch 260/2000
Train Loss 1.9932869672775269, Train Accuracy 85.7933349609375
==> Epoch 261/2000
Train Loss 1.989946722984314, Train Accuracy 85.80999755859375
==> Epoch 262/2000
Train Loss 1.9866251945495605, Train Accuracy 85.83000183105469
==> Epoch 263/2000
Train Loss 1.983322024345398, Train Accuracy 85.86000061035156
==> Epoch 264/2000
Train Loss 1.9800373315811157, Train Accuracy 85.875
==> Epoch 265/2000
Train Loss 1.9767711162567139, Train Accuracy 85.89833068847656
==> Epoch 266/2000
Train Loss 1.9735232591629028, Train Accuracy 85.90833282470703
==> Epoch 267/2000
Train Loss 1.9702928066253662, Train Accuracy 85.9183349609375
==> Epoch 268/2000
Train Loss 1.96708083152771, Train Accuracy 85.9433364868164
==> Epoch 269/2000
Train Loss 1.9638861417770386, Train Accuracy 85.95999908447266
==> Epoch 270/2000
Train Loss 1.960708737373352, Train Accuracy 85.96666717529297
==> Epoch 271/2000
Train Loss 1.957548975944519, Train Accuracy 85.99666595458984
==> Epoch 272/2000
Train Loss 1.9544060230255127, Train Accuracy 86.01499938964844
==> Epoch 273/2000
Train Loss 1.9512805938720703, Train Accuracy 86.04000091552734
==> Epoch 274/2000
Train Loss 1.948171615600586, Train Accuracy 86.05999755859375
==> Epoch 275/2000
Train Loss 1.9450796842575073, Train Accuracy 86.07499694824219
==> Epoch 276/2000
Train Loss 1.9420039653778076, Train Accuracy 86.08999633789062
==> Epoch 277/2000
Train Loss 1.9389448165893555, Train Accuracy 86.1066665649414
==> Epoch 278/2000
Train Loss 1.9359022378921509, Train Accuracy 86.12166595458984
==> Epoch 279/2000
Train Loss 1.932875394821167, Train Accuracy 86.14833068847656
==> Epoch 280/2000
Train Loss 1.9298650026321411, Train Accuracy 86.17166900634766
==> Epoch 281/2000
Train Loss 1.9268698692321777, Train Accuracy 86.19000244140625
==> Epoch 282/2000
Train Loss 1.9238908290863037, Train Accuracy 86.20333099365234
==> Epoch 283/2000
Train Loss 1.9209272861480713, Train Accuracy 86.22000122070312
==> Epoch 284/2000
Train Loss 1.9179797172546387, Train Accuracy 86.23666381835938
==> Epoch 285/2000
Train Loss 1.9150465726852417, Train Accuracy 86.25833129882812
==> Epoch 286/2000
Train Loss 1.9121291637420654, Train Accuracy 86.27333068847656
==> Epoch 287/2000
Train Loss 1.909226655960083, Train Accuracy 86.29000091552734
==> Epoch 288/2000
Train Loss 1.9063389301300049, Train Accuracy 86.2933349609375
==> Epoch 289/2000
Train Loss 1.903465986251831, Train Accuracy 86.30000305175781
==> Epoch 290/2000
Train Loss 1.9006083011627197, Train Accuracy 86.3116683959961
==> Epoch 291/2000
Train Loss 1.8977646827697754, Train Accuracy 86.32333374023438
==> Epoch 292/2000
Train Loss 1.8949353694915771, Train Accuracy 86.33833312988281
==> Epoch 293/2000
Train Loss 1.8921209573745728, Train Accuracy 86.3550033569336
==> Epoch 294/2000
Train Loss 1.8893202543258667, Train Accuracy 86.375
==> Epoch 295/2000
Train Loss 1.8865336179733276, Train Accuracy 86.39666748046875
==> Epoch 296/2000
Train Loss 1.8837611675262451, Train Accuracy 86.41500091552734
==> Epoch 297/2000
Train Loss 1.8810023069381714, Train Accuracy 86.4366683959961
==> Epoch 298/2000
Train Loss 1.878257393836975, Train Accuracy 86.45500183105469
==> Epoch 299/2000
Train Loss 1.8755261898040771, Train Accuracy 86.47000122070312
==> Epoch 300/2000
Train Loss 1.8728084564208984, Train Accuracy 86.48666381835938
==> Epoch 301/2000
Train Loss 1.8701038360595703, Train Accuracy 86.5
==> Epoch 302/2000
Train Loss 1.867412805557251, Train Accuracy 86.52166748046875
==> Epoch 303/2000
Train Loss 1.8647348880767822, Train Accuracy 86.52833557128906
==> Epoch 304/2000
Train Loss 1.8620699644088745, Train Accuracy 86.5433349609375
==> Epoch 305/2000
Train Loss 1.859418272972107, Train Accuracy 86.55833435058594
==> Epoch 306/2000
Train Loss 1.8567789793014526, Train Accuracy 86.58333587646484
==> Epoch 307/2000
Train Loss 1.854152798652649, Train Accuracy 86.59333038330078
==> Epoch 308/2000
Train Loss 1.8515393733978271, Train Accuracy 86.61166381835938
==> Epoch 309/2000
Train Loss 1.8489383459091187, Train Accuracy 86.62166595458984
==> Epoch 310/2000
Train Loss 1.846349835395813, Train Accuracy 86.6433334350586
==> Epoch 311/2000
Train Loss 1.8437737226486206, Train Accuracy 86.66000366210938
==> Epoch 312/2000
Train Loss 1.8412096500396729, Train Accuracy 86.66999816894531
==> Epoch 313/2000
Train Loss 1.8386578559875488, Train Accuracy 86.67833709716797
==> Epoch 314/2000
Train Loss 1.836118221282959, Train Accuracy 86.69166564941406
==> Epoch 315/2000
Train Loss 1.8335907459259033, Train Accuracy 86.71666717529297
==> Epoch 316/2000
Train Loss 1.8310749530792236, Train Accuracy 86.73500061035156
==> Epoch 317/2000
Train Loss 1.8285707235336304, Train Accuracy 86.75499725341797
==> Epoch 318/2000
Train Loss 1.8260784149169922, Train Accuracy 86.77333068847656
==> Epoch 319/2000
Train Loss 1.82359778881073, Train Accuracy 86.79000091552734
==> Epoch 320/2000
Train Loss 1.8211288452148438, Train Accuracy 86.8116683959961
==> Epoch 321/2000
Train Loss 1.8186709880828857, Train Accuracy 86.82499694824219
==> Epoch 322/2000
Train Loss 1.8162246942520142, Train Accuracy 86.8316650390625
==> Epoch 323/2000
Train Loss 1.8137896060943604, Train Accuracy 86.8566665649414
==> Epoch 324/2000
Train Loss 1.8113658428192139, Train Accuracy 86.88333129882812
==> Epoch 325/2000
Train Loss 1.808952808380127, Train Accuracy 86.8933334350586
==> Epoch 326/2000
Train Loss 1.8065510988235474, Train Accuracy 86.9000015258789
==> Epoch 327/2000
Train Loss 1.804160237312317, Train Accuracy 86.90833282470703
==> Epoch 328/2000
Train Loss 1.801780343055725, Train Accuracy 86.91999816894531
==> Epoch 329/2000
Train Loss 1.7994109392166138, Train Accuracy 86.9366683959961
==> Epoch 330/2000
Train Loss 1.7970525026321411, Train Accuracy 86.94999694824219
==> Epoch 331/2000
Train Loss 1.794704556465149, Train Accuracy 86.97000122070312
==> Epoch 332/2000
Train Loss 1.7923669815063477, Train Accuracy 86.97666931152344
==> Epoch 333/2000
Train Loss 1.790040135383606, Train Accuracy 86.9800033569336
==> Epoch 334/2000
Train Loss 1.7877235412597656, Train Accuracy 86.98666381835938
==> Epoch 335/2000
Train Loss 1.7854173183441162, Train Accuracy 86.98999786376953
==> Epoch 336/2000
Train Loss 1.783121109008789, Train Accuracy 87.00666809082031
==> Epoch 337/2000
Train Loss 1.7808351516723633, Train Accuracy 87.02166748046875
==> Epoch 338/2000
Train Loss 1.7785592079162598, Train Accuracy 87.03500366210938
==> Epoch 339/2000
Train Loss 1.776293396949768, Train Accuracy 87.05500030517578
==> Epoch 340/2000
Train Loss 1.774037480354309, Train Accuracy 87.07833099365234
==> Epoch 341/2000
Train Loss 1.7717912197113037, Train Accuracy 87.08999633789062
==> Epoch 342/2000
Train Loss 1.7695547342300415, Train Accuracy 87.1066665649414
==> Epoch 343/2000
Train Loss 1.7673282623291016, Train Accuracy 87.12333679199219
==> Epoch 344/2000
Train Loss 1.7651114463806152, Train Accuracy 87.13666534423828
==> Epoch 345/2000
Train Loss 1.7629039287567139, Train Accuracy 87.13999938964844
==> Epoch 346/2000
Train Loss 1.7607059478759766, Train Accuracy 87.1500015258789
==> Epoch 347/2000
Train Loss 1.7585176229476929, Train Accuracy 87.163330078125
==> Epoch 348/2000
Train Loss 1.7563384771347046, Train Accuracy 87.17500305175781
==> Epoch 349/2000
Train Loss 1.7541685104370117, Train Accuracy 87.1816635131836
==> Epoch 350/2000
Train Loss 1.7520081996917725, Train Accuracy 87.19666290283203
==> Epoch 351/2000
Train Loss 1.74985671043396, Train Accuracy 87.21666717529297
==> Epoch 352/2000
Train Loss 1.7477145195007324, Train Accuracy 87.23332977294922
==> Epoch 353/2000
Train Loss 1.7455811500549316, Train Accuracy 87.24333190917969
==> Epoch 354/2000
Train Loss 1.7434569597244263, Train Accuracy 87.24500274658203
==> Epoch 355/2000
Train Loss 1.7413415908813477, Train Accuracy 87.25333404541016
==> Epoch 356/2000
Train Loss 1.7392349243164062, Train Accuracy 87.27333068847656
==> Epoch 357/2000
Train Loss 1.7371373176574707, Train Accuracy 87.28500366210938
==> Epoch 358/2000
Train Loss 1.7350484132766724, Train Accuracy 87.29499816894531
==> Epoch 359/2000
Train Loss 1.7329679727554321, Train Accuracy 87.3133316040039
==> Epoch 360/2000
Train Loss 1.730896234512329, Train Accuracy 87.32166290283203
==> Epoch 361/2000
Train Loss 1.7288333177566528, Train Accuracy 87.32333374023438
==> Epoch 362/2000
Train Loss 1.7267783880233765, Train Accuracy 87.33499908447266
==> Epoch 363/2000
Train Loss 1.7247322797775269, Train Accuracy 87.3499984741211
==> Epoch 364/2000
Train Loss 1.7226943969726562, Train Accuracy 87.36166381835938
==> Epoch 365/2000
Train Loss 1.7206648588180542, Train Accuracy 87.375
==> Epoch 366/2000
Train Loss 1.7186435461044312, Train Accuracy 87.39167022705078
==> Epoch 367/2000
Train Loss 1.7166305780410767, Train Accuracy 87.40166473388672
==> Epoch 368/2000
Train Loss 1.7146258354187012, Train Accuracy 87.413330078125
==> Epoch 369/2000
Train Loss 1.712628960609436, Train Accuracy 87.42500305175781
==> Epoch 370/2000
Train Loss 1.7106401920318604, Train Accuracy 87.4383316040039
==> Epoch 371/2000
Train Loss 1.708659291267395, Train Accuracy 87.45500183105469
==> Epoch 372/2000
Train Loss 1.7066866159439087, Train Accuracy 87.45999908447266
==> Epoch 373/2000
Train Loss 1.704721450805664, Train Accuracy 87.46833038330078
==> Epoch 374/2000
Train Loss 1.7027642726898193, Train Accuracy 87.47333526611328
==> Epoch 375/2000
Train Loss 1.7008150815963745, Train Accuracy 87.48332977294922
==> Epoch 376/2000
Train Loss 1.6988732814788818, Train Accuracy 87.48999786376953
==> Epoch 377/2000
Train Loss 1.6969395875930786, Train Accuracy 87.50666809082031
==> Epoch 378/2000
Train Loss 1.695013165473938, Train Accuracy 87.51499938964844
==> Epoch 379/2000
Train Loss 1.6930944919586182, Train Accuracy 87.52999877929688
==> Epoch 380/2000
Train Loss 1.6911832094192505, Train Accuracy 87.5433349609375
==> Epoch 381/2000
Train Loss 1.6892794370651245, Train Accuracy 87.55000305175781
==> Epoch 382/2000
Train Loss 1.6873830556869507, Train Accuracy 87.55500030517578
==> Epoch 383/2000
Train Loss 1.6854941844940186, Train Accuracy 87.5616683959961
==> Epoch 384/2000
Train Loss 1.6836124658584595, Train Accuracy 87.56999969482422
==> Epoch 385/2000
Train Loss 1.681738018989563, Train Accuracy 87.58000183105469
==> Epoch 386/2000
Train Loss 1.6798709630966187, Train Accuracy 87.60166931152344
==> Epoch 387/2000
Train Loss 1.6780109405517578, Train Accuracy 87.61000061035156
==> Epoch 388/2000
Train Loss 1.6761581897735596, Train Accuracy 87.625
==> Epoch 389/2000
Train Loss 1.6743124723434448, Train Accuracy 87.63833618164062
==> Epoch 390/2000
Train Loss 1.6724737882614136, Train Accuracy 87.6433334350586
==> Epoch 391/2000
Train Loss 1.6706422567367554, Train Accuracy 87.65666961669922
==> Epoch 392/2000
Train Loss 1.6688175201416016, Train Accuracy 87.66000366210938
==> Epoch 393/2000
Train Loss 1.6669998168945312, Train Accuracy 87.67666625976562
==> Epoch 394/2000
Train Loss 1.6651887893676758, Train Accuracy 87.6883316040039
==> Epoch 395/2000
Train Loss 1.6633846759796143, Train Accuracy 87.70500183105469
==> Epoch 396/2000
Train Loss 1.6615874767303467, Train Accuracy 87.70833587646484
==> Epoch 397/2000
Train Loss 1.6597970724105835, Train Accuracy 87.71499633789062
==> Epoch 398/2000
Train Loss 1.6580129861831665, Train Accuracy 87.72333526611328
==> Epoch 399/2000
Train Loss 1.6562358140945435, Train Accuracy 87.73332977294922
==> Epoch 400/2000
Train Loss 1.6544653177261353, Train Accuracy 87.73999786376953
==> Epoch 401/2000
Train Loss 1.6527012586593628, Train Accuracy 87.75333404541016
==> Epoch 402/2000
Train Loss 1.6509438753128052, Train Accuracy 87.76166534423828
==> Epoch 403/2000
Train Loss 1.6491926908493042, Train Accuracy 87.76499938964844
==> Epoch 404/2000
Train Loss 1.647448182106018, Train Accuracy 87.7750015258789
==> Epoch 405/2000
Train Loss 1.6457099914550781, Train Accuracy 87.788330078125
==> Epoch 406/2000
Train Loss 1.643978238105774, Train Accuracy 87.79666900634766
==> Epoch 407/2000
Train Loss 1.6422529220581055, Train Accuracy 87.80166625976562
==> Epoch 408/2000
Train Loss 1.6405338048934937, Train Accuracy 87.80833435058594
==> Epoch 409/2000
Train Loss 1.6388208866119385, Train Accuracy 87.81500244140625
==> Epoch 410/2000
Train Loss 1.6371140480041504, Train Accuracy 87.82333374023438
==> Epoch 411/2000
Train Loss 1.6354135274887085, Train Accuracy 87.82833099365234
==> Epoch 412/2000
Train Loss 1.6337193250656128, Train Accuracy 87.83999633789062
==> Epoch 413/2000
Train Loss 1.632030963897705, Train Accuracy 87.85832977294922
==> Epoch 414/2000
Train Loss 1.630348801612854, Train Accuracy 87.86833190917969
==> Epoch 415/2000
Train Loss 1.62867271900177, Train Accuracy 87.87833404541016
==> Epoch 416/2000
Train Loss 1.627002477645874, Train Accuracy 87.88666534423828
==> Epoch 417/2000
Train Loss 1.6253381967544556, Train Accuracy 87.90333557128906
==> Epoch 418/2000
Train Loss 1.623679757118225, Train Accuracy 87.9183349609375
==> Epoch 419/2000
Train Loss 1.6220275163650513, Train Accuracy 87.92666625976562
==> Epoch 420/2000
Train Loss 1.6203808784484863, Train Accuracy 87.9316635131836
==> Epoch 421/2000
Train Loss 1.618740200996399, Train Accuracy 87.9433364868164
==> Epoch 422/2000
Train Loss 1.6171051263809204, Train Accuracy 87.94666290283203
==> Epoch 423/2000
Train Loss 1.6154757738113403, Train Accuracy 87.961669921875
==> Epoch 424/2000
Train Loss 1.6138525009155273, Train Accuracy 87.97333526611328
==> Epoch 425/2000
Train Loss 1.6122344732284546, Train Accuracy 87.98500061035156
==> Epoch 426/2000
Train Loss 1.6106221675872803, Train Accuracy 87.99333190917969
==> Epoch 427/2000
Train Loss 1.6090158224105835, Train Accuracy 88.00666809082031
==> Epoch 428/2000
Train Loss 1.6074146032333374, Train Accuracy 88.02333068847656
==> Epoch 429/2000
Train Loss 1.6058191061019897, Train Accuracy 88.03333282470703
==> Epoch 430/2000
Train Loss 1.6042290925979614, Train Accuracy 88.04000091552734
==> Epoch 431/2000
Train Loss 1.6026445627212524, Train Accuracy 88.04833221435547
==> Epoch 432/2000
Train Loss 1.6010655164718628, Train Accuracy 88.0566635131836
==> Epoch 433/2000
Train Loss 1.599491834640503, Train Accuracy 88.0616683959961
==> Epoch 434/2000
Train Loss 1.5979235172271729, Train Accuracy 88.06999969482422
==> Epoch 435/2000
Train Loss 1.5963605642318726, Train Accuracy 88.07333374023438
==> Epoch 436/2000
Train Loss 1.594802975654602, Train Accuracy 88.08333587646484
==> Epoch 437/2000
Train Loss 1.5932505130767822, Train Accuracy 88.09166717529297
==> Epoch 438/2000
Train Loss 1.5917034149169922, Train Accuracy 88.10333251953125
==> Epoch 439/2000
Train Loss 1.590161681175232, Train Accuracy 88.11499786376953
==> Epoch 440/2000
Train Loss 1.5886250734329224, Train Accuracy 88.12833404541016
==> Epoch 441/2000
Train Loss 1.5870935916900635, Train Accuracy 88.13666534423828
==> Epoch 442/2000
Train Loss 1.5855671167373657, Train Accuracy 88.14666748046875
==> Epoch 443/2000
Train Loss 1.5840458869934082, Train Accuracy 88.15499877929688
==> Epoch 444/2000
Train Loss 1.5825297832489014, Train Accuracy 88.15666961669922
==> Epoch 445/2000
Train Loss 1.5810185670852661, Train Accuracy 88.16166687011719
==> Epoch 446/2000
Train Loss 1.5795124769210815, Train Accuracy 88.16666412353516
==> Epoch 447/2000
Train Loss 1.578011393547058, Train Accuracy 88.17500305175781
==> Epoch 448/2000
Train Loss 1.5765151977539062, Train Accuracy 88.19000244140625
==> Epoch 449/2000
Train Loss 1.575023889541626, Train Accuracy 88.20333099365234
==> Epoch 450/2000
Train Loss 1.5735377073287964, Train Accuracy 88.20999908447266
==> Epoch 451/2000
Train Loss 1.5720562934875488, Train Accuracy 88.22000122070312
==> Epoch 452/2000
Train Loss 1.5705797672271729, Train Accuracy 88.2249984741211
==> Epoch 453/2000
Train Loss 1.5691078901290894, Train Accuracy 88.2300033569336
==> Epoch 454/2000
Train Loss 1.5676409006118774, Train Accuracy 88.24166870117188
==> Epoch 455/2000
Train Loss 1.5661786794662476, Train Accuracy 88.25166320800781
==> Epoch 456/2000
Train Loss 1.5647211074829102, Train Accuracy 88.25499725341797
==> Epoch 457/2000
Train Loss 1.5632684230804443, Train Accuracy 88.2683334350586
==> Epoch 458/2000
Train Loss 1.561820387840271, Train Accuracy 88.27833557128906
==> Epoch 459/2000
Train Loss 1.5603771209716797, Train Accuracy 88.29000091552734
==> Epoch 460/2000
Train Loss 1.5589382648468018, Train Accuracy 88.30333709716797
==> Epoch 461/2000
Train Loss 1.5575041770935059, Train Accuracy 88.30999755859375
==> Epoch 462/2000
Train Loss 1.556074619293213, Train Accuracy 88.32666778564453
==> Epoch 463/2000
Train Loss 1.5546495914459229, Train Accuracy 88.336669921875
==> Epoch 464/2000
Train Loss 1.5532290935516357, Train Accuracy 88.35166931152344
==> Epoch 465/2000
Train Loss 1.5518131256103516, Train Accuracy 88.36166381835938
==> Epoch 466/2000
Train Loss 1.5504016876220703, Train Accuracy 88.37166595458984
==> Epoch 467/2000
Train Loss 1.5489946603775024, Train Accuracy 88.38166809082031
==> Epoch 468/2000
Train Loss 1.547592043876648, Train Accuracy 88.38833618164062
==> Epoch 469/2000
Train Loss 1.5461938381195068, Train Accuracy 88.4000015258789
==> Epoch 470/2000
Train Loss 1.544800043106079, Train Accuracy 88.40499877929688
==> Epoch 471/2000
Train Loss 1.5434107780456543, Train Accuracy 88.41166687011719
==> Epoch 472/2000
Train Loss 1.5420258045196533, Train Accuracy 88.413330078125
==> Epoch 473/2000
Train Loss 1.5406450033187866, Train Accuracy 88.42166900634766
==> Epoch 474/2000
Train Loss 1.5392684936523438, Train Accuracy 88.42833709716797
==> Epoch 475/2000
Train Loss 1.5378963947296143, Train Accuracy 88.4383316040039
==> Epoch 476/2000
Train Loss 1.536528468132019, Train Accuracy 88.4433364868164
==> Epoch 477/2000
Train Loss 1.5351645946502686, Train Accuracy 88.45333099365234
==> Epoch 478/2000
Train Loss 1.533805251121521, Train Accuracy 88.45833587646484
==> Epoch 479/2000
Train Loss 1.5324498414993286, Train Accuracy 88.47000122070312
