Namespace(dataset='mnist', workers=4, model='mlp_bn', batch_size=60000, n_samples=None, alpha=1, lr=0.01, start_epoch=0, max_epoch=2000, stepsize=0, gamma=0.0, momentum=0.8, trial_num=mu_08, save_dir='/home/zhangxj/workspace/HBF/results', eval_freq=1, print_freq=50, gpu='0', use_cpu=False, seed=1, confusion_matrix=False)
Currently using GPU: 0
Using GPU: NVIDIA A100 80GB PCIe MIG 4g.40gb
Creating dataset: mnist
Creating model: mlp_bn
momentum: 0.8, lr: 0.01, alpha: 1
lr_euler: 0.001, factor: 10
==> Epoch 1/2000
Train Loss 12.328228950500488, Train Accuracy 8.411666870117188
==> Epoch 2/2000
Train Loss 11.752017974853516, Train Accuracy 13.478333473205566
==> Epoch 3/2000
Train Loss 11.226859092712402, Train Accuracy 19.858333587646484
==> Epoch 4/2000
Train Loss 10.751094818115234, Train Accuracy 25.60333251953125
==> Epoch 5/2000
Train Loss 10.321619033813477, Train Accuracy 30.81333351135254
==> Epoch 6/2000
Train Loss 9.934463500976562, Train Accuracy 35.48833465576172
==> Epoch 7/2000
Train Loss 9.585280418395996, Train Accuracy 39.18333435058594
==> Epoch 8/2000
Train Loss 9.269716262817383, Train Accuracy 42.198333740234375
==> Epoch 9/2000
Train Loss 8.983654975891113, Train Accuracy 44.913333892822266
==> Epoch 10/2000
Train Loss 8.723347663879395, Train Accuracy 47.223331451416016
==> Epoch 11/2000
Train Loss 8.485477447509766, Train Accuracy 49.25166702270508
==> Epoch 12/2000
Train Loss 8.26716136932373, Train Accuracy 51.11666488647461
==> Epoch 13/2000
Train Loss 8.065917015075684, Train Accuracy 52.88999938964844
==> Epoch 14/2000
Train Loss 7.879627227783203, Train Accuracy 54.586666107177734
==> Epoch 15/2000
Train Loss 7.706494331359863, Train Accuracy 56.073333740234375
==> Epoch 16/2000
Train Loss 7.544985294342041, Train Accuracy 57.400001525878906
==> Epoch 17/2000
Train Loss 7.393800735473633, Train Accuracy 58.61166763305664
==> Epoch 18/2000
Train Loss 7.251830577850342, Train Accuracy 59.8316650390625
==> Epoch 19/2000
Train Loss 7.118124961853027, Train Accuracy 60.92333221435547
==> Epoch 20/2000
Train Loss 6.991868495941162, Train Accuracy 62.01333236694336
==> Epoch 21/2000
Train Loss 6.872358322143555, Train Accuracy 62.939998626708984
==> Epoch 22/2000
Train Loss 6.758983612060547, Train Accuracy 63.8650016784668
==> Epoch 23/2000
Train Loss 6.6512131690979, Train Accuracy 64.7066650390625
==> Epoch 24/2000
Train Loss 6.548580646514893, Train Accuracy 65.5
==> Epoch 25/2000
Train Loss 6.450676441192627, Train Accuracy 66.27166748046875
==> Epoch 26/2000
Train Loss 6.3571367263793945, Train Accuracy 67.03500366210938
==> Epoch 27/2000
Train Loss 6.267641067504883, Train Accuracy 67.6449966430664
==> Epoch 28/2000
Train Loss 6.181900501251221, Train Accuracy 68.31999969482422
==> Epoch 29/2000
Train Loss 6.099656105041504, Train Accuracy 68.90833282470703
==> Epoch 30/2000
Train Loss 6.0206756591796875, Train Accuracy 69.51667022705078
==> Epoch 31/2000
Train Loss 5.944748878479004, Train Accuracy 70.0999984741211
==> Epoch 32/2000
Train Loss 5.8716864585876465, Train Accuracy 70.61833190917969
==> Epoch 33/2000
Train Loss 5.801311016082764, Train Accuracy 71.09166717529297
==> Epoch 34/2000
Train Loss 5.733466625213623, Train Accuracy 71.48666381835938
==> Epoch 35/2000
Train Loss 5.668006420135498, Train Accuracy 71.9383316040039
==> Epoch 36/2000
Train Loss 5.60479736328125, Train Accuracy 72.37000274658203
==> Epoch 37/2000
Train Loss 5.54371452331543, Train Accuracy 72.78333282470703
==> Epoch 38/2000
Train Loss 5.484645366668701, Train Accuracy 73.1066665649414
==> Epoch 39/2000
Train Loss 5.427484035491943, Train Accuracy 73.48833465576172
==> Epoch 40/2000
Train Loss 5.372132301330566, Train Accuracy 73.82833099365234
==> Epoch 41/2000
Train Loss 5.318498611450195, Train Accuracy 74.16000366210938
==> Epoch 42/2000
Train Loss 5.2664995193481445, Train Accuracy 74.50499725341797
==> Epoch 43/2000
Train Loss 5.216055393218994, Train Accuracy 74.84500122070312
==> Epoch 44/2000
Train Loss 5.167092800140381, Train Accuracy 75.12833404541016
==> Epoch 45/2000
Train Loss 5.119542121887207, Train Accuracy 75.37833404541016
==> Epoch 46/2000
Train Loss 5.073338031768799, Train Accuracy 75.62999725341797
==> Epoch 47/2000
Train Loss 5.028421401977539, Train Accuracy 75.90333557128906
==> Epoch 48/2000
Train Loss 4.984733581542969, Train Accuracy 76.13999938964844
==> Epoch 49/2000
Train Loss 4.94222354888916, Train Accuracy 76.37999725341797
==> Epoch 50/2000
Train Loss 4.900837421417236, Train Accuracy 76.625
==> Epoch 51/2000
Train Loss 4.860530376434326, Train Accuracy 76.84666442871094
==> Epoch 52/2000
Train Loss 4.821256160736084, Train Accuracy 77.06999969482422
==> Epoch 53/2000
Train Loss 4.782973289489746, Train Accuracy 77.2683334350586
==> Epoch 54/2000
Train Loss 4.745641231536865, Train Accuracy 77.51000213623047
==> Epoch 55/2000
Train Loss 4.709222316741943, Train Accuracy 77.73666381835938
==> Epoch 56/2000
Train Loss 4.673680782318115, Train Accuracy 77.90333557128906
==> Epoch 57/2000
Train Loss 4.638982772827148, Train Accuracy 78.09166717529297
==> Epoch 58/2000
Train Loss 4.605096340179443, Train Accuracy 78.24333190917969
==> Epoch 59/2000
Train Loss 4.571990966796875, Train Accuracy 78.42166900634766
==> Epoch 60/2000
Train Loss 4.539637088775635, Train Accuracy 78.60166931152344
==> Epoch 61/2000
Train Loss 4.5080084800720215, Train Accuracy 78.7683334350586
==> Epoch 62/2000
Train Loss 4.477077960968018, Train Accuracy 78.9366683959961
==> Epoch 63/2000
Train Loss 4.4468207359313965, Train Accuracy 79.09666442871094
==> Epoch 64/2000
Train Loss 4.417214393615723, Train Accuracy 79.25
==> Epoch 65/2000
Train Loss 4.388234615325928, Train Accuracy 79.42666625976562
==> Epoch 66/2000
Train Loss 4.359861373901367, Train Accuracy 79.58000183105469
==> Epoch 67/2000
Train Loss 4.33207368850708, Train Accuracy 79.71833038330078
==> Epoch 68/2000
Train Loss 4.304851531982422, Train Accuracy 79.86000061035156
==> Epoch 69/2000
Train Loss 4.278177261352539, Train Accuracy 79.98332977294922
==> Epoch 70/2000
Train Loss 4.252032279968262, Train Accuracy 80.09166717529297
==> Epoch 71/2000
Train Loss 4.226399898529053, Train Accuracy 80.25499725341797
==> Epoch 72/2000
Train Loss 4.201264381408691, Train Accuracy 80.36833190917969
==> Epoch 73/2000
Train Loss 4.176609039306641, Train Accuracy 80.49500274658203
==> Epoch 74/2000
Train Loss 4.152419090270996, Train Accuracy 80.61666870117188
==> Epoch 75/2000
Train Loss 4.128681659698486, Train Accuracy 80.71833038330078
==> Epoch 76/2000
Train Loss 4.105381965637207, Train Accuracy 80.84500122070312
==> Epoch 77/2000
Train Loss 4.082507133483887, Train Accuracy 80.96333312988281
==> Epoch 78/2000
Train Loss 4.060043811798096, Train Accuracy 81.06999969482422
==> Epoch 79/2000
Train Loss 4.037981033325195, Train Accuracy 81.1933364868164
==> Epoch 80/2000
Train Loss 4.0163068771362305, Train Accuracy 81.288330078125
==> Epoch 81/2000
Train Loss 3.9950106143951416, Train Accuracy 81.40333557128906
==> Epoch 82/2000
Train Loss 3.9740805625915527, Train Accuracy 81.49666595458984
==> Epoch 83/2000
Train Loss 3.9535071849823, Train Accuracy 81.59333038330078
==> Epoch 84/2000
Train Loss 3.9332804679870605, Train Accuracy 81.69499969482422
==> Epoch 85/2000
Train Loss 3.913390874862671, Train Accuracy 81.80333709716797
==> Epoch 86/2000
Train Loss 3.893828868865967, Train Accuracy 81.8949966430664
==> Epoch 87/2000
Train Loss 3.874586582183838, Train Accuracy 81.97666931152344
==> Epoch 88/2000
Train Loss 3.855654716491699, Train Accuracy 82.03666687011719
==> Epoch 89/2000
Train Loss 3.8370254039764404, Train Accuracy 82.11833190917969
==> Epoch 90/2000
Train Loss 3.818690776824951, Train Accuracy 82.19166564941406
==> Epoch 91/2000
Train Loss 3.800642967224121, Train Accuracy 82.27833557128906
==> Epoch 92/2000
Train Loss 3.7828750610351562, Train Accuracy 82.38333129882812
==> Epoch 93/2000
Train Loss 3.7653799057006836, Train Accuracy 82.46666717529297
==> Epoch 94/2000
Train Loss 3.74815034866333, Train Accuracy 82.5433349609375
==> Epoch 95/2000
Train Loss 3.731180191040039, Train Accuracy 82.61000061035156
==> Epoch 96/2000
Train Loss 3.7144622802734375, Train Accuracy 82.69000244140625
==> Epoch 97/2000
Train Loss 3.6979916095733643, Train Accuracy 82.75833129882812
==> Epoch 98/2000
Train Loss 3.6817617416381836, Train Accuracy 82.82333374023438
==> Epoch 99/2000
Train Loss 3.665766477584839, Train Accuracy 82.88833618164062
==> Epoch 100/2000
Train Loss 3.65000057220459, Train Accuracy 82.95166778564453
==> Epoch 101/2000
Train Loss 3.6344590187072754, Train Accuracy 83.02833557128906
==> Epoch 102/2000
Train Loss 3.619136333465576, Train Accuracy 83.12833404541016
==> Epoch 103/2000
Train Loss 3.604027032852173, Train Accuracy 83.18333435058594
==> Epoch 104/2000
Train Loss 3.5891270637512207, Train Accuracy 83.24166870117188
==> Epoch 105/2000
Train Loss 3.5744309425354004, Train Accuracy 83.29666900634766
==> Epoch 106/2000
Train Loss 3.559934139251709, Train Accuracy 83.34833526611328
==> Epoch 107/2000
Train Loss 3.545633316040039, Train Accuracy 83.41000366210938
==> Epoch 108/2000
Train Loss 3.531522750854492, Train Accuracy 83.4433364868164
==> Epoch 109/2000
Train Loss 3.517599105834961, Train Accuracy 83.53666687011719
==> Epoch 110/2000
Train Loss 3.5038576126098633, Train Accuracy 83.61000061035156
==> Epoch 111/2000
Train Loss 3.490294933319092, Train Accuracy 83.67500305175781
==> Epoch 112/2000
Train Loss 3.476907730102539, Train Accuracy 83.74166870117188
==> Epoch 113/2000
Train Loss 3.463691234588623, Train Accuracy 83.7933349609375
==> Epoch 114/2000
Train Loss 3.4506421089172363, Train Accuracy 83.83999633789062
==> Epoch 115/2000
Train Loss 3.4377572536468506, Train Accuracy 83.89167022705078
==> Epoch 116/2000
Train Loss 3.4250330924987793, Train Accuracy 83.92666625976562
==> Epoch 117/2000
Train Loss 3.412466049194336, Train Accuracy 83.97833251953125
==> Epoch 118/2000
Train Loss 3.4000539779663086, Train Accuracy 84.03166961669922
==> Epoch 119/2000
Train Loss 3.3877923488616943, Train Accuracy 84.08000183105469
==> Epoch 120/2000
Train Loss 3.3756790161132812, Train Accuracy 84.15166473388672
==> Epoch 121/2000
Train Loss 3.363710880279541, Train Accuracy 84.20999908447266
==> Epoch 122/2000
Train Loss 3.3518848419189453, Train Accuracy 84.26166534423828
==> Epoch 123/2000
Train Loss 3.3401987552642822, Train Accuracy 84.30833435058594
==> Epoch 124/2000
Train Loss 3.3286490440368652, Train Accuracy 84.375
==> Epoch 125/2000
Train Loss 3.317233085632324, Train Accuracy 84.42500305175781
==> Epoch 126/2000
Train Loss 3.3059496879577637, Train Accuracy 84.47833251953125
==> Epoch 127/2000
Train Loss 3.294794797897339, Train Accuracy 84.52666473388672
==> Epoch 128/2000
Train Loss 3.283766508102417, Train Accuracy 84.55500030517578
==> Epoch 129/2000
Train Loss 3.272862672805786, Train Accuracy 84.59500122070312
==> Epoch 130/2000
Train Loss 3.2620809078216553, Train Accuracy 84.6500015258789
==> Epoch 131/2000
Train Loss 3.2514185905456543, Train Accuracy 84.6883316040039
==> Epoch 132/2000
Train Loss 3.2408742904663086, Train Accuracy 84.73999786376953
==> Epoch 133/2000
Train Loss 3.230445146560669, Train Accuracy 84.788330078125
==> Epoch 134/2000
Train Loss 3.2201290130615234, Train Accuracy 84.82166290283203
==> Epoch 135/2000
Train Loss 3.2099244594573975, Train Accuracy 84.8550033569336
==> Epoch 136/2000
Train Loss 3.1998291015625, Train Accuracy 84.89833068847656
==> Epoch 137/2000
Train Loss 3.1898415088653564, Train Accuracy 84.9366683959961
==> Epoch 138/2000
Train Loss 3.1799590587615967, Train Accuracy 84.97333526611328
==> Epoch 139/2000
Train Loss 3.170180320739746, Train Accuracy 84.99666595458984
==> Epoch 140/2000
Train Loss 3.160503387451172, Train Accuracy 85.0199966430664
==> Epoch 141/2000
Train Loss 3.1509270668029785, Train Accuracy 85.0633316040039
==> Epoch 142/2000
Train Loss 3.141448497772217, Train Accuracy 85.10832977294922
==> Epoch 143/2000
Train Loss 3.1320669651031494, Train Accuracy 85.1449966430664
==> Epoch 144/2000
Train Loss 3.1227807998657227, Train Accuracy 85.16500091552734
==> Epoch 145/2000
Train Loss 3.1135878562927246, Train Accuracy 85.21333312988281
==> Epoch 146/2000
Train Loss 3.1044869422912598, Train Accuracy 85.26000213623047
==> Epoch 147/2000
Train Loss 3.0954763889312744, Train Accuracy 85.30166625976562
==> Epoch 148/2000
Train Loss 3.086554765701294, Train Accuracy 85.33833312988281
==> Epoch 149/2000
Train Loss 3.077721118927002, Train Accuracy 85.38666534423828
==> Epoch 150/2000
Train Loss 3.068972587585449, Train Accuracy 85.4183349609375
==> Epoch 151/2000
Train Loss 3.060309886932373, Train Accuracy 85.44999694824219
==> Epoch 152/2000
Train Loss 3.051729679107666, Train Accuracy 85.48833465576172
==> Epoch 153/2000
Train Loss 3.043231725692749, Train Accuracy 85.52833557128906
==> Epoch 154/2000
Train Loss 3.0348153114318848, Train Accuracy 85.57166290283203
==> Epoch 155/2000
Train Loss 3.026477098464966, Train Accuracy 85.6050033569336
==> Epoch 156/2000
Train Loss 3.0182180404663086, Train Accuracy 85.64167022705078
==> Epoch 157/2000
Train Loss 3.010035514831543, Train Accuracy 85.66000366210938
==> Epoch 158/2000
Train Loss 3.0019288063049316, Train Accuracy 85.6866683959961
==> Epoch 159/2000
Train Loss 2.993896961212158, Train Accuracy 85.72833251953125
==> Epoch 160/2000
Train Loss 2.98593807220459, Train Accuracy 85.75333404541016
==> Epoch 161/2000
Train Loss 2.9780521392822266, Train Accuracy 85.79166412353516
==> Epoch 162/2000
Train Loss 2.9702377319335938, Train Accuracy 85.82666778564453
==> Epoch 163/2000
Train Loss 2.9624927043914795, Train Accuracy 85.86166381835938
==> Epoch 164/2000
Train Loss 2.954817771911621, Train Accuracy 85.8933334350586
==> Epoch 165/2000
Train Loss 2.9472107887268066, Train Accuracy 85.92166900634766
==> Epoch 166/2000
Train Loss 2.9396705627441406, Train Accuracy 85.95833587646484
==> Epoch 167/2000
Train Loss 2.932196617126465, Train Accuracy 86.0
==> Epoch 168/2000
Train Loss 2.924788236618042, Train Accuracy 86.0250015258789
==> Epoch 169/2000
Train Loss 2.9174442291259766, Train Accuracy 86.06999969482422
==> Epoch 170/2000
Train Loss 2.910162925720215, Train Accuracy 86.08000183105469
==> Epoch 171/2000
Train Loss 2.902944564819336, Train Accuracy 86.09666442871094
==> Epoch 172/2000
Train Loss 2.8957877159118652, Train Accuracy 86.12666320800781
==> Epoch 173/2000
Train Loss 2.8886914253234863, Train Accuracy 86.14666748046875
==> Epoch 174/2000
Train Loss 2.881654739379883, Train Accuracy 86.18000030517578
==> Epoch 175/2000
Train Loss 2.8746776580810547, Train Accuracy 86.21833038330078
==> Epoch 176/2000
Train Loss 2.8677585124969482, Train Accuracy 86.25166320800781
==> Epoch 177/2000
Train Loss 2.860896587371826, Train Accuracy 86.27166748046875
==> Epoch 178/2000
Train Loss 2.854091167449951, Train Accuracy 86.29499816894531
==> Epoch 179/2000
Train Loss 2.847342014312744, Train Accuracy 86.3183364868164
==> Epoch 180/2000
Train Loss 2.8406474590301514, Train Accuracy 86.3566665649414
==> Epoch 181/2000
Train Loss 2.834007501602173, Train Accuracy 86.38500213623047
==> Epoch 182/2000
Train Loss 2.827421188354492, Train Accuracy 86.41166687011719
==> Epoch 183/2000
Train Loss 2.8208870887756348, Train Accuracy 86.4383316040039
==> Epoch 184/2000
Train Loss 2.8144054412841797, Train Accuracy 86.46499633789062
==> Epoch 185/2000
Train Loss 2.8079750537872314, Train Accuracy 86.49166870117188
==> Epoch 186/2000
Train Loss 2.80159592628479, Train Accuracy 86.52999877929688
==> Epoch 187/2000
Train Loss 2.79526686668396, Train Accuracy 86.5566635131836
==> Epoch 188/2000
Train Loss 2.788986921310425, Train Accuracy 86.58000183105469
==> Epoch 189/2000
Train Loss 2.7827558517456055, Train Accuracy 86.59833526611328
==> Epoch 190/2000
Train Loss 2.7765731811523438, Train Accuracy 86.62999725341797
==> Epoch 191/2000
Train Loss 2.7704379558563232, Train Accuracy 86.6433334350586
==> Epoch 192/2000
Train Loss 2.7643494606018066, Train Accuracy 86.67500305175781
==> Epoch 193/2000
Train Loss 2.758307695388794, Train Accuracy 86.69833374023438
==> Epoch 194/2000
Train Loss 2.7523112297058105, Train Accuracy 86.7316665649414
==> Epoch 195/2000
Train Loss 2.7463603019714355, Train Accuracy 86.75333404541016
==> Epoch 196/2000
Train Loss 2.7404537200927734, Train Accuracy 86.7699966430664
==> Epoch 197/2000
Train Loss 2.734591007232666, Train Accuracy 86.80000305175781
==> Epoch 198/2000
Train Loss 2.7287726402282715, Train Accuracy 86.82833099365234
==> Epoch 199/2000
Train Loss 2.722996473312378, Train Accuracy 86.86000061035156
==> Epoch 200/2000
Train Loss 2.7172632217407227, Train Accuracy 86.875
==> Epoch 201/2000
Train Loss 2.711571455001831, Train Accuracy 86.89167022705078
==> Epoch 202/2000
Train Loss 2.705921173095703, Train Accuracy 86.90333557128906
==> Epoch 203/2000
Train Loss 2.7003118991851807, Train Accuracy 86.92833709716797
==> Epoch 204/2000
Train Loss 2.6947429180145264, Train Accuracy 86.9566650390625
==> Epoch 205/2000
Train Loss 2.689213991165161, Train Accuracy 86.9749984741211
==> Epoch 206/2000
Train Loss 2.6837241649627686, Train Accuracy 86.99833679199219
==> Epoch 207/2000
Train Loss 2.6782736778259277, Train Accuracy 87.02166748046875
==> Epoch 208/2000
Train Loss 2.6728618144989014, Train Accuracy 87.04833221435547
==> Epoch 209/2000
Train Loss 2.667487621307373, Train Accuracy 87.0683364868164
==> Epoch 210/2000
Train Loss 2.6621510982513428, Train Accuracy 87.09833526611328
==> Epoch 211/2000
Train Loss 2.6568520069122314, Train Accuracy 87.12333679199219
==> Epoch 212/2000
Train Loss 2.6515891551971436, Train Accuracy 87.13500213623047
==> Epoch 213/2000
Train Loss 2.6463630199432373, Train Accuracy 87.14833068847656
==> Epoch 214/2000
Train Loss 2.641172409057617, Train Accuracy 87.18333435058594
==> Epoch 215/2000
Train Loss 2.6360175609588623, Train Accuracy 87.19833374023438
==> Epoch 216/2000
Train Loss 2.6308975219726562, Train Accuracy 87.21666717529297
==> Epoch 217/2000
Train Loss 2.625812292098999, Train Accuracy 87.24333190917969
==> Epoch 218/2000
Train Loss 2.6207613945007324, Train Accuracy 87.26667022705078
==> Epoch 219/2000
Train Loss 2.615744113922119, Train Accuracy 87.288330078125
==> Epoch 220/2000
Train Loss 2.61076021194458, Train Accuracy 87.30000305175781
==> Epoch 221/2000
Train Loss 2.6058099269866943, Train Accuracy 87.3183364868164
==> Epoch 222/2000
Train Loss 2.6008920669555664, Train Accuracy 87.34666442871094
==> Epoch 223/2000
Train Loss 2.596006393432617, Train Accuracy 87.36833190917969
==> Epoch 224/2000
Train Loss 2.591153144836426, Train Accuracy 87.38500213623047
==> Epoch 225/2000
Train Loss 2.586331367492676, Train Accuracy 87.39167022705078
==> Epoch 226/2000
Train Loss 2.581541061401367, Train Accuracy 87.40666961669922
==> Epoch 227/2000
Train Loss 2.5767815113067627, Train Accuracy 87.42166900634766
==> Epoch 228/2000
Train Loss 2.572052478790283, Train Accuracy 87.44499969482422
==> Epoch 229/2000
Train Loss 2.567354202270508, Train Accuracy 87.47666931152344
==> Epoch 230/2000
Train Loss 2.562685489654541, Train Accuracy 87.47833251953125
==> Epoch 231/2000
Train Loss 2.558046579360962, Train Accuracy 87.48666381835938
==> Epoch 232/2000
Train Loss 2.553436756134033, Train Accuracy 87.50333404541016
==> Epoch 233/2000
Train Loss 2.548856258392334, Train Accuracy 87.52166748046875
==> Epoch 234/2000
Train Loss 2.544304370880127, Train Accuracy 87.53500366210938
==> Epoch 235/2000
Train Loss 2.539781093597412, Train Accuracy 87.55333709716797
==> Epoch 236/2000
Train Loss 2.535285472869873, Train Accuracy 87.56500244140625
==> Epoch 237/2000
Train Loss 2.530817985534668, Train Accuracy 87.57166290283203
==> Epoch 238/2000
Train Loss 2.5263776779174805, Train Accuracy 87.59333038330078
==> Epoch 239/2000
Train Loss 2.5219650268554688, Train Accuracy 87.61333465576172
==> Epoch 240/2000
Train Loss 2.5175790786743164, Train Accuracy 87.62666320800781
==> Epoch 241/2000
Train Loss 2.5132198333740234, Train Accuracy 87.6449966430664
==> Epoch 242/2000
Train Loss 2.5088868141174316, Train Accuracy 87.66500091552734
==> Epoch 243/2000
Train Loss 2.50458025932312, Train Accuracy 87.69000244140625
==> Epoch 244/2000
Train Loss 2.5002992153167725, Train Accuracy 87.7066650390625
==> Epoch 245/2000
Train Loss 2.4960436820983887, Train Accuracy 87.7316665649414
==> Epoch 246/2000
Train Loss 2.4918136596679688, Train Accuracy 87.75
==> Epoch 247/2000
Train Loss 2.4876091480255127, Train Accuracy 87.76166534423828
==> Epoch 248/2000
Train Loss 2.483428716659546, Train Accuracy 87.77999877929688
==> Epoch 249/2000
Train Loss 2.4792730808258057, Train Accuracy 87.7933349609375
==> Epoch 250/2000
Train Loss 2.475142002105713, Train Accuracy 87.80500030517578
==> Epoch 251/2000
Train Loss 2.4710347652435303, Train Accuracy 87.8116683959961
==> Epoch 252/2000
Train Loss 2.466951370239258, Train Accuracy 87.8316650390625
==> Epoch 253/2000
Train Loss 2.4628915786743164, Train Accuracy 87.84833526611328
==> Epoch 254/2000
Train Loss 2.458855390548706, Train Accuracy 87.85832977294922
==> Epoch 255/2000
Train Loss 2.4548420906066895, Train Accuracy 87.87833404541016
==> Epoch 256/2000
Train Loss 2.4508514404296875, Train Accuracy 87.89167022705078
==> Epoch 257/2000
Train Loss 2.4468839168548584, Train Accuracy 87.90666961669922
==> Epoch 258/2000
Train Loss 2.442938804626465, Train Accuracy 87.91666412353516
==> Epoch 259/2000
Train Loss 2.4390158653259277, Train Accuracy 87.93499755859375
==> Epoch 260/2000
Train Loss 2.435114860534668, Train Accuracy 87.95333099365234
==> Epoch 261/2000
Train Loss 2.4312357902526855, Train Accuracy 87.97333526611328
==> Epoch 262/2000
Train Loss 2.4273781776428223, Train Accuracy 87.98833465576172
==> Epoch 263/2000
Train Loss 2.423542022705078, Train Accuracy 88.00499725341797
==> Epoch 264/2000
Train Loss 2.419727087020874, Train Accuracy 88.0250015258789
==> Epoch 265/2000
Train Loss 2.41593337059021, Train Accuracy 88.038330078125
==> Epoch 266/2000
Train Loss 2.4121601581573486, Train Accuracy 88.04833221435547
==> Epoch 267/2000
Train Loss 2.40840744972229, Train Accuracy 88.06999969482422
==> Epoch 268/2000
Train Loss 2.4046754837036133, Train Accuracy 88.07666778564453
==> Epoch 269/2000
Train Loss 2.400963544845581, Train Accuracy 88.08999633789062
==> Epoch 270/2000
Train Loss 2.3972716331481934, Train Accuracy 88.10333251953125
==> Epoch 271/2000
Train Loss 2.393599510192871, Train Accuracy 88.11333465576172
==> Epoch 272/2000
Train Loss 2.3899474143981934, Train Accuracy 88.12166595458984
==> Epoch 273/2000
Train Loss 2.3863143920898438, Train Accuracy 88.13500213623047
==> Epoch 274/2000
Train Loss 2.3827006816864014, Train Accuracy 88.14666748046875
==> Epoch 275/2000
Train Loss 2.379106044769287, Train Accuracy 88.15833282470703
==> Epoch 276/2000
Train Loss 2.37553071975708, Train Accuracy 88.1683349609375
==> Epoch 277/2000
Train Loss 2.371973752975464, Train Accuracy 88.18499755859375
==> Epoch 278/2000
Train Loss 2.3684356212615967, Train Accuracy 88.20333099365234
==> Epoch 279/2000
Train Loss 2.364915370941162, Train Accuracy 88.22000122070312
==> Epoch 280/2000
Train Loss 2.3614141941070557, Train Accuracy 88.2316665649414
==> Epoch 281/2000
Train Loss 2.3579306602478027, Train Accuracy 88.24500274658203
==> Epoch 282/2000
Train Loss 2.3544650077819824, Train Accuracy 88.26667022705078
==> Epoch 283/2000
Train Loss 2.351017475128174, Train Accuracy 88.28166961669922
==> Epoch 284/2000
Train Loss 2.3475871086120605, Train Accuracy 88.288330078125
==> Epoch 285/2000
Train Loss 2.34417462348938, Train Accuracy 88.29833221435547
==> Epoch 286/2000
Train Loss 2.3407790660858154, Train Accuracy 88.3116683959961
==> Epoch 287/2000
Train Loss 2.3374009132385254, Train Accuracy 88.32666778564453
==> Epoch 288/2000
Train Loss 2.3340396881103516, Train Accuracy 88.336669921875
==> Epoch 289/2000
Train Loss 2.330695152282715, Train Accuracy 88.3566665649414
==> Epoch 290/2000
Train Loss 2.3273675441741943, Train Accuracy 88.37333679199219
==> Epoch 291/2000
Train Loss 2.324056386947632, Train Accuracy 88.37999725341797
==> Epoch 292/2000
Train Loss 2.3207616806030273, Train Accuracy 88.39833068847656
==> Epoch 293/2000
Train Loss 2.3174831867218018, Train Accuracy 88.40833282470703
==> Epoch 294/2000
Train Loss 2.314220666885376, Train Accuracy 88.42333221435547
==> Epoch 295/2000
Train Loss 2.310974359512329, Train Accuracy 88.43333435058594
==> Epoch 296/2000
Train Loss 2.307744026184082, Train Accuracy 88.44833374023438
==> Epoch 297/2000
Train Loss 2.3045291900634766, Train Accuracy 88.46333312988281
==> Epoch 298/2000
Train Loss 2.301330089569092, Train Accuracy 88.4800033569336
==> Epoch 299/2000
Train Loss 2.2981462478637695, Train Accuracy 88.47833251953125
==> Epoch 300/2000
Train Loss 2.2949776649475098, Train Accuracy 88.49166870117188
==> Epoch 301/2000
Train Loss 2.2918243408203125, Train Accuracy 88.49833679199219
==> Epoch 302/2000
Train Loss 2.2886860370635986, Train Accuracy 88.51000213623047
==> Epoch 303/2000
Train Loss 2.285562753677368, Train Accuracy 88.52333068847656
==> Epoch 304/2000
Train Loss 2.282454252243042, Train Accuracy 88.53500366210938
==> Epoch 305/2000
Train Loss 2.279360294342041, Train Accuracy 88.55166625976562
==> Epoch 306/2000
Train Loss 2.2762813568115234, Train Accuracy 88.5616683959961
==> Epoch 307/2000
Train Loss 2.273216485977173, Train Accuracy 88.57833099365234
==> Epoch 308/2000
Train Loss 2.2701659202575684, Train Accuracy 88.60166931152344
==> Epoch 309/2000
Train Loss 2.26712965965271, Train Accuracy 88.61499786376953
==> Epoch 310/2000
Train Loss 2.2641072273254395, Train Accuracy 88.62999725341797
==> Epoch 311/2000
Train Loss 2.261098861694336, Train Accuracy 88.6449966430664
==> Epoch 312/2000
Train Loss 2.2581045627593994, Train Accuracy 88.66000366210938
==> Epoch 313/2000
Train Loss 2.2551236152648926, Train Accuracy 88.67500305175781
==> Epoch 314/2000
Train Loss 2.252156972885132, Train Accuracy 88.68000030517578
==> Epoch 315/2000
Train Loss 2.2492032051086426, Train Accuracy 88.69000244140625
==> Epoch 316/2000
Train Loss 2.246263027191162, Train Accuracy 88.69833374023438
==> Epoch 317/2000
Train Loss 2.2433362007141113, Train Accuracy 88.71333312988281
==> Epoch 318/2000
Train Loss 2.240422487258911, Train Accuracy 88.72333526611328
==> Epoch 319/2000
Train Loss 2.2375218868255615, Train Accuracy 88.74333190917969
==> Epoch 320/2000
Train Loss 2.2346343994140625, Train Accuracy 88.75499725341797
==> Epoch 321/2000
Train Loss 2.231759548187256, Train Accuracy 88.76667022705078
==> Epoch 322/2000
Train Loss 2.2288975715637207, Train Accuracy 88.7933349609375