==> Epoch 480/2000
Train Loss 1.5310986042022705, Train Accuracy 88.4816665649414
==> Epoch 481/2000
Train Loss 1.5297515392303467, Train Accuracy 88.48833465576172
==> Epoch 482/2000
Train Loss 1.5284086465835571, Train Accuracy 88.49833679199219
==> Epoch 483/2000
Train Loss 1.5270698070526123, Train Accuracy 88.50166320800781
==> Epoch 484/2000
Train Loss 1.5257350206375122, Train Accuracy 88.50833129882812
==> Epoch 485/2000
Train Loss 1.5244044065475464, Train Accuracy 88.51166534423828
==> Epoch 486/2000
Train Loss 1.5230774879455566, Train Accuracy 88.51499938964844
==> Epoch 487/2000
Train Loss 1.5217549800872803, Train Accuracy 88.5183334350586
==> Epoch 488/2000
Train Loss 1.5204362869262695, Train Accuracy 88.52666473388672
==> Epoch 489/2000
Train Loss 1.519121527671814, Train Accuracy 88.53166961669922
==> Epoch 490/2000
Train Loss 1.517810583114624, Train Accuracy 88.538330078125
==> Epoch 491/2000
Train Loss 1.5165038108825684, Train Accuracy 88.54833221435547
==> Epoch 492/2000
Train Loss 1.5152007341384888, Train Accuracy 88.55166625976562
==> Epoch 493/2000
Train Loss 1.5139018297195435, Train Accuracy 88.5566635131836
==> Epoch 494/2000
Train Loss 1.5126063823699951, Train Accuracy 88.5633316040039
==> Epoch 495/2000
Train Loss 1.5113149881362915, Train Accuracy 88.57166290283203
==> Epoch 496/2000
Train Loss 1.510027527809143, Train Accuracy 88.57666778564453
==> Epoch 497/2000
Train Loss 1.5087436437606812, Train Accuracy 88.58333587646484
==> Epoch 498/2000
Train Loss 1.5074635744094849, Train Accuracy 88.586669921875
==> Epoch 499/2000
Train Loss 1.5061874389648438, Train Accuracy 88.59833526611328
==> Epoch 500/2000
Train Loss 1.5049148797988892, Train Accuracy 88.61333465576172
==> Epoch 501/2000
Train Loss 1.5036460161209106, Train Accuracy 88.62000274658203
==> Epoch 502/2000
Train Loss 1.5023809671401978, Train Accuracy 88.62666320800781
==> Epoch 503/2000
Train Loss 1.501119613647461, Train Accuracy 88.63166809082031
==> Epoch 504/2000
Train Loss 1.4998618364334106, Train Accuracy 88.63833618164062
==> Epoch 505/2000
Train Loss 1.498607873916626, Train Accuracy 88.64666748046875
==> Epoch 506/2000
Train Loss 1.4973572492599487, Train Accuracy 88.65833282470703
==> Epoch 507/2000
Train Loss 1.496110439300537, Train Accuracy 88.66166687011719
==> Epoch 508/2000
Train Loss 1.4948670864105225, Train Accuracy 88.6683349609375
==> Epoch 509/2000
Train Loss 1.4936275482177734, Train Accuracy 88.68499755859375
==> Epoch 510/2000
Train Loss 1.4923912286758423, Train Accuracy 88.69833374023438
==> Epoch 511/2000
Train Loss 1.4911586046218872, Train Accuracy 88.70833587646484
==> Epoch 512/2000
Train Loss 1.4899297952651978, Train Accuracy 88.711669921875
==> Epoch 513/2000
Train Loss 1.4887038469314575, Train Accuracy 88.71666717529297
==> Epoch 514/2000
Train Loss 1.4874818325042725, Train Accuracy 88.7316665649414
==> Epoch 515/2000
Train Loss 1.4862632751464844, Train Accuracy 88.73999786376953
==> Epoch 516/2000
Train Loss 1.4850481748580933, Train Accuracy 88.74666595458984
==> Epoch 517/2000
Train Loss 1.4838364124298096, Train Accuracy 88.75333404541016
==> Epoch 518/2000
Train Loss 1.4826278686523438, Train Accuracy 88.76000213623047
==> Epoch 519/2000
Train Loss 1.481423020362854, Train Accuracy 88.7699966430664
==> Epoch 520/2000
Train Loss 1.4802213907241821, Train Accuracy 88.78166961669922
==> Epoch 521/2000
Train Loss 1.4790233373641968, Train Accuracy 88.79000091552734
==> Epoch 522/2000
Train Loss 1.4778282642364502, Train Accuracy 88.79666900634766
==> Epoch 523/2000
Train Loss 1.4766366481781006, Train Accuracy 88.8133316040039
==> Epoch 524/2000
Train Loss 1.475448489189148, Train Accuracy 88.82333374023438
==> Epoch 525/2000
Train Loss 1.4742634296417236, Train Accuracy 88.84166717529297
==> Epoch 526/2000
Train Loss 1.4730819463729858, Train Accuracy 88.83999633789062
==> Epoch 527/2000
Train Loss 1.4719035625457764, Train Accuracy 88.84833526611328
==> Epoch 528/2000
Train Loss 1.4707282781600952, Train Accuracy 88.8550033569336
==> Epoch 529/2000
Train Loss 1.4695563316345215, Train Accuracy 88.86333465576172
==> Epoch 530/2000
Train Loss 1.4683876037597656, Train Accuracy 88.87000274658203
==> Epoch 531/2000
Train Loss 1.4672220945358276, Train Accuracy 88.87333679199219
==> Epoch 532/2000
Train Loss 1.4660598039627075, Train Accuracy 88.87999725341797
==> Epoch 533/2000
Train Loss 1.4649004936218262, Train Accuracy 88.88666534423828
==> Epoch 534/2000
Train Loss 1.4637446403503418, Train Accuracy 88.8933334350586
==> Epoch 535/2000
Train Loss 1.4625916481018066, Train Accuracy 88.89666748046875
==> Epoch 536/2000
Train Loss 1.4614418745040894, Train Accuracy 88.91166687011719
==> Epoch 537/2000
Train Loss 1.4602950811386108, Train Accuracy 88.91666412353516
==> Epoch 538/2000
Train Loss 1.4591517448425293, Train Accuracy 88.92333221435547
==> Epoch 539/2000
Train Loss 1.458011269569397, Train Accuracy 88.92666625976562
==> Epoch 540/2000
Train Loss 1.4568737745285034, Train Accuracy 88.93000030517578
==> Epoch 541/2000
Train Loss 1.4557394981384277, Train Accuracy 88.93499755859375
==> Epoch 542/2000
Train Loss 1.4546079635620117, Train Accuracy 88.9383316040039
==> Epoch 543/2000
Train Loss 1.4534796476364136, Train Accuracy 88.94666290283203
==> Epoch 544/2000
Train Loss 1.4523544311523438, Train Accuracy 88.95500183105469
==> Epoch 545/2000
Train Loss 1.451231837272644, Train Accuracy 88.96666717529297
==> Epoch 546/2000
Train Loss 1.4501127004623413, Train Accuracy 88.98332977294922
==> Epoch 547/2000
Train Loss 1.4489963054656982, Train Accuracy 88.98999786376953
==> Epoch 548/2000
Train Loss 1.4478827714920044, Train Accuracy 88.99166870117188
==> Epoch 549/2000
Train Loss 1.4467722177505493, Train Accuracy 88.99333190917969
==> Epoch 550/2000
Train Loss 1.4456645250320435, Train Accuracy 89.00166320800781
==> Epoch 551/2000
Train Loss 1.444559931755066, Train Accuracy 89.01000213623047
==> Epoch 552/2000
Train Loss 1.443458080291748, Train Accuracy 89.01166534423828
==> Epoch 553/2000
Train Loss 1.4423590898513794, Train Accuracy 89.02166748046875
==> Epoch 554/2000
Train Loss 1.44126296043396, Train Accuracy 89.02333068847656
==> Epoch 555/2000
Train Loss 1.4401696920394897, Train Accuracy 89.03166961669922
==> Epoch 556/2000
Train Loss 1.4390792846679688, Train Accuracy 89.03666687011719
==> Epoch 557/2000
Train Loss 1.4379918575286865, Train Accuracy 89.04499816894531
==> Epoch 558/2000
Train Loss 1.4369068145751953, Train Accuracy 89.05333709716797
==> Epoch 559/2000
Train Loss 1.435824990272522, Train Accuracy 89.05500030517578
==> Epoch 560/2000
Train Loss 1.4347457885742188, Train Accuracy 89.06666564941406
==> Epoch 561/2000
Train Loss 1.4336692094802856, Train Accuracy 89.07333374023438
==> Epoch 562/2000
Train Loss 1.4325956106185913, Train Accuracy 89.08333587646484
==> Epoch 563/2000
Train Loss 1.4315247535705566, Train Accuracy 89.08999633789062
==> Epoch 564/2000
Train Loss 1.430456519126892, Train Accuracy 89.09666442871094
==> Epoch 565/2000
Train Loss 1.4293910264968872, Train Accuracy 89.1050033569336
==> Epoch 566/2000
Train Loss 1.4283281564712524, Train Accuracy 89.11666870117188
==> Epoch 567/2000
Train Loss 1.427268147468567, Train Accuracy 89.125
==> Epoch 568/2000
Train Loss 1.426210880279541, Train Accuracy 89.13333129882812
==> Epoch 569/2000
Train Loss 1.4251559972763062, Train Accuracy 89.1433334350586
==> Epoch 570/2000
Train Loss 1.4241039752960205, Train Accuracy 89.14833068847656
==> Epoch 571/2000
Train Loss 1.4230542182922363, Train Accuracy 89.15499877929688
==> Epoch 572/2000
Train Loss 1.42200767993927, Train Accuracy 89.16166687011719
==> Epoch 573/2000
Train Loss 1.4209635257720947, Train Accuracy 89.16999816894531
==> Epoch 574/2000
Train Loss 1.419921875, Train Accuracy 89.1816635131836
==> Epoch 575/2000
Train Loss 1.4188827276229858, Train Accuracy 89.19000244140625
==> Epoch 576/2000
Train Loss 1.417846441268921, Train Accuracy 89.19166564941406
==> Epoch 577/2000
Train Loss 1.4168126583099365, Train Accuracy 89.19833374023438
==> Epoch 578/2000
Train Loss 1.4157812595367432, Train Accuracy 89.20333099365234
==> Epoch 579/2000
Train Loss 1.4147526025772095, Train Accuracy 89.2066650390625
==> Epoch 580/2000
Train Loss 1.4137262105941772, Train Accuracy 89.21499633789062
==> Epoch 581/2000
Train Loss 1.4127026796340942, Train Accuracy 89.22166442871094
==> Epoch 582/2000
Train Loss 1.4116812944412231, Train Accuracy 89.2249984741211
==> Epoch 583/2000
Train Loss 1.4106627702713013, Train Accuracy 89.22666931152344
==> Epoch 584/2000
Train Loss 1.40964674949646, Train Accuracy 89.23500061035156
==> Epoch 585/2000
Train Loss 1.4086329936981201, Train Accuracy 89.24500274658203
==> Epoch 586/2000
Train Loss 1.4076217412948608, Train Accuracy 89.25499725341797
==> Epoch 587/2000
Train Loss 1.4066128730773926, Train Accuracy 89.26667022705078
==> Epoch 588/2000
Train Loss 1.4056065082550049, Train Accuracy 89.27333068847656
==> Epoch 589/2000
Train Loss 1.4046026468276978, Train Accuracy 89.27999877929688
==> Epoch 590/2000
Train Loss 1.4036012887954712, Train Accuracy 89.28500366210938
==> Epoch 591/2000
Train Loss 1.4026020765304565, Train Accuracy 89.28666687011719
==> Epoch 592/2000
Train Loss 1.401605486869812, Train Accuracy 89.2933349609375
==> Epoch 593/2000
Train Loss 1.4006112813949585, Train Accuracy 89.29833221435547
==> Epoch 594/2000
Train Loss 1.3996193408966064, Train Accuracy 89.30166625976562
==> Epoch 595/2000
Train Loss 1.3986297845840454, Train Accuracy 89.30333709716797
==> Epoch 596/2000
Train Loss 1.397642731666565, Train Accuracy 89.30999755859375
==> Epoch 597/2000
Train Loss 1.3966578245162964, Train Accuracy 89.31666564941406
==> Epoch 598/2000
Train Loss 1.3956754207611084, Train Accuracy 89.32333374023438
==> Epoch 599/2000
Train Loss 1.3946951627731323, Train Accuracy 89.32666778564453
==> Epoch 600/2000
Train Loss 1.3937174081802368, Train Accuracy 89.336669921875
==> Epoch 601/2000
Train Loss 1.3927417993545532, Train Accuracy 89.33999633789062
==> Epoch 602/2000
Train Loss 1.3917685747146606, Train Accuracy 89.34333038330078
==> Epoch 603/2000
Train Loss 1.3907976150512695, Train Accuracy 89.34833526611328
==> Epoch 604/2000
Train Loss 1.389829158782959, Train Accuracy 89.35166931152344
==> Epoch 605/2000
Train Loss 1.3888626098632812, Train Accuracy 89.35333251953125
==> Epoch 606/2000
Train Loss 1.387898564338684, Train Accuracy 89.36000061035156
==> Epoch 607/2000
Train Loss 1.3869366645812988, Train Accuracy 89.37666320800781
==> Epoch 608/2000
Train Loss 1.385977029800415, Train Accuracy 89.38166809082031
==> Epoch 609/2000
Train Loss 1.3850194215774536, Train Accuracy 89.38833618164062
==> Epoch 610/2000
Train Loss 1.3840643167495728, Train Accuracy 89.3933334350586
==> Epoch 611/2000
Train Loss 1.3831113576889038, Train Accuracy 89.3933334350586
==> Epoch 612/2000
Train Loss 1.3821604251861572, Train Accuracy 89.39833068847656
==> Epoch 613/2000
Train Loss 1.381211757659912, Train Accuracy 89.40333557128906
==> Epoch 614/2000
Train Loss 1.380265474319458, Train Accuracy 89.41000366210938
==> Epoch 615/2000
Train Loss 1.3793209791183472, Train Accuracy 89.41666412353516
==> Epoch 616/2000
Train Loss 1.3783791065216064, Train Accuracy 89.42666625976562
==> Epoch 617/2000
Train Loss 1.3774391412734985, Train Accuracy 89.43000030517578
==> Epoch 618/2000
Train Loss 1.376501202583313, Train Accuracy 89.44166564941406
==> Epoch 619/2000
Train Loss 1.3755656480789185, Train Accuracy 89.44999694824219
==> Epoch 620/2000
Train Loss 1.3746321201324463, Train Accuracy 89.44999694824219
==> Epoch 621/2000
Train Loss 1.373700499534607, Train Accuracy 89.45500183105469
==> Epoch 622/2000
Train Loss 1.3727712631225586, Train Accuracy 89.461669921875
==> Epoch 623/2000
Train Loss 1.3718441724777222, Train Accuracy 89.47166442871094
==> Epoch 624/2000
Train Loss 1.370918869972229, Train Accuracy 89.47833251953125
==> Epoch 625/2000
Train Loss 1.3699957132339478, Train Accuracy 89.48999786376953
==> Epoch 626/2000
Train Loss 1.3690745830535889, Train Accuracy 89.49333190917969
==> Epoch 627/2000
Train Loss 1.3681557178497314, Train Accuracy 89.49666595458984
==> Epoch 628/2000
Train Loss 1.367238998413086, Train Accuracy 89.49666595458984
==> Epoch 629/2000
Train Loss 1.3663240671157837, Train Accuracy 89.50166320800781
==> Epoch 630/2000
Train Loss 1.365411400794983, Train Accuracy 89.50666809082031
==> Epoch 631/2000
Train Loss 1.3645005226135254, Train Accuracy 89.51000213623047
==> Epoch 632/2000
Train Loss 1.3635916709899902, Train Accuracy 89.5183334350586
==> Epoch 633/2000
Train Loss 1.362684965133667, Train Accuracy 89.5199966430664
==> Epoch 634/2000
Train Loss 1.3617801666259766, Train Accuracy 89.5199966430664
==> Epoch 635/2000
Train Loss 1.360877513885498, Train Accuracy 89.5199966430664
==> Epoch 636/2000
Train Loss 1.3599765300750732, Train Accuracy 89.52666473388672
==> Epoch 637/2000
Train Loss 1.3590779304504395, Train Accuracy 89.53333282470703
==> Epoch 638/2000
Train Loss 1.3581808805465698, Train Accuracy 89.53333282470703
==> Epoch 639/2000
Train Loss 1.3572860956192017, Train Accuracy 89.54000091552734
==> Epoch 640/2000
Train Loss 1.3563930988311768, Train Accuracy 89.54666900634766
==> Epoch 641/2000
Train Loss 1.3555020093917847, Train Accuracy 89.55000305175781
==> Epoch 642/2000
Train Loss 1.3546130657196045, Train Accuracy 89.55999755859375
==> Epoch 643/2000
Train Loss 1.3537259101867676, Train Accuracy 89.56999969482422
==> Epoch 644/2000
Train Loss 1.352840781211853, Train Accuracy 89.57666778564453
==> Epoch 645/2000
Train Loss 1.3519574403762817, Train Accuracy 89.57833099365234
==> Epoch 646/2000
Train Loss 1.3510758876800537, Train Accuracy 89.5816650390625
==> Epoch 647/2000
Train Loss 1.3501964807510376, Train Accuracy 89.59166717529297
==> Epoch 648/2000
Train Loss 1.3493188619613647, Train Accuracy 89.60333251953125
==> Epoch 649/2000
Train Loss 1.3484430313110352, Train Accuracy 89.6050033569336
==> Epoch 650/2000
Train Loss 1.3475693464279175, Train Accuracy 89.61000061035156
==> Epoch 651/2000
Train Loss 1.3466970920562744, Train Accuracy 89.61666870117188
==> Epoch 652/2000
Train Loss 1.3458271026611328, Train Accuracy 89.62166595458984
==> Epoch 653/2000
Train Loss 1.344958782196045, Train Accuracy 89.62333679199219
==> Epoch 654/2000
Train Loss 1.3440922498703003, Train Accuracy 89.62833404541016
==> Epoch 655/2000
Train Loss 1.3432276248931885, Train Accuracy 89.63500213623047
==> Epoch 656/2000
Train Loss 1.34236478805542, Train Accuracy 89.63833618164062
==> Epoch 657/2000
Train Loss 1.3415039777755737, Train Accuracy 89.6500015258789
==> Epoch 658/2000
Train Loss 1.3406447172164917, Train Accuracy 89.65666961669922
==> Epoch 659/2000
Train Loss 1.3397873640060425, Train Accuracy 89.65833282470703
==> Epoch 660/2000
Train Loss 1.3389317989349365, Train Accuracy 89.6683349609375
==> Epoch 661/2000
Train Loss 1.3380777835845947, Train Accuracy 89.67500305175781
==> Epoch 662/2000
Train Loss 1.3372257947921753, Train Accuracy 89.67833709716797
==> Epoch 663/2000
Train Loss 1.3363755941390991, Train Accuracy 89.68333435058594
==> Epoch 664/2000
Train Loss 1.3355271816253662, Train Accuracy 89.6883316040039
==> Epoch 665/2000
Train Loss 1.3346803188323975, Train Accuracy 89.6933364868164
==> Epoch 666/2000
Train Loss 1.333835482597351, Train Accuracy 89.69666290283203
==> Epoch 667/2000
Train Loss 1.3329921960830688, Train Accuracy 89.7066650390625
==> Epoch 668/2000
Train Loss 1.3321506977081299, Train Accuracy 89.711669921875
==> Epoch 669/2000
Train Loss 1.3313111066818237, Train Accuracy 89.71833038330078
==> Epoch 670/2000
Train Loss 1.3304728269577026, Train Accuracy 89.72166442871094
==> Epoch 671/2000
Train Loss 1.329636573791504, Train Accuracy 89.72333526611328
==> Epoch 672/2000
Train Loss 1.3288019895553589, Train Accuracy 89.72833251953125
==> Epoch 673/2000
Train Loss 1.3279690742492676, Train Accuracy 89.73332977294922
==> Epoch 674/2000
Train Loss 1.3271379470825195, Train Accuracy 89.73500061035156
==> Epoch 675/2000
Train Loss 1.3263083696365356, Train Accuracy 89.74166870117188
==> Epoch 676/2000
Train Loss 1.3254804611206055, Train Accuracy 89.74166870117188
==> Epoch 677/2000
Train Loss 1.324654459953308, Train Accuracy 89.75166320800781
==> Epoch 678/2000
Train Loss 1.323830008506775, Train Accuracy 89.75833129882812
==> Epoch 679/2000
Train Loss 1.3230071067810059, Train Accuracy 89.76000213623047
==> Epoch 680/2000
Train Loss 1.3221858739852905, Train Accuracy 89.76667022705078
==> Epoch 681/2000
Train Loss 1.321366310119629, Train Accuracy 89.7683334350586
==> Epoch 682/2000
Train Loss 1.320548415184021, Train Accuracy 89.77166748046875
==> Epoch 683/2000
Train Loss 1.3197321891784668, Train Accuracy 89.77666473388672
==> Epoch 684/2000
Train Loss 1.3189176321029663, Train Accuracy 89.77833557128906
==> Epoch 685/2000
Train Loss 1.31810462474823, Train Accuracy 89.788330078125
==> Epoch 686/2000
Train Loss 1.317293405532837, Train Accuracy 89.7933349609375
==> Epoch 687/2000
Train Loss 1.316483497619629, Train Accuracy 89.80000305175781
==> Epoch 688/2000
Train Loss 1.3156753778457642, Train Accuracy 89.80833435058594
==> Epoch 689/2000
Train Loss 1.3148690462112427, Train Accuracy 89.8116683959961
==> Epoch 690/2000
Train Loss 1.3140640258789062, Train Accuracy 89.81666564941406
==> Epoch 691/2000
Train Loss 1.313260555267334, Train Accuracy 89.82166290283203
==> Epoch 692/2000
Train Loss 1.3124586343765259, Train Accuracy 89.82666778564453
==> Epoch 693/2000
Train Loss 1.311658501625061, Train Accuracy 89.83333587646484
==> Epoch 694/2000
Train Loss 1.3108599185943604, Train Accuracy 89.84333038330078
==> Epoch 695/2000
Train Loss 1.3100626468658447, Train Accuracy 89.8499984741211
==> Epoch 696/2000
Train Loss 1.3092670440673828, Train Accuracy 89.8550033569336
==> Epoch 697/2000
Train Loss 1.3084732294082642, Train Accuracy 89.85832977294922
==> Epoch 698/2000
Train Loss 1.307680606842041, Train Accuracy 89.86833190917969
==> Epoch 699/2000
Train Loss 1.3068897724151611, Train Accuracy 89.875
==> Epoch 700/2000
Train Loss 1.306100606918335, Train Accuracy 89.88333129882812
==> Epoch 701/2000
Train Loss 1.3053126335144043, Train Accuracy 89.88666534423828
==> Epoch 702/2000
Train Loss 1.3045263290405273, Train Accuracy 89.89167022705078
==> Epoch 703/2000
Train Loss 1.3037413358688354, Train Accuracy 89.89833068847656
==> Epoch 704/2000
Train Loss 1.3029581308364868, Train Accuracy 89.90333557128906
==> Epoch 705/2000
Train Loss 1.3021763563156128, Train Accuracy 89.913330078125
==> Epoch 706/2000
Train Loss 1.3013960123062134, Train Accuracy 89.92333221435547
==> Epoch 707/2000
Train Loss 1.3006172180175781, Train Accuracy 89.9383316040039
==> Epoch 708/2000
Train Loss 1.2998398542404175, Train Accuracy 89.94166564941406
==> Epoch 709/2000
Train Loss 1.2990641593933105, Train Accuracy 89.95166778564453
==> Epoch 710/2000
Train Loss 1.2982897758483887, Train Accuracy 89.95333099365234
==> Epoch 711/2000
Train Loss 1.2975168228149414, Train Accuracy 89.9566650390625
==> Epoch 712/2000
Train Loss 1.2967453002929688, Train Accuracy 89.96333312988281
==> Epoch 713/2000
Train Loss 1.2959753274917603, Train Accuracy 89.96666717529297
==> Epoch 714/2000
Train Loss 1.2952066659927368, Train Accuracy 89.97166442871094
==> Epoch 715/2000
Train Loss 1.2944397926330566, Train Accuracy 89.97333526611328
==> Epoch 716/2000
Train Loss 1.2936742305755615, Train Accuracy 89.98332977294922
==> Epoch 717/2000
Train Loss 1.2929097414016724, Train Accuracy 89.98500061035156
==> Epoch 718/2000
Train Loss 1.2921468019485474, Train Accuracy 89.99666595458984
==> Epoch 719/2000
Train Loss 1.291385531425476, Train Accuracy 90.00666809082031
==> Epoch 720/2000
Train Loss 1.2906255722045898, Train Accuracy 90.01166534423828
==> Epoch 721/2000
Train Loss 1.2898670434951782, Train Accuracy 90.01667022705078
==> Epoch 722/2000
Train Loss 1.2891100645065308, Train Accuracy 90.0199966430664
==> Epoch 723/2000
Train Loss 1.2883542776107788, Train Accuracy 90.02333068847656
==> Epoch 724/2000
Train Loss 1.2875999212265015, Train Accuracy 90.02833557128906
==> Epoch 725/2000
Train Loss 1.2868468761444092, Train Accuracy 90.03333282470703
==> Epoch 726/2000
Train Loss 1.286095380783081, Train Accuracy 90.038330078125
==> Epoch 727/2000
Train Loss 1.285345196723938, Train Accuracy 90.038330078125
==> Epoch 728/2000
Train Loss 1.2845964431762695, Train Accuracy 90.04666900634766
==> Epoch 729/2000
Train Loss 1.2838490009307861, Train Accuracy 90.05000305175781
==> Epoch 730/2000
Train Loss 1.283103108406067, Train Accuracy 90.05333709716797
==> Epoch 731/2000
Train Loss 1.282358169555664, Train Accuracy 90.0566635131836
==> Epoch 732/2000
Train Loss 1.2816150188446045, Train Accuracy 90.06500244140625
==> Epoch 733/2000
Train Loss 1.2808729410171509, Train Accuracy 90.06666564941406
==> Epoch 734/2000
Train Loss 1.2801322937011719, Train Accuracy 90.06999969482422
==> Epoch 735/2000
Train Loss 1.2793930768966675, Train Accuracy 90.07333374023438
==> Epoch 736/2000
Train Loss 1.2786550521850586, Train Accuracy 90.07833099365234
==> Epoch 737/2000
Train Loss 1.2779183387756348, Train Accuracy 90.08499908447266
==> Epoch 738/2000
Train Loss 1.277182936668396, Train Accuracy 90.09500122070312
==> Epoch 739/2000
Train Loss 1.2764490842819214, Train Accuracy 90.09833526611328
==> Epoch 740/2000
Train Loss 1.2757164239883423, Train Accuracy 90.10333251953125
==> Epoch 741/2000
Train Loss 1.2749850749969482, Train Accuracy 90.11166381835938
==> Epoch 742/2000
Train Loss 1.2742549180984497, Train Accuracy 90.12000274658203
==> Epoch 743/2000
Train Loss 1.2735260725021362, Train Accuracy 90.12999725341797
==> Epoch 744/2000
Train Loss 1.2727986574172974, Train Accuracy 90.13166809082031
==> Epoch 745/2000
Train Loss 1.272072672843933, Train Accuracy 90.13500213623047
==> Epoch 746/2000
Train Loss 1.2713477611541748, Train Accuracy 90.14167022705078
==> Epoch 747/2000
Train Loss 1.2706239223480225, Train Accuracy 90.1433334350586
==> Epoch 748/2000
Train Loss 1.2699017524719238, Train Accuracy 90.14833068847656
==> Epoch 749/2000
Train Loss 1.2691808938980103, Train Accuracy 90.14833068847656
==> Epoch 750/2000
Train Loss 1.2684608697891235, Train Accuracy 90.1500015258789
==> Epoch 751/2000
Train Loss 1.2677422761917114, Train Accuracy 90.15666961669922
==> Epoch 752/2000
Train Loss 1.267025113105774, Train Accuracy 90.15833282470703
==> Epoch 753/2000
Train Loss 1.2663090229034424, Train Accuracy 90.1683349609375
==> Epoch 754/2000
Train Loss 1.2655943632125854, Train Accuracy 90.17333221435547
==> Epoch 755/2000
Train Loss 1.264880895614624, Train Accuracy 90.17500305175781
==> Epoch 756/2000
Train Loss 1.2641687393188477, Train Accuracy 90.18000030517578
==> Epoch 757/2000
Train Loss 1.2634577751159668, Train Accuracy 90.18333435058594
==> Epoch 758/2000
Train Loss 1.2627477645874023, Train Accuracy 90.18333435058594
==> Epoch 759/2000
Train Loss 1.2620394229888916, Train Accuracy 90.18499755859375
==> Epoch 760/2000
Train Loss 1.2613320350646973, Train Accuracy 90.1933364868164
==> Epoch 761/2000
Train Loss 1.2606258392333984, Train Accuracy 90.19999694824219
==> Epoch 762/2000
Train Loss 1.2599209547042847, Train Accuracy 90.19999694824219
==> Epoch 763/2000
Train Loss 1.2592172622680664, Train Accuracy 90.20166778564453
==> Epoch 764/2000
Train Loss 1.2585148811340332, Train Accuracy 90.20999908447266
==> Epoch 765/2000
Train Loss 1.2578134536743164, Train Accuracy 90.21333312988281
==> Epoch 766/2000
Train Loss 1.2571134567260742, Train Accuracy 90.21833038330078
==> Epoch 767/2000
Train Loss 1.2564146518707275, Train Accuracy 90.22666931152344
==> Epoch 768/2000
Train Loss 1.2557169198989868, Train Accuracy 90.2300033569336
==> Epoch 769/2000
Train Loss 1.2550204992294312, Train Accuracy 90.2300033569336
==> Epoch 770/2000
Train Loss 1.254325032234192, Train Accuracy 90.23666381835938
==> Epoch 771/2000
Train Loss 1.2536308765411377, Train Accuracy 90.25333404541016
==> Epoch 772/2000
Train Loss 1.2529377937316895, Train Accuracy 90.25833129882812
==> Epoch 773/2000
Train Loss 1.2522460222244263, Train Accuracy 90.25833129882812
==> Epoch 774/2000
Train Loss 1.251555323600769, Train Accuracy 90.26166534423828
==> Epoch 775/2000
Train Loss 1.2508658170700073, Train Accuracy 90.2683334350586
==> Epoch 776/2000
Train Loss 1.2501776218414307, Train Accuracy 90.27166748046875
==> Epoch 777/2000
Train Loss 1.24949049949646, Train Accuracy 90.2750015258789
==> Epoch 778/2000
Train Loss 1.2488043308258057, Train Accuracy 90.27833557128906
==> Epoch 779/2000
Train Loss 1.2481194734573364, Train Accuracy 90.28166961669922
==> Epoch 780/2000
Train Loss 1.2474356889724731, Train Accuracy 90.29499816894531
==> Epoch 781/2000
Train Loss 1.2467530965805054, Train Accuracy 90.29666900634766
==> Epoch 782/2000
Train Loss 1.246071457862854, Train Accuracy 90.30000305175781
==> Epoch 783/2000
Train Loss 1.2453911304473877, Train Accuracy 90.30999755859375
==> Epoch 784/2000
Train Loss 1.244711995124817, Train Accuracy 90.30833435058594
==> Epoch 785/2000
Train Loss 1.244033932685852, Train Accuracy 90.3116683959961
==> Epoch 786/2000
Train Loss 1.2433569431304932, Train Accuracy 90.3183364868164
==> Epoch 787/2000
Train Loss 1.2426810264587402, Train Accuracy 90.31999969482422
==> Epoch 788/2000
Train Loss 1.2420061826705933, Train Accuracy 90.32666778564453
==> Epoch 789/2000
Train Loss 1.2413325309753418, Train Accuracy 90.3316650390625
==> Epoch 790/2000
Train Loss 1.2406600713729858, Train Accuracy 90.33499908447266
==> Epoch 791/2000
Train Loss 1.2399885654449463, Train Accuracy 90.33833312988281
==> Epoch 792/2000
Train Loss 1.2393182516098022, Train Accuracy 90.34333038330078
==> Epoch 793/2000
Train Loss 1.2386490106582642, Train Accuracy 90.34666442871094
==> Epoch 794/2000
Train Loss 1.237980604171753, Train Accuracy 90.3550033569336
==> Epoch 795/2000
Train Loss 1.2373136281967163, Train Accuracy 90.36000061035156
==> Epoch 796/2000
Train Loss 1.2366474866867065, Train Accuracy 90.36166381835938
==> Epoch 797/2000
Train Loss 1.2359826564788818, Train Accuracy 90.36833190917969
==> Epoch 798/2000
Train Loss 1.2353187799453735, Train Accuracy 90.37166595458984
==> Epoch 799/2000
Train Loss 1.2346558570861816, Train Accuracy 90.375
==> Epoch 800/2000
Train Loss 1.2339940071105957, Train Accuracy 90.37666320800781
==> Epoch 801/2000
Train Loss 1.2333333492279053, Train Accuracy 90.37666320800781
==> Epoch 802/2000
Train Loss 1.2326736450195312, Train Accuracy 90.38166809082031
==> Epoch 803/2000
Train Loss 1.2320151329040527, Train Accuracy 90.38500213623047
==> Epoch 804/2000
Train Loss 1.2313576936721802, Train Accuracy 90.39167022705078
==> Epoch 805/2000
Train Loss 1.230701208114624, Train Accuracy 90.39833068847656
==> Epoch 806/2000
Train Loss 1.2300456762313843, Train Accuracy 90.40166473388672
==> Epoch 807/2000
Train Loss 1.229391098022461, Train Accuracy 90.40666961669922
==> Epoch 808/2000
Train Loss 1.2287378311157227, Train Accuracy 90.41000366210938
==> Epoch 809/2000
Train Loss 1.2280853986740112, Train Accuracy 90.413330078125
==> Epoch 810/2000
Train Loss 1.2274340391159058, Train Accuracy 90.42166900634766
==> Epoch 811/2000
Train Loss 1.2267837524414062, Train Accuracy 90.42333221435547
==> Epoch 812/2000
Train Loss 1.2261345386505127, Train Accuracy 90.42833709716797
==> Epoch 813/2000
Train Loss 1.2254862785339355, Train Accuracy 90.42666625976562
==> Epoch 814/2000
Train Loss 1.2248389720916748, Train Accuracy 90.4316635131836
==> Epoch 815/2000
Train Loss 1.2241928577423096, Train Accuracy 90.4366683959961
==> Epoch 816/2000
Train Loss 1.2235474586486816, Train Accuracy 90.44166564941406
==> Epoch 817/2000
Train Loss 1.2229033708572388, Train Accuracy 90.44499969482422
==> Epoch 818/2000
Train Loss 1.2222601175308228, Train Accuracy 90.45500183105469
==> Epoch 819/2000
Train Loss 1.2216179370880127, Train Accuracy 90.4566650390625
==> Epoch 820/2000
Train Loss 1.220976710319519, Train Accuracy 90.45999908447266
==> Epoch 821/2000
Train Loss 1.2203365564346313, Train Accuracy 90.45999908447266
==> Epoch 822/2000
Train Loss 1.219697117805481, Train Accuracy 90.46833038330078
==> Epoch 823/2000
Train Loss 1.219058871269226, Train Accuracy 90.47333526611328
==> Epoch 824/2000
Train Loss 1.218421459197998, Train Accuracy 90.4749984741211
==> Epoch 825/2000
Train Loss 1.2177852392196655, Train Accuracy 90.47833251953125
==> Epoch 826/2000
Train Loss 1.2171498537063599, Train Accuracy 90.4816665649414
==> Epoch 827/2000
Train Loss 1.2165155410766602, Train Accuracy 90.48666381835938
==> Epoch 828/2000
Train Loss 1.2158821821212769, Train Accuracy 90.49333190917969
==> Epoch 829/2000
Train Loss 1.21524977684021, Train Accuracy 90.49833679199219
==> Epoch 830/2000
Train Loss 1.2146183252334595, Train Accuracy 90.50333404541016
==> Epoch 831/2000
Train Loss 1.2139877080917358, Train Accuracy 90.50499725341797
==> Epoch 832/2000
Train Loss 1.2133581638336182, Train Accuracy 90.51166534423828
==> Epoch 833/2000
Train Loss 1.212729573249817, Train Accuracy 90.5199966430664
==> Epoch 834/2000
Train Loss 1.2121018171310425, Train Accuracy 90.5199966430664
==> Epoch 835/2000
Train Loss 1.211475133895874, Train Accuracy 90.5250015258789
==> Epoch 836/2000
Train Loss 1.2108492851257324, Train Accuracy 90.52999877929688
==> Epoch 837/2000
Train Loss 1.2102245092391968, Train Accuracy 90.53333282470703
==> Epoch 838/2000
Train Loss 1.209600567817688, Train Accuracy 90.53666687011719
==> Epoch 839/2000
Train Loss 1.2089775800704956, Train Accuracy 90.54000091552734
==> Epoch 840/2000
Train Loss 1.2083556652069092, Train Accuracy 90.54166412353516
==> Epoch 841/2000
Train Loss 1.20773446559906, Train Accuracy 90.5433349609375
==> Epoch 842/2000
Train Loss 1.207114338874817, Train Accuracy 90.54666900634766
==> Epoch 843/2000
Train Loss 1.2064950466156006, Train Accuracy 90.55333709716797
==> Epoch 844/2000
Train Loss 1.2058767080307007, Train Accuracy 90.55999755859375
==> Epoch 845/2000
Train Loss 1.2052592039108276, Train Accuracy 90.56666564941406
==> Epoch 846/2000
Train Loss 1.2046427726745605, Train Accuracy 90.57499694824219
==> Epoch 847/2000
Train Loss 1.2040271759033203, Train Accuracy 90.58000183105469
==> Epoch 848/2000
Train Loss 1.203412413597107, Train Accuracy 90.5816650390625
==> Epoch 849/2000
Train Loss 1.20279860496521, Train Accuracy 90.58333587646484
==> Epoch 850/2000
Train Loss 1.2021857500076294, Train Accuracy 90.58833312988281
==> Epoch 851/2000
Train Loss 1.2015738487243652, Train Accuracy 90.58999633789062
==> Epoch 852/2000
Train Loss 1.200962781906128, Train Accuracy 90.59666442871094
==> Epoch 853/2000
Train Loss 1.2003525495529175, Train Accuracy 90.6050033569336
==> Epoch 854/2000
Train Loss 1.1997431516647339, Train Accuracy 90.61166381835938
==> Epoch 855/2000
Train Loss 1.1991347074508667, Train Accuracy 90.61666870117188
==> Epoch 856/2000
Train Loss 1.198527216911316, Train Accuracy 90.62333679199219
==> Epoch 857/2000
Train Loss 1.197920560836792, Train Accuracy 90.625
==> Epoch 858/2000
Train Loss 1.1973148584365845, Train Accuracy 90.62333679199219
==> Epoch 859/2000
Train Loss 1.1967098712921143, Train Accuracy 90.62666320800781
==> Epoch 860/2000
Train Loss 1.1961058378219604, Train Accuracy 90.63166809082031
==> Epoch 861/2000
Train Loss 1.1955026388168335, Train Accuracy 90.63833618164062
==> Epoch 862/2000
Train Loss 1.1949001550674438, Train Accuracy 90.64666748046875
==> Epoch 863/2000
Train Loss 1.1942988634109497, Train Accuracy 90.64833068847656
==> Epoch 864/2000
Train Loss 1.1936982870101929, Train Accuracy 90.65833282470703
==> Epoch 865/2000
Train Loss 1.1930986642837524, Train Accuracy 90.66000366210938
==> Epoch 866/2000
Train Loss 1.1924997568130493, Train Accuracy 90.663330078125
==> Epoch 867/2000
Train Loss 1.191901683807373, Train Accuracy 90.66666412353516
==> Epoch 868/2000
Train Loss 1.1913045644760132, Train Accuracy 90.6683349609375
==> Epoch 869/2000
Train Loss 1.1907081604003906, Train Accuracy 90.67500305175781
==> Epoch 870/2000
Train Loss 1.1901129484176636, Train Accuracy 90.67666625976562
==> Epoch 871/2000
Train Loss 1.1895182132720947, Train Accuracy 90.68499755859375
==> Epoch 872/2000
Train Loss 1.1889243125915527, Train Accuracy 90.69499969482422
==> Epoch 873/2000
Train Loss 1.1883313655853271, Train Accuracy 90.69666290283203
==> Epoch 874/2000
Train Loss 1.187739372253418, Train Accuracy 90.69999694824219
==> Epoch 875/2000
Train Loss 1.1871479749679565, Train Accuracy 90.70833587646484
==> Epoch 876/2000
Train Loss 1.186557412147522, Train Accuracy 90.71333312988281
==> Epoch 877/2000
Train Loss 1.1859678030014038, Train Accuracy 90.71333312988281
==> Epoch 878/2000
Train Loss 1.1853790283203125, Train Accuracy 90.71666717529297
==> Epoch 879/2000
Train Loss 1.1847909688949585, Train Accuracy 90.71833038330078
==> Epoch 880/2000
Train Loss 1.184203863143921, Train Accuracy 90.72166442871094
==> Epoch 881/2000
Train Loss 1.1836175918579102, Train Accuracy 90.72666931152344
==> Epoch 882/2000
Train Loss 1.1830320358276367, Train Accuracy 90.72833251953125
==> Epoch 883/2000
Train Loss 1.1824473142623901, Train Accuracy 90.72833251953125
==> Epoch 884/2000
Train Loss 1.1818634271621704, Train Accuracy 90.7300033569336
==> Epoch 885/2000
Train Loss 1.1812803745269775, Train Accuracy 90.73666381835938
==> Epoch 886/2000
Train Loss 1.1806979179382324, Train Accuracy 90.74500274658203
==> Epoch 887/2000
Train Loss 1.1801165342330933, Train Accuracy 90.75166320800781
==> Epoch 888/2000
Train Loss 1.1795358657836914, Train Accuracy 90.75499725341797
==> Epoch 889/2000
Train Loss 1.1789559125900269, Train Accuracy 90.76499938964844
==> Epoch 890/2000
Train Loss 1.1783766746520996, Train Accuracy 90.76667022705078
==> Epoch 891/2000
Train Loss 1.1777983903884888, Train Accuracy 90.77166748046875
==> Epoch 892/2000
Train Loss 1.1772211790084839, Train Accuracy 90.77333068847656
==> Epoch 893/2000
Train Loss 1.1766443252563477, Train Accuracy 90.77666473388672
==> Epoch 894/2000
Train Loss 1.1760684251785278, Train Accuracy 90.78166961669922
==> Epoch 895/2000
Train Loss 1.1754931211471558, Train Accuracy 90.78500366210938
==> Epoch 896/2000
Train Loss 1.1749187707901, Train Accuracy 90.79000091552734
==> Epoch 897/2000
Train Loss 1.1743451356887817, Train Accuracy 90.79666900634766
==> Epoch 898/2000
Train Loss 1.1737722158432007, Train Accuracy 90.80500030517578
==> Epoch 899/2000
Train Loss 1.173200249671936, Train Accuracy 90.8066635131836
==> Epoch 900/2000
Train Loss 1.1726288795471191, Train Accuracy 90.8116683959961
==> Epoch 901/2000
Train Loss 1.172058343887329, Train Accuracy 90.8133316040039
==> Epoch 902/2000
Train Loss 1.171488642692566, Train Accuracy 90.8116683959961
==> Epoch 903/2000
Train Loss 1.1709197759628296, Train Accuracy 90.8116683959961
==> Epoch 904/2000
Train Loss 1.1703513860702515, Train Accuracy 90.8116683959961
==> Epoch 905/2000
Train Loss 1.1697840690612793, Train Accuracy 90.8133316040039
==> Epoch 906/2000
Train Loss 1.1692172288894653, Train Accuracy 90.81666564941406
==> Epoch 907/2000
Train Loss 1.1686512231826782, Train Accuracy 90.81999969482422
==> Epoch 908/2000
Train Loss 1.1680859327316284, Train Accuracy 90.82333374023438
==> Epoch 909/2000
Train Loss 1.1675214767456055, Train Accuracy 90.82499694824219
==> Epoch 910/2000
Train Loss 1.1669578552246094, Train Accuracy 90.82666778564453
==> Epoch 911/2000
Train Loss 1.1663949489593506, Train Accuracy 90.8316650390625
==> Epoch 912/2000
Train Loss 1.1658326387405396, Train Accuracy 90.836669921875
==> Epoch 913/2000
Train Loss 1.1652710437774658, Train Accuracy 90.836669921875
==> Epoch 914/2000
Train Loss 1.1647104024887085, Train Accuracy 90.84166717529297
==> Epoch 915/2000
Train Loss 1.164150357246399, Train Accuracy 90.84333038330078
==> Epoch 916/2000
Train Loss 1.1635910272598267, Train Accuracy 90.84500122070312
==> Epoch 917/2000
Train Loss 1.1630325317382812, Train Accuracy 90.84666442871094
==> Epoch 918/2000