==> Epoch 323/2000
Train Loss 2.226047992706299, Train Accuracy 88.80166625976562
==> Epoch 324/2000
Train Loss 2.2232115268707275, Train Accuracy 88.81666564941406
==> Epoch 325/2000
Train Loss 2.2203872203826904, Train Accuracy 88.82499694824219
==> Epoch 326/2000
Train Loss 2.2175750732421875, Train Accuracy 88.83833312988281
==> Epoch 327/2000
Train Loss 2.214775562286377, Train Accuracy 88.84333038330078
==> Epoch 328/2000
Train Loss 2.2119882106781006, Train Accuracy 88.85333251953125
==> Epoch 329/2000
Train Loss 2.2092130184173584, Train Accuracy 88.86000061035156
==> Epoch 330/2000
Train Loss 2.206449270248413, Train Accuracy 88.86833190917969
==> Epoch 331/2000
Train Loss 2.203697919845581, Train Accuracy 88.875
==> Epoch 332/2000
Train Loss 2.200958251953125, Train Accuracy 88.89167022705078
==> Epoch 333/2000
Train Loss 2.198230266571045, Train Accuracy 88.90333557128906
==> Epoch 334/2000
Train Loss 2.1955137252807617, Train Accuracy 88.91999816894531
==> Epoch 335/2000
Train Loss 2.1928091049194336, Train Accuracy 88.94166564941406
==> Epoch 336/2000
Train Loss 2.190115451812744, Train Accuracy 88.94999694824219
==> Epoch 337/2000
Train Loss 2.1874332427978516, Train Accuracy 88.961669921875
==> Epoch 338/2000
Train Loss 2.184762716293335, Train Accuracy 88.96499633789062
==> Epoch 339/2000
Train Loss 2.182103157043457, Train Accuracy 88.97333526611328
==> Epoch 340/2000
Train Loss 2.1794543266296387, Train Accuracy 88.99166870117188
==> Epoch 341/2000
Train Loss 2.176816940307617, Train Accuracy 88.99333190917969
==> Epoch 342/2000
Train Loss 2.1741902828216553, Train Accuracy 89.00166320800781
==> Epoch 343/2000
Train Loss 2.171574592590332, Train Accuracy 89.01000213623047
==> Epoch 344/2000
Train Loss 2.1689696311950684, Train Accuracy 89.0250015258789
==> Epoch 345/2000
Train Loss 2.166375160217285, Train Accuracy 89.0433349609375
==> Epoch 346/2000
Train Loss 2.1637914180755615, Train Accuracy 89.05500030517578
==> Epoch 347/2000
Train Loss 2.1612181663513184, Train Accuracy 89.06666564941406
==> Epoch 348/2000
Train Loss 2.1586556434631348, Train Accuracy 89.08333587646484
==> Epoch 349/2000
Train Loss 2.1561031341552734, Train Accuracy 89.09500122070312
==> Epoch 350/2000
Train Loss 2.1535608768463135, Train Accuracy 89.11000061035156
==> Epoch 351/2000
Train Loss 2.151029109954834, Train Accuracy 89.12000274658203
==> Epoch 352/2000
Train Loss 2.1485073566436768, Train Accuracy 89.12999725341797
==> Epoch 353/2000
Train Loss 2.145995855331421, Train Accuracy 89.1433334350586
==> Epoch 354/2000
Train Loss 2.143494129180908, Train Accuracy 89.15666961669922
==> Epoch 355/2000
Train Loss 2.1410021781921387, Train Accuracy 89.16999816894531
==> Epoch 356/2000
Train Loss 2.1385202407836914, Train Accuracy 89.1866683959961
==> Epoch 357/2000
Train Loss 2.1360483169555664, Train Accuracy 89.1933364868164
==> Epoch 358/2000
Train Loss 2.1335856914520264, Train Accuracy 89.19499969482422
==> Epoch 359/2000
Train Loss 2.1311328411102295, Train Accuracy 89.20333099365234
==> Epoch 360/2000
Train Loss 2.1286895275115967, Train Accuracy 89.2249984741211
==> Epoch 361/2000
Train Loss 2.126255512237549, Train Accuracy 89.23332977294922
==> Epoch 362/2000
Train Loss 2.123831272125244, Train Accuracy 89.23999786376953
==> Epoch 363/2000
Train Loss 2.1214163303375244, Train Accuracy 89.24500274658203
==> Epoch 364/2000
Train Loss 2.1190106868743896, Train Accuracy 89.25166320800781
==> Epoch 365/2000
Train Loss 2.11661434173584, Train Accuracy 89.25833129882812
==> Epoch 366/2000
Train Loss 2.114226818084717, Train Accuracy 89.2683334350586
==> Epoch 367/2000
Train Loss 2.1118485927581787, Train Accuracy 89.27833557128906
==> Epoch 368/2000
Train Loss 2.1094794273376465, Train Accuracy 89.2933349609375
==> Epoch 369/2000
Train Loss 2.107119083404541, Train Accuracy 89.30166625976562
==> Epoch 370/2000
Train Loss 2.1047677993774414, Train Accuracy 89.30833435058594
==> Epoch 371/2000
Train Loss 2.1024250984191895, Train Accuracy 89.3116683959961
==> Epoch 372/2000
Train Loss 2.1000914573669434, Train Accuracy 89.32499694824219
==> Epoch 373/2000
Train Loss 2.097766160964966, Train Accuracy 89.33333587646484
==> Epoch 374/2000
Train Loss 2.095449924468994, Train Accuracy 89.34666442871094
==> Epoch 375/2000
Train Loss 2.09314227104187, Train Accuracy 89.3566665649414
==> Epoch 376/2000
Train Loss 2.0908432006835938, Train Accuracy 89.36833190917969
==> Epoch 377/2000
Train Loss 2.088552236557007, Train Accuracy 89.37666320800781
==> Epoch 378/2000
Train Loss 2.0862698554992676, Train Accuracy 89.3933334350586
==> Epoch 379/2000
Train Loss 2.083995819091797, Train Accuracy 89.40833282470703
==> Epoch 380/2000
Train Loss 2.0817301273345947, Train Accuracy 89.413330078125
==> Epoch 381/2000
Train Loss 2.079472780227661, Train Accuracy 89.4366683959961
==> Epoch 382/2000
Train Loss 2.077223300933838, Train Accuracy 89.44000244140625
==> Epoch 383/2000
Train Loss 2.074982166290283, Train Accuracy 89.44999694824219
==> Epoch 384/2000
Train Loss 2.072748899459839, Train Accuracy 89.45999908447266
==> Epoch 385/2000
Train Loss 2.070524215698242, Train Accuracy 89.46833038330078
==> Epoch 386/2000
Train Loss 2.0683069229125977, Train Accuracy 89.47666931152344
==> Epoch 387/2000
Train Loss 2.0660977363586426, Train Accuracy 89.48332977294922
==> Epoch 388/2000
Train Loss 2.063896417617798, Train Accuracy 89.49333190917969
==> Epoch 389/2000
Train Loss 2.0617027282714844, Train Accuracy 89.49833679199219
==> Epoch 390/2000
Train Loss 2.0595171451568604, Train Accuracy 89.50666809082031
==> Epoch 391/2000
Train Loss 2.0573387145996094, Train Accuracy 89.51000213623047
==> Epoch 392/2000
Train Loss 2.055168628692627, Train Accuracy 89.51499938964844
==> Epoch 393/2000
Train Loss 2.0530054569244385, Train Accuracy 89.53166961669922
==> Epoch 394/2000
Train Loss 2.0508501529693604, Train Accuracy 89.538330078125
==> Epoch 395/2000
Train Loss 2.0487027168273926, Train Accuracy 89.54499816894531
==> Epoch 396/2000
Train Loss 2.0465621948242188, Train Accuracy 89.54666900634766
==> Epoch 397/2000
Train Loss 2.044429302215576, Train Accuracy 89.55333709716797
==> Epoch 398/2000
Train Loss 2.0423035621643066, Train Accuracy 89.5616683959961
==> Epoch 399/2000
Train Loss 2.0401852130889893, Train Accuracy 89.57333374023438
==> Epoch 400/2000
Train Loss 2.038074254989624, Train Accuracy 89.58499908447266
==> Epoch 401/2000
Train Loss 2.035970449447632, Train Accuracy 89.59500122070312
==> Epoch 402/2000
Train Loss 2.0338735580444336, Train Accuracy 89.6066665649414
==> Epoch 403/2000
Train Loss 2.0317840576171875, Train Accuracy 89.6050033569336
==> Epoch 404/2000
Train Loss 2.0297014713287354, Train Accuracy 89.61499786376953
==> Epoch 405/2000
Train Loss 2.0276260375976562, Train Accuracy 89.62000274658203
==> Epoch 406/2000
Train Loss 2.025557279586792, Train Accuracy 89.625
==> Epoch 407/2000
Train Loss 2.023495674133301, Train Accuracy 89.63333129882812
==> Epoch 408/2000
Train Loss 2.0214409828186035, Train Accuracy 89.64167022705078
==> Epoch 409/2000
Train Loss 2.019392967224121, Train Accuracy 89.65499877929688
==> Epoch 410/2000
Train Loss 2.0173518657684326, Train Accuracy 89.66166687011719
==> Epoch 411/2000
Train Loss 2.015317440032959, Train Accuracy 89.6683349609375
==> Epoch 412/2000
Train Loss 2.0132899284362793, Train Accuracy 89.67666625976562
==> Epoch 413/2000
Train Loss 2.0112688541412354, Train Accuracy 89.68499755859375
==> Epoch 414/2000
Train Loss 2.009254217147827, Train Accuracy 89.6883316040039
==> Epoch 415/2000
Train Loss 2.007246732711792, Train Accuracy 89.6933364868164
==> Epoch 416/2000
Train Loss 2.0052452087402344, Train Accuracy 89.70166778564453
==> Epoch 417/2000
Train Loss 2.0032503604888916, Train Accuracy 89.71499633789062
==> Epoch 418/2000
Train Loss 2.0012619495391846, Train Accuracy 89.72666931152344
==> Epoch 419/2000
Train Loss 1.999280333518982, Train Accuracy 89.73666381835938
==> Epoch 420/2000
Train Loss 1.9973046779632568, Train Accuracy 89.74833679199219
==> Epoch 421/2000
Train Loss 1.9953356981277466, Train Accuracy 89.76166534423828
==> Epoch 422/2000
Train Loss 1.9933726787567139, Train Accuracy 89.7683334350586
==> Epoch 423/2000
Train Loss 1.9914159774780273, Train Accuracy 89.77666473388672
==> Epoch 424/2000
Train Loss 1.9894654750823975, Train Accuracy 89.78500366210938
==> Epoch 425/2000
Train Loss 1.9875211715698242, Train Accuracy 89.79833221435547
==> Epoch 426/2000
Train Loss 1.9855828285217285, Train Accuracy 89.80000305175781
==> Epoch 427/2000
Train Loss 1.983650803565979, Train Accuracy 89.80999755859375
==> Epoch 428/2000
Train Loss 1.981724739074707, Train Accuracy 89.81999969482422
==> Epoch 429/2000
Train Loss 1.9798047542572021, Train Accuracy 89.82666778564453
==> Epoch 430/2000
Train Loss 1.977891206741333, Train Accuracy 89.83333587646484
==> Epoch 431/2000
Train Loss 1.9759827852249146, Train Accuracy 89.84500122070312
==> Epoch 432/2000
Train Loss 1.9740808010101318, Train Accuracy 89.8550033569336
==> Epoch 433/2000
Train Loss 1.972184658050537, Train Accuracy 89.85832977294922
==> Epoch 434/2000
Train Loss 1.9702942371368408, Train Accuracy 89.86666870117188
==> Epoch 435/2000
Train Loss 1.968409538269043, Train Accuracy 89.87833404541016
==> Epoch 436/2000
Train Loss 1.9665305614471436, Train Accuracy 89.8949966430664
==> Epoch 437/2000
Train Loss 1.9646575450897217, Train Accuracy 89.90333557128906
==> Epoch 438/2000
Train Loss 1.9627900123596191, Train Accuracy 89.90833282470703
==> Epoch 439/2000
Train Loss 1.9609284400939941, Train Accuracy 89.92166900634766
==> Epoch 440/2000
Train Loss 1.959072232246399, Train Accuracy 89.92666625976562
==> Epoch 441/2000
Train Loss 1.9572216272354126, Train Accuracy 89.94166564941406
==> Epoch 442/2000
Train Loss 1.9553768634796143, Train Accuracy 89.94666290283203
==> Epoch 443/2000
Train Loss 1.9535373449325562, Train Accuracy 89.95500183105469
==> Epoch 444/2000
Train Loss 1.951703429222107, Train Accuracy 89.96333312988281
==> Epoch 445/2000
Train Loss 1.9498751163482666, Train Accuracy 89.97000122070312
==> Epoch 446/2000
Train Loss 1.9480516910552979, Train Accuracy 89.97166442871094
==> Epoch 447/2000
Train Loss 1.9462342262268066, Train Accuracy 89.97333526611328
==> Epoch 448/2000
Train Loss 1.9444220066070557, Train Accuracy 89.9800033569336
==> Epoch 449/2000
Train Loss 1.9426149129867554, Train Accuracy 89.98666381835938
==> Epoch 450/2000
Train Loss 1.9408135414123535, Train Accuracy 89.98999786376953
==> Epoch 451/2000
Train Loss 1.9390168190002441, Train Accuracy 90.01000213623047
==> Epoch 452/2000
Train Loss 1.9372258186340332, Train Accuracy 90.02333068847656
==> Epoch 453/2000
Train Loss 1.9354400634765625, Train Accuracy 90.02999877929688
==> Epoch 454/2000
Train Loss 1.9336591958999634, Train Accuracy 90.03666687011719
==> Epoch 455/2000
Train Loss 1.9318833351135254, Train Accuracy 90.04000091552734
==> Epoch 456/2000
Train Loss 1.9301129579544067, Train Accuracy 90.05500030517578
==> Epoch 457/2000
Train Loss 1.9283475875854492, Train Accuracy 90.0616683959961
==> Epoch 458/2000
Train Loss 1.9265872240066528, Train Accuracy 90.06999969482422
==> Epoch 459/2000
Train Loss 1.9248319864273071, Train Accuracy 90.07833099365234
==> Epoch 460/2000
Train Loss 1.9230817556381226, Train Accuracy 90.0816650390625
==> Epoch 461/2000
Train Loss 1.9213361740112305, Train Accuracy 90.09166717529297
==> Epoch 462/2000
Train Loss 1.9195960760116577, Train Accuracy 90.1050033569336
==> Epoch 463/2000
Train Loss 1.917860507965088, Train Accuracy 90.11499786376953
==> Epoch 464/2000
Train Loss 1.9161300659179688, Train Accuracy 90.12666320800781
==> Epoch 465/2000
Train Loss 1.9144043922424316, Train Accuracy 90.13833618164062
==> Epoch 466/2000
Train Loss 1.9126832485198975, Train Accuracy 90.14666748046875
==> Epoch 467/2000
Train Loss 1.910967230796814, Train Accuracy 90.14666748046875
==> Epoch 468/2000
Train Loss 1.909255862236023, Train Accuracy 90.15166473388672
==> Epoch 469/2000
Train Loss 1.9075493812561035, Train Accuracy 90.16500091552734
==> Epoch 470/2000
Train Loss 1.9058475494384766, Train Accuracy 90.17333221435547
==> Epoch 471/2000
Train Loss 1.9041502475738525, Train Accuracy 90.17666625976562
==> Epoch 472/2000
Train Loss 1.9024580717086792, Train Accuracy 90.18499755859375
==> Epoch 473/2000
Train Loss 1.9007700681686401, Train Accuracy 90.19000244140625
==> Epoch 474/2000
Train Loss 1.8990867137908936, Train Accuracy 90.19499969482422
==> Epoch 475/2000
Train Loss 1.8974082469940186, Train Accuracy 90.2066650390625
==> Epoch 476/2000
Train Loss 1.8957340717315674, Train Accuracy 90.21499633789062
==> Epoch 477/2000
Train Loss 1.8940644264221191, Train Accuracy 90.22166442871094
==> Epoch 478/2000
Train Loss 1.8923993110656738, Train Accuracy 90.22166442871094
==> Epoch 479/2000
Train Loss 1.8907389640808105, Train Accuracy 90.22666931152344
==> Epoch 480/2000
Train Loss 1.889082670211792, Train Accuracy 90.2300033569336
==> Epoch 481/2000
Train Loss 1.8874311447143555, Train Accuracy 90.24166870117188
==> Epoch 482/2000
Train Loss 1.8857837915420532, Train Accuracy 90.24833679199219
==> Epoch 483/2000
Train Loss 1.884140968322754, Train Accuracy 90.26166534423828
==> Epoch 484/2000
Train Loss 1.882502555847168, Train Accuracy 90.2699966430664
==> Epoch 485/2000
Train Loss 1.8808684349060059, Train Accuracy 90.27833557128906
==> Epoch 486/2000
Train Loss 1.8792388439178467, Train Accuracy 90.288330078125
==> Epoch 487/2000
Train Loss 1.8776130676269531, Train Accuracy 90.29166412353516
==> Epoch 488/2000
Train Loss 1.875991702079773, Train Accuracy 90.30166625976562
==> Epoch 489/2000
Train Loss 1.8743747472763062, Train Accuracy 90.30833435058594
==> Epoch 490/2000
Train Loss 1.8727619647979736, Train Accuracy 90.30999755859375
==> Epoch 491/2000
Train Loss 1.8711532354354858, Train Accuracy 90.31999969482422
==> Epoch 492/2000
Train Loss 1.8695487976074219, Train Accuracy 90.31999969482422
==> Epoch 493/2000
Train Loss 1.8679486513137817, Train Accuracy 90.33000183105469
==> Epoch 494/2000
Train Loss 1.8663524389266968, Train Accuracy 90.336669921875
==> Epoch 495/2000
Train Loss 1.864760398864746, Train Accuracy 90.34666442871094
==> Epoch 496/2000
Train Loss 1.8631725311279297, Train Accuracy 90.3550033569336
==> Epoch 497/2000
Train Loss 1.861588478088379, Train Accuracy 90.36333465576172
==> Epoch 498/2000
Train Loss 1.8600088357925415, Train Accuracy 90.36666870117188
==> Epoch 499/2000
Train Loss 1.8584328889846802, Train Accuracy 90.37666320800781
==> Epoch 500/2000
Train Loss 1.8568609952926636, Train Accuracy 90.37999725341797
==> Epoch 501/2000
Train Loss 1.8552933931350708, Train Accuracy 90.38333129882812
==> Epoch 502/2000
Train Loss 1.853729248046875, Train Accuracy 90.38999938964844
==> Epoch 503/2000
Train Loss 1.8521695137023926, Train Accuracy 90.3949966430664
==> Epoch 504/2000
Train Loss 1.8506133556365967, Train Accuracy 90.40499877929688
==> Epoch 505/2000
Train Loss 1.8490612506866455, Train Accuracy 90.41666412353516
==> Epoch 506/2000
Train Loss 1.84751296043396, Train Accuracy 90.42666625976562
==> Epoch 507/2000
Train Loss 1.8459683656692505, Train Accuracy 90.4316635131836
==> Epoch 508/2000
Train Loss 1.8444278240203857, Train Accuracy 90.44666290283203
==> Epoch 509/2000
Train Loss 1.8428910970687866, Train Accuracy 90.45166778564453
==> Epoch 510/2000
Train Loss 1.8413581848144531, Train Accuracy 90.45500183105469
==> Epoch 511/2000
Train Loss 1.8398289680480957, Train Accuracy 90.46333312988281
==> Epoch 512/2000
Train Loss 1.8383036851882935, Train Accuracy 90.46666717529297
==> Epoch 513/2000
Train Loss 1.8367819786071777, Train Accuracy 90.47000122070312
==> Epoch 514/2000
Train Loss 1.8352638483047485, Train Accuracy 90.47833251953125
==> Epoch 515/2000
Train Loss 1.833749532699585, Train Accuracy 90.48500061035156
==> Epoch 516/2000
Train Loss 1.8322389125823975, Train Accuracy 90.49166870117188
==> Epoch 517/2000
Train Loss 1.8307318687438965, Train Accuracy 90.50166320800781
==> Epoch 518/2000
Train Loss 1.8292285203933716, Train Accuracy 90.51667022705078
==> Epoch 519/2000
Train Loss 1.8277288675308228, Train Accuracy 90.52166748046875
==> Epoch 520/2000
Train Loss 1.8262327909469604, Train Accuracy 90.52833557128906
==> Epoch 521/2000
Train Loss 1.8247401714324951, Train Accuracy 90.53333282470703
==> Epoch 522/2000
Train Loss 1.8232512474060059, Train Accuracy 90.53500366210938
==> Epoch 523/2000
Train Loss 1.8217657804489136, Train Accuracy 90.54666900634766
==> Epoch 524/2000
Train Loss 1.8202838897705078, Train Accuracy 90.5566635131836
==> Epoch 525/2000
Train Loss 1.818805456161499, Train Accuracy 90.5683364868164
==> Epoch 526/2000
Train Loss 1.8173307180404663, Train Accuracy 90.58000183105469
==> Epoch 527/2000
Train Loss 1.8158591985702515, Train Accuracy 90.586669921875
==> Epoch 528/2000
Train Loss 1.8143913745880127, Train Accuracy 90.5999984741211
==> Epoch 529/2000
Train Loss 1.8129267692565918, Train Accuracy 90.6066665649414
==> Epoch 530/2000
Train Loss 1.8114656209945679, Train Accuracy 90.61166381835938
==> Epoch 531/2000
Train Loss 1.8100078105926514, Train Accuracy 90.61833190917969
==> Epoch 532/2000
Train Loss 1.8085538148880005, Train Accuracy 90.625
==> Epoch 533/2000
Train Loss 1.8071026802062988, Train Accuracy 90.63166809082031
==> Epoch 534/2000
Train Loss 1.8056550025939941, Train Accuracy 90.64167022705078
==> Epoch 535/2000
Train Loss 1.804210901260376, Train Accuracy 90.65166473388672
==> Epoch 536/2000
Train Loss 1.8027700185775757, Train Accuracy 90.66000366210938
==> Epoch 537/2000
Train Loss 1.8013323545455933, Train Accuracy 90.6683349609375
==> Epoch 538/2000
Train Loss 1.7998981475830078, Train Accuracy 90.68333435058594
==> Epoch 539/2000
Train Loss 1.798466682434082, Train Accuracy 90.68499755859375
==> Epoch 540/2000
Train Loss 1.7970390319824219, Train Accuracy 90.69166564941406
==> Epoch 541/2000
Train Loss 1.7956143617630005, Train Accuracy 90.70999908447266
==> Epoch 542/2000
Train Loss 1.7941930294036865, Train Accuracy 90.71333312988281
==> Epoch 543/2000
Train Loss 1.7927751541137695, Train Accuracy 90.71499633789062
==> Epoch 544/2000
Train Loss 1.7913601398468018, Train Accuracy 90.73332977294922
==> Epoch 545/2000
Train Loss 1.7899482250213623, Train Accuracy 90.7300033569336
==> Epoch 546/2000
Train Loss 1.7885394096374512, Train Accuracy 90.7300033569336
==> Epoch 547/2000
Train Loss 1.7871341705322266, Train Accuracy 90.73332977294922
==> Epoch 548/2000
Train Loss 1.7857317924499512, Train Accuracy 90.73666381835938
==> Epoch 549/2000
Train Loss 1.784332513809204, Train Accuracy 90.73999786376953
==> Epoch 550/2000
Train Loss 1.7829363346099854, Train Accuracy 90.74833679199219
==> Epoch 551/2000
Train Loss 1.7815433740615845, Train Accuracy 90.76166534423828
==> Epoch 552/2000
Train Loss 1.7801533937454224, Train Accuracy 90.7683334350586
==> Epoch 553/2000
Train Loss 1.7787666320800781, Train Accuracy 90.77666473388672
==> Epoch 554/2000
Train Loss 1.7773826122283936, Train Accuracy 90.78166961669922
==> Epoch 555/2000
Train Loss 1.7760015726089478, Train Accuracy 90.78500366210938
==> Epoch 556/2000
Train Loss 1.7746238708496094, Train Accuracy 90.7933349609375
==> Epoch 557/2000
Train Loss 1.7732490301132202, Train Accuracy 90.79499816894531
==> Epoch 558/2000
Train Loss 1.7718770503997803, Train Accuracy 90.80166625976562
==> Epoch 559/2000
Train Loss 1.7705081701278687, Train Accuracy 90.8066635131836
==> Epoch 560/2000
Train Loss 1.7691422700881958, Train Accuracy 90.8116683959961
==> Epoch 561/2000
Train Loss 1.7677793502807617, Train Accuracy 90.81500244140625
==> Epoch 562/2000
Train Loss 1.7664191722869873, Train Accuracy 90.8183364868164
==> Epoch 563/2000
Train Loss 1.7650620937347412, Train Accuracy 90.81999969482422
==> Epoch 564/2000
Train Loss 1.7637076377868652, Train Accuracy 90.81999969482422
==> Epoch 565/2000
Train Loss 1.7623565196990967, Train Accuracy 90.82333374023438
==> Epoch 566/2000
Train Loss 1.7610077857971191, Train Accuracy 90.8316650390625
==> Epoch 567/2000
Train Loss 1.759662389755249, Train Accuracy 90.836669921875
==> Epoch 568/2000
Train Loss 1.7583192586898804, Train Accuracy 90.83999633789062
==> Epoch 569/2000
Train Loss 1.7569794654846191, Train Accuracy 90.84500122070312
==> Epoch 570/2000
Train Loss 1.755642294883728, Train Accuracy 90.85333251953125
==> Epoch 571/2000
Train Loss 1.7543078660964966, Train Accuracy 90.86000061035156
==> Epoch 572/2000
Train Loss 1.7529761791229248, Train Accuracy 90.86666870117188
==> Epoch 573/2000
Train Loss 1.751647710800171, Train Accuracy 90.87000274658203
==> Epoch 574/2000
Train Loss 1.750321388244629, Train Accuracy 90.875
==> Epoch 575/2000
Train Loss 1.7489981651306152, Train Accuracy 90.88333129882812
==> Epoch 576/2000
Train Loss 1.7476778030395508, Train Accuracy 90.88833618164062
==> Epoch 577/2000
Train Loss 1.7463600635528564, Train Accuracy 90.89167022705078
==> Epoch 578/2000
Train Loss 1.7450449466705322, Train Accuracy 90.89666748046875
==> Epoch 579/2000
Train Loss 1.7437324523925781, Train Accuracy 90.90333557128906
==> Epoch 580/2000
Train Loss 1.7424228191375732, Train Accuracy 90.90333557128906
==> Epoch 581/2000
Train Loss 1.741115927696228, Train Accuracy 90.91000366210938
==> Epoch 582/2000
Train Loss 1.7398114204406738, Train Accuracy 90.91666412353516
==> Epoch 583/2000
Train Loss 1.7385098934173584, Train Accuracy 90.92166900634766
==> Epoch 584/2000
Train Loss 1.7372106313705444, Train Accuracy 90.92333221435547
==> Epoch 585/2000
Train Loss 1.7359144687652588, Train Accuracy 90.92333221435547
==> Epoch 586/2000
Train Loss 1.7346205711364746, Train Accuracy 90.92500305175781
==> Epoch 587/2000
Train Loss 1.73332941532135, Train Accuracy 90.93333435058594
==> Epoch 588/2000
Train Loss 1.7320408821105957, Train Accuracy 90.9366683959961
==> Epoch 589/2000
Train Loss 1.7307548522949219, Train Accuracy 90.94999694824219
==> Epoch 590/2000
Train Loss 1.7294714450836182, Train Accuracy 90.9566650390625
==> Epoch 591/2000
Train Loss 1.7281906604766846, Train Accuracy 90.95500183105469
==> Epoch 592/2000
Train Loss 1.726912260055542, Train Accuracy 90.96333312988281
==> Epoch 593/2000
Train Loss 1.7256364822387695, Train Accuracy 90.97000122070312
==> Epoch 594/2000
Train Loss 1.7243633270263672, Train Accuracy 90.97166442871094
==> Epoch 595/2000
Train Loss 1.7230926752090454, Train Accuracy 90.97166442871094
==> Epoch 596/2000
Train Loss 1.7218244075775146, Train Accuracy 90.97666931152344
==> Epoch 597/2000
Train Loss 1.720558524131775, Train Accuracy 90.9816665649414
==> Epoch 598/2000
Train Loss 1.7192952632904053, Train Accuracy 90.98666381835938
==> Epoch 599/2000
Train Loss 1.7180346250534058, Train Accuracy 90.99500274658203
==> Epoch 600/2000
Train Loss 1.7167763710021973, Train Accuracy 91.0
==> Epoch 601/2000
Train Loss 1.7155205011367798, Train Accuracy 91.01333618164062
==> Epoch 602/2000
Train Loss 1.7142671346664429, Train Accuracy 91.02166748046875
==> Epoch 603/2000
Train Loss 1.7130159139633179, Train Accuracy 91.02166748046875
==> Epoch 604/2000
Train Loss 1.7117676734924316, Train Accuracy 91.02999877929688
==> Epoch 605/2000
Train Loss 1.7105214595794678, Train Accuracy 91.03166961669922
==> Epoch 606/2000
Train Loss 1.7092775106430054, Train Accuracy 91.04166412353516
==> Epoch 607/2000
Train Loss 1.7080364227294922, Train Accuracy 91.05000305175781
==> Epoch 608/2000
Train Loss 1.7067971229553223, Train Accuracy 91.0566635131836
==> Epoch 609/2000
Train Loss 1.705560564994812, Train Accuracy 91.05999755859375
==> Epoch 610/2000
Train Loss 1.7043262720108032, Train Accuracy 91.06999969482422
==> Epoch 611/2000
Train Loss 1.7030943632125854, Train Accuracy 91.07833099365234
==> Epoch 612/2000
Train Loss 1.7018647193908691, Train Accuracy 91.08499908447266
==> Epoch 613/2000
Train Loss 1.7006374597549438, Train Accuracy 91.08999633789062
==> Epoch 614/2000
Train Loss 1.6994128227233887, Train Accuracy 91.09833526611328
==> Epoch 615/2000
Train Loss 1.6981900930404663, Train Accuracy 91.10832977294922
==> Epoch 616/2000
Train Loss 1.696969747543335, Train Accuracy 91.11666870117188
==> Epoch 617/2000
Train Loss 1.6957519054412842, Train Accuracy 91.11833190917969
==> Epoch 618/2000
Train Loss 1.6945359706878662, Train Accuracy 91.12666320800781
==> Epoch 619/2000
Train Loss 1.6933224201202393, Train Accuracy 91.12666320800781
==> Epoch 620/2000
Train Loss 1.6921112537384033, Train Accuracy 91.12833404541016
==> Epoch 621/2000
Train Loss 1.6909021139144897, Train Accuracy 91.13166809082031
==> Epoch 622/2000
Train Loss 1.6896955966949463, Train Accuracy 91.1433334350586
==> Epoch 623/2000
Train Loss 1.6884909868240356, Train Accuracy 91.14666748046875
==> Epoch 624/2000
Train Loss 1.687288761138916, Train Accuracy 91.14666748046875
==> Epoch 625/2000
Train Loss 1.6860885620117188, Train Accuracy 91.15166473388672
==> Epoch 626/2000
Train Loss 1.6848907470703125, Train Accuracy 91.15499877929688
==> Epoch 627/2000
Train Loss 1.6836951971054077, Train Accuracy 91.16166687011719
==> Epoch 628/2000
Train Loss 1.6825015544891357, Train Accuracy 91.17166900634766
==> Epoch 629/2000
Train Loss 1.6813101768493652, Train Accuracy 91.1816635131836
==> Epoch 630/2000
Train Loss 1.6801213026046753, Train Accuracy 91.1866683959961
==> Epoch 631/2000
Train Loss 1.6789342164993286, Train Accuracy 91.20333099365234
==> Epoch 632/2000
Train Loss 1.6777493953704834, Train Accuracy 91.21499633789062
==> Epoch 633/2000
Train Loss 1.67656672000885, Train Accuracy 91.21833038330078
==> Epoch 634/2000
Train Loss 1.6753864288330078, Train Accuracy 91.22666931152344
==> Epoch 635/2000
Train Loss 1.6742079257965088, Train Accuracy 91.23332977294922
==> Epoch 636/2000
Train Loss 1.6730315685272217, Train Accuracy 91.23666381835938
==> Epoch 637/2000
Train Loss 1.671857237815857, Train Accuracy 91.24333190917969
==> Epoch 638/2000
Train Loss 1.6706852912902832, Train Accuracy 91.24833679199219
==> Epoch 639/2000
Train Loss 1.6695153713226318, Train Accuracy 91.25499725341797
==> Epoch 640/2000
Train Loss 1.6683472394943237, Train Accuracy 91.26000213623047
==> Epoch 641/2000
Train Loss 1.6671814918518066, Train Accuracy 91.26499938964844
==> Epoch 642/2000
Train Loss 1.6660176515579224, Train Accuracy 91.27333068847656
==> Epoch 643/2000
Train Loss 1.66485595703125, Train Accuracy 91.27833557128906
==> Epoch 644/2000
Train Loss 1.6636962890625, Train Accuracy 91.28666687011719
==> Epoch 645/2000
Train Loss 1.662538766860962, Train Accuracy 91.29166412353516
==> Epoch 646/2000
Train Loss 1.6613831520080566, Train Accuracy 91.30333709716797
==> Epoch 647/2000