Train Loss 1.1624747514724731, Train Accuracy 90.84666442871094
==> Epoch 919/2000
Train Loss 1.1619176864624023, Train Accuracy 90.8499984741211
==> Epoch 920/2000
Train Loss 1.1613612174987793, Train Accuracy 90.85333251953125
==> Epoch 921/2000
Train Loss 1.1608057022094727, Train Accuracy 90.8566665649414
==> Epoch 922/2000
Train Loss 1.1602507829666138, Train Accuracy 90.86833190917969
==> Epoch 923/2000
Train Loss 1.1596964597702026, Train Accuracy 90.87166595458984
==> Epoch 924/2000
Train Loss 1.159143090248108, Train Accuracy 90.87666320800781
==> Epoch 925/2000
Train Loss 1.1585901975631714, Train Accuracy 90.87999725341797
==> Epoch 926/2000
Train Loss 1.1580383777618408, Train Accuracy 90.88333129882812
==> Epoch 927/2000
Train Loss 1.157486915588379, Train Accuracy 90.88500213623047
==> Epoch 928/2000
Train Loss 1.1569364070892334, Train Accuracy 90.88666534423828
==> Epoch 929/2000
Train Loss 1.156386375427246, Train Accuracy 90.88666534423828
==> Epoch 930/2000
Train Loss 1.155837059020996, Train Accuracy 90.88999938964844
==> Epoch 931/2000
Train Loss 1.1552886962890625, Train Accuracy 90.8933334350586
==> Epoch 932/2000
Train Loss 1.154740810394287, Train Accuracy 90.89833068847656
==> Epoch 933/2000
Train Loss 1.154193639755249, Train Accuracy 90.90166473388672
==> Epoch 934/2000
Train Loss 1.1536473035812378, Train Accuracy 90.90333557128906
==> Epoch 935/2000
Train Loss 1.1531014442443848, Train Accuracy 90.90666961669922
==> Epoch 936/2000
Train Loss 1.1525565385818481, Train Accuracy 90.91666412353516
==> Epoch 937/2000
Train Loss 1.1520123481750488, Train Accuracy 90.92333221435547
==> Epoch 938/2000
Train Loss 1.1514685153961182, Train Accuracy 90.93000030517578
==> Epoch 939/2000
Train Loss 1.150925636291504, Train Accuracy 90.93499755859375
==> Epoch 940/2000
Train Loss 1.1503832340240479, Train Accuracy 90.93499755859375
==> Epoch 941/2000
Train Loss 1.1498414278030396, Train Accuracy 90.9366683959961
==> Epoch 942/2000
Train Loss 1.1493005752563477, Train Accuracy 90.9433364868164
==> Epoch 943/2000
Train Loss 1.1487605571746826, Train Accuracy 90.9433364868164
==> Epoch 944/2000
Train Loss 1.1482208967208862, Train Accuracy 90.94499969482422
==> Epoch 945/2000
Train Loss 1.1476820707321167, Train Accuracy 90.94666290283203
==> Epoch 946/2000
Train Loss 1.147143840789795, Train Accuracy 90.95166778564453
==> Epoch 947/2000
Train Loss 1.1466064453125, Train Accuracy 90.9566650390625
==> Epoch 948/2000
Train Loss 1.1460694074630737, Train Accuracy 90.96499633789062
==> Epoch 949/2000
Train Loss 1.1455332040786743, Train Accuracy 90.97333526611328
==> Epoch 950/2000
Train Loss 1.1449975967407227, Train Accuracy 90.97833251953125
==> Epoch 951/2000
Train Loss 1.1444627046585083, Train Accuracy 90.9800033569336
==> Epoch 952/2000
Train Loss 1.1439285278320312, Train Accuracy 90.98500061035156
==> Epoch 953/2000
Train Loss 1.1433950662612915, Train Accuracy 90.98666381835938
==> Epoch 954/2000
Train Loss 1.1428622007369995, Train Accuracy 90.99333190917969
==> Epoch 955/2000
Train Loss 1.1423299312591553, Train Accuracy 91.0
==> Epoch 956/2000
Train Loss 1.1417982578277588, Train Accuracy 91.00499725341797
==> Epoch 957/2000
Train Loss 1.1412672996520996, Train Accuracy 91.00833129882812
==> Epoch 958/2000
Train Loss 1.1407370567321777, Train Accuracy 91.01499938964844
==> Epoch 959/2000
Train Loss 1.1402075290679932, Train Accuracy 91.01499938964844
==> Epoch 960/2000
Train Loss 1.1396782398223877, Train Accuracy 91.0250015258789
==> Epoch 961/2000
Train Loss 1.1391500234603882, Train Accuracy 91.03500366210938
==> Epoch 962/2000
Train Loss 1.1386224031448364, Train Accuracy 91.04000091552734
==> Epoch 963/2000
Train Loss 1.1380953788757324, Train Accuracy 91.04833221435547
==> Epoch 964/2000
Train Loss 1.1375688314437866, Train Accuracy 91.05000305175781
==> Epoch 965/2000
Train Loss 1.1370431184768677, Train Accuracy 91.05500030517578
==> Epoch 966/2000
Train Loss 1.1365180015563965, Train Accuracy 91.0616683959961
==> Epoch 967/2000
Train Loss 1.1359935998916626, Train Accuracy 91.06666564941406
==> Epoch 968/2000
Train Loss 1.135469675064087, Train Accuracy 91.07166290283203
==> Epoch 969/2000
Train Loss 1.134946346282959, Train Accuracy 91.07499694824219
==> Epoch 970/2000
Train Loss 1.1344237327575684, Train Accuracy 91.07833099365234
==> Epoch 971/2000
Train Loss 1.133901834487915, Train Accuracy 91.08499908447266
==> Epoch 972/2000
Train Loss 1.1333801746368408, Train Accuracy 91.086669921875
==> Epoch 973/2000
Train Loss 1.1328595876693726, Train Accuracy 91.08833312988281
==> Epoch 974/2000
Train Loss 1.1323394775390625, Train Accuracy 91.09333038330078
==> Epoch 975/2000
Train Loss 1.1318200826644897, Train Accuracy 91.09666442871094
==> Epoch 976/2000
Train Loss 1.1313011646270752, Train Accuracy 91.10166931152344
==> Epoch 977/2000
Train Loss 1.1307827234268188, Train Accuracy 91.10333251953125
==> Epoch 978/2000
Train Loss 1.130265235900879, Train Accuracy 91.10333251953125
==> Epoch 979/2000
Train Loss 1.1297481060028076, Train Accuracy 91.1050033569336
==> Epoch 980/2000
Train Loss 1.1292318105697632, Train Accuracy 91.1050033569336
==> Epoch 981/2000
Train Loss 1.1287158727645874, Train Accuracy 91.10832977294922
==> Epoch 982/2000
Train Loss 1.128200650215149, Train Accuracy 91.11499786376953
==> Epoch 983/2000
Train Loss 1.1276861429214478, Train Accuracy 91.11499786376953
==> Epoch 984/2000
Train Loss 1.1271722316741943, Train Accuracy 91.11833190917969
==> Epoch 985/2000
Train Loss 1.1266586780548096, Train Accuracy 91.11833190917969
==> Epoch 986/2000
Train Loss 1.1261459589004517, Train Accuracy 91.12333679199219
==> Epoch 987/2000
Train Loss 1.1256338357925415, Train Accuracy 91.12666320800781
==> Epoch 988/2000
Train Loss 1.125122308731079, Train Accuracy 91.13166809082031
==> Epoch 989/2000
Train Loss 1.1246113777160645, Train Accuracy 91.13500213623047
==> Epoch 990/2000
Train Loss 1.124100923538208, Train Accuracy 91.13999938964844
==> Epoch 991/2000
Train Loss 1.1235910654067993, Train Accuracy 91.14666748046875
==> Epoch 992/2000
Train Loss 1.1230816841125488, Train Accuracy 91.15333557128906
==> Epoch 993/2000
Train Loss 1.1225732564926147, Train Accuracy 91.16166687011719
==> Epoch 994/2000
Train Loss 1.1220651865005493, Train Accuracy 91.16500091552734
==> Epoch 995/2000
Train Loss 1.1215577125549316, Train Accuracy 91.1683349609375
==> Epoch 996/2000
Train Loss 1.1210509538650513, Train Accuracy 91.17333221435547
==> Epoch 997/2000
Train Loss 1.120544672012329, Train Accuracy 91.17666625976562
==> Epoch 998/2000
Train Loss 1.1200388669967651, Train Accuracy 91.19000244140625
==> Epoch 999/2000
Train Loss 1.119533896446228, Train Accuracy 91.1933364868164
==> Epoch 1000/2000
Train Loss 1.1190294027328491, Train Accuracy 91.1933364868164
==> Epoch 1001/2000
Train Loss 1.1185252666473389, Train Accuracy 91.20166778564453
==> Epoch 1002/2000
Train Loss 1.118021845817566, Train Accuracy 91.21333312988281
==> Epoch 1003/2000
Train Loss 1.1175192594528198, Train Accuracy 91.21833038330078
==> Epoch 1004/2000
Train Loss 1.1170170307159424, Train Accuracy 91.21833038330078
==> Epoch 1005/2000
Train Loss 1.1165153980255127, Train Accuracy 91.21833038330078
==> Epoch 1006/2000
Train Loss 1.1160142421722412, Train Accuracy 91.22333526611328
==> Epoch 1007/2000
Train Loss 1.115513801574707, Train Accuracy 91.2249984741211
==> Epoch 1008/2000
Train Loss 1.115013837814331, Train Accuracy 91.22333526611328
==> Epoch 1009/2000
Train Loss 1.1145144701004028, Train Accuracy 91.22833251953125
==> Epoch 1010/2000
Train Loss 1.1140156984329224, Train Accuracy 91.22833251953125
==> Epoch 1011/2000
Train Loss 1.1135175228118896, Train Accuracy 91.23332977294922
==> Epoch 1012/2000
Train Loss 1.1130197048187256, Train Accuracy 91.23332977294922
==> Epoch 1013/2000
Train Loss 1.112522840499878, Train Accuracy 91.23833465576172
==> Epoch 1014/2000
Train Loss 1.1120262145996094, Train Accuracy 91.24333190917969
==> Epoch 1015/2000
Train Loss 1.111530065536499, Train Accuracy 91.24666595458984
==> Epoch 1016/2000
Train Loss 1.111034631729126, Train Accuracy 91.24666595458984
==> Epoch 1017/2000
Train Loss 1.1105395555496216, Train Accuracy 91.25166320800781
==> Epoch 1018/2000
Train Loss 1.1100454330444336, Train Accuracy 91.25333404541016
==> Epoch 1019/2000
Train Loss 1.1095517873764038, Train Accuracy 91.26333618164062
==> Epoch 1020/2000
Train Loss 1.1090583801269531, Train Accuracy 91.26667022705078
==> Epoch 1021/2000
Train Loss 1.1085659265518188, Train Accuracy 91.2683334350586
==> Epoch 1022/2000
Train Loss 1.1080735921859741, Train Accuracy 91.27333068847656
==> Epoch 1023/2000
Train Loss 1.1075818538665771, Train Accuracy 91.27666473388672
==> Epoch 1024/2000
Train Loss 1.1070910692214966, Train Accuracy 91.28333282470703
==> Epoch 1025/2000
Train Loss 1.1066005229949951, Train Accuracy 91.28500366210938
==> Epoch 1026/2000
Train Loss 1.1061105728149414, Train Accuracy 91.28666687011719
==> Epoch 1027/2000
Train Loss 1.1056212186813354, Train Accuracy 91.29499816894531
==> Epoch 1028/2000
Train Loss 1.1051322221755981, Train Accuracy 91.29666900634766
==> Epoch 1029/2000
Train Loss 1.1046439409255981, Train Accuracy 91.29499816894531
==> Epoch 1030/2000
Train Loss 1.1041561365127563, Train Accuracy 91.30000305175781
==> Epoch 1031/2000
Train Loss 1.1036688089370728, Train Accuracy 91.30000305175781
==> Epoch 1032/2000
Train Loss 1.1031821966171265, Train Accuracy 91.30833435058594
==> Epoch 1033/2000
Train Loss 1.1026959419250488, Train Accuracy 91.3133316040039
==> Epoch 1034/2000
Train Loss 1.1022104024887085, Train Accuracy 91.31999969482422
==> Epoch 1035/2000
Train Loss 1.1017251014709473, Train Accuracy 91.32499694824219
==> Epoch 1036/2000
Train Loss 1.1012405157089233, Train Accuracy 91.32833099365234
==> Epoch 1037/2000
Train Loss 1.1007564067840576, Train Accuracy 91.33333587646484
==> Epoch 1038/2000
Train Loss 1.1002728939056396, Train Accuracy 91.33333587646484
==> Epoch 1039/2000
Train Loss 1.0997897386550903, Train Accuracy 91.33999633789062
==> Epoch 1040/2000
Train Loss 1.0993071794509888, Train Accuracy 91.33999633789062
==> Epoch 1041/2000
Train Loss 1.0988250970840454, Train Accuracy 91.34333038330078
==> Epoch 1042/2000
Train Loss 1.098343849182129, Train Accuracy 91.34666442871094
==> Epoch 1043/2000
Train Loss 1.0978628396987915, Train Accuracy 91.34833526611328
==> Epoch 1044/2000
Train Loss 1.0973824262619019, Train Accuracy 91.3499984741211
==> Epoch 1045/2000
Train Loss 1.0969024896621704, Train Accuracy 91.35333251953125
==> Epoch 1046/2000
Train Loss 1.0964231491088867, Train Accuracy 91.3566665649414
==> Epoch 1047/2000
Train Loss 1.0959442853927612, Train Accuracy 91.36499786376953
==> Epoch 1048/2000
Train Loss 1.095465898513794, Train Accuracy 91.36666870117188
==> Epoch 1049/2000
Train Loss 1.0949879884719849, Train Accuracy 91.36833190917969
==> Epoch 1050/2000
Train Loss 1.0945106744766235, Train Accuracy 91.375
==> Epoch 1051/2000
Train Loss 1.0940337181091309, Train Accuracy 91.37833404541016
==> Epoch 1052/2000
Train Loss 1.0935574769973755, Train Accuracy 91.38666534423828
==> Epoch 1053/2000
Train Loss 1.0930815935134888, Train Accuracy 91.38666534423828
==> Epoch 1054/2000
Train Loss 1.0926063060760498, Train Accuracy 91.39167022705078
==> Epoch 1055/2000
Train Loss 1.0921316146850586, Train Accuracy 91.39833068847656
==> Epoch 1056/2000
Train Loss 1.0916571617126465, Train Accuracy 91.40333557128906
==> Epoch 1057/2000
Train Loss 1.0911835432052612, Train Accuracy 91.40499877929688
==> Epoch 1058/2000
Train Loss 1.0907102823257446, Train Accuracy 91.40666961669922
==> Epoch 1059/2000
Train Loss 1.0902373790740967, Train Accuracy 91.41000366210938
==> Epoch 1060/2000
Train Loss 1.0897650718688965, Train Accuracy 91.41666412353516
==> Epoch 1061/2000
Train Loss 1.089293122291565, Train Accuracy 91.42166900634766
==> Epoch 1062/2000
Train Loss 1.0888217687606812, Train Accuracy 91.42666625976562
==> Epoch 1063/2000
Train Loss 1.0883510112762451, Train Accuracy 91.42833709716797
==> Epoch 1064/2000
Train Loss 1.0878807306289673, Train Accuracy 91.42833709716797
==> Epoch 1065/2000
Train Loss 1.0874109268188477, Train Accuracy 91.4366683959961
==> Epoch 1066/2000
Train Loss 1.0869414806365967, Train Accuracy 91.44166564941406
==> Epoch 1067/2000
Train Loss 1.086472749710083, Train Accuracy 91.44499969482422
==> Epoch 1068/2000
Train Loss 1.086004376411438, Train Accuracy 91.44499969482422
==> Epoch 1069/2000
Train Loss 1.0855364799499512, Train Accuracy 91.45166778564453
==> Epoch 1070/2000
Train Loss 1.0850690603256226, Train Accuracy 91.4566650390625
==> Epoch 1071/2000
Train Loss 1.0846022367477417, Train Accuracy 91.45999908447266
==> Epoch 1072/2000
Train Loss 1.08413565158844, Train Accuracy 91.46833038330078
==> Epoch 1073/2000
Train Loss 1.083669662475586, Train Accuracy 91.46833038330078
==> Epoch 1074/2000
Train Loss 1.0832042694091797, Train Accuracy 91.47166442871094
==> Epoch 1075/2000
Train Loss 1.082739233970642, Train Accuracy 91.47166442871094
==> Epoch 1076/2000
Train Loss 1.0822747945785522, Train Accuracy 91.47833251953125
==> Epoch 1077/2000
Train Loss 1.0818105936050415, Train Accuracy 91.4816665649414
==> Epoch 1078/2000
Train Loss 1.081347107887268, Train Accuracy 91.48332977294922
==> Epoch 1079/2000
Train Loss 1.0808840990066528, Train Accuracy 91.48666381835938
==> Epoch 1080/2000
Train Loss 1.0804214477539062, Train Accuracy 91.48999786376953
==> Epoch 1081/2000
Train Loss 1.079959511756897, Train Accuracy 91.49333190917969
==> Epoch 1082/2000
Train Loss 1.0794979333877563, Train Accuracy 91.49500274658203
==> Epoch 1083/2000
Train Loss 1.0790367126464844, Train Accuracy 91.5
==> Epoch 1084/2000
Train Loss 1.078575849533081, Train Accuracy 91.50333404541016
==> Epoch 1085/2000
Train Loss 1.078115701675415, Train Accuracy 91.50833129882812
==> Epoch 1086/2000
Train Loss 1.0776557922363281, Train Accuracy 91.51333618164062
==> Epoch 1087/2000
Train Loss 1.077196478843689, Train Accuracy 91.51667022705078
==> Epoch 1088/2000
Train Loss 1.0767377614974976, Train Accuracy 91.52166748046875
==> Epoch 1089/2000
Train Loss 1.0762792825698853, Train Accuracy 91.52166748046875
==> Epoch 1090/2000
Train Loss 1.0758215188980103, Train Accuracy 91.52333068847656
==> Epoch 1091/2000
Train Loss 1.0753638744354248, Train Accuracy 91.52999877929688
==> Epoch 1092/2000
Train Loss 1.0749070644378662, Train Accuracy 91.53500366210938
==> Epoch 1093/2000
Train Loss 1.0744504928588867, Train Accuracy 91.538330078125
==> Epoch 1094/2000
Train Loss 1.0739943981170654, Train Accuracy 91.54166412353516
==> Epoch 1095/2000
Train Loss 1.0735387802124023, Train Accuracy 91.5433349609375
==> Epoch 1096/2000
Train Loss 1.0730836391448975, Train Accuracy 91.5433349609375
==> Epoch 1097/2000
Train Loss 1.0726289749145508, Train Accuracy 91.54166412353516
==> Epoch 1098/2000
Train Loss 1.0721747875213623, Train Accuracy 91.54666900634766
==> Epoch 1099/2000
Train Loss 1.071721076965332, Train Accuracy 91.54833221435547
==> Epoch 1100/2000
Train Loss 1.0712677240371704, Train Accuracy 91.54833221435547
==> Epoch 1101/2000
Train Loss 1.0708147287368774, Train Accuracy 91.55000305175781
==> Epoch 1102/2000
Train Loss 1.0703623294830322, Train Accuracy 91.55833435058594
==> Epoch 1103/2000
Train Loss 1.0699104070663452, Train Accuracy 91.5633316040039
==> Epoch 1104/2000
Train Loss 1.0694588422775269, Train Accuracy 91.56666564941406
==> Epoch 1105/2000
Train Loss 1.0690077543258667, Train Accuracy 91.56999969482422
==> Epoch 1106/2000
Train Loss 1.0685571432113647, Train Accuracy 91.57333374023438
==> Epoch 1107/2000
Train Loss 1.068107008934021, Train Accuracy 91.57833099365234
==> Epoch 1108/2000
Train Loss 1.067657232284546, Train Accuracy 91.58333587646484
==> Epoch 1109/2000
Train Loss 1.0672078132629395, Train Accuracy 91.586669921875
==> Epoch 1110/2000
Train Loss 1.0667591094970703, Train Accuracy 91.58833312988281
==> Epoch 1111/2000
Train Loss 1.0663106441497803, Train Accuracy 91.58999633789062
==> Epoch 1112/2000
Train Loss 1.065862774848938, Train Accuracy 91.58999633789062
==> Epoch 1113/2000
Train Loss 1.0654151439666748, Train Accuracy 91.59500122070312
==> Epoch 1114/2000
Train Loss 1.0649681091308594, Train Accuracy 91.59500122070312
==> Epoch 1115/2000
Train Loss 1.0645215511322021, Train Accuracy 91.5999984741211
==> Epoch 1116/2000
Train Loss 1.0640751123428345, Train Accuracy 91.60333251953125
==> Epoch 1117/2000
Train Loss 1.063629388809204, Train Accuracy 91.6066665649414
==> Epoch 1118/2000
Train Loss 1.063184142112732, Train Accuracy 91.6066665649414
==> Epoch 1119/2000
Train Loss 1.0627392530441284, Train Accuracy 91.6066665649414
==> Epoch 1120/2000
Train Loss 1.0622947216033936, Train Accuracy 91.60832977294922
==> Epoch 1121/2000
Train Loss 1.0618507862091064, Train Accuracy 91.61666870117188
==> Epoch 1122/2000
Train Loss 1.0614070892333984, Train Accuracy 91.61833190917969
==> Epoch 1123/2000
Train Loss 1.0609638690948486, Train Accuracy 91.62333679199219
==> Epoch 1124/2000
Train Loss 1.0605212450027466, Train Accuracy 91.62999725341797
==> Epoch 1125/2000
Train Loss 1.0600789785385132, Train Accuracy 91.62999725341797
==> Epoch 1126/2000
Train Loss 1.0596370697021484, Train Accuracy 91.62999725341797
==> Epoch 1127/2000
Train Loss 1.0591955184936523, Train Accuracy 91.64167022705078
==> Epoch 1128/2000
Train Loss 1.058754563331604, Train Accuracy 91.6449966430664
==> Epoch 1129/2000
Train Loss 1.0583138465881348, Train Accuracy 91.64666748046875
==> Epoch 1130/2000
Train Loss 1.0578736066818237, Train Accuracy 91.65166473388672
==> Epoch 1131/2000
Train Loss 1.057433843612671, Train Accuracy 91.65666961669922
==> Epoch 1132/2000
Train Loss 1.0569946765899658, Train Accuracy 91.65833282470703
==> Epoch 1133/2000
Train Loss 1.0565555095672607, Train Accuracy 91.65666961669922
==> Epoch 1134/2000
Train Loss 1.0561171770095825, Train Accuracy 91.66166687011719
==> Epoch 1135/2000
Train Loss 1.0556790828704834, Train Accuracy 91.66999816894531
==> Epoch 1136/2000
Train Loss 1.0552414655685425, Train Accuracy 91.67833709716797
==> Epoch 1137/2000
Train Loss 1.0548042058944702, Train Accuracy 91.67500305175781
==> Epoch 1138/2000
Train Loss 1.0543673038482666, Train Accuracy 91.6816635131836
==> Epoch 1139/2000
Train Loss 1.0539309978485107, Train Accuracy 91.6866683959961
==> Epoch 1140/2000
Train Loss 1.0534950494766235, Train Accuracy 91.69000244140625
==> Epoch 1141/2000
Train Loss 1.0530593395233154, Train Accuracy 91.69166564941406
==> Epoch 1142/2000
Train Loss 1.0526241064071655, Train Accuracy 91.69499969482422
==> Epoch 1143/2000
Train Loss 1.0521893501281738, Train Accuracy 91.69499969482422
==> Epoch 1144/2000
Train Loss 1.0517551898956299, Train Accuracy 91.6933364868164
==> Epoch 1145/2000
Train Loss 1.051321029663086, Train Accuracy 91.69666290283203
==> Epoch 1146/2000
Train Loss 1.0508875846862793, Train Accuracy 91.69666290283203
==> Epoch 1147/2000
Train Loss 1.0504543781280518, Train Accuracy 91.69999694824219
==> Epoch 1148/2000
Train Loss 1.0500218868255615, Train Accuracy 91.70833587646484
==> Epoch 1149/2000
Train Loss 1.0495895147323608, Train Accuracy 91.70999908447266
==> Epoch 1150/2000
Train Loss 1.0491575002670288, Train Accuracy 91.711669921875
==> Epoch 1151/2000
Train Loss 1.048726201057434, Train Accuracy 91.71666717529297
==> Epoch 1152/2000
Train Loss 1.048295021057129, Train Accuracy 91.72166442871094
==> Epoch 1153/2000
Train Loss 1.0478644371032715, Train Accuracy 91.72333526611328
==> Epoch 1154/2000
Train Loss 1.0474339723587036, Train Accuracy 91.7300033569336
==> Epoch 1155/2000
Train Loss 1.047004222869873, Train Accuracy 91.7316665649414
==> Epoch 1156/2000
Train Loss 1.0465747117996216, Train Accuracy 91.73500061035156
==> Epoch 1157/2000
Train Loss 1.0461455583572388, Train Accuracy 91.73833465576172
==> Epoch 1158/2000
Train Loss 1.0457168817520142, Train Accuracy 91.74500274658203
==> Epoch 1159/2000
Train Loss 1.0452886819839478, Train Accuracy 91.74833679199219
==> Epoch 1160/2000
Train Loss 1.0448607206344604, Train Accuracy 91.75166320800781
==> Epoch 1161/2000
Train Loss 1.0444332361221313, Train Accuracy 91.75166320800781
==> Epoch 1162/2000
Train Loss 1.0440062284469604, Train Accuracy 91.75499725341797
==> Epoch 1163/2000
Train Loss 1.0435795783996582, Train Accuracy 91.75666809082031
==> Epoch 1164/2000
Train Loss 1.0431532859802246, Train Accuracy 91.76000213623047
==> Epoch 1165/2000
Train Loss 1.0427273511886597, Train Accuracy 91.76000213623047
==> Epoch 1166/2000
Train Loss 1.042301893234253, Train Accuracy 91.76166534423828
==> Epoch 1167/2000
Train Loss 1.0418766736984253, Train Accuracy 91.76667022705078
==> Epoch 1168/2000
Train Loss 1.0414519309997559, Train Accuracy 91.7683334350586
==> Epoch 1169/2000
Train Loss 1.041027545928955, Train Accuracy 91.7699966430664
==> Epoch 1170/2000
Train Loss 1.040603756904602, Train Accuracy 91.77166748046875
==> Epoch 1171/2000
Train Loss 1.0401802062988281, Train Accuracy 91.77166748046875
==> Epoch 1172/2000
Train Loss 1.0397570133209229, Train Accuracy 91.77166748046875
==> Epoch 1173/2000
Train Loss 1.0393341779708862, Train Accuracy 91.77333068847656
==> Epoch 1174/2000
Train Loss 1.0389119386672974, Train Accuracy 91.77833557128906
==> Epoch 1175/2000
Train Loss 1.038489818572998, Train Accuracy 91.78166961669922
==> Epoch 1176/2000
Train Loss 1.038068175315857, Train Accuracy 91.78500366210938
==> Epoch 1177/2000
Train Loss 1.037647008895874, Train Accuracy 91.78500366210938
==> Epoch 1178/2000
Train Loss 1.0372262001037598, Train Accuracy 91.788330078125
==> Epoch 1179/2000
Train Loss 1.0368057489395142, Train Accuracy 91.79000091552734
==> Epoch 1180/2000
Train Loss 1.0363855361938477, Train Accuracy 91.79166412353516
==> Epoch 1181/2000
Train Loss 1.0359658002853394, Train Accuracy 91.79166412353516
==> Epoch 1182/2000
Train Loss 1.0355466604232788, Train Accuracy 91.79499816894531
==> Epoch 1183/2000
Train Loss 1.0351277589797974, Train Accuracy 91.79666900634766
==> Epoch 1184/2000
Train Loss 1.0347089767456055, Train Accuracy 91.80000305175781
==> Epoch 1185/2000
Train Loss 1.0342909097671509, Train Accuracy 91.80333709716797
==> Epoch 1186/2000
Train Loss 1.0338730812072754, Train Accuracy 91.80333709716797
==> Epoch 1187/2000
Train Loss 1.0334556102752686, Train Accuracy 91.80500030517578
==> Epoch 1188/2000
Train Loss 1.0330384969711304, Train Accuracy 91.80999755859375
==> Epoch 1189/2000
Train Loss 1.0326217412948608, Train Accuracy 91.8116683959961
==> Epoch 1190/2000
Train Loss 1.0322057008743286, Train Accuracy 91.81500244140625
==> Epoch 1191/2000
Train Loss 1.0317896604537964, Train Accuracy 91.8183364868164
==> Epoch 1192/2000
Train Loss 1.0313740968704224, Train Accuracy 91.8183364868164
==> Epoch 1193/2000
Train Loss 1.030958890914917, Train Accuracy 91.81999969482422
==> Epoch 1194/2000
Train Loss 1.0305442810058594, Train Accuracy 91.81999969482422
==> Epoch 1195/2000
Train Loss 1.0301297903060913, Train Accuracy 91.82499694824219
==> Epoch 1196/2000
Train Loss 1.029715657234192, Train Accuracy 91.83000183105469
==> Epoch 1197/2000
Train Loss 1.0293018817901611, Train Accuracy 91.836669921875
==> Epoch 1198/2000
Train Loss 1.0288885831832886, Train Accuracy 91.83999633789062
==> Epoch 1199/2000
Train Loss 1.0284756422042847, Train Accuracy 91.84166717529297
==> Epoch 1200/2000
Train Loss 1.028063178062439, Train Accuracy 91.84166717529297
==> Epoch 1201/2000
Train Loss 1.0276508331298828, Train Accuracy 91.84500122070312
==> Epoch 1202/2000
Train Loss 1.0272389650344849, Train Accuracy 91.84500122070312
==> Epoch 1203/2000
Train Loss 1.026827335357666, Train Accuracy 91.84666442871094
==> Epoch 1204/2000
Train Loss 1.026416301727295, Train Accuracy 91.85333251953125
==> Epoch 1205/2000
Train Loss 1.0260056257247925, Train Accuracy 91.8550033569336
==> Epoch 1206/2000
Train Loss 1.0255950689315796, Train Accuracy 91.86000061035156
==> Epoch 1207/2000
Train Loss 1.025184988975525, Train Accuracy 91.86499786376953
==> Epoch 1208/2000
Train Loss 1.0247753858566284, Train Accuracy 91.87000274658203
==> Epoch 1209/2000
Train Loss 1.024366021156311, Train Accuracy 91.87000274658203
==> Epoch 1210/2000
Train Loss 1.0239571332931519, Train Accuracy 91.87333679199219
==> Epoch 1211/2000
Train Loss 1.0235484838485718, Train Accuracy 91.87666320800781
==> Epoch 1212/2000
Train Loss 1.0231401920318604, Train Accuracy 91.87833404541016
==> Epoch 1213/2000
Train Loss 1.0227323770523071, Train Accuracy 91.87666320800781
==> Epoch 1214/2000
Train Loss 1.0223249197006226, Train Accuracy 91.88833618164062
==> Epoch 1215/2000
Train Loss 1.0219178199768066, Train Accuracy 91.88833618164062
==> Epoch 1216/2000
Train Loss 1.0215107202529907, Train Accuracy 91.88999938964844
==> Epoch 1217/2000
Train Loss 1.0211044549942017, Train Accuracy 91.89833068847656
==> Epoch 1218/2000
Train Loss 1.0206981897354126, Train Accuracy 91.90166473388672
==> Epoch 1219/2000
Train Loss 1.0202926397323608, Train Accuracy 91.90499877929688
==> Epoch 1220/2000
Train Loss 1.0198872089385986, Train Accuracy 91.90833282470703
==> Epoch 1221/2000
Train Loss 1.0194822549819946, Train Accuracy 91.91500091552734
==> Epoch 1222/2000
Train Loss 1.0190774202346802, Train Accuracy 91.91500091552734
==> Epoch 1223/2000
Train Loss 1.0186731815338135, Train Accuracy 91.91500091552734
==> Epoch 1224/2000
Train Loss 1.0182693004608154, Train Accuracy 91.91666412353516
==> Epoch 1225/2000
Train Loss 1.017865538597107, Train Accuracy 91.92166900634766
==> Epoch 1226/2000
Train Loss 1.0174622535705566, Train Accuracy 91.92500305175781
==> Epoch 1227/2000
Train Loss 1.0170592069625854, Train Accuracy 91.92666625976562
==> Epoch 1228/2000
Train Loss 1.0166566371917725, Train Accuracy 91.92666625976562
==> Epoch 1229/2000
Train Loss 1.0162544250488281, Train Accuracy 91.92833709716797
==> Epoch 1230/2000
Train Loss 1.015852689743042, Train Accuracy 91.93333435058594
==> Epoch 1231/2000
Train Loss 1.0154510736465454, Train Accuracy 91.9366683959961
==> Epoch 1232/2000
Train Loss 1.015049934387207, Train Accuracy 91.9366683959961
==> Epoch 1233/2000
Train Loss 1.0146489143371582, Train Accuracy 91.9433364868164
==> Epoch 1234/2000
Train Loss 1.0142484903335571, Train Accuracy 91.9433364868164
==> Epoch 1235/2000
Train Loss 1.0138483047485352, Train Accuracy 91.94833374023438
==> Epoch 1236/2000
Train Loss 1.0134485960006714, Train Accuracy 91.94666290283203
==> Epoch 1237/2000
Train Loss 1.0130490064620972, Train Accuracy 91.94833374023438
==> Epoch 1238/2000
Train Loss 1.0126498937606812, Train Accuracy 91.95833587646484
==> Epoch 1239/2000
Train Loss 1.0122512578964233, Train Accuracy 91.96333312988281
==> Epoch 1240/2000
Train Loss 1.011852741241455, Train Accuracy 91.96333312988281
==> Epoch 1241/2000
Train Loss 1.0114545822143555, Train Accuracy 91.96499633789062
==> Epoch 1242/2000
Train Loss 1.0110570192337036, Train Accuracy 91.96833038330078
==> Epoch 1243/2000
Train Loss 1.0106594562530518, Train Accuracy 91.97333526611328
==> Epoch 1244/2000
Train Loss 1.010262370109558, Train Accuracy 91.97666931152344
==> Epoch 1245/2000
Train Loss 1.009865641593933, Train Accuracy 91.9800033569336
==> Epoch 1246/2000
Train Loss 1.0094692707061768, Train Accuracy 91.98332977294922
==> Epoch 1247/2000
Train Loss 1.0090731382369995, Train Accuracy 91.98833465576172
==> Epoch 1248/2000
Train Loss 1.0086774826049805, Train Accuracy 91.98999786376953
==> Epoch 1249/2000
Train Loss 1.0082820653915405, Train Accuracy 91.99333190917969
==> Epoch 1250/2000
Train Loss 1.0078867673873901, Train Accuracy 91.99833679199219
==> Epoch 1251/2000
Train Loss 1.0074923038482666, Train Accuracy 92.00166320800781
==> Epoch 1252/2000
Train Loss 1.0070979595184326, Train Accuracy 92.00666809082031
==> Epoch 1253/2000
Train Loss 1.0067037343978882, Train Accuracy 92.01166534423828
==> Epoch 1254/2000
Train Loss 1.006309986114502, Train Accuracy 92.01166534423828
==> Epoch 1255/2000
Train Loss 1.0059165954589844, Train Accuracy 92.0183334350586
==> Epoch 1256/2000
Train Loss 1.0055238008499146, Train Accuracy 92.0199966430664
==> Epoch 1257/2000
Train Loss 1.0051307678222656, Train Accuracy 92.02166748046875
==> Epoch 1258/2000
Train Loss 1.004738450050354, Train Accuracy 92.0250015258789
==> Epoch 1259/2000
Train Loss 1.004346251487732, Train Accuracy 92.02333068847656
==> Epoch 1260/2000
Train Loss 1.003954529762268, Train Accuracy 92.02666473388672
==> Epoch 1261/2000
Train Loss 1.0035632848739624, Train Accuracy 92.02999877929688
==> Epoch 1262/2000
Train Loss 1.0031720399856567, Train Accuracy 92.02999877929688
==> Epoch 1263/2000
Train Loss 1.0027812719345093, Train Accuracy 92.03666687011719
==> Epoch 1264/2000
Train Loss 1.0023908615112305, Train Accuracy 92.0433349609375
==> Epoch 1265/2000
Train Loss 1.0020008087158203, Train Accuracy 92.05000305175781
==> Epoch 1266/2000
Train Loss 1.0016111135482788, Train Accuracy 92.05000305175781
==> Epoch 1267/2000
Train Loss 1.0012216567993164, Train Accuracy 92.0566635131836
==> Epoch 1268/2000
Train Loss 1.0008323192596436, Train Accuracy 92.05999755859375
==> Epoch 1269/2000
Train Loss 1.0004435777664185, Train Accuracy 92.05999755859375
==> Epoch 1270/2000
Train Loss 1.000055193901062, Train Accuracy 92.0633316040039
==> Epoch 1271/2000
Train Loss 0.9996669888496399, Train Accuracy 92.06999969482422
==> Epoch 1272/2000
Train Loss 0.9992792010307312, Train Accuracy 92.07499694824219
==> Epoch 1273/2000
Train Loss 0.9988915920257568, Train Accuracy 92.08000183105469
==> Epoch 1274/2000
Train Loss 0.9985045194625854, Train Accuracy 92.0816650390625
==> Epoch 1275/2000
Train Loss 0.9981175661087036, Train Accuracy 92.086669921875
==> Epoch 1276/2000
Train Loss 0.99773108959198, Train Accuracy 92.08999633789062
==> Epoch 1277/2000
Train Loss 0.9973448514938354, Train Accuracy 92.08999633789062
==> Epoch 1278/2000
Train Loss 0.9969590902328491, Train Accuracy 92.09166717529297
==> Epoch 1279/2000
Train Loss 0.996573269367218, Train Accuracy 92.09333038330078
==> Epoch 1280/2000
Train Loss 0.9961881041526794, Train Accuracy 92.09500122070312
==> Epoch 1281/2000
Train Loss 0.9958030581474304, Train Accuracy 92.10166931152344
==> Epoch 1282/2000
Train Loss 0.9954184889793396, Train Accuracy 92.10333251953125
==> Epoch 1283/2000
Train Loss 0.9950342178344727, Train Accuracy 92.1050033569336
==> Epoch 1284/2000
Train Loss 0.9946501851081848, Train Accuracy 92.11166381835938
==> Epoch 1285/2000
Train Loss 0.9942665696144104, Train Accuracy 92.11333465576172
==> Epoch 1286/2000
Train Loss 0.9938831329345703, Train Accuracy 92.11666870117188
==> Epoch 1287/2000
Train Loss 0.9935001134872437, Train Accuracy 92.125
==> Epoch 1288/2000
Train Loss 0.9931173324584961, Train Accuracy 92.12833404541016
==> Epoch 1289/2000
Train Loss 0.9927349090576172, Train Accuracy 92.12833404541016
==> Epoch 1290/2000
Train Loss 0.9923529028892517, Train Accuracy 92.12833404541016
==> Epoch 1291/2000
Train Loss 0.9919708967208862, Train Accuracy 92.12833404541016
==> Epoch 1292/2000
Train Loss 0.9915896058082581, Train Accuracy 92.12999725341797
==> Epoch 1293/2000
Train Loss 0.9912083745002747, Train Accuracy 92.13166809082031
==> Epoch 1294/2000
Train Loss 0.9908275008201599, Train Accuracy 92.13333129882812
==> Epoch 1295/2000
Train Loss 0.9904468655586243, Train Accuracy 92.13999938964844
==> Epoch 1296/2000
Train Loss 0.9900667071342468, Train Accuracy 92.14167022705078
==> Epoch 1297/2000
Train Loss 0.9896867871284485, Train Accuracy 92.14666748046875
==> Epoch 1298/2000
Train Loss 0.9893071055412292, Train Accuracy 92.15499877929688
==> Epoch 1299/2000
Train Loss 0.988927960395813, Train Accuracy 92.15833282470703
==> Epoch 1300/2000
Train Loss 0.9885489344596863, Train Accuracy 92.15833282470703
==> Epoch 1301/2000
Train Loss 0.9881701469421387, Train Accuracy 92.16500091552734
==> Epoch 1302/2000
Train Loss 0.987791895866394, Train Accuracy 92.1683349609375
==> Epoch 1303/2000
Train Loss 0.987413763999939, Train Accuracy 92.17333221435547
==> Epoch 1304/2000
Train Loss 0.987035870552063, Train Accuracy 92.17666625976562
==> Epoch 1305/2000
Train Loss 0.98665851354599, Train Accuracy 92.17833709716797
==> Epoch 1306/2000
Train Loss 0.9862812757492065, Train Accuracy 92.18499755859375
==> Epoch 1307/2000
Train Loss 0.9859044551849365, Train Accuracy 92.1866683959961
==> Epoch 1308/2000
Train Loss 0.9855278730392456, Train Accuracy 92.1883316040039
==> Epoch 1309/2000
Train Loss 0.9851517081260681, Train Accuracy 92.19499969482422
==> Epoch 1310/2000
Train Loss 0.9847756028175354, Train Accuracy 92.20333099365234
==> Epoch 1311/2000
Train Loss 0.9844000339508057, Train Accuracy 92.20833587646484
==> Epoch 1312/2000
Train Loss 0.984024703502655, Train Accuracy 92.20999908447266
==> Epoch 1313/2000
Train Loss 0.983649730682373, Train Accuracy 92.21666717529297
==> Epoch 1314/2000
Train Loss 0.9832749962806702, Train Accuracy 92.21833038330078
==> Epoch 1315/2000
Train Loss 0.9829006195068359, Train Accuracy 92.22333526611328
==> Epoch 1316/2000
Train Loss 0.9825263619422913, Train Accuracy 92.22666931152344
==> Epoch 1317/2000
Train Loss 0.9821525812149048, Train Accuracy 92.23332977294922
==> Epoch 1318/2000
Train Loss 0.9817789793014526, Train Accuracy 92.23999786376953
==> Epoch 1319/2000
Train Loss 0.9814058542251587, Train Accuracy 92.24166870117188
==> Epoch 1320/2000
Train Loss 0.9810329079627991, Train Accuracy 92.24500274658203
==> Epoch 1321/2000
Train Loss 0.9806602001190186, Train Accuracy 92.24833679199219
==> Epoch 1322/2000
Train Loss 0.9802879095077515, Train Accuracy 92.25333404541016
==> Epoch 1323/2000
Train Loss 0.9799157977104187, Train Accuracy 92.25333404541016
==> Epoch 1324/2000
Train Loss 0.9795441627502441, Train Accuracy 92.25499725341797
==> Epoch 1325/2000
Train Loss 0.9791727066040039, Train Accuracy 92.25499725341797
==> Epoch 1326/2000
Train Loss 0.9788014888763428, Train Accuracy 92.25666809082031
==> Epoch 1327/2000
Train Loss 0.9784306883811951, Train Accuracy 92.26000213623047
==> Epoch 1328/2000
Train Loss 0.9780601859092712, Train Accuracy 92.26499938964844
==> Epoch 1329/2000
Train Loss 0.9776899814605713, Train Accuracy 92.2683334350586
==> Epoch 1330/2000
Train Loss 0.9773198962211609, Train Accuracy 92.2683334350586
==> Epoch 1331/2000
Train Loss 0.9769503474235535, Train Accuracy 92.2699966430664
==> Epoch 1332/2000
Train Loss 0.9765808582305908, Train Accuracy 92.27999877929688
==> Epoch 1333/2000
Train Loss 0.9762117862701416, Train Accuracy 92.28333282470703
==> Epoch 1334/2000
Train Loss 0.9758430123329163, Train Accuracy 92.28666687011719
==> Epoch 1335/2000
Train Loss 0.9754745364189148, Train Accuracy 92.29000091552734
==> Epoch 1336/2000
Train Loss 0.9751062989234924, Train Accuracy 92.2933349609375
==> Epoch 1337/2000
Train Loss 0.9747384786605835, Train Accuracy 92.29499816894531
==> Epoch 1338/2000
Train Loss 0.9743706583976746, Train Accuracy 92.2933349609375
==> Epoch 1339/2000
Train Loss 0.9740034341812134, Train Accuracy 92.2933349609375
==> Epoch 1340/2000
Train Loss 0.9736363887786865, Train Accuracy 92.29833221435547
==> Epoch 1341/2000
Train Loss 0.9732696413993835, Train Accuracy 92.30166625976562
==> Epoch 1342/2000
Train Loss 0.9729031324386597, Train Accuracy 92.30333709716797
==> Epoch 1343/2000
Train Loss 0.9725369811058044, Train Accuracy 92.30500030517578
==> Epoch 1344/2000
Train Loss 0.9721710681915283, Train Accuracy 92.30833435058594
==> Epoch 1345/2000
Train Loss 0.9718056321144104, Train Accuracy 92.3116683959961
==> Epoch 1346/2000
Train Loss 0.9714400768280029, Train Accuracy 92.31500244140625
==> Epoch 1347/2000
Train Loss 0.971075177192688, Train Accuracy 92.31999969482422
==> Epoch 1348/2000
Train Loss 0.9707103371620178, Train Accuracy 92.32666778564453
==> Epoch 1349/2000
Train Loss 0.9703459143638611, Train Accuracy 92.32666778564453
==> Epoch 1350/2000
Train Loss 0.9699817299842834, Train Accuracy 92.32833099365234
==> Epoch 1351/2000
Train Loss 0.9696178436279297, Train Accuracy 92.33000183105469
==> Epoch 1352/2000