Train Loss 1.6602296829223633, Train Accuracy 91.30333709716797
==> Epoch 648/2000
Train Loss 1.6590781211853027, Train Accuracy 91.30999755859375
==> Epoch 649/2000
Train Loss 1.6579283475875854, Train Accuracy 91.31666564941406
==> Epoch 650/2000
Train Loss 1.6567809581756592, Train Accuracy 91.3183364868164
==> Epoch 651/2000
Train Loss 1.6556353569030762, Train Accuracy 91.32499694824219
==> Epoch 652/2000
Train Loss 1.654491901397705, Train Accuracy 91.33000183105469
==> Epoch 653/2000
Train Loss 1.6533503532409668, Train Accuracy 91.336669921875
==> Epoch 654/2000
Train Loss 1.6522107124328613, Train Accuracy 91.34166717529297
==> Epoch 655/2000
Train Loss 1.6510730981826782, Train Accuracy 91.34833526611328
==> Epoch 656/2000
Train Loss 1.649937391281128, Train Accuracy 91.35333251953125
==> Epoch 657/2000
Train Loss 1.6488037109375, Train Accuracy 91.3566665649414
==> Epoch 658/2000
Train Loss 1.6476719379425049, Train Accuracy 91.36666870117188
==> Epoch 659/2000
Train Loss 1.646541953086853, Train Accuracy 91.375
==> Epoch 660/2000
Train Loss 1.645414113998413, Train Accuracy 91.38500213623047
==> Epoch 661/2000
Train Loss 1.644288182258606, Train Accuracy 91.38666534423828
==> Epoch 662/2000
Train Loss 1.643164038658142, Train Accuracy 91.38999938964844
==> Epoch 663/2000
Train Loss 1.6420416831970215, Train Accuracy 91.3949966430664
==> Epoch 664/2000
Train Loss 1.6409215927124023, Train Accuracy 91.40499877929688
==> Epoch 665/2000
Train Loss 1.6398030519485474, Train Accuracy 91.41500091552734
==> Epoch 666/2000
Train Loss 1.6386865377426147, Train Accuracy 91.41999816894531
==> Epoch 667/2000
Train Loss 1.637571930885315, Train Accuracy 91.42500305175781
==> Epoch 668/2000
Train Loss 1.6364591121673584, Train Accuracy 91.42333221435547
==> Epoch 669/2000
Train Loss 1.6353483200073242, Train Accuracy 91.42833709716797
==> Epoch 670/2000
Train Loss 1.6342391967773438, Train Accuracy 91.4366683959961
==> Epoch 671/2000
Train Loss 1.633131980895996, Train Accuracy 91.44000244140625
==> Epoch 672/2000
Train Loss 1.6320266723632812, Train Accuracy 91.44833374023438
==> Epoch 673/2000
Train Loss 1.6309231519699097, Train Accuracy 91.44999694824219
==> Epoch 674/2000
Train Loss 1.629821538925171, Train Accuracy 91.45500183105469
==> Epoch 675/2000
Train Loss 1.6287217140197754, Train Accuracy 91.45500183105469
==> Epoch 676/2000
Train Loss 1.627623438835144, Train Accuracy 91.4566650390625
==> Epoch 677/2000
Train Loss 1.626527190208435, Train Accuracy 91.46499633789062
==> Epoch 678/2000
Train Loss 1.6254328489303589, Train Accuracy 91.46833038330078
==> Epoch 679/2000
Train Loss 1.6243400573730469, Train Accuracy 91.47000122070312
==> Epoch 680/2000
Train Loss 1.6232492923736572, Train Accuracy 91.47333526611328
==> Epoch 681/2000
Train Loss 1.6221601963043213, Train Accuracy 91.48332977294922
==> Epoch 682/2000
Train Loss 1.6210728883743286, Train Accuracy 91.48999786376953
==> Epoch 683/2000
Train Loss 1.6199873685836792, Train Accuracy 91.50166320800781
==> Epoch 684/2000
Train Loss 1.618903398513794, Train Accuracy 91.50333404541016
==> Epoch 685/2000
Train Loss 1.6178215742111206, Train Accuracy 91.51000213623047
==> Epoch 686/2000
Train Loss 1.6167412996292114, Train Accuracy 91.51667022705078
==> Epoch 687/2000
Train Loss 1.615662693977356, Train Accuracy 91.5183334350586
==> Epoch 688/2000
Train Loss 1.6145859956741333, Train Accuracy 91.52666473388672
==> Epoch 689/2000
Train Loss 1.6135107278823853, Train Accuracy 91.52999877929688
==> Epoch 690/2000
Train Loss 1.6124374866485596, Train Accuracy 91.52999877929688
==> Epoch 691/2000
Train Loss 1.611365795135498, Train Accuracy 91.54000091552734
==> Epoch 692/2000
Train Loss 1.6102960109710693, Train Accuracy 91.54499816894531
==> Epoch 693/2000
Train Loss 1.6092277765274048, Train Accuracy 91.5433349609375
==> Epoch 694/2000
Train Loss 1.608161449432373, Train Accuracy 91.54666900634766
==> Epoch 695/2000
Train Loss 1.6070964336395264, Train Accuracy 91.55166625976562
==> Epoch 696/2000
Train Loss 1.6060335636138916, Train Accuracy 91.55333709716797
==> Epoch 697/2000
Train Loss 1.6049721240997314, Train Accuracy 91.55833435058594
==> Epoch 698/2000
Train Loss 1.603912115097046, Train Accuracy 91.5616683959961
==> Epoch 699/2000
Train Loss 1.6028541326522827, Train Accuracy 91.56500244140625
==> Epoch 700/2000
Train Loss 1.6017978191375732, Train Accuracy 91.57166290283203
==> Epoch 701/2000
Train Loss 1.600743293762207, Train Accuracy 91.57499694824219
==> Epoch 702/2000
Train Loss 1.5996898412704468, Train Accuracy 91.57499694824219
==> Epoch 703/2000
Train Loss 1.5986387729644775, Train Accuracy 91.57666778564453
==> Epoch 704/2000
Train Loss 1.5975887775421143, Train Accuracy 91.5816650390625
==> Epoch 705/2000
Train Loss 1.5965406894683838, Train Accuracy 91.586669921875
==> Epoch 706/2000
Train Loss 1.5954941511154175, Train Accuracy 91.58999633789062
==> Epoch 707/2000
Train Loss 1.5944492816925049, Train Accuracy 91.59500122070312
==> Epoch 708/2000
Train Loss 1.593406081199646, Train Accuracy 91.5999984741211
==> Epoch 709/2000
Train Loss 1.5923643112182617, Train Accuracy 91.60333251953125
==> Epoch 710/2000
Train Loss 1.5913242101669312, Train Accuracy 91.6050033569336
==> Epoch 711/2000
Train Loss 1.5902857780456543, Train Accuracy 91.61499786376953
==> Epoch 712/2000
Train Loss 1.5892488956451416, Train Accuracy 91.62333679199219
==> Epoch 713/2000
Train Loss 1.5882136821746826, Train Accuracy 91.62833404541016
==> Epoch 714/2000
Train Loss 1.5871800184249878, Train Accuracy 91.62833404541016
==> Epoch 715/2000
Train Loss 1.5861481428146362, Train Accuracy 91.63166809082031
==> Epoch 716/2000
Train Loss 1.5851175785064697, Train Accuracy 91.63333129882812
==> Epoch 717/2000
Train Loss 1.584088683128357, Train Accuracy 91.63999938964844
==> Epoch 718/2000
Train Loss 1.5830612182617188, Train Accuracy 91.6433334350586
==> Epoch 719/2000
Train Loss 1.5820354223251343, Train Accuracy 91.64833068847656
==> Epoch 720/2000
Train Loss 1.5810112953186035, Train Accuracy 91.66000366210938
==> Epoch 721/2000
Train Loss 1.5799884796142578, Train Accuracy 91.66000366210938
==> Epoch 722/2000
Train Loss 1.5789673328399658, Train Accuracy 91.67166900634766
==> Epoch 723/2000
Train Loss 1.5779478549957275, Train Accuracy 91.67666625976562
==> Epoch 724/2000
Train Loss 1.5769296884536743, Train Accuracy 91.68333435058594
==> Epoch 725/2000
Train Loss 1.5759133100509644, Train Accuracy 91.6883316040039
==> Epoch 726/2000
Train Loss 1.5748980045318604, Train Accuracy 91.6933364868164
==> Epoch 727/2000
Train Loss 1.5738847255706787, Train Accuracy 91.69666290283203
==> Epoch 728/2000
Train Loss 1.5728728771209717, Train Accuracy 91.70333099365234
==> Epoch 729/2000
Train Loss 1.5718622207641602, Train Accuracy 91.7066650390625
==> Epoch 730/2000
Train Loss 1.5708534717559814, Train Accuracy 91.70999908447266
==> Epoch 731/2000
Train Loss 1.5698461532592773, Train Accuracy 91.70999908447266
==> Epoch 732/2000
Train Loss 1.5688400268554688, Train Accuracy 91.71499633789062
==> Epoch 733/2000
Train Loss 1.567835807800293, Train Accuracy 91.72000122070312
==> Epoch 734/2000
Train Loss 1.5668326616287231, Train Accuracy 91.72333526611328
==> Epoch 735/2000
Train Loss 1.5658314228057861, Train Accuracy 91.72833251953125
==> Epoch 736/2000
Train Loss 1.5648314952850342, Train Accuracy 91.7316665649414
==> Epoch 737/2000
Train Loss 1.5638328790664673, Train Accuracy 91.73666381835938
==> Epoch 738/2000
Train Loss 1.562835693359375, Train Accuracy 91.73999786376953
==> Epoch 739/2000
Train Loss 1.5618401765823364, Train Accuracy 91.74500274658203
==> Epoch 740/2000
Train Loss 1.5608460903167725, Train Accuracy 91.74833679199219
==> Epoch 741/2000
Train Loss 1.5598535537719727, Train Accuracy 91.75333404541016
==> Epoch 742/2000
Train Loss 1.558862328529358, Train Accuracy 91.76000213623047
==> Epoch 743/2000
Train Loss 1.5578727722167969, Train Accuracy 91.76499938964844
==> Epoch 744/2000
Train Loss 1.5568842887878418, Train Accuracy 91.77333068847656
==> Epoch 745/2000
Train Loss 1.5558974742889404, Train Accuracy 91.77999877929688
==> Epoch 746/2000
Train Loss 1.5549122095108032, Train Accuracy 91.78333282470703
==> Epoch 747/2000
Train Loss 1.5539281368255615, Train Accuracy 91.788330078125
==> Epoch 748/2000
Train Loss 1.5529454946517944, Train Accuracy 91.79166412353516
==> Epoch 749/2000
Train Loss 1.5519641637802124, Train Accuracy 91.7933349609375
==> Epoch 750/2000
Train Loss 1.550984501838684, Train Accuracy 91.79166412353516
==> Epoch 751/2000
Train Loss 1.55000638961792, Train Accuracy 91.80000305175781
==> Epoch 752/2000
Train Loss 1.5490293502807617, Train Accuracy 91.80000305175781
==> Epoch 753/2000
Train Loss 1.5480537414550781, Train Accuracy 91.80999755859375
==> Epoch 754/2000
Train Loss 1.5470796823501587, Train Accuracy 91.82166290283203
==> Epoch 755/2000
Train Loss 1.5461070537567139, Train Accuracy 91.82499694824219
==> Epoch 756/2000
Train Loss 1.545135736465454, Train Accuracy 91.82833099365234
==> Epoch 757/2000
Train Loss 1.5441657304763794, Train Accuracy 91.83000183105469
==> Epoch 758/2000
Train Loss 1.5431973934173584, Train Accuracy 91.83499908447266
==> Epoch 759/2000
Train Loss 1.5422301292419434, Train Accuracy 91.83833312988281
==> Epoch 760/2000
Train Loss 1.541264295578003, Train Accuracy 91.84500122070312
==> Epoch 761/2000
Train Loss 1.5402997732162476, Train Accuracy 91.85166931152344
==> Epoch 762/2000
Train Loss 1.539336919784546, Train Accuracy 91.8550033569336
==> Epoch 763/2000
Train Loss 1.5383751392364502, Train Accuracy 91.86166381835938
==> Epoch 764/2000
Train Loss 1.5374146699905396, Train Accuracy 91.875
==> Epoch 765/2000
Train Loss 1.5364558696746826, Train Accuracy 91.87999725341797
==> Epoch 766/2000
Train Loss 1.5354983806610107, Train Accuracy 91.88333129882812
==> Epoch 767/2000
Train Loss 1.5345419645309448, Train Accuracy 91.89167022705078
==> Epoch 768/2000
Train Loss 1.5335872173309326, Train Accuracy 91.89167022705078
==> Epoch 769/2000
Train Loss 1.5326334238052368, Train Accuracy 91.89167022705078
==> Epoch 770/2000
Train Loss 1.5316812992095947, Train Accuracy 91.8933334350586
==> Epoch 771/2000
Train Loss 1.5307302474975586, Train Accuracy 91.90166473388672
==> Epoch 772/2000
Train Loss 1.5297808647155762, Train Accuracy 91.90499877929688
==> Epoch 773/2000
Train Loss 1.5288324356079102, Train Accuracy 91.91500091552734
==> Epoch 774/2000
Train Loss 1.5278856754302979, Train Accuracy 91.9183349609375
==> Epoch 775/2000
Train Loss 1.526939868927002, Train Accuracy 91.92500305175781
==> Epoch 776/2000
Train Loss 1.5259957313537598, Train Accuracy 91.93000030517578
==> Epoch 777/2000
Train Loss 1.525052785873413, Train Accuracy 91.9366683959961
==> Epoch 778/2000
Train Loss 1.524111032485962, Train Accuracy 91.9366683959961
==> Epoch 779/2000
Train Loss 1.5231705904006958, Train Accuracy 91.94666290283203
==> Epoch 780/2000
Train Loss 1.5222315788269043, Train Accuracy 91.95333099365234
==> Epoch 781/2000
Train Loss 1.5212938785552979, Train Accuracy 91.95833587646484
==> Epoch 782/2000
Train Loss 1.5203572511672974, Train Accuracy 91.96499633789062
==> Epoch 783/2000
Train Loss 1.5194220542907715, Train Accuracy 91.97666931152344
==> Epoch 784/2000
Train Loss 1.5184880495071411, Train Accuracy 91.98500061035156
==> Epoch 785/2000
Train Loss 1.5175552368164062, Train Accuracy 91.98833465576172
==> Epoch 786/2000
Train Loss 1.5166242122650146, Train Accuracy 91.98999786376953
==> Epoch 787/2000
Train Loss 1.5156939029693604, Train Accuracy 91.99833679199219
==> Epoch 788/2000
Train Loss 1.5147652626037598, Train Accuracy 92.00166320800781
==> Epoch 789/2000
Train Loss 1.5138375759124756, Train Accuracy 92.00666809082031
==> Epoch 790/2000
Train Loss 1.5129114389419556, Train Accuracy 92.01499938964844
==> Epoch 791/2000
Train Loss 1.511986255645752, Train Accuracy 92.0199966430664
==> Epoch 792/2000
Train Loss 1.511062502861023, Train Accuracy 92.02166748046875
==> Epoch 793/2000
Train Loss 1.5101399421691895, Train Accuracy 92.03166961669922
==> Epoch 794/2000
Train Loss 1.5092188119888306, Train Accuracy 92.038330078125
==> Epoch 795/2000
Train Loss 1.5082988739013672, Train Accuracy 92.04000091552734
==> Epoch 796/2000
Train Loss 1.5073798894882202, Train Accuracy 92.0433349609375
==> Epoch 797/2000
Train Loss 1.5064623355865479, Train Accuracy 92.04499816894531
==> Epoch 798/2000
Train Loss 1.5055463314056396, Train Accuracy 92.05166625976562
==> Epoch 799/2000
Train Loss 1.5046310424804688, Train Accuracy 92.06666564941406
==> Epoch 800/2000
Train Loss 1.5037171840667725, Train Accuracy 92.07166290283203
==> Epoch 801/2000
Train Loss 1.5028045177459717, Train Accuracy 92.07666778564453
==> Epoch 802/2000
Train Loss 1.5018932819366455, Train Accuracy 92.08499908447266
==> Epoch 803/2000
Train Loss 1.5009831190109253, Train Accuracy 92.09166717529297
==> Epoch 804/2000
Train Loss 1.5000742673873901, Train Accuracy 92.09500122070312
==> Epoch 805/2000
Train Loss 1.4991663694381714, Train Accuracy 92.09833526611328
==> Epoch 806/2000
Train Loss 1.4982599020004272, Train Accuracy 92.0999984741211
==> Epoch 807/2000
Train Loss 1.4973546266555786, Train Accuracy 92.11166381835938
==> Epoch 808/2000
Train Loss 1.496450424194336, Train Accuracy 92.11333465576172
==> Epoch 809/2000
Train Loss 1.4955475330352783, Train Accuracy 92.11333465576172
==> Epoch 810/2000
Train Loss 1.4946459531784058, Train Accuracy 92.11833190917969
==> Epoch 811/2000
Train Loss 1.4937454462051392, Train Accuracy 92.12666320800781
==> Epoch 812/2000
Train Loss 1.492846131324768, Train Accuracy 92.12833404541016
==> Epoch 813/2000
Train Loss 1.491947889328003, Train Accuracy 92.13166809082031
==> Epoch 814/2000
Train Loss 1.491051197052002, Train Accuracy 92.13166809082031
==> Epoch 815/2000
Train Loss 1.4901554584503174, Train Accuracy 92.13500213623047
==> Epoch 816/2000
Train Loss 1.4892607927322388, Train Accuracy 92.1433334350586
==> Epoch 817/2000
Train Loss 1.4883673191070557, Train Accuracy 92.15333557128906
==> Epoch 818/2000
Train Loss 1.4874751567840576, Train Accuracy 92.16666412353516
==> Epoch 819/2000
Train Loss 1.486583948135376, Train Accuracy 92.16999816894531
==> Epoch 820/2000
Train Loss 1.485694408416748, Train Accuracy 92.17500305175781
==> Epoch 821/2000
Train Loss 1.4848054647445679, Train Accuracy 92.17500305175781
==> Epoch 822/2000
Train Loss 1.4839179515838623, Train Accuracy 92.18333435058594
==> Epoch 823/2000
Train Loss 1.4830315113067627, Train Accuracy 92.19000244140625
==> Epoch 824/2000
Train Loss 1.4821465015411377, Train Accuracy 92.19499969482422
==> Epoch 825/2000
Train Loss 1.4812623262405396, Train Accuracy 92.20166778564453
==> Epoch 826/2000
Train Loss 1.480379581451416, Train Accuracy 92.20500183105469
==> Epoch 827/2000
Train Loss 1.4794975519180298, Train Accuracy 92.2066650390625
==> Epoch 828/2000
Train Loss 1.4786171913146973, Train Accuracy 92.21333312988281
==> Epoch 829/2000
Train Loss 1.4777374267578125, Train Accuracy 92.21333312988281
==> Epoch 830/2000
Train Loss 1.4768590927124023, Train Accuracy 92.21666717529297
==> Epoch 831/2000
Train Loss 1.4759819507598877, Train Accuracy 92.22000122070312
==> Epoch 832/2000
Train Loss 1.4751060009002686, Train Accuracy 92.22666931152344
==> Epoch 833/2000
Train Loss 1.474231243133545, Train Accuracy 92.23332977294922
==> Epoch 834/2000
Train Loss 1.473357081413269, Train Accuracy 92.23999786376953
==> Epoch 835/2000
Train Loss 1.4724843502044678, Train Accuracy 92.24333190917969
==> Epoch 836/2000
Train Loss 1.4716129302978516, Train Accuracy 92.24500274658203
==> Epoch 837/2000
Train Loss 1.4707424640655518, Train Accuracy 92.24666595458984
==> Epoch 838/2000
Train Loss 1.4698731899261475, Train Accuracy 92.25166320800781
==> Epoch 839/2000
Train Loss 1.4690051078796387, Train Accuracy 92.25333404541016
==> Epoch 840/2000
Train Loss 1.4681377410888672, Train Accuracy 92.25666809082031
==> Epoch 841/2000
Train Loss 1.4672720432281494, Train Accuracy 92.26166534423828
==> Epoch 842/2000
Train Loss 1.4664071798324585, Train Accuracy 92.26667022705078
==> Epoch 843/2000
Train Loss 1.465543508529663, Train Accuracy 92.27666473388672
==> Epoch 844/2000
Train Loss 1.4646806716918945, Train Accuracy 92.27833557128906
==> Epoch 845/2000
Train Loss 1.463819146156311, Train Accuracy 92.27999877929688
==> Epoch 846/2000
Train Loss 1.462958812713623, Train Accuracy 92.28500366210938
==> Epoch 847/2000
Train Loss 1.462099313735962, Train Accuracy 92.288330078125
==> Epoch 848/2000
Train Loss 1.4612411260604858, Train Accuracy 92.29000091552734
==> Epoch 849/2000
Train Loss 1.4603838920593262, Train Accuracy 92.2933349609375
==> Epoch 850/2000
Train Loss 1.459527611732483, Train Accuracy 92.29666900634766
==> Epoch 851/2000
Train Loss 1.4586728811264038, Train Accuracy 92.30166625976562
==> Epoch 852/2000
Train Loss 1.4578189849853516, Train Accuracy 92.3133316040039
==> Epoch 853/2000
Train Loss 1.4569661617279053, Train Accuracy 92.3183364868164
==> Epoch 854/2000
Train Loss 1.4561142921447754, Train Accuracy 92.32166290283203
==> Epoch 855/2000
Train Loss 1.455263614654541, Train Accuracy 92.32666778564453
==> Epoch 856/2000
Train Loss 1.4544141292572021, Train Accuracy 92.3316650390625
==> Epoch 857/2000
Train Loss 1.4535653591156006, Train Accuracy 92.33833312988281
==> Epoch 858/2000
Train Loss 1.4527180194854736, Train Accuracy 92.33999633789062
==> Epoch 859/2000
Train Loss 1.451871633529663, Train Accuracy 92.3499984741211
==> Epoch 860/2000
Train Loss 1.4510263204574585, Train Accuracy 92.35166931152344
==> Epoch 861/2000
Train Loss 1.4501819610595703, Train Accuracy 92.35333251953125
==> Epoch 862/2000
Train Loss 1.4493387937545776, Train Accuracy 92.3566665649414
==> Epoch 863/2000
Train Loss 1.448496699333191, Train Accuracy 92.35832977294922
==> Epoch 864/2000
Train Loss 1.4476555585861206, Train Accuracy 92.36166381835938
==> Epoch 865/2000
Train Loss 1.4468156099319458, Train Accuracy 92.36666870117188
==> Epoch 866/2000
Train Loss 1.4459764957427979, Train Accuracy 92.36666870117188
==> Epoch 867/2000
Train Loss 1.4451385736465454, Train Accuracy 92.37166595458984
==> Epoch 868/2000
Train Loss 1.444301724433899, Train Accuracy 92.37000274658203
==> Epoch 869/2000
Train Loss 1.4434658288955688, Train Accuracy 92.37166595458984
==> Epoch 870/2000
Train Loss 1.4426312446594238, Train Accuracy 92.37666320800781
==> Epoch 871/2000
Train Loss 1.4417972564697266, Train Accuracy 92.38333129882812
==> Epoch 872/2000
Train Loss 1.4409643411636353, Train Accuracy 92.38833618164062
==> Epoch 873/2000
Train Loss 1.4401328563690186, Train Accuracy 92.38999938964844
==> Epoch 874/2000
Train Loss 1.4393020868301392, Train Accuracy 92.3933334350586
==> Epoch 875/2000
Train Loss 1.4384722709655762, Train Accuracy 92.39666748046875
==> Epoch 876/2000
Train Loss 1.4376437664031982, Train Accuracy 92.39833068847656
==> Epoch 877/2000
Train Loss 1.4368163347244263, Train Accuracy 92.39833068847656
==> Epoch 878/2000
Train Loss 1.4359896183013916, Train Accuracy 92.40666961669922
==> Epoch 879/2000
Train Loss 1.4351640939712524, Train Accuracy 92.40666961669922
==> Epoch 880/2000
Train Loss 1.4343395233154297, Train Accuracy 92.40833282470703
==> Epoch 881/2000
Train Loss 1.433516025543213, Train Accuracy 92.413330078125
==> Epoch 882/2000
Train Loss 1.4326932430267334, Train Accuracy 92.41666412353516
==> Epoch 883/2000
Train Loss 1.4318721294403076, Train Accuracy 92.41500091552734
==> Epoch 884/2000
Train Loss 1.43105149269104, Train Accuracy 92.41999816894531
==> Epoch 885/2000
Train Loss 1.430232048034668, Train Accuracy 92.42666625976562
==> Epoch 886/2000
Train Loss 1.4294134378433228, Train Accuracy 92.4366683959961
==> Epoch 887/2000
Train Loss 1.428596019744873, Train Accuracy 92.4383316040039
==> Epoch 888/2000
Train Loss 1.4277796745300293, Train Accuracy 92.44000244140625
==> Epoch 889/2000
Train Loss 1.426964282989502, Train Accuracy 92.44166564941406
==> Epoch 890/2000
Train Loss 1.4261497259140015, Train Accuracy 92.44499969482422
==> Epoch 891/2000
Train Loss 1.4253363609313965, Train Accuracy 92.44999694824219
==> Epoch 892/2000
Train Loss 1.4245237112045288, Train Accuracy 92.45833587646484
==> Epoch 893/2000
Train Loss 1.4237122535705566, Train Accuracy 92.46333312988281
==> Epoch 894/2000
Train Loss 1.4229017496109009, Train Accuracy 92.46499633789062
==> Epoch 895/2000
Train Loss 1.4220921993255615, Train Accuracy 92.47166442871094
==> Epoch 896/2000
Train Loss 1.421283483505249, Train Accuracy 92.4749984741211
==> Epoch 897/2000
Train Loss 1.4204763174057007, Train Accuracy 92.47333526611328
==> Epoch 898/2000
Train Loss 1.419669508934021, Train Accuracy 92.4816665649414
==> Epoch 899/2000
Train Loss 1.4188640117645264, Train Accuracy 92.48500061035156
==> Epoch 900/2000
Train Loss 1.4180594682693481, Train Accuracy 92.48833465576172
==> Epoch 901/2000
Train Loss 1.4172556400299072, Train Accuracy 92.49333190917969
==> Epoch 902/2000
Train Loss 1.4164530038833618, Train Accuracy 92.49666595458984
==> Epoch 903/2000
Train Loss 1.4156514406204224, Train Accuracy 92.5
==> Epoch 904/2000
Train Loss 1.4148507118225098, Train Accuracy 92.50166320800781
==> Epoch 905/2000
Train Loss 1.4140509366989136, Train Accuracy 92.50666809082031
==> Epoch 906/2000
Train Loss 1.4132521152496338, Train Accuracy 92.50833129882812
==> Epoch 907/2000
Train Loss 1.41245436668396, Train Accuracy 92.51333618164062
==> Epoch 908/2000
Train Loss 1.411657452583313, Train Accuracy 92.5183334350586
==> Epoch 909/2000
Train Loss 1.410861611366272, Train Accuracy 92.52333068847656
==> Epoch 910/2000
Train Loss 1.4100666046142578, Train Accuracy 92.52333068847656
==> Epoch 911/2000
Train Loss 1.40927255153656, Train Accuracy 92.52166748046875
==> Epoch 912/2000
Train Loss 1.4084794521331787, Train Accuracy 92.52833557128906
==> Epoch 913/2000
Train Loss 1.4076875448226929, Train Accuracy 92.53500366210938
==> Epoch 914/2000
Train Loss 1.4068962335586548, Train Accuracy 92.54000091552734
==> Epoch 915/2000
Train Loss 1.4061059951782227, Train Accuracy 92.54499816894531
==> Epoch 916/2000
Train Loss 1.405316710472107, Train Accuracy 92.54833221435547
==> Epoch 917/2000
Train Loss 1.4045286178588867, Train Accuracy 92.55333709716797
==> Epoch 918/2000
Train Loss 1.4037412405014038, Train Accuracy 92.5566635131836
==> Epoch 919/2000
Train Loss 1.4029548168182373, Train Accuracy 92.5616683959961
==> Epoch 920/2000
Train Loss 1.4021693468093872, Train Accuracy 92.56666564941406
==> Epoch 921/2000
Train Loss 1.401384949684143, Train Accuracy 92.57333374023438
==> Epoch 922/2000
Train Loss 1.4006012678146362, Train Accuracy 92.586669921875
==> Epoch 923/2000
Train Loss 1.3998186588287354, Train Accuracy 92.59333038330078
==> Epoch 924/2000
Train Loss 1.3990367650985718, Train Accuracy 92.59666442871094
==> Epoch 925/2000
Train Loss 1.3982560634613037, Train Accuracy 92.60333251953125
==> Epoch 926/2000
Train Loss 1.3974761962890625, Train Accuracy 92.60333251953125
==> Epoch 927/2000
Train Loss 1.3966972827911377, Train Accuracy 92.61166381835938
==> Epoch 928/2000
Train Loss 1.3959192037582397, Train Accuracy 92.61833190917969
==> Epoch 929/2000
Train Loss 1.3951421976089478, Train Accuracy 92.62166595458984
==> Epoch 930/2000
Train Loss 1.394365906715393, Train Accuracy 92.63166809082031
==> Epoch 931/2000
Train Loss 1.3935906887054443, Train Accuracy 92.63333129882812
==> Epoch 932/2000
Train Loss 1.3928163051605225, Train Accuracy 92.63500213623047
==> Epoch 933/2000
Train Loss 1.392042875289917, Train Accuracy 92.64167022705078
==> Epoch 934/2000
Train Loss 1.391270399093628, Train Accuracy 92.63999938964844
==> Epoch 935/2000
Train Loss 1.3904988765716553, Train Accuracy 92.6433334350586
==> Epoch 936/2000
Train Loss 1.3897281885147095, Train Accuracy 92.6449966430664
==> Epoch 937/2000
Train Loss 1.38895845413208, Train Accuracy 92.65333557128906
==> Epoch 938/2000
Train Loss 1.3881895542144775, Train Accuracy 92.65499877929688
==> Epoch 939/2000
Train Loss 1.3874214887619019, Train Accuracy 92.65666961669922
==> Epoch 940/2000
Train Loss 1.3866544961929321, Train Accuracy 92.663330078125
==> Epoch 941/2000
Train Loss 1.3858883380889893, Train Accuracy 92.66666412353516
==> Epoch 942/2000
Train Loss 1.3851230144500732, Train Accuracy 92.66666412353516
==> Epoch 943/2000
Train Loss 1.3843586444854736, Train Accuracy 92.66999816894531
==> Epoch 944/2000
Train Loss 1.38359534740448, Train Accuracy 92.67500305175781
==> Epoch 945/2000
Train Loss 1.382832646369934, Train Accuracy 92.67833709716797
==> Epoch 946/2000
Train Loss 1.3820710182189941, Train Accuracy 92.6816635131836
==> Epoch 947/2000
Train Loss 1.3813104629516602, Train Accuracy 92.68333435058594
==> Epoch 948/2000
Train Loss 1.3805503845214844, Train Accuracy 92.6883316040039
==> Epoch 949/2000
Train Loss 1.379791498184204, Train Accuracy 92.69000244140625
==> Epoch 950/2000
Train Loss 1.3790333271026611, Train Accuracy 92.69666290283203
==> Epoch 951/2000
Train Loss 1.3782761096954346, Train Accuracy 92.69833374023438
==> Epoch 952/2000
Train Loss 1.3775198459625244, Train Accuracy 92.70333099365234
==> Epoch 953/2000
Train Loss 1.3767642974853516, Train Accuracy 92.70333099365234
==> Epoch 954/2000
Train Loss 1.3760099411010742, Train Accuracy 92.70500183105469
==> Epoch 955/2000
Train Loss 1.3752561807632446, Train Accuracy 92.7066650390625
==> Epoch 956/2000
Train Loss 1.3745033740997314, Train Accuracy 92.7066650390625
==> Epoch 957/2000
Train Loss 1.3737514019012451, Train Accuracy 92.71499633789062
==> Epoch 958/2000
Train Loss 1.3730002641677856, Train Accuracy 92.72000122070312
==> Epoch 959/2000
Train Loss 1.3722501993179321, Train Accuracy 92.71833038330078
==> Epoch 960/2000
Train Loss 1.3715009689331055, Train Accuracy 92.72333526611328
==> Epoch 961/2000
Train Loss 1.3707525730133057, Train Accuracy 92.72666931152344
==> Epoch 962/2000
Train Loss 1.3700048923492432, Train Accuracy 92.7300033569336
==> Epoch 963/2000
Train Loss 1.3692582845687866, Train Accuracy 92.73500061035156
==> Epoch 964/2000
Train Loss 1.3685123920440674, Train Accuracy 92.74166870117188
==> Epoch 965/2000
Train Loss 1.367767572402954, Train Accuracy 92.74333190917969
==> Epoch 966/2000
Train Loss 1.3670234680175781, Train Accuracy 92.75
==> Epoch 967/2000
Train Loss 1.3662803173065186, Train Accuracy 92.75
==> Epoch 968/2000
Train Loss 1.3655377626419067, Train Accuracy 92.75166320800781
==> Epoch 969/2000
Train Loss 1.3647962808609009, Train Accuracy 92.75333404541016
==> Epoch 970/2000
Train Loss 1.3640556335449219, Train Accuracy 92.76166534423828
==> Epoch 971/2000
Train Loss 1.3633158206939697, Train Accuracy 92.76499938964844
==> Epoch 972/2000