Train Loss 0.9692543148994446, Train Accuracy 92.3316650390625
==> Epoch 1353/2000
Train Loss 0.9688910841941833, Train Accuracy 92.33000183105469
==> Epoch 1354/2000
Train Loss 0.9685279130935669, Train Accuracy 92.33333587646484
==> Epoch 1355/2000
Train Loss 0.9681652188301086, Train Accuracy 92.33499908447266
==> Epoch 1356/2000
Train Loss 0.9678028225898743, Train Accuracy 92.336669921875
==> Epoch 1357/2000
Train Loss 0.9674406051635742, Train Accuracy 92.336669921875
==> Epoch 1358/2000
Train Loss 0.9670788049697876, Train Accuracy 92.34833526611328
==> Epoch 1359/2000
Train Loss 0.9667170643806458, Train Accuracy 92.35166931152344
==> Epoch 1360/2000
Train Loss 0.9663558602333069, Train Accuracy 92.36000061035156
==> Epoch 1361/2000
Train Loss 0.9659947156906128, Train Accuracy 92.36000061035156
==> Epoch 1362/2000
Train Loss 0.9656339883804321, Train Accuracy 92.36000061035156
==> Epoch 1363/2000
Train Loss 0.9652735590934753, Train Accuracy 92.36333465576172
==> Epoch 1364/2000
Train Loss 0.9649134278297424, Train Accuracy 92.36499786376953
==> Epoch 1365/2000
Train Loss 0.9645533561706543, Train Accuracy 92.36666870117188
==> Epoch 1366/2000
Train Loss 0.9641937017440796, Train Accuracy 92.36666870117188
==> Epoch 1367/2000
Train Loss 0.9638343453407288, Train Accuracy 92.37000274658203
==> Epoch 1368/2000
Train Loss 0.963475227355957, Train Accuracy 92.375
==> Epoch 1369/2000
Train Loss 0.963116466999054, Train Accuracy 92.37999725341797
==> Epoch 1370/2000
Train Loss 0.9627580642700195, Train Accuracy 92.38166809082031
==> Epoch 1371/2000
Train Loss 0.9623996615409851, Train Accuracy 92.38666534423828
==> Epoch 1372/2000
Train Loss 0.9620418548583984, Train Accuracy 92.38666534423828
==> Epoch 1373/2000
Train Loss 0.9616841077804565, Train Accuracy 92.38666534423828
==> Epoch 1374/2000
Train Loss 0.9613265991210938, Train Accuracy 92.38999938964844
==> Epoch 1375/2000
Train Loss 0.9609694480895996, Train Accuracy 92.38999938964844
==> Epoch 1376/2000
Train Loss 0.9606125950813293, Train Accuracy 92.39167022705078
==> Epoch 1377/2000
Train Loss 0.9602559804916382, Train Accuracy 92.3949966430664
==> Epoch 1378/2000
Train Loss 0.9598996043205261, Train Accuracy 92.39666748046875
==> Epoch 1379/2000
Train Loss 0.9595436453819275, Train Accuracy 92.39833068847656
==> Epoch 1380/2000
Train Loss 0.9591878652572632, Train Accuracy 92.4000015258789
==> Epoch 1381/2000
Train Loss 0.958832323551178, Train Accuracy 92.40333557128906
==> Epoch 1382/2000
Train Loss 0.9584770798683167, Train Accuracy 92.40333557128906
==> Epoch 1383/2000
Train Loss 0.9581222534179688, Train Accuracy 92.40333557128906
==> Epoch 1384/2000
Train Loss 0.9577675461769104, Train Accuracy 92.40499877929688
==> Epoch 1385/2000
Train Loss 0.9574131369590759, Train Accuracy 92.41000366210938
==> Epoch 1386/2000
Train Loss 0.9570589661598206, Train Accuracy 92.41500091552734
==> Epoch 1387/2000
Train Loss 0.9567052125930786, Train Accuracy 92.4183349609375
==> Epoch 1388/2000
Train Loss 0.9563515782356262, Train Accuracy 92.42500305175781
==> Epoch 1389/2000
Train Loss 0.9559983611106873, Train Accuracy 92.43000030517578
==> Epoch 1390/2000
Train Loss 0.9556453227996826, Train Accuracy 92.43333435058594
==> Epoch 1391/2000
Train Loss 0.9552924036979675, Train Accuracy 92.43499755859375
==> Epoch 1392/2000
Train Loss 0.9549399614334106, Train Accuracy 92.43499755859375
==> Epoch 1393/2000
Train Loss 0.9545877575874329, Train Accuracy 92.44000244140625
==> Epoch 1394/2000
Train Loss 0.9542357921600342, Train Accuracy 92.4433364868164
==> Epoch 1395/2000
Train Loss 0.9538840651512146, Train Accuracy 92.44166564941406
==> Epoch 1396/2000
Train Loss 0.9535325765609741, Train Accuracy 92.44833374023438
==> Epoch 1397/2000
Train Loss 0.9531815052032471, Train Accuracy 92.45500183105469
==> Epoch 1398/2000
Train Loss 0.95283043384552, Train Accuracy 92.45500183105469
==> Epoch 1399/2000
Train Loss 0.952479898929596, Train Accuracy 92.45999908447266
==> Epoch 1400/2000
Train Loss 0.9521294236183167, Train Accuracy 92.461669921875
==> Epoch 1401/2000
Train Loss 0.9517794847488403, Train Accuracy 92.46499633789062
==> Epoch 1402/2000
Train Loss 0.951429545879364, Train Accuracy 92.47000122070312
==> Epoch 1403/2000
Train Loss 0.9510799646377563, Train Accuracy 92.47333526611328
==> Epoch 1404/2000
Train Loss 0.9507307410240173, Train Accuracy 92.4749984741211
==> Epoch 1405/2000
Train Loss 0.9503818154335022, Train Accuracy 92.47333526611328
==> Epoch 1406/2000
Train Loss 0.9500329494476318, Train Accuracy 92.47666931152344
==> Epoch 1407/2000
Train Loss 0.9496845006942749, Train Accuracy 92.47833251953125
==> Epoch 1408/2000
Train Loss 0.9493362307548523, Train Accuracy 92.47833251953125
==> Epoch 1409/2000
Train Loss 0.948988139629364, Train Accuracy 92.4800033569336
==> Epoch 1410/2000
Train Loss 0.9486406445503235, Train Accuracy 92.48332977294922
==> Epoch 1411/2000
Train Loss 0.9482930302619934, Train Accuracy 92.48500061035156
==> Epoch 1412/2000
Train Loss 0.9479458928108215, Train Accuracy 92.48666381835938
==> Epoch 1413/2000
Train Loss 0.947598934173584, Train Accuracy 92.48833465576172
==> Epoch 1414/2000
Train Loss 0.9472522735595703, Train Accuracy 92.49166870117188
==> Epoch 1415/2000
Train Loss 0.9469059705734253, Train Accuracy 92.49333190917969
==> Epoch 1416/2000
Train Loss 0.946559727191925, Train Accuracy 92.49333190917969
==> Epoch 1417/2000
Train Loss 0.946213960647583, Train Accuracy 92.49500274658203
==> Epoch 1418/2000
Train Loss 0.9458684325218201, Train Accuracy 92.50166320800781
==> Epoch 1419/2000
Train Loss 0.9455230236053467, Train Accuracy 92.50666809082031
==> Epoch 1420/2000
Train Loss 0.9451779127120972, Train Accuracy 92.51000213623047
==> Epoch 1421/2000
Train Loss 0.944832980632782, Train Accuracy 92.51000213623047
==> Epoch 1422/2000
Train Loss 0.9444884657859802, Train Accuracy 92.51499938964844
==> Epoch 1423/2000
Train Loss 0.9441442489624023, Train Accuracy 92.5199966430664
==> Epoch 1424/2000
Train Loss 0.943800151348114, Train Accuracy 92.5250015258789
==> Epoch 1425/2000
Train Loss 0.9434563517570496, Train Accuracy 92.52666473388672
==> Epoch 1426/2000
Train Loss 0.9431127905845642, Train Accuracy 92.52833557128906
==> Epoch 1427/2000
Train Loss 0.9427695870399475, Train Accuracy 92.52999877929688
==> Epoch 1428/2000
Train Loss 0.9424265027046204, Train Accuracy 92.53333282470703
==> Epoch 1429/2000
Train Loss 0.9420837163925171, Train Accuracy 92.53500366210938
==> Epoch 1430/2000
Train Loss 0.9417411684989929, Train Accuracy 92.53500366210938
==> Epoch 1431/2000
Train Loss 0.9413989186286926, Train Accuracy 92.538330078125
==> Epoch 1432/2000
Train Loss 0.9410571455955505, Train Accuracy 92.54000091552734
==> Epoch 1433/2000
Train Loss 0.9407152533531189, Train Accuracy 92.54499816894531
==> Epoch 1434/2000
Train Loss 0.9403737783432007, Train Accuracy 92.54833221435547
==> Epoch 1435/2000
Train Loss 0.940032422542572, Train Accuracy 92.55000305175781
==> Epoch 1436/2000
Train Loss 0.9396916031837463, Train Accuracy 92.55166625976562
==> Epoch 1437/2000
Train Loss 0.9393507838249207, Train Accuracy 92.55166625976562
==> Epoch 1438/2000
Train Loss 0.939010500907898, Train Accuracy 92.5566635131836
==> Epoch 1439/2000
Train Loss 0.9386702179908752, Train Accuracy 92.55833435058594
==> Epoch 1440/2000
Train Loss 0.9383302927017212, Train Accuracy 92.55999755859375
==> Epoch 1441/2000
Train Loss 0.9379906058311462, Train Accuracy 92.5616683959961
==> Epoch 1442/2000
Train Loss 0.9376510381698608, Train Accuracy 92.5633316040039
==> Epoch 1443/2000
Train Loss 0.9373119473457336, Train Accuracy 92.56500244140625
==> Epoch 1444/2000
Train Loss 0.936972975730896, Train Accuracy 92.56666564941406
==> Epoch 1445/2000
Train Loss 0.9366342425346375, Train Accuracy 92.56999969482422
==> Epoch 1446/2000
Train Loss 0.9362958073616028, Train Accuracy 92.57499694824219
==> Epoch 1447/2000
Train Loss 0.935957670211792, Train Accuracy 92.57833099365234
==> Epoch 1448/2000
Train Loss 0.9356197714805603, Train Accuracy 92.58333587646484
==> Epoch 1449/2000
Train Loss 0.9352821111679077, Train Accuracy 92.58333587646484
==> Epoch 1450/2000
Train Loss 0.9349445700645447, Train Accuracy 92.586669921875
==> Epoch 1451/2000
Train Loss 0.9346075057983398, Train Accuracy 92.58499908447266
==> Epoch 1452/2000
Train Loss 0.9342706203460693, Train Accuracy 92.58833312988281
==> Epoch 1453/2000
Train Loss 0.9339337944984436, Train Accuracy 92.59166717529297
==> Epoch 1454/2000
Train Loss 0.9335973858833313, Train Accuracy 92.59500122070312
==> Epoch 1455/2000
Train Loss 0.9332612752914429, Train Accuracy 92.59833526611328
==> Epoch 1456/2000
Train Loss 0.9329253435134888, Train Accuracy 92.59833526611328
==> Epoch 1457/2000
Train Loss 0.9325896501541138, Train Accuracy 92.60166931152344
==> Epoch 1458/2000
Train Loss 0.9322542548179626, Train Accuracy 92.60333251953125
==> Epoch 1459/2000
Train Loss 0.9319190382957458, Train Accuracy 92.6066665649414
==> Epoch 1460/2000
Train Loss 0.9315840005874634, Train Accuracy 92.61000061035156
==> Epoch 1461/2000
Train Loss 0.9312494397163391, Train Accuracy 92.61000061035156
==> Epoch 1462/2000
Train Loss 0.9309148192405701, Train Accuracy 92.61166381835938
==> Epoch 1463/2000
Train Loss 0.930580735206604, Train Accuracy 92.61333465576172
==> Epoch 1464/2000
Train Loss 0.930246889591217, Train Accuracy 92.61666870117188
==> Epoch 1465/2000
Train Loss 0.9299131631851196, Train Accuracy 92.61833190917969
==> Epoch 1466/2000
Train Loss 0.9295796751976013, Train Accuracy 92.62166595458984
==> Epoch 1467/2000
Train Loss 0.9292464256286621, Train Accuracy 92.625
==> Epoch 1468/2000
Train Loss 0.9289134740829468, Train Accuracy 92.62999725341797
==> Epoch 1469/2000
Train Loss 0.9285807013511658, Train Accuracy 92.63166809082031
==> Epoch 1470/2000
Train Loss 0.9282483458518982, Train Accuracy 92.63333129882812
==> Epoch 1471/2000
Train Loss 0.9279159903526306, Train Accuracy 92.63333129882812
==> Epoch 1472/2000
Train Loss 0.9275840520858765, Train Accuracy 92.63833618164062
==> Epoch 1473/2000
Train Loss 0.9272524118423462, Train Accuracy 92.63833618164062
==> Epoch 1474/2000
Train Loss 0.9269209504127502, Train Accuracy 92.64167022705078
==> Epoch 1475/2000
Train Loss 0.9265896081924438, Train Accuracy 92.63999938964844
==> Epoch 1476/2000
Train Loss 0.9262585639953613, Train Accuracy 92.64167022705078
==> Epoch 1477/2000
Train Loss 0.9259277582168579, Train Accuracy 92.6449966430664
==> Epoch 1478/2000
Train Loss 0.9255974292755127, Train Accuracy 92.6500015258789
==> Epoch 1479/2000
Train Loss 0.9252670407295227, Train Accuracy 92.64833068847656
==> Epoch 1480/2000
Train Loss 0.9249370098114014, Train Accuracy 92.6500015258789
==> Epoch 1481/2000
Train Loss 0.9246071577072144, Train Accuracy 92.6500015258789
==> Epoch 1482/2000
Train Loss 0.924277663230896, Train Accuracy 92.65166473388672
==> Epoch 1483/2000
Train Loss 0.9239484071731567, Train Accuracy 92.65333557128906
==> Epoch 1484/2000
Train Loss 0.9236192107200623, Train Accuracy 92.65833282470703
==> Epoch 1485/2000
Train Loss 0.923290491104126, Train Accuracy 92.66000366210938
==> Epoch 1486/2000
Train Loss 0.9229618906974792, Train Accuracy 92.66000366210938
==> Epoch 1487/2000
Train Loss 0.9226335287094116, Train Accuracy 92.66166687011719
==> Epoch 1488/2000
Train Loss 0.9223054647445679, Train Accuracy 92.663330078125
==> Epoch 1489/2000
Train Loss 0.9219776391983032, Train Accuracy 92.663330078125
==> Epoch 1490/2000
Train Loss 0.9216498732566833, Train Accuracy 92.66500091552734
==> Epoch 1491/2000
Train Loss 0.9213225245475769, Train Accuracy 92.66666412353516
==> Epoch 1492/2000
Train Loss 0.92099529504776, Train Accuracy 92.67333221435547
==> Epoch 1493/2000
Train Loss 0.9206684827804565, Train Accuracy 92.67500305175781
==> Epoch 1494/2000
Train Loss 0.9203418493270874, Train Accuracy 92.68000030517578
==> Epoch 1495/2000
Train Loss 0.9200152158737183, Train Accuracy 92.6816635131836
==> Epoch 1496/2000
Train Loss 0.9196891784667969, Train Accuracy 92.68333435058594
==> Epoch 1497/2000
Train Loss 0.919363260269165, Train Accuracy 92.68499755859375
==> Epoch 1498/2000
Train Loss 0.9190375804901123, Train Accuracy 92.6883316040039
==> Epoch 1499/2000
Train Loss 0.9187120199203491, Train Accuracy 92.69166564941406
==> Epoch 1500/2000
Train Loss 0.9183867573738098, Train Accuracy 92.69499969482422
==> Epoch 1501/2000
Train Loss 0.9180616736412048, Train Accuracy 92.69666290283203
==> Epoch 1502/2000
Train Loss 0.9177369475364685, Train Accuracy 92.70333099365234
==> Epoch 1503/2000
Train Loss 0.9174124598503113, Train Accuracy 92.70333099365234
==> Epoch 1504/2000
Train Loss 0.9170880913734436, Train Accuracy 92.7066650390625
==> Epoch 1505/2000
Train Loss 0.9167641401290894, Train Accuracy 92.7066650390625
==> Epoch 1506/2000
Train Loss 0.9164401888847351, Train Accuracy 92.70833587646484
==> Epoch 1507/2000
Train Loss 0.9161165952682495, Train Accuracy 92.711669921875
==> Epoch 1508/2000
Train Loss 0.9157932996749878, Train Accuracy 92.71333312988281
==> Epoch 1509/2000
Train Loss 0.9154701828956604, Train Accuracy 92.71499633789062
==> Epoch 1510/2000
Train Loss 0.9151473045349121, Train Accuracy 92.71833038330078
==> Epoch 1511/2000
Train Loss 0.9148246049880981, Train Accuracy 92.71833038330078
==> Epoch 1512/2000
Train Loss 0.9145022034645081, Train Accuracy 92.72166442871094
==> Epoch 1513/2000
Train Loss 0.9141798615455627, Train Accuracy 92.72333526611328
==> Epoch 1514/2000
Train Loss 0.9138579964637756, Train Accuracy 92.7249984741211
==> Epoch 1515/2000
Train Loss 0.9135361909866333, Train Accuracy 92.72333526611328
==> Epoch 1516/2000
Train Loss 0.9132147431373596, Train Accuracy 92.72333526611328
==> Epoch 1517/2000
Train Loss 0.9128934144973755, Train Accuracy 92.7300033569336
==> Epoch 1518/2000
Train Loss 0.9125725030899048, Train Accuracy 92.7316665649414
==> Epoch 1519/2000
Train Loss 0.9122517108917236, Train Accuracy 92.73500061035156
==> Epoch 1520/2000
Train Loss 0.9119311571121216, Train Accuracy 92.73666381835938
==> Epoch 1521/2000
Train Loss 0.9116107225418091, Train Accuracy 92.74166870117188
==> Epoch 1522/2000
Train Loss 0.9112907648086548, Train Accuracy 92.74166870117188
==> Epoch 1523/2000
Train Loss 0.91097092628479, Train Accuracy 92.74500274658203
==> Epoch 1524/2000
Train Loss 0.9106510877609253, Train Accuracy 92.74666595458984
==> Epoch 1525/2000
Train Loss 0.9103317260742188, Train Accuracy 92.74833679199219
==> Epoch 1526/2000
Train Loss 0.9100125432014465, Train Accuracy 92.75
==> Epoch 1527/2000
Train Loss 0.909693717956543, Train Accuracy 92.75499725341797
==> Epoch 1528/2000
Train Loss 0.9093749523162842, Train Accuracy 92.75833129882812
==> Epoch 1529/2000
Train Loss 0.9090564846992493, Train Accuracy 92.75833129882812
==> Epoch 1530/2000
Train Loss 0.9087381958961487, Train Accuracy 92.76000213623047
==> Epoch 1531/2000
Train Loss 0.9084200263023376, Train Accuracy 92.76166534423828
==> Epoch 1532/2000
Train Loss 0.9081023335456848, Train Accuracy 92.76166534423828
==> Epoch 1533/2000
Train Loss 0.9077847003936768, Train Accuracy 92.76333618164062
==> Epoch 1534/2000
Train Loss 0.9074673056602478, Train Accuracy 92.76499938964844
==> Epoch 1535/2000
Train Loss 0.9071502089500427, Train Accuracy 92.7683334350586
==> Epoch 1536/2000
Train Loss 0.906833291053772, Train Accuracy 92.7750015258789
==> Epoch 1537/2000
Train Loss 0.9065167307853699, Train Accuracy 92.77999877929688
==> Epoch 1538/2000
Train Loss 0.9062002897262573, Train Accuracy 92.77999877929688
==> Epoch 1539/2000
Train Loss 0.9058840274810791, Train Accuracy 92.77833557128906
==> Epoch 1540/2000
Train Loss 0.9055681228637695, Train Accuracy 92.78333282470703
==> Epoch 1541/2000
Train Loss 0.9052523374557495, Train Accuracy 92.78500366210938
==> Epoch 1542/2000
Train Loss 0.9049367904663086, Train Accuracy 92.788330078125
==> Epoch 1543/2000
Train Loss 0.9046214818954468, Train Accuracy 92.79000091552734
==> Epoch 1544/2000
Train Loss 0.9043064713478088, Train Accuracy 92.7933349609375
==> Epoch 1545/2000
Train Loss 0.9039915204048157, Train Accuracy 92.79499816894531
==> Epoch 1546/2000
Train Loss 0.9036769866943359, Train Accuracy 92.80166625976562
==> Epoch 1547/2000
Train Loss 0.9033625721931458, Train Accuracy 92.80500030517578
==> Epoch 1548/2000
Train Loss 0.9030483365058899, Train Accuracy 92.8066635131836
==> Epoch 1549/2000
Train Loss 0.9027345180511475, Train Accuracy 92.8116683959961
==> Epoch 1550/2000
Train Loss 0.9024207592010498, Train Accuracy 92.81500244140625
==> Epoch 1551/2000
Train Loss 0.9021072387695312, Train Accuracy 92.81666564941406
==> Epoch 1552/2000
Train Loss 0.9017939567565918, Train Accuracy 92.81666564941406
==> Epoch 1553/2000
Train Loss 0.9014809131622314, Train Accuracy 92.81999969482422
==> Epoch 1554/2000
Train Loss 0.901168167591095, Train Accuracy 92.82166290283203
==> Epoch 1555/2000
Train Loss 0.9008554816246033, Train Accuracy 92.82333374023438
==> Epoch 1556/2000
Train Loss 0.9005429744720459, Train Accuracy 92.82666778564453
==> Epoch 1557/2000
Train Loss 0.9002309441566467, Train Accuracy 92.82833099365234
==> Epoch 1558/2000
Train Loss 0.8999190330505371, Train Accuracy 92.83000183105469
==> Epoch 1559/2000
Train Loss 0.8996073007583618, Train Accuracy 92.83333587646484
==> Epoch 1560/2000
Train Loss 0.8992957472801208, Train Accuracy 92.83499908447266
==> Epoch 1561/2000
Train Loss 0.8989845514297485, Train Accuracy 92.836669921875
==> Epoch 1562/2000
Train Loss 0.8986734747886658, Train Accuracy 92.83833312988281
==> Epoch 1563/2000
Train Loss 0.8983626961708069, Train Accuracy 92.83999633789062
==> Epoch 1564/2000
Train Loss 0.8980520367622375, Train Accuracy 92.83999633789062
==> Epoch 1565/2000
Train Loss 0.8977416157722473, Train Accuracy 92.84333038330078
==> Epoch 1566/2000
Train Loss 0.897431492805481, Train Accuracy 92.84666442871094
==> Epoch 1567/2000
Train Loss 0.8971216082572937, Train Accuracy 92.85166931152344
==> Epoch 1568/2000
Train Loss 0.8968119025230408, Train Accuracy 92.8550033569336