Train Loss 1.3625767230987549, Train Accuracy 92.77166748046875
==> Epoch 973/2000
Train Loss 1.361838698387146, Train Accuracy 92.77666473388672
==> Epoch 974/2000
Train Loss 1.3611013889312744, Train Accuracy 92.77999877929688
==> Epoch 975/2000
Train Loss 1.3603652715682983, Train Accuracy 92.78333282470703
==> Epoch 976/2000
Train Loss 1.359629511833191, Train Accuracy 92.788330078125
==> Epoch 977/2000
Train Loss 1.3588948249816895, Train Accuracy 92.79000091552734
==> Epoch 978/2000
Train Loss 1.3581609725952148, Train Accuracy 92.7933349609375
==> Epoch 979/2000
Train Loss 1.3574280738830566, Train Accuracy 92.79666900634766
==> Epoch 980/2000
Train Loss 1.3566957712173462, Train Accuracy 92.79666900634766
==> Epoch 981/2000
Train Loss 1.3559645414352417, Train Accuracy 92.80000305175781
==> Epoch 982/2000
Train Loss 1.355234146118164, Train Accuracy 92.8066635131836
==> Epoch 983/2000
Train Loss 1.3545043468475342, Train Accuracy 92.80833435058594
==> Epoch 984/2000
Train Loss 1.3537755012512207, Train Accuracy 92.80999755859375
==> Epoch 985/2000
Train Loss 1.353047490119934, Train Accuracy 92.81666564941406
==> Epoch 986/2000
Train Loss 1.3523203134536743, Train Accuracy 92.82333374023438
==> Epoch 987/2000
Train Loss 1.3515939712524414, Train Accuracy 92.82666778564453
==> Epoch 988/2000
Train Loss 1.3508687019348145, Train Accuracy 92.82833099365234
==> Epoch 989/2000
Train Loss 1.3501440286636353, Train Accuracy 92.83999633789062
==> Epoch 990/2000
Train Loss 1.3494203090667725, Train Accuracy 92.84333038330078
==> Epoch 991/2000
Train Loss 1.3486970663070679, Train Accuracy 92.84500122070312
==> Epoch 992/2000
Train Loss 1.3479751348495483, Train Accuracy 92.8499984741211
==> Epoch 993/2000
Train Loss 1.3472535610198975, Train Accuracy 92.85333251953125
==> Epoch 994/2000
Train Loss 1.346533179283142, Train Accuracy 92.8550033569336
==> Epoch 995/2000
Train Loss 1.3458133935928345, Train Accuracy 92.86166381835938
==> Epoch 996/2000
Train Loss 1.3450945615768433, Train Accuracy 92.86666870117188
==> Epoch 997/2000
Train Loss 1.344376564025879, Train Accuracy 92.87333679199219
==> Epoch 998/2000
Train Loss 1.3436592817306519, Train Accuracy 92.87333679199219
==> Epoch 999/2000
Train Loss 1.3429428339004517, Train Accuracy 92.875
==> Epoch 1000/2000
Train Loss 1.3422272205352783, Train Accuracy 92.87666320800781
==> Epoch 1001/2000
Train Loss 1.3415124416351318, Train Accuracy 92.87999725341797
==> Epoch 1002/2000
Train Loss 1.3407983779907227, Train Accuracy 92.88833618164062
==> Epoch 1003/2000
Train Loss 1.3400852680206299, Train Accuracy 92.88833618164062
==> Epoch 1004/2000
Train Loss 1.3393728733062744, Train Accuracy 92.88833618164062
==> Epoch 1005/2000
Train Loss 1.3386613130569458, Train Accuracy 92.8949966430664
==> Epoch 1006/2000
Train Loss 1.3379507064819336, Train Accuracy 92.9000015258789
==> Epoch 1007/2000
Train Loss 1.3372408151626587, Train Accuracy 92.90666961669922
==> Epoch 1008/2000
Train Loss 1.336531639099121, Train Accuracy 92.90833282470703
==> Epoch 1009/2000
Train Loss 1.3358232975006104, Train Accuracy 92.913330078125
==> Epoch 1010/2000
Train Loss 1.3351155519485474, Train Accuracy 92.9183349609375
==> Epoch 1011/2000
Train Loss 1.3344087600708008, Train Accuracy 92.92166900634766
==> Epoch 1012/2000
Train Loss 1.3337029218673706, Train Accuracy 92.92500305175781
==> Epoch 1013/2000
Train Loss 1.3329977989196777, Train Accuracy 92.93000030517578
==> Epoch 1014/2000
Train Loss 1.3322935104370117, Train Accuracy 92.93499755859375
==> Epoch 1015/2000
Train Loss 1.331589937210083, Train Accuracy 92.9383316040039
==> Epoch 1016/2000
Train Loss 1.3308871984481812, Train Accuracy 92.94000244140625
==> Epoch 1017/2000
Train Loss 1.3301851749420166, Train Accuracy 92.94666290283203
==> Epoch 1018/2000
Train Loss 1.329483985900879, Train Accuracy 92.94833374023438
==> Epoch 1019/2000
Train Loss 1.328783631324768, Train Accuracy 92.95166778564453
==> Epoch 1020/2000
Train Loss 1.3280842304229736, Train Accuracy 92.95500183105469
==> Epoch 1021/2000
Train Loss 1.3273853063583374, Train Accuracy 92.95833587646484
==> Epoch 1022/2000
Train Loss 1.326687216758728, Train Accuracy 92.95833587646484
==> Epoch 1023/2000
Train Loss 1.3259899616241455, Train Accuracy 92.96666717529297
==> Epoch 1024/2000
Train Loss 1.3252935409545898, Train Accuracy 92.97000122070312
==> Epoch 1025/2000
Train Loss 1.324597716331482, Train Accuracy 92.97166442871094
==> Epoch 1026/2000
Train Loss 1.3239030838012695, Train Accuracy 92.97666931152344
==> Epoch 1027/2000
Train Loss 1.3232088088989258, Train Accuracy 92.97666931152344
==> Epoch 1028/2000
Train Loss 1.322515606880188, Train Accuracy 92.97833251953125
==> Epoch 1029/2000
Train Loss 1.3218228816986084, Train Accuracy 92.98666381835938
==> Epoch 1030/2000
Train Loss 1.3211311101913452, Train Accuracy 92.99833679199219
==> Epoch 1031/2000
Train Loss 1.3204401731491089, Train Accuracy 93.0
==> Epoch 1032/2000
Train Loss 1.3197498321533203, Train Accuracy 93.00333404541016
==> Epoch 1033/2000
Train Loss 1.3190603256225586, Train Accuracy 93.01333618164062
==> Epoch 1034/2000
Train Loss 1.3183717727661133, Train Accuracy 93.01499938964844
==> Epoch 1035/2000
Train Loss 1.3176839351654053, Train Accuracy 93.0199966430664
==> Epoch 1036/2000
Train Loss 1.3169968128204346, Train Accuracy 93.0199966430664
==> Epoch 1037/2000
Train Loss 1.3163102865219116, Train Accuracy 93.02333068847656
==> Epoch 1038/2000
Train Loss 1.315624713897705, Train Accuracy 93.02333068847656
==> Epoch 1039/2000
Train Loss 1.3149397373199463, Train Accuracy 93.02666473388672
==> Epoch 1040/2000
Train Loss 1.314255714416504, Train Accuracy 93.02999877929688
==> Epoch 1041/2000
Train Loss 1.3135724067687988, Train Accuracy 93.02999877929688
==> Epoch 1042/2000
Train Loss 1.312889814376831, Train Accuracy 93.03500366210938
==> Epoch 1043/2000
Train Loss 1.3122080564498901, Train Accuracy 93.03500366210938
==> Epoch 1044/2000
Train Loss 1.3115270137786865, Train Accuracy 93.04000091552734
==> Epoch 1045/2000
Train Loss 1.3108466863632202, Train Accuracy 93.04666900634766
==> Epoch 1046/2000
Train Loss 1.3101671934127808, Train Accuracy 93.04833221435547
==> Epoch 1047/2000
Train Loss 1.3094884157180786, Train Accuracy 93.05000305175781
==> Epoch 1048/2000
Train Loss 1.3088104724884033, Train Accuracy 93.05833435058594
==> Epoch 1049/2000
Train Loss 1.3081331253051758, Train Accuracy 93.05999755859375
==> Epoch 1050/2000
Train Loss 1.307456612586975, Train Accuracy 93.0616683959961
==> Epoch 1051/2000
Train Loss 1.3067808151245117, Train Accuracy 93.0683364868164
==> Epoch 1052/2000
Train Loss 1.3061058521270752, Train Accuracy 93.07166290283203
==> Epoch 1053/2000
Train Loss 1.305431604385376, Train Accuracy 93.07333374023438
==> Epoch 1054/2000
Train Loss 1.304758071899414, Train Accuracy 93.07166290283203
==> Epoch 1055/2000
Train Loss 1.3040852546691895, Train Accuracy 93.06999969482422
==> Epoch 1056/2000
Train Loss 1.3034131526947021, Train Accuracy 93.07499694824219
==> Epoch 1057/2000
Train Loss 1.3027420043945312, Train Accuracy 93.08000183105469
==> Epoch 1058/2000
Train Loss 1.3020715713500977, Train Accuracy 93.08333587646484
==> Epoch 1059/2000
Train Loss 1.3014017343521118, Train Accuracy 93.08999633789062
==> Epoch 1060/2000
Train Loss 1.3007326126098633, Train Accuracy 93.09166717529297
==> Epoch 1061/2000
Train Loss 1.300064206123352, Train Accuracy 93.10333251953125
==> Epoch 1062/2000
Train Loss 1.2993966341018677, Train Accuracy 93.10333251953125
==> Epoch 1063/2000
Train Loss 1.2987297773361206, Train Accuracy 93.1050033569336
==> Epoch 1064/2000
Train Loss 1.29806387424469, Train Accuracy 93.1050033569336
==> Epoch 1065/2000
Train Loss 1.2973982095718384, Train Accuracy 93.1066665649414
==> Epoch 1066/2000
Train Loss 1.2967337369918823, Train Accuracy 93.11000061035156
==> Epoch 1067/2000
Train Loss 1.2960697412490845, Train Accuracy 93.11666870117188
==> Epoch 1068/2000
Train Loss 1.2954065799713135, Train Accuracy 93.11833190917969
==> Epoch 1069/2000
Train Loss 1.2947441339492798, Train Accuracy 93.12333679199219
==> Epoch 1070/2000
Train Loss 1.2940824031829834, Train Accuracy 93.12666320800781
==> Epoch 1071/2000
Train Loss 1.2934213876724243, Train Accuracy 93.12999725341797
==> Epoch 1072/2000
Train Loss 1.2927613258361816, Train Accuracy 93.13500213623047
==> Epoch 1073/2000
Train Loss 1.2921016216278076, Train Accuracy 93.13666534423828
==> Epoch 1074/2000
Train Loss 1.29144287109375, Train Accuracy 93.13333129882812
==> Epoch 1075/2000
Train Loss 1.2907848358154297, Train Accuracy 93.13333129882812
==> Epoch 1076/2000
Train Loss 1.2901275157928467, Train Accuracy 93.13833618164062
==> Epoch 1077/2000
Train Loss 1.2894706726074219, Train Accuracy 93.14833068847656
==> Epoch 1078/2000
Train Loss 1.2888147830963135, Train Accuracy 93.15499877929688
==> Epoch 1079/2000
Train Loss 1.2881596088409424, Train Accuracy 93.15833282470703
==> Epoch 1080/2000
Train Loss 1.2875051498413086, Train Accuracy 93.16166687011719
==> Epoch 1081/2000
Train Loss 1.2868512868881226, Train Accuracy 93.1683349609375
==> Epoch 1082/2000
Train Loss 1.286198377609253, Train Accuracy 93.17500305175781
==> Epoch 1083/2000
Train Loss 1.285545825958252, Train Accuracy 93.17666625976562
==> Epoch 1084/2000
Train Loss 1.284894347190857, Train Accuracy 93.18499755859375
==> Epoch 1085/2000
Train Loss 1.2842434644699097, Train Accuracy 93.1883316040039
==> Epoch 1086/2000
Train Loss 1.2835932970046997, Train Accuracy 93.1883316040039
==> Epoch 1087/2000
Train Loss 1.282943606376648, Train Accuracy 93.1883316040039
==> Epoch 1088/2000
Train Loss 1.2822949886322021, Train Accuracy 93.19666290283203
==> Epoch 1089/2000
Train Loss 1.281646966934204, Train Accuracy 93.20166778564453
==> Epoch 1090/2000
Train Loss 1.2809994220733643, Train Accuracy 93.2066650390625
==> Epoch 1091/2000
Train Loss 1.2803528308868408, Train Accuracy 93.20999908447266
==> Epoch 1092/2000
Train Loss 1.2797068357467651, Train Accuracy 93.20999908447266
==> Epoch 1093/2000
Train Loss 1.2790615558624268, Train Accuracy 93.21333312988281
==> Epoch 1094/2000
Train Loss 1.2784171104431152, Train Accuracy 93.22166442871094
==> Epoch 1095/2000
Train Loss 1.2777732610702515, Train Accuracy 93.2249984741211
==> Epoch 1096/2000
Train Loss 1.277130126953125, Train Accuracy 93.2249984741211
==> Epoch 1097/2000
Train Loss 1.2764875888824463, Train Accuracy 93.2300033569336
==> Epoch 1098/2000
Train Loss 1.2758458852767944, Train Accuracy 93.23500061035156
==> Epoch 1099/2000
Train Loss 1.2752048969268799, Train Accuracy 93.23332977294922
==> Epoch 1100/2000
Train Loss 1.274564504623413, Train Accuracy 93.23666381835938
==> Epoch 1101/2000
Train Loss 1.2739248275756836, Train Accuracy 93.24166870117188
==> Epoch 1102/2000
Train Loss 1.2732857465744019, Train Accuracy 93.24500274658203
==> Epoch 1103/2000
Train Loss 1.2726476192474365, Train Accuracy 93.25
==> Epoch 1104/2000
Train Loss 1.272010087966919, Train Accuracy 93.25333404541016
==> Epoch 1105/2000
Train Loss 1.2713731527328491, Train Accuracy 93.25499725341797
==> Epoch 1106/2000
Train Loss 1.2707370519638062, Train Accuracy 93.25833129882812
==> Epoch 1107/2000
Train Loss 1.2701013088226318, Train Accuracy 93.25833129882812
==> Epoch 1108/2000
Train Loss 1.2694666385650635, Train Accuracy 93.25666809082031
==> Epoch 1109/2000
Train Loss 1.2688325643539429, Train Accuracy 93.26000213623047
==> Epoch 1110/2000
Train Loss 1.26819908618927, Train Accuracy 93.2683334350586
==> Epoch 1111/2000
Train Loss 1.267566442489624, Train Accuracy 93.2699966430664
==> Epoch 1112/2000
Train Loss 1.2669342756271362, Train Accuracy 93.27666473388672
==> Epoch 1113/2000
Train Loss 1.2663029432296753, Train Accuracy 93.27999877929688
==> Epoch 1114/2000
Train Loss 1.265672206878662, Train Accuracy 93.28500366210938
==> Epoch 1115/2000
Train Loss 1.2650420665740967, Train Accuracy 93.2933349609375
==> Epoch 1116/2000
Train Loss 1.2644126415252686, Train Accuracy 93.2933349609375
==> Epoch 1117/2000
Train Loss 1.2637841701507568, Train Accuracy 93.29666900634766
==> Epoch 1118/2000
Train Loss 1.2631561756134033, Train Accuracy 93.30166625976562
==> Epoch 1119/2000
Train Loss 1.2625287771224976, Train Accuracy 93.30166625976562
==> Epoch 1120/2000
Train Loss 1.261902093887329, Train Accuracy 93.30500030517578
==> Epoch 1121/2000
Train Loss 1.2612762451171875, Train Accuracy 93.3066635131836
==> Epoch 1122/2000
Train Loss 1.260650873184204, Train Accuracy 93.30833435058594
==> Epoch 1123/2000
Train Loss 1.260026454925537, Train Accuracy 93.30999755859375
==> Epoch 1124/2000
Train Loss 1.2594025135040283, Train Accuracy 93.3116683959961
==> Epoch 1125/2000
Train Loss 1.2587791681289673, Train Accuracy 93.31500244140625
==> Epoch 1126/2000
Train Loss 1.2581565380096436, Train Accuracy 93.31500244140625
==> Epoch 1127/2000
Train Loss 1.2575346231460571, Train Accuracy 93.31666564941406
==> Epoch 1128/2000
Train Loss 1.256913423538208, Train Accuracy 93.32499694824219
==> Epoch 1129/2000
Train Loss 1.2562928199768066, Train Accuracy 93.32666778564453
==> Epoch 1130/2000
Train Loss 1.2556729316711426, Train Accuracy 93.32666778564453
==> Epoch 1131/2000
Train Loss 1.2550535202026367, Train Accuracy 93.33000183105469
==> Epoch 1132/2000
Train Loss 1.2544350624084473, Train Accuracy 93.33333587646484