==> Epoch 1569/2000
Train Loss 0.8965023756027222, Train Accuracy 92.86000061035156
==> Epoch 1570/2000
Train Loss 0.8961930871009827, Train Accuracy 92.86000061035156
==> Epoch 1571/2000
Train Loss 0.895884096622467, Train Accuracy 92.86333465576172
==> Epoch 1572/2000
Train Loss 0.8955752849578857, Train Accuracy 92.86499786376953
==> Epoch 1573/2000
Train Loss 0.8952666521072388, Train Accuracy 92.86666870117188
==> Epoch 1574/2000
Train Loss 0.8949581980705261, Train Accuracy 92.86833190917969
==> Epoch 1575/2000
Train Loss 0.8946501016616821, Train Accuracy 92.86833190917969
==> Epoch 1576/2000
Train Loss 0.8943420648574829, Train Accuracy 92.87333679199219
==> Epoch 1577/2000
Train Loss 0.8940343260765076, Train Accuracy 92.875
==> Epoch 1578/2000
Train Loss 0.8937267661094666, Train Accuracy 92.875
==> Epoch 1579/2000
Train Loss 0.8934195041656494, Train Accuracy 92.875
==> Epoch 1580/2000
Train Loss 0.8931124210357666, Train Accuracy 92.87833404541016
==> Epoch 1581/2000
Train Loss 0.8928056359291077, Train Accuracy 92.87833404541016
==> Epoch 1582/2000
Train Loss 0.8924988508224487, Train Accuracy 92.87666320800781
==> Epoch 1583/2000
Train Loss 0.8921924233436584, Train Accuracy 92.87833404541016
==> Epoch 1584/2000
Train Loss 0.891886293888092, Train Accuracy 92.87833404541016
==> Epoch 1585/2000
Train Loss 0.8915802836418152, Train Accuracy 92.87999725341797
==> Epoch 1586/2000
Train Loss 0.8912745118141174, Train Accuracy 92.88333129882812
==> Epoch 1587/2000
Train Loss 0.8909689784049988, Train Accuracy 92.88999938964844
==> Epoch 1588/2000
Train Loss 0.8906635046005249, Train Accuracy 92.8933334350586
==> Epoch 1589/2000
Train Loss 0.8903584480285645, Train Accuracy 92.8949966430664
==> Epoch 1590/2000
Train Loss 0.8900534510612488, Train Accuracy 92.9000015258789
==> Epoch 1591/2000
Train Loss 0.8897488713264465, Train Accuracy 92.90666961669922
==> Epoch 1592/2000
Train Loss 0.8894443511962891, Train Accuracy 92.91166687011719
==> Epoch 1593/2000
Train Loss 0.8891400694847107, Train Accuracy 92.913330078125
==> Epoch 1594/2000
Train Loss 0.8888360261917114, Train Accuracy 92.91666412353516
==> Epoch 1595/2000
Train Loss 0.8885321021080017, Train Accuracy 92.91666412353516
==> Epoch 1596/2000
Train Loss 0.8882285952568054, Train Accuracy 92.9183349609375
==> Epoch 1597/2000
Train Loss 0.8879252076148987, Train Accuracy 92.91999816894531
==> Epoch 1598/2000
Train Loss 0.8876219987869263, Train Accuracy 92.91999816894531
==> Epoch 1599/2000
Train Loss 0.8873189687728882, Train Accuracy 92.91999816894531
==> Epoch 1600/2000
Train Loss 0.8870161771774292, Train Accuracy 92.91999816894531
==> Epoch 1601/2000
Train Loss 0.8867136836051941, Train Accuracy 92.92333221435547
==> Epoch 1602/2000
Train Loss 0.8864113092422485, Train Accuracy 92.92500305175781
==> Epoch 1603/2000
Train Loss 0.8861092329025269, Train Accuracy 92.92666625976562
==> Epoch 1604/2000
Train Loss 0.8858072757720947, Train Accuracy 92.9316635131836
==> Epoch 1605/2000
Train Loss 0.8855055570602417, Train Accuracy 92.9383316040039
==> Epoch 1606/2000
Train Loss 0.8852040767669678, Train Accuracy 92.9433364868164
==> Epoch 1607/2000
Train Loss 0.884902834892273, Train Accuracy 92.94666290283203
==> Epoch 1608/2000
Train Loss 0.8846016526222229, Train Accuracy 92.94999694824219
==> Epoch 1609/2000
Train Loss 0.8843008279800415, Train Accuracy 92.95166778564453
==> Epoch 1610/2000
Train Loss 0.8840001821517944, Train Accuracy 92.95333099365234
==> Epoch 1611/2000
Train Loss 0.8836997151374817, Train Accuracy 92.95500183105469
==> Epoch 1612/2000
Train Loss 0.883399486541748, Train Accuracy 92.95999908447266
==> Epoch 1613/2000
Train Loss 0.8830995559692383, Train Accuracy 92.961669921875
==> Epoch 1614/2000
Train Loss 0.8827998042106628, Train Accuracy 92.96333312988281
==> Epoch 1615/2000
Train Loss 0.882500171661377, Train Accuracy 92.96833038330078
==> Epoch 1616/2000
Train Loss 0.8822007179260254, Train Accuracy 92.96833038330078
==> Epoch 1617/2000
Train Loss 0.8819016814231873, Train Accuracy 92.96833038330078
==> Epoch 1618/2000
Train Loss 0.8816026449203491, Train Accuracy 92.97166442871094
==> Epoch 1619/2000
Train Loss 0.8813039064407349, Train Accuracy 92.9816665649414
==> Epoch 1620/2000
Train Loss 0.8810053467750549, Train Accuracy 92.9816665649414
==> Epoch 1621/2000
Train Loss 0.8807070851325989, Train Accuracy 92.9816665649414
==> Epoch 1622/2000
Train Loss 0.8804088830947876, Train Accuracy 92.98332977294922
==> Epoch 1623/2000
Train Loss 0.8801110982894897, Train Accuracy 92.98500061035156
==> Epoch 1624/2000
Train Loss 0.8798133134841919, Train Accuracy 92.98666381835938
==> Epoch 1625/2000
Train Loss 0.8795159459114075, Train Accuracy 92.98833465576172
==> Epoch 1626/2000
Train Loss 0.8792186379432678, Train Accuracy 92.98833465576172
==> Epoch 1627/2000
Train Loss 0.878921627998352, Train Accuracy 92.98999786376953
==> Epoch 1628/2000
Train Loss 0.8786246180534363, Train Accuracy 92.99166870117188
==> Epoch 1629/2000
Train Loss 0.8783280253410339, Train Accuracy 92.99500274658203
==> Epoch 1630/2000
Train Loss 0.8780316114425659, Train Accuracy 92.99500274658203
==> Epoch 1631/2000
Train Loss 0.8777353167533875, Train Accuracy 92.99666595458984
==> Epoch 1632/2000
Train Loss 0.8774392604827881, Train Accuracy 93.00166320800781
==> Epoch 1633/2000
Train Loss 0.8771434426307678, Train Accuracy 93.00833129882812
==> Epoch 1634/2000
Train Loss 0.8768478631973267, Train Accuracy 93.01166534423828
==> Epoch 1635/2000
Train Loss 0.8765523433685303, Train Accuracy 93.01000213623047
==> Epoch 1636/2000
Train Loss 0.8762571811676025, Train Accuracy 93.01000213623047
==> Epoch 1637/2000
Train Loss 0.8759622573852539, Train Accuracy 93.01333618164062
==> Epoch 1638/2000
Train Loss 0.8756673336029053, Train Accuracy 93.01333618164062
==> Epoch 1639/2000
Train Loss 0.8753728866577148, Train Accuracy 93.01499938964844
==> Epoch 1640/2000
Train Loss 0.8750784397125244, Train Accuracy 93.01667022705078
==> Epoch 1641/2000
Train Loss 0.8747843503952026, Train Accuracy 93.0183334350586
==> Epoch 1642/2000
Train Loss 0.8744903802871704, Train Accuracy 93.0250015258789
==> Epoch 1643/2000
Train Loss 0.8741965293884277, Train Accuracy 93.02666473388672
==> Epoch 1644/2000
Train Loss 0.8739030361175537, Train Accuracy 93.02999877929688
==> Epoch 1645/2000
Train Loss 0.8736096024513245, Train Accuracy 93.03166961669922
==> Epoch 1646/2000
Train Loss 0.8733164668083191, Train Accuracy 93.038330078125
==> Epoch 1647/2000
Train Loss 0.8730236291885376, Train Accuracy 93.0433349609375
==> Epoch 1648/2000
Train Loss 0.8727308511734009, Train Accuracy 93.04499816894531
==> Epoch 1649/2000
Train Loss 0.872438371181488, Train Accuracy 93.05166625976562
==> Epoch 1650/2000
Train Loss 0.8721460103988647, Train Accuracy 93.05500030517578
==> Epoch 1651/2000
Train Loss 0.8718538284301758, Train Accuracy 93.0566635131836
==> Epoch 1652/2000
Train Loss 0.8715619444847107, Train Accuracy 93.0616683959961
==> Epoch 1653/2000
Train Loss 0.8712701797485352, Train Accuracy 93.06500244140625
==> Epoch 1654/2000
Train Loss 0.8709786534309387, Train Accuracy 93.06999969482422
==> Epoch 1655/2000
Train Loss 0.8706873655319214, Train Accuracy 93.07333374023438
==> Epoch 1656/2000
Train Loss 0.8703961968421936, Train Accuracy 93.07333374023438
==> Epoch 1657/2000
Train Loss 0.8701053261756897, Train Accuracy 93.07499694824219
==> Epoch 1658/2000
Train Loss 0.8698146343231201, Train Accuracy 93.07833099365234
==> Epoch 1659/2000
Train Loss 0.8695241212844849, Train Accuracy 93.08000183105469
==> Epoch 1660/2000
Train Loss 0.8692337274551392, Train Accuracy 93.0816650390625
==> Epoch 1661/2000
Train Loss 0.8689436316490173, Train Accuracy 93.086669921875
==> Epoch 1662/2000
Train Loss 0.8686538934707642, Train Accuracy 93.09333038330078
==> Epoch 1663/2000
Train Loss 0.8683640956878662, Train Accuracy 93.09500122070312
==> Epoch 1664/2000
Train Loss 0.8680745959281921, Train Accuracy 93.09333038330078
==> Epoch 1665/2000
Train Loss 0.8677852749824524, Train Accuracy 93.09666442871094
==> Epoch 1666/2000
Train Loss 0.867496132850647, Train Accuracy 93.09833526611328
==> Epoch 1667/2000
Train Loss 0.8672072291374207, Train Accuracy 93.10333251953125
==> Epoch 1668/2000
Train Loss 0.8669185042381287, Train Accuracy 93.10832977294922
==> Epoch 1669/2000
Train Loss 0.8666301369667053, Train Accuracy 93.11000061035156
==> Epoch 1670/2000
Train Loss 0.866341769695282, Train Accuracy 93.11166381835938
==> Epoch 1671/2000
Train Loss 0.8660537004470825, Train Accuracy 93.11333465576172
==> Epoch 1672/2000
Train Loss 0.8657658100128174, Train Accuracy 93.11499786376953
==> Epoch 1673/2000
Train Loss 0.8654780387878418, Train Accuracy 93.11499786376953
==> Epoch 1674/2000
Train Loss 0.8651906847953796, Train Accuracy 93.11666870117188
==> Epoch 1675/2000
Train Loss 0.8649033308029175, Train Accuracy 93.12333679199219
==> Epoch 1676/2000
Train Loss 0.8646162152290344, Train Accuracy 93.125
==> Epoch 1677/2000
Train Loss 0.8643293380737305, Train Accuracy 93.13166809082031
==> Epoch 1678/2000
Train Loss 0.8640425801277161, Train Accuracy 93.13166809082031
==> Epoch 1679/2000
Train Loss 0.8637561202049255, Train Accuracy 93.13666534423828
==> Epoch 1680/2000
Train Loss 0.8634698987007141, Train Accuracy 93.13666534423828
==> Epoch 1681/2000
Train Loss 0.8631837964057922, Train Accuracy 93.14167022705078
==> Epoch 1682/2000
Train Loss 0.8628978729248047, Train Accuracy 93.14167022705078
==> Epoch 1683/2000
Train Loss 0.8626121878623962, Train Accuracy 93.1433334350586
==> Epoch 1684/2000
Train Loss 0.8623265624046326, Train Accuracy 93.14167022705078
==> Epoch 1685/2000
Train Loss 0.8620412945747375, Train Accuracy 93.1433334350586
==> Epoch 1686/2000
Train Loss 0.8617562651634216, Train Accuracy 93.1433334350586
==> Epoch 1687/2000
Train Loss 0.8614712953567505, Train Accuracy 93.14666748046875
==> Epoch 1688/2000
Train Loss 0.861186683177948, Train Accuracy 93.14666748046875
==> Epoch 1689/2000
Train Loss 0.8609020113945007, Train Accuracy 93.14666748046875
==> Epoch 1690/2000
Train Loss 0.8606176972389221, Train Accuracy 93.14833068847656
==> Epoch 1691/2000
Train Loss 0.8603336215019226, Train Accuracy 93.15333557128906
==> Epoch 1692/2000
Train Loss 0.8600497245788574, Train Accuracy 93.15333557128906
==> Epoch 1693/2000
Train Loss 0.8597660064697266, Train Accuracy 93.15499877929688
==> Epoch 1694/2000
Train Loss 0.8594824075698853, Train Accuracy 93.15666961669922
==> Epoch 1695/2000
Train Loss 0.8591989874839783, Train Accuracy 93.15833282470703
==> Epoch 1696/2000
Train Loss 0.8589159250259399, Train Accuracy 93.16166687011719
==> Epoch 1697/2000
Train Loss 0.8586329221725464, Train Accuracy 93.1683349609375
==> Epoch 1698/2000
Train Loss 0.8583501577377319, Train Accuracy 93.1683349609375
==> Epoch 1699/2000
Train Loss 0.8580676317214966, Train Accuracy 93.17333221435547
==> Epoch 1700/2000
Train Loss 0.8577852845191956, Train Accuracy 93.17666625976562
==> Epoch 1701/2000
Train Loss 0.8575030565261841, Train Accuracy 93.17833709716797
==> Epoch 1702/2000
Train Loss 0.8572211265563965, Train Accuracy 93.1816635131836
==> Epoch 1703/2000
Train Loss 0.8569393754005432, Train Accuracy 93.18333435058594
==> Epoch 1704/2000
Train Loss 0.8566577434539795, Train Accuracy 93.18333435058594
==> Epoch 1705/2000
Train Loss 0.8563764095306396, Train Accuracy 93.18333435058594
==> Epoch 1706/2000
Train Loss 0.8560951948165894, Train Accuracy 93.18499755859375
==> Epoch 1707/2000
Train Loss 0.8558141589164734, Train Accuracy 93.1883316040039
==> Epoch 1708/2000
Train Loss 0.8555333018302917, Train Accuracy 93.19000244140625
==> Epoch 1709/2000
Train Loss 0.855252742767334, Train Accuracy 93.19000244140625
==> Epoch 1710/2000
Train Loss 0.8549723029136658, Train Accuracy 93.1933364868164
==> Epoch 1711/2000
Train Loss 0.8546920418739319, Train Accuracy 93.19833374023438
==> Epoch 1712/2000
Train Loss 0.8544120788574219, Train Accuracy 93.20500183105469
==> Epoch 1713/2000
Train Loss 0.8541321754455566, Train Accuracy 93.2066650390625
==> Epoch 1714/2000
Train Loss 0.8538525700569153, Train Accuracy 93.2066650390625
==> Epoch 1715/2000
Train Loss 0.8535730242729187, Train Accuracy 93.211669921875
==> Epoch 1716/2000
Train Loss 0.8532938361167908, Train Accuracy 93.20999908447266
==> Epoch 1717/2000
Train Loss 0.8530147075653076, Train Accuracy 93.20999908447266
==> Epoch 1718/2000
Train Loss 0.8527358174324036, Train Accuracy 93.211669921875
==> Epoch 1719/2000
Train Loss 0.8524570465087891, Train Accuracy 93.20999908447266
==> Epoch 1720/2000
Train Loss 0.8521786332130432, Train Accuracy 93.21666717529297
==> Epoch 1721/2000
Train Loss 0.8519002795219421, Train Accuracy 93.22000122070312
==> Epoch 1722/2000
Train Loss 0.8516221046447754, Train Accuracy 93.22166442871094
==> Epoch 1723/2000
Train Loss 0.8513442873954773, Train Accuracy 93.22666931152344
==> Epoch 1724/2000
Train Loss 0.8510664701461792, Train Accuracy 93.22666931152344
==> Epoch 1725/2000
Train Loss 0.850788950920105, Train Accuracy 93.22833251953125
==> Epoch 1726/2000
Train Loss 0.8505115509033203, Train Accuracy 93.2300033569336
==> Epoch 1727/2000
Train Loss 0.8502344489097595, Train Accuracy 93.2316665649414
==> Epoch 1728/2000
Train Loss 0.8499575257301331, Train Accuracy 93.23500061035156
==> Epoch 1729/2000
Train Loss 0.8496807217597961, Train Accuracy 93.23666381835938
==> Epoch 1730/2000
Train Loss 0.8494041562080383, Train Accuracy 93.23666381835938
==> Epoch 1731/2000
Train Loss 0.8491277098655701, Train Accuracy 93.24166870117188
==> Epoch 1732/2000
Train Loss 0.8488514423370361, Train Accuracy 93.24166870117188
==> Epoch 1733/2000
Train Loss 0.8485754132270813, Train Accuracy 93.24333190917969
==> Epoch 1734/2000
Train Loss 0.8482996225357056, Train Accuracy 93.24833679199219
==> Epoch 1735/2000
Train Loss 0.8480240106582642, Train Accuracy 93.25
==> Epoch 1736/2000
Train Loss 0.8477484583854675, Train Accuracy 93.25166320800781
==> Epoch 1737/2000
Train Loss 0.84747314453125, Train Accuracy 93.25499725341797
==> Epoch 1738/2000
Train Loss 0.8471981883049011, Train Accuracy 93.25666809082031
==> Epoch 1739/2000
Train Loss 0.846923291683197, Train Accuracy 93.26166534423828
==> Epoch 1740/2000
Train Loss 0.8466484546661377, Train Accuracy 93.26166534423828
==> Epoch 1741/2000
Train Loss 0.8463740348815918, Train Accuracy 93.26667022705078
==> Epoch 1742/2000
Train Loss 0.8460996747016907, Train Accuracy 93.2699966430664
==> Epoch 1743/2000
Train Loss 0.8458254337310791, Train Accuracy 93.27333068847656
==> Epoch 1744/2000
Train Loss 0.845551609992981, Train Accuracy 93.27333068847656
==> Epoch 1745/2000
Train Loss 0.8452778458595276, Train Accuracy 93.2750015258789
==> Epoch 1746/2000
Train Loss 0.8450042009353638, Train Accuracy 93.27833557128906
==> Epoch 1747/2000
Train Loss 0.8447307348251343, Train Accuracy 93.28166961669922
==> Epoch 1748/2000
Train Loss 0.8444576263427734, Train Accuracy 93.28333282470703
==> Epoch 1749/2000
Train Loss 0.8441845774650574, Train Accuracy 93.28333282470703
==> Epoch 1750/2000
Train Loss 0.8439117074012756, Train Accuracy 93.28333282470703
==> Epoch 1751/2000
Train Loss 0.8436391353607178, Train Accuracy 93.28333282470703
==> Epoch 1752/2000
Train Loss 0.8433665633201599, Train Accuracy 93.28500366210938
==> Epoch 1753/2000
Train Loss 0.8430942893028259, Train Accuracy 93.288330078125
==> Epoch 1754/2000
Train Loss 0.842822253704071, Train Accuracy 93.2933349609375
==> Epoch 1755/2000
Train Loss 0.8425503373146057, Train Accuracy 93.30000305175781
==> Epoch 1756/2000
Train Loss 0.8422785997390747, Train Accuracy 93.30000305175781
==> Epoch 1757/2000
Train Loss 0.8420071005821228, Train Accuracy 93.30000305175781
==> Epoch 1758/2000
Train Loss 0.84173583984375, Train Accuracy 93.30000305175781
==> Epoch 1759/2000
Train Loss 0.8414645195007324, Train Accuracy 93.30000305175781
==> Epoch 1760/2000
Train Loss 0.8411935567855835, Train Accuracy 93.30000305175781
==> Epoch 1761/2000
Train Loss 0.8409227728843689, Train Accuracy 93.30166625976562
==> Epoch 1762/2000
Train Loss 0.8406522870063782, Train Accuracy 93.30333709716797
==> Epoch 1763/2000
Train Loss 0.8403817415237427, Train Accuracy 93.3066635131836
==> Epoch 1764/2000
Train Loss 0.8401115536689758, Train Accuracy 93.30833435058594
==> Epoch 1765/2000
Train Loss 0.8398414850234985, Train Accuracy 93.3116683959961
==> Epoch 1766/2000
Train Loss 0.8395715951919556, Train Accuracy 93.3116683959961
==> Epoch 1767/2000
Train Loss 0.8393019437789917, Train Accuracy 93.3133316040039
==> Epoch 1768/2000
Train Loss 0.8390324711799622, Train Accuracy 93.31500244140625
==> Epoch 1769/2000
Train Loss 0.8387631177902222, Train Accuracy 93.31999969482422
==> Epoch 1770/2000
Train Loss 0.8384939432144165, Train Accuracy 93.32166290283203
==> Epoch 1771/2000
Train Loss 0.8382251262664795, Train Accuracy 93.32166290283203
==> Epoch 1772/2000
Train Loss 0.8379563093185425, Train Accuracy 93.32333374023438
==> Epoch 1773/2000
Train Loss 0.8376876711845398, Train Accuracy 93.32666778564453
==> Epoch 1774/2000
Train Loss 0.8374192714691162, Train Accuracy 93.33000183105469
==> Epoch 1775/2000
Train Loss 0.837151050567627, Train Accuracy 93.33000183105469
==> Epoch 1776/2000
Train Loss 0.8368830680847168, Train Accuracy 93.33333587646484
==> Epoch 1777/2000
Train Loss 0.8366151452064514, Train Accuracy 93.336669921875
==> Epoch 1778/2000
Train Loss 0.8363474607467651, Train Accuracy 93.33999633789062
==> Epoch 1779/2000
Train Loss 0.8360799551010132, Train Accuracy 93.34333038330078
==> Epoch 1780/2000
Train Loss 0.8358126878738403, Train Accuracy 93.34333038330078
==> Epoch 1781/2000
Train Loss 0.835545539855957, Train Accuracy 93.34333038330078
==> Epoch 1782/2000
Train Loss 0.8352785706520081, Train Accuracy 93.34500122070312
==> Epoch 1783/2000
Train Loss 0.8350118398666382, Train Accuracy 93.34666442871094
==> Epoch 1784/2000
Train Loss 0.8347452282905579, Train Accuracy 93.35333251953125
==> Epoch 1785/2000
Train Loss 0.8344788551330566, Train Accuracy 93.35333251953125
==> Epoch 1786/2000
Train Loss 0.8342126607894897, Train Accuracy 93.3566665649414
==> Epoch 1787/2000
Train Loss 0.8339465856552124, Train Accuracy 93.35832977294922
==> Epoch 1788/2000
Train Loss 0.8336808085441589, Train Accuracy 93.36499786376953
==> Epoch 1789/2000
Train Loss 0.8334150910377502, Train Accuracy 93.36833190917969
==> Epoch 1790/2000
Train Loss 0.8331495523452759, Train Accuracy 93.37000274658203
==> Epoch 1791/2000
Train Loss 0.8328842520713806, Train Accuracy 93.37000274658203
==> Epoch 1792/2000
Train Loss 0.8326190710067749, Train Accuracy 93.37000274658203
==> Epoch 1793/2000
Train Loss 0.8323542475700378, Train Accuracy 93.37000274658203
==> Epoch 1794/2000
Train Loss 0.8320893049240112, Train Accuracy 93.37166595458984
==> Epoch 1795/2000
Train Loss 0.831824779510498, Train Accuracy 93.37333679199219
==> Epoch 1796/2000
Train Loss 0.8315603137016296, Train Accuracy 93.37333679199219
==> Epoch 1797/2000
Train Loss 0.8312960863113403, Train Accuracy 93.37333679199219
==> Epoch 1798/2000
Train Loss 0.8310320377349854, Train Accuracy 93.37666320800781
==> Epoch 1799/2000
Train Loss 0.8307681679725647, Train Accuracy 93.37999725341797
==> Epoch 1800/2000
Train Loss 0.8305044174194336, Train Accuracy 93.37999725341797
==> Epoch 1801/2000
Train Loss 0.8302409052848816, Train Accuracy 93.37999725341797
==> Epoch 1802/2000
Train Loss 0.8299775719642639, Train Accuracy 93.38166809082031
==> Epoch 1803/2000
Train Loss 0.8297144174575806, Train Accuracy 93.38166809082031
==> Epoch 1804/2000
Train Loss 0.829451322555542, Train Accuracy 93.38333129882812
==> Epoch 1805/2000
Train Loss 0.8291885852813721, Train Accuracy 93.38333129882812
==> Epoch 1806/2000
Train Loss 0.8289259672164917, Train Accuracy 93.38500213623047
==> Epoch 1807/2000
Train Loss 0.8286635279655457, Train Accuracy 93.38833618164062
==> Epoch 1808/2000
Train Loss 0.8284011483192444, Train Accuracy 93.38666534423828
==> Epoch 1809/2000
Train Loss 0.8281390070915222, Train Accuracy 93.38999938964844
==> Epoch 1810/2000
Train Loss 0.8278771638870239, Train Accuracy 93.39167022705078
==> Epoch 1811/2000
Train Loss 0.8276153802871704, Train Accuracy 93.3933334350586
==> Epoch 1812/2000
Train Loss 0.8273537755012512, Train Accuracy 93.3949966430664
==> Epoch 1813/2000
Train Loss 0.8270923495292664, Train Accuracy 93.3949966430664
==> Epoch 1814/2000
Train Loss 0.8268312215805054, Train Accuracy 93.4000015258789
==> Epoch 1815/2000
Train Loss 0.8265700936317444, Train Accuracy 93.4000015258789
==> Epoch 1816/2000
Train Loss 0.8263092041015625, Train Accuracy 93.4000015258789
==> Epoch 1817/2000
Train Loss 0.8260485529899597, Train Accuracy 93.4000015258789
==> Epoch 1818/2000
Train Loss 0.8257879614830017, Train Accuracy 93.40166473388672
==> Epoch 1819/2000
Train Loss 0.8255277276039124, Train Accuracy 93.40499877929688
==> Epoch 1820/2000
Train Loss 0.825267493724823, Train Accuracy 93.40499877929688
==> Epoch 1821/2000
Train Loss 0.8250074982643127, Train Accuracy 93.40666961669922
==> Epoch 1822/2000
Train Loss 0.8247476816177368, Train Accuracy 93.41166687011719
==> Epoch 1823/2000
Train Loss 0.8244880437850952, Train Accuracy 93.413330078125
==> Epoch 1824/2000
Train Loss 0.8242285847663879, Train Accuracy 93.41500091552734
==> Epoch 1825/2000
Train Loss 0.8239693641662598, Train Accuracy 93.41666412353516
==> Epoch 1826/2000
Train Loss 0.8237102031707764, Train Accuracy 93.42166900634766
==> Epoch 1827/2000
Train Loss 0.8234512209892273, Train Accuracy 93.42666625976562
==> Epoch 1828/2000
Train Loss 0.8231924772262573, Train Accuracy 93.42666625976562
==> Epoch 1829/2000
Train Loss 0.8229339122772217, Train Accuracy 93.42500305175781
==> Epoch 1830/2000
Train Loss 0.8226754069328308, Train Accuracy 93.42666625976562
==> Epoch 1831/2000
Train Loss 0.8224171996116638, Train Accuracy 93.42666625976562
==> Epoch 1832/2000
Train Loss 0.8221591114997864, Train Accuracy 93.4316635131836
==> Epoch 1833/2000
Train Loss 0.8219012022018433, Train Accuracy 93.4366683959961
==> Epoch 1834/2000
Train Loss 0.8216435313224792, Train Accuracy 93.44000244140625
==> Epoch 1835/2000
Train Loss 0.82138592004776, Train Accuracy 93.44166564941406
==> Epoch 1836/2000
Train Loss 0.8211286067962646, Train Accuracy 93.44166564941406
==> Epoch 1837/2000
Train Loss 0.8208713531494141, Train Accuracy 93.44166564941406
==> Epoch 1838/2000
Train Loss 0.8206143379211426, Train Accuracy 93.4433364868164
==> Epoch 1839/2000
Train Loss 0.8203574419021606, Train Accuracy 93.44499969482422
==> Epoch 1840/2000
Train Loss 0.8201007843017578, Train Accuracy 93.44666290283203
==> Epoch 1841/2000
Train Loss 0.8198443055152893, Train Accuracy 93.44666290283203
==> Epoch 1842/2000
Train Loss 0.8195878863334656, Train Accuracy 93.44833374023438
==> Epoch 1843/2000
Train Loss 0.8193317651748657, Train Accuracy 93.44666290283203
==> Epoch 1844/2000
Train Loss 0.8190757632255554, Train Accuracy 93.44833374023438
==> Epoch 1845/2000
Train Loss 0.8188198804855347, Train Accuracy 93.44999694824219
==> Epoch 1846/2000
Train Loss 0.8185643553733826, Train Accuracy 93.45166778564453
==> Epoch 1847/2000
Train Loss 0.8183088302612305, Train Accuracy 93.4566650390625
==> Epoch 1848/2000
Train Loss 0.8180534839630127, Train Accuracy 93.45833587646484
==> Epoch 1849/2000
Train Loss 0.8177983164787292, Train Accuracy 93.45833587646484
==> Epoch 1850/2000
Train Loss 0.8175434470176697, Train Accuracy 93.45999908447266
==> Epoch 1851/2000
Train Loss 0.8172885775566101, Train Accuracy 93.46333312988281
==> Epoch 1852/2000
Train Loss 0.8170340061187744, Train Accuracy 93.46499633789062
==> Epoch 1853/2000
Train Loss 0.8167795538902283, Train Accuracy 93.46666717529297
==> Epoch 1854/2000
Train Loss 0.8165252804756165, Train Accuracy 93.46666717529297
==> Epoch 1855/2000
Train Loss 0.8162710666656494, Train Accuracy 93.46833038330078
==> Epoch 1856/2000
Train Loss 0.816017210483551, Train Accuracy 93.47000122070312
==> Epoch 1857/2000
Train Loss 0.8157634139060974, Train Accuracy 93.47000122070312
==> Epoch 1858/2000
Train Loss 0.8155098557472229, Train Accuracy 93.47166442871094
==> Epoch 1859/2000
Train Loss 0.8152563571929932, Train Accuracy 93.47666931152344
==> Epoch 1860/2000
Train Loss 0.8150031566619873, Train Accuracy 93.47666931152344
==> Epoch 1861/2000
Train Loss 0.814750075340271, Train Accuracy 93.47833251953125
==> Epoch 1862/2000
Train Loss 0.814497172832489, Train Accuracy 93.47833251953125
==> Epoch 1863/2000
Train Loss 0.8142443299293518, Train Accuracy 93.48332977294922
==> Epoch 1864/2000
Train Loss 0.8139918446540833, Train Accuracy 93.48666381835938
==> Epoch 1865/2000
Train Loss 0.8137394189834595, Train Accuracy 93.48666381835938
==> Epoch 1866/2000
Train Loss 0.8134871125221252, Train Accuracy 93.48999786376953
==> Epoch 1867/2000
Train Loss 0.8132349848747253, Train Accuracy 93.49333190917969
==> Epoch 1868/2000
Train Loss 0.8129831552505493, Train Accuracy 93.49666595458984
==> Epoch 1869/2000
Train Loss 0.8127314448356628, Train Accuracy 93.49666595458984
==> Epoch 1870/2000
Train Loss 0.8124798536300659, Train Accuracy 93.50166320800781
==> Epoch 1871/2000
Train Loss 0.8122284412384033, Train Accuracy 93.50499725341797
==> Epoch 1872/2000
Train Loss 0.811977207660675, Train Accuracy 93.50666809082031
==> Epoch 1873/2000
Train Loss 0.8117261528968811, Train Accuracy 93.50666809082031
==> Epoch 1874/2000
Train Loss 0.8114752173423767, Train Accuracy 93.51333618164062
==> Epoch 1875/2000
Train Loss 0.8112244606018066, Train Accuracy 93.5183334350586
==> Epoch 1876/2000
Train Loss 0.8109738826751709, Train Accuracy 93.52166748046875
==> Epoch 1877/2000
Train Loss 0.810723602771759, Train Accuracy 93.52166748046875
==> Epoch 1878/2000
Train Loss 0.8104733228683472, Train Accuracy 93.52666473388672
==> Epoch 1879/2000
Train Loss 0.8102232217788696, Train Accuracy 93.53166961669922
==> Epoch 1880/2000
Train Loss 0.8099733591079712, Train Accuracy 93.53500366210938
==> Epoch 1881/2000
Train Loss 0.8097236752510071, Train Accuracy 93.538330078125
==> Epoch 1882/2000
Train Loss 0.8094741106033325, Train Accuracy 93.54499816894531
==> Epoch 1883/2000
Train Loss 0.8092246055603027, Train Accuracy 93.54833221435547
==> Epoch 1884/2000
Train Loss 0.8089753985404968, Train Accuracy 93.55000305175781
==> Epoch 1885/2000
Train Loss 0.8087263703346252, Train Accuracy 93.55166625976562
==> Epoch 1886/2000
Train Loss 0.8084774613380432, Train Accuracy 93.55333709716797
==> Epoch 1887/2000
Train Loss 0.8082287311553955, Train Accuracy 93.55333709716797
==> Epoch 1888/2000
Train Loss 0.8079801201820374, Train Accuracy 93.55333709716797
==> Epoch 1889/2000
Train Loss 0.8077318072319031, Train Accuracy 93.55500030517578
==> Epoch 1890/2000
Train Loss 0.8074836134910583, Train Accuracy 93.55999755859375
==> Epoch 1891/2000
Train Loss 0.8072354793548584, Train Accuracy 93.55999755859375
==> Epoch 1892/2000
Train Loss 0.8069875836372375, Train Accuracy 93.5616683959961
==> Epoch 1893/2000
Train Loss 0.8067398071289062, Train Accuracy 93.5616683959961
==> Epoch 1894/2000
Train Loss 0.806492269039154, Train Accuracy 93.5633316040039
==> Epoch 1895/2000
Train Loss 0.8062448501586914, Train Accuracy 93.5683364868164
==> Epoch 1896/2000
Train Loss 0.8059975504875183, Train Accuracy 93.57166290283203
==> Epoch 1897/2000
Train Loss 0.8057504892349243, Train Accuracy 93.57333374023438
==> Epoch 1898/2000
Train Loss 0.8055035471916199, Train Accuracy 93.57499694824219
==> Epoch 1899/2000
Train Loss 0.8052567839622498, Train Accuracy 93.57333374023438
==> Epoch 1900/2000
Train Loss 0.805010199546814, Train Accuracy 93.57666778564453
==> Epoch 1901/2000
Train Loss 0.8047637939453125, Train Accuracy 93.57833099365234
==> Epoch 1902/2000
Train Loss 0.8045175671577454, Train Accuracy 93.57833099365234
==> Epoch 1903/2000
Train Loss 0.804271399974823, Train Accuracy 93.58000183105469
==> Epoch 1904/2000
Train Loss 0.8040255308151245, Train Accuracy 93.5816650390625
==> Epoch 1905/2000
Train Loss 0.8037797808647156, Train Accuracy 93.58333587646484
==> Epoch 1906/2000
Train Loss 0.8035341501235962, Train Accuracy 93.58999633789062
==> Epoch 1907/2000
Train Loss 0.8032886385917664, Train Accuracy 93.59166717529297
==> Epoch 1908/2000
Train Loss 0.8030434250831604, Train Accuracy 93.58999633789062
==> Epoch 1909/2000
Train Loss 0.8027982711791992, Train Accuracy 93.58999633789062
==> Epoch 1910/2000
Train Loss 0.8025533556938171, Train Accuracy 93.59500122070312
==> Epoch 1911/2000
Train Loss 0.8023085594177246, Train Accuracy 93.5999984741211
==> Epoch 1912/2000
Train Loss 0.8020639419555664, Train Accuracy 93.5999984741211
==> Epoch 1913/2000
Train Loss 0.8018194437026978, Train Accuracy 93.60166931152344
==> Epoch 1914/2000
Train Loss 0.801575243473053, Train Accuracy 93.6050033569336
==> Epoch 1915/2000
Train Loss 0.8013309836387634, Train Accuracy 93.6050033569336
==> Epoch 1916/2000
Train Loss 0.801086962223053, Train Accuracy 93.6050033569336
==> Epoch 1917/2000
Train Loss 0.8008431792259216, Train Accuracy 93.6050033569336
==> Epoch 1918/2000
Train Loss 0.8005995154380798, Train Accuracy 93.60832977294922
==> Epoch 1919/2000
Train Loss 0.8003559708595276, Train Accuracy 93.61000061035156
==> Epoch 1920/2000
Train Loss 0.8001126646995544, Train Accuracy 93.61000061035156
==> Epoch 1921/2000
Train Loss 0.7998695373535156, Train Accuracy 93.61000061035156
==> Epoch 1922/2000
Train Loss 0.7996265292167664, Train Accuracy 93.61000061035156
==> Epoch 1923/2000
Train Loss 0.7993836998939514, Train Accuracy 93.61166381835938
==> Epoch 1924/2000
Train Loss 0.7991409301757812, Train Accuracy 93.61499786376953
==> Epoch 1925/2000
Train Loss 0.7988983988761902, Train Accuracy 93.61666870117188
==> Epoch 1926/2000
Train Loss 0.7986561059951782, Train Accuracy 93.61833190917969
==> Epoch 1927/2000
Train Loss 0.798413872718811, Train Accuracy 93.62166595458984
==> Epoch 1928/2000
Train Loss 0.7981718182563782, Train Accuracy 93.625
==> Epoch 1929/2000
Train Loss 0.7979298830032349, Train Accuracy 93.62833404541016
==> Epoch 1930/2000
Train Loss 0.7976882457733154, Train Accuracy 93.62833404541016
==> Epoch 1931/2000
Train Loss 0.797446608543396, Train Accuracy 93.62833404541016
==> Epoch 1932/2000
Train Loss 0.7972052097320557, Train Accuracy 93.62833404541016
==> Epoch 1933/2000
Train Loss 0.7969639301300049, Train Accuracy 93.62833404541016
==> Epoch 1934/2000
Train Loss 0.7967228293418884, Train Accuracy 93.62833404541016
==> Epoch 1935/2000
Train Loss 0.7964819073677063, Train Accuracy 93.62999725341797
==> Epoch 1936/2000
Train Loss 0.7962412238121033, Train Accuracy 93.63500213623047
==> Epoch 1937/2000
Train Loss 0.7960004806518555, Train Accuracy 93.64167022705078
==> Epoch 1938/2000
Train Loss 0.7957600951194763, Train Accuracy 93.6433334350586
==> Epoch 1939/2000
Train Loss 0.7955198287963867, Train Accuracy 93.6449966430664
==> Epoch 1940/2000
Train Loss 0.7952796220779419, Train Accuracy 93.64666748046875
==> Epoch 1941/2000
Train Loss 0.795039713382721, Train Accuracy 93.64833068847656
==> Epoch 1942/2000
Train Loss 0.7947999238967896, Train Accuracy 93.64833068847656
==> Epoch 1943/2000
Train Loss 0.7945601940155029, Train Accuracy 93.65499877929688
==> Epoch 1944/2000
Train Loss 0.7943206429481506, Train Accuracy 93.65499877929688
==> Epoch 1945/2000
Train Loss 0.7940813302993774, Train Accuracy 93.65666961669922
==> Epoch 1946/2000
Train Loss 0.7938421368598938, Train Accuracy 93.65833282470703
==> Epoch 1947/2000
Train Loss 0.7936030626296997, Train Accuracy 93.66000366210938
==> Epoch 1948/2000
Train Loss 0.7933641672134399, Train Accuracy 93.66000366210938
==> Epoch 1949/2000
Train Loss 0.7931254506111145, Train Accuracy 93.66000366210938
==> Epoch 1950/2000
Train Loss 0.7928869128227234, Train Accuracy 93.66000366210938
==> Epoch 1951/2000
Train Loss 0.7926485538482666, Train Accuracy 93.66000366210938
==> Epoch 1952/2000
Train Loss 0.7924102544784546, Train Accuracy 93.66166687011719
==> Epoch 1953/2000
Train Loss 0.7921722531318665, Train Accuracy 93.663330078125
==> Epoch 1954/2000
Train Loss 0.7919342517852783, Train Accuracy 93.663330078125
==> Epoch 1955/2000
Train Loss 0.7916964292526245, Train Accuracy 93.6683349609375
==> Epoch 1956/2000
Train Loss 0.7914589047431946, Train Accuracy 93.67166900634766
==> Epoch 1957/2000
Train Loss 0.7912213802337646, Train Accuracy 93.67500305175781
==> Epoch 1958/2000
Train Loss 0.790984034538269, Train Accuracy 93.67500305175781
==> Epoch 1959/2000
Train Loss 0.7907469272613525, Train Accuracy 93.67500305175781
==> Epoch 1960/2000
Train Loss 0.7905099391937256, Train Accuracy 93.67666625976562
==> Epoch 1961/2000
Train Loss 0.7902730703353882, Train Accuracy 93.68000030517578
==> Epoch 1962/2000
Train Loss 0.7900363802909851, Train Accuracy 93.6816635131836
==> Epoch 1963/2000
Train Loss 0.7897998690605164, Train Accuracy 93.6816635131836
==> Epoch 1964/2000
Train Loss 0.7895634770393372, Train Accuracy 93.68499755859375
==> Epoch 1965/2000
Train Loss 0.7893273234367371, Train Accuracy 93.69000244140625
==> Epoch 1966/2000
Train Loss 0.7890912890434265, Train Accuracy 93.69166564941406
==> Epoch 1967/2000
Train Loss 0.7888553142547607, Train Accuracy 93.69666290283203
==> Epoch 1968/2000
Train Loss 0.7886195182800293, Train Accuracy 93.70166778564453
==> Epoch 1969/2000
Train Loss 0.788383960723877, Train Accuracy 93.70500183105469
==> Epoch 1970/2000
Train Loss 0.7881484031677246, Train Accuracy 93.7066650390625
==> Epoch 1971/2000
Train Loss 0.7879132628440857, Train Accuracy 93.70833587646484
==> Epoch 1972/2000
Train Loss 0.787678062915802, Train Accuracy 93.711669921875
==> Epoch 1973/2000
Train Loss 0.7874431014060974, Train Accuracy 93.711669921875
==> Epoch 1974/2000
Train Loss 0.7872081995010376, Train Accuracy 93.71333312988281
==> Epoch 1975/2000
Train Loss 0.7869736552238464, Train Accuracy 93.71666717529297
==> Epoch 1976/2000
Train Loss 0.7867391109466553, Train Accuracy 93.71666717529297
==> Epoch 1977/2000
Train Loss 0.7865046858787537, Train Accuracy 93.71833038330078
==> Epoch 1978/2000
Train Loss 0.7862704992294312, Train Accuracy 93.72166442871094
==> Epoch 1979/2000
Train Loss 0.7860364317893982, Train Accuracy 93.72333526611328
==> Epoch 1980/2000
Train Loss 0.7858025431632996, Train Accuracy 93.7249984741211
==> Epoch 1981/2000
Train Loss 0.7855687141418457, Train Accuracy 93.72666931152344
==> Epoch 1982/2000
Train Loss 0.7853352427482605, Train Accuracy 93.7300033569336
==> Epoch 1983/2000
Train Loss 0.7851017117500305, Train Accuracy 93.7300033569336
==> Epoch 1984/2000
Train Loss 0.7848684191703796, Train Accuracy 93.7300033569336
==> Epoch 1985/2000
Train Loss 0.7846353054046631, Train Accuracy 93.7316665649414
==> Epoch 1986/2000
Train Loss 0.7844023108482361, Train Accuracy 93.73500061035156
==> Epoch 1987/2000
Train Loss 0.7841694355010986, Train Accuracy 93.73500061035156
==> Epoch 1988/2000
Train Loss 0.7839367389678955, Train Accuracy 93.73999786376953
==> Epoch 1989/2000
Train Loss 0.7837042212486267, Train Accuracy 93.74166870117188
==> Epoch 1990/2000
Train Loss 0.7834718227386475, Train Accuracy 93.74500274658203
==> Epoch 1991/2000
Train Loss 0.7832395434379578, Train Accuracy 93.74833679199219
==> Epoch 1992/2000
Train Loss 0.7830075025558472, Train Accuracy 93.75333404541016
==> Epoch 1993/2000
Train Loss 0.7827755808830261, Train Accuracy 93.75166320800781
==> Epoch 1994/2000
Train Loss 0.7825437784194946, Train Accuracy 93.75499725341797
==> Epoch 1995/2000
Train Loss 0.7823121547698975, Train Accuracy 93.75499725341797
==> Epoch 1996/2000
Train Loss 0.7820805907249451, Train Accuracy 93.75666809082031
==> Epoch 1997/2000
Train Loss 0.7818493247032166, Train Accuracy 93.75833129882812
==> Epoch 1998/2000
Train Loss 0.7816181182861328, Train Accuracy 93.76166534423828
==> Epoch 1999/2000
Train Loss 0.7813870906829834, Train Accuracy 93.76499938964844
==> Epoch 2000/2000
Train Loss 0.7811563014984131, Train Accuracy 93.76333618164062
Finished. Total elapsed time (h:m:s): 4:47:57