==> Epoch 1133/2000
Train Loss 1.253817081451416, Train Accuracy 93.33333587646484
==> Epoch 1134/2000
Train Loss 1.2532000541687012, Train Accuracy 93.336669921875
==> Epoch 1135/2000
Train Loss 1.2525832653045654, Train Accuracy 93.34166717529297
==> Epoch 1136/2000
Train Loss 1.251967430114746, Train Accuracy 93.34666442871094
==> Epoch 1137/2000
Train Loss 1.2513519525527954, Train Accuracy 93.34666442871094
==> Epoch 1138/2000
Train Loss 1.2507374286651611, Train Accuracy 93.3499984741211
==> Epoch 1139/2000
Train Loss 1.2501235008239746, Train Accuracy 93.35333251953125
==> Epoch 1140/2000
Train Loss 1.2495101690292358, Train Accuracy 93.3550033569336
==> Epoch 1141/2000
Train Loss 1.2488975524902344, Train Accuracy 93.36000061035156
==> Epoch 1142/2000
Train Loss 1.2482855319976807, Train Accuracy 93.36000061035156
==> Epoch 1143/2000
Train Loss 1.2476741075515747, Train Accuracy 93.36499786376953
==> Epoch 1144/2000
Train Loss 1.2470636367797852, Train Accuracy 93.36666870117188
==> Epoch 1145/2000
Train Loss 1.2464535236358643, Train Accuracy 93.36833190917969
==> Epoch 1146/2000
Train Loss 1.2458441257476807, Train Accuracy 93.375
==> Epoch 1147/2000
Train Loss 1.2452354431152344, Train Accuracy 93.375
==> Epoch 1148/2000
Train Loss 1.2446273565292358, Train Accuracy 93.37833404541016
==> Epoch 1149/2000
Train Loss 1.244019865989685, Train Accuracy 93.37833404541016
==> Epoch 1150/2000
Train Loss 1.2434130907058716, Train Accuracy 93.38166809082031
==> Epoch 1151/2000
Train Loss 1.2428069114685059, Train Accuracy 93.38166809082031
==> Epoch 1152/2000
Train Loss 1.2422014474868774, Train Accuracy 93.38500213623047
==> Epoch 1153/2000
Train Loss 1.2415964603424072, Train Accuracy 93.38666534423828
==> Epoch 1154/2000
Train Loss 1.2409923076629639, Train Accuracy 93.38833618164062
==> Epoch 1155/2000
Train Loss 1.2403887510299683, Train Accuracy 93.38999938964844
==> Epoch 1156/2000
Train Loss 1.2397857904434204, Train Accuracy 93.3933334350586
==> Epoch 1157/2000
Train Loss 1.2391836643218994, Train Accuracy 93.3933334350586
==> Epoch 1158/2000
Train Loss 1.2385820150375366, Train Accuracy 93.39666748046875
==> Epoch 1159/2000
Train Loss 1.2379809617996216, Train Accuracy 93.39666748046875
==> Epoch 1160/2000
Train Loss 1.2373805046081543, Train Accuracy 93.39833068847656
==> Epoch 1161/2000
Train Loss 1.2367807626724243, Train Accuracy 93.40166473388672
==> Epoch 1162/2000
Train Loss 1.2361817359924316, Train Accuracy 93.40333557128906
==> Epoch 1163/2000
Train Loss 1.2355833053588867, Train Accuracy 93.40499877929688
==> Epoch 1164/2000
Train Loss 1.2349853515625, Train Accuracy 93.40499877929688
==> Epoch 1165/2000
Train Loss 1.2343882322311401, Train Accuracy 93.40666961669922
==> Epoch 1166/2000
Train Loss 1.2337918281555176, Train Accuracy 93.41166687011719
==> Epoch 1167/2000
Train Loss 1.2331957817077637, Train Accuracy 93.41500091552734
==> Epoch 1168/2000
Train Loss 1.232600450515747, Train Accuracy 93.41999816894531
==> Epoch 1169/2000
Train Loss 1.2320058345794678, Train Accuracy 93.42166900634766
==> Epoch 1170/2000
Train Loss 1.2314118146896362, Train Accuracy 93.42666625976562
==> Epoch 1171/2000
Train Loss 1.230818271636963, Train Accuracy 93.4316635131836
==> Epoch 1172/2000
Train Loss 1.2302255630493164, Train Accuracy 93.43499755859375
==> Epoch 1173/2000
Train Loss 1.2296333312988281, Train Accuracy 93.43499755859375
==> Epoch 1174/2000
Train Loss 1.2290418148040771, Train Accuracy 93.44166564941406
==> Epoch 1175/2000
Train Loss 1.2284507751464844, Train Accuracy 93.4433364868164
==> Epoch 1176/2000
Train Loss 1.227860689163208, Train Accuracy 93.44999694824219
==> Epoch 1177/2000
Train Loss 1.2272709608078003, Train Accuracy 93.45166778564453
==> Epoch 1178/2000
Train Loss 1.2266819477081299, Train Accuracy 93.45166778564453
==> Epoch 1179/2000
Train Loss 1.2260936498641968, Train Accuracy 93.45333099365234
==> Epoch 1180/2000
Train Loss 1.2255058288574219, Train Accuracy 93.45833587646484
==> Epoch 1181/2000
Train Loss 1.2249186038970947, Train Accuracy 93.46333312988281
==> Epoch 1182/2000
Train Loss 1.2243319749832153, Train Accuracy 93.47000122070312
==> Epoch 1183/2000
Train Loss 1.2237460613250732, Train Accuracy 93.47333526611328
==> Epoch 1184/2000
Train Loss 1.223160743713379, Train Accuracy 93.4749984741211
==> Epoch 1185/2000
Train Loss 1.2225761413574219, Train Accuracy 93.47833251953125
==> Epoch 1186/2000
Train Loss 1.2219918966293335, Train Accuracy 93.47666931152344
==> Epoch 1187/2000
Train Loss 1.221408486366272, Train Accuracy 93.47833251953125
==> Epoch 1188/2000
Train Loss 1.2208255529403687, Train Accuracy 93.48666381835938
==> Epoch 1189/2000
Train Loss 1.2202433347702026, Train Accuracy 93.48833465576172
==> Epoch 1190/2000
Train Loss 1.2196617126464844, Train Accuracy 93.49333190917969
==> Epoch 1191/2000
Train Loss 1.2190805673599243, Train Accuracy 93.49666595458984
==> Epoch 1192/2000
Train Loss 1.2185001373291016, Train Accuracy 93.49666595458984
==> Epoch 1193/2000
Train Loss 1.2179204225540161, Train Accuracy 93.50166320800781
==> Epoch 1194/2000
Train Loss 1.2173411846160889, Train Accuracy 93.50666809082031
==> Epoch 1195/2000
Train Loss 1.2167625427246094, Train Accuracy 93.51000213623047
==> Epoch 1196/2000
Train Loss 1.2161846160888672, Train Accuracy 93.51333618164062
==> Epoch 1197/2000
Train Loss 1.2156071662902832, Train Accuracy 93.51333618164062
==> Epoch 1198/2000
Train Loss 1.215030312538147, Train Accuracy 93.51667022705078
==> Epoch 1199/2000
Train Loss 1.214454174041748, Train Accuracy 93.5199966430664
==> Epoch 1200/2000
Train Loss 1.2138786315917969, Train Accuracy 93.52333068847656
==> Epoch 1201/2000
Train Loss 1.2133036851882935, Train Accuracy 93.52833557128906
==> Epoch 1202/2000
Train Loss 1.2127292156219482, Train Accuracy 93.52999877929688
==> Epoch 1203/2000
Train Loss 1.2121554613113403, Train Accuracy 93.53500366210938
==> Epoch 1204/2000
Train Loss 1.2115823030471802, Train Accuracy 93.54166412353516
==> Epoch 1205/2000
Train Loss 1.2110097408294678, Train Accuracy 93.54666900634766
==> Epoch 1206/2000
Train Loss 1.2104376554489136, Train Accuracy 93.55166625976562
==> Epoch 1207/2000
Train Loss 1.2098664045333862, Train Accuracy 93.5566635131836
==> Epoch 1208/2000
Train Loss 1.2092955112457275, Train Accuracy 93.5566635131836
==> Epoch 1209/2000
Train Loss 1.2087252140045166, Train Accuracy 93.55500030517578
==> Epoch 1210/2000
Train Loss 1.2081557512283325, Train Accuracy 93.55500030517578
==> Epoch 1211/2000
Train Loss 1.2075867652893066, Train Accuracy 93.55999755859375
==> Epoch 1212/2000
Train Loss 1.2070183753967285, Train Accuracy 93.5633316040039
==> Epoch 1213/2000
Train Loss 1.206450343132019, Train Accuracy 93.56666564941406
==> Epoch 1214/2000
Train Loss 1.205883264541626, Train Accuracy 93.56999969482422
==> Epoch 1215/2000
Train Loss 1.2053165435791016, Train Accuracy 93.57166290283203
==> Epoch 1216/2000
Train Loss 1.204750418663025, Train Accuracy 93.57666778564453
==> Epoch 1217/2000
Train Loss 1.2041850090026855, Train Accuracy 93.58000183105469
==> Epoch 1218/2000
Train Loss 1.203620195388794, Train Accuracy 93.5816650390625
==> Epoch 1219/2000
Train Loss 1.2030558586120605, Train Accuracy 93.58833312988281
==> Epoch 1220/2000
Train Loss 1.202492117881775, Train Accuracy 93.58999633789062
==> Epoch 1221/2000
Train Loss 1.201928973197937, Train Accuracy 93.59333038330078
==> Epoch 1222/2000
Train Loss 1.2013664245605469, Train Accuracy 93.59666442871094
==> Epoch 1223/2000
Train Loss 1.2008044719696045, Train Accuracy 93.59833526611328
==> Epoch 1224/2000
Train Loss 1.2002429962158203, Train Accuracy 93.60166931152344
==> Epoch 1225/2000
Train Loss 1.1996822357177734, Train Accuracy 93.60333251953125
==> Epoch 1226/2000
Train Loss 1.1991219520568848, Train Accuracy 93.6066665649414
==> Epoch 1227/2000
Train Loss 1.1985622644424438, Train Accuracy 93.61166381835938
==> Epoch 1228/2000
Train Loss 1.1980032920837402, Train Accuracy 93.61333465576172
==> Epoch 1229/2000
Train Loss 1.1974446773529053, Train Accuracy 93.61833190917969
==> Epoch 1230/2000
Train Loss 1.1968868970870972, Train Accuracy 93.62333679199219
==> Epoch 1231/2000
Train Loss 1.1963294744491577, Train Accuracy 93.62333679199219
==> Epoch 1232/2000
Train Loss 1.1957727670669556, Train Accuracy 93.62833404541016
==> Epoch 1233/2000
Train Loss 1.1952165365219116, Train Accuracy 93.62833404541016
==> Epoch 1234/2000
Train Loss 1.1946609020233154, Train Accuracy 93.63166809082031
==> Epoch 1235/2000
Train Loss 1.1941059827804565, Train Accuracy 93.63333129882812
==> Epoch 1236/2000
Train Loss 1.1935514211654663, Train Accuracy 93.63333129882812
==> Epoch 1237/2000
Train Loss 1.1929975748062134, Train Accuracy 93.63500213623047
==> Epoch 1238/2000
Train Loss 1.1924443244934082, Train Accuracy 93.63833618164062
==> Epoch 1239/2000
Train Loss 1.1918914318084717, Train Accuracy 93.6449966430664
==> Epoch 1240/2000
Train Loss 1.1913392543792725, Train Accuracy 93.64666748046875
==> Epoch 1241/2000
Train Loss 1.190787672996521, Train Accuracy 93.6500015258789
==> Epoch 1242/2000
Train Loss 1.1902366876602173, Train Accuracy 93.65499877929688
==> Epoch 1243/2000
Train Loss 1.1896860599517822, Train Accuracy 93.65666961669922
==> Epoch 1244/2000
Train Loss 1.1891361474990845, Train Accuracy 93.65666961669922
==> Epoch 1245/2000
Train Loss 1.1885868310928345, Train Accuracy 93.65833282470703
==> Epoch 1246/2000
Train Loss 1.1880381107330322, Train Accuracy 93.663330078125
==> Epoch 1247/2000
Train Loss 1.1874898672103882, Train Accuracy 93.66500091552734
==> Epoch 1248/2000
Train Loss 1.186942219734192, Train Accuracy 93.66500091552734
==> Epoch 1249/2000
Train Loss 1.1863949298858643, Train Accuracy 93.66999816894531
==> Epoch 1250/2000
Train Loss 1.1858484745025635, Train Accuracy 93.67833709716797
==> Epoch 1251/2000
Train Loss 1.1853026151657104, Train Accuracy 93.68333435058594
==> Epoch 1252/2000
Train Loss 1.184757113456726, Train Accuracy 93.68333435058594
==> Epoch 1253/2000
Train Loss 1.1842122077941895, Train Accuracy 93.69000244140625
==> Epoch 1254/2000
Train Loss 1.1836680173873901, Train Accuracy 93.69666290283203
==> Epoch 1255/2000
Train Loss 1.1831241846084595, Train Accuracy 93.69666290283203
==> Epoch 1256/2000
Train Loss 1.1825810670852661, Train Accuracy 93.69833374023438
==> Epoch 1257/2000
Train Loss 1.1820383071899414, Train Accuracy 93.69999694824219
==> Epoch 1258/2000
Train Loss 1.181496262550354, Train Accuracy 93.70500183105469
==> Epoch 1259/2000
Train Loss 1.1809546947479248, Train Accuracy 93.7066650390625
==> Epoch 1260/2000
Train Loss 1.1804137229919434, Train Accuracy 93.70833587646484
==> Epoch 1261/2000
Train Loss 1.1798732280731201, Train Accuracy 93.70833587646484
==> Epoch 1262/2000
Train Loss 1.1793334484100342, Train Accuracy 93.70999908447266
==> Epoch 1263/2000
Train Loss 1.1787941455841064, Train Accuracy 93.71333312988281
==> Epoch 1264/2000
Train Loss 1.178255319595337, Train Accuracy 93.71499633789062
==> Epoch 1265/2000
Train Loss 1.1777172088623047, Train Accuracy 93.71499633789062
==> Epoch 1266/2000
Train Loss 1.1771793365478516, Train Accuracy 93.71666717529297
==> Epoch 1267/2000
Train Loss 1.1766422986984253, Train Accuracy 93.72000122070312
==> Epoch 1268/2000
Train Loss 1.1761058568954468, Train Accuracy 93.72333526611328
==> Epoch 1269/2000
Train Loss 1.1755696535110474, Train Accuracy 93.72666931152344
==> Epoch 1270/2000
Train Loss 1.1750341653823853, Train Accuracy 93.72833251953125
==> Epoch 1271/2000
Train Loss 1.1744991540908813, Train Accuracy 93.73332977294922
==> Epoch 1272/2000
Train Loss 1.1739648580551147, Train Accuracy 93.73500061035156
==> Epoch 1273/2000
Train Loss 1.1734309196472168, Train Accuracy 93.73833465576172
==> Epoch 1274/2000
Train Loss 1.1728975772857666, Train Accuracy 93.74166870117188
==> Epoch 1275/2000
Train Loss 1.1723648309707642, Train Accuracy 93.74666595458984
==> Epoch 1276/2000
Train Loss 1.17183256149292, Train Accuracy 93.74833679199219
==> Epoch 1277/2000
Train Loss 1.1713008880615234, Train Accuracy 93.75166320800781
==> Epoch 1278/2000
Train Loss 1.1707696914672852, Train Accuracy 93.75499725341797
==> Epoch 1279/2000
Train Loss 1.1702390909194946, Train Accuracy 93.75666809082031
==> Epoch 1280/2000
Train Loss 1.1697089672088623, Train Accuracy 93.76000213623047
==> Epoch 1281/2000
Train Loss 1.1691794395446777, Train Accuracy 93.76166534423828
==> Epoch 1282/2000
Train Loss 1.1686503887176514, Train Accuracy 93.76667022705078
==> Epoch 1283/2000
Train Loss 1.1681219339370728, Train Accuracy 93.7683334350586
==> Epoch 1284/2000
Train Loss 1.1675939559936523, Train Accuracy 93.7683334350586
==> Epoch 1285/2000
Train Loss 1.1670665740966797, Train Accuracy 93.77166748046875
==> Epoch 1286/2000
Train Loss 1.1665396690368652, Train Accuracy 93.77833557128906
==> Epoch 1287/2000
Train Loss 1.166013240814209, Train Accuracy 93.77833557128906
==> Epoch 1288/2000
Train Loss 1.16548752784729, Train Accuracy 93.77833557128906
==> Epoch 1289/2000
Train Loss 1.1649622917175293, Train Accuracy 93.78333282470703
==> Epoch 1290/2000
Train Loss 1.1644374132156372, Train Accuracy 93.78500366210938
==> Epoch 1291/2000
Train Loss 1.1639132499694824, Train Accuracy 93.79166412353516
==> Epoch 1292/2000
Train Loss 1.1633894443511963, Train Accuracy 93.79166412353516
==> Epoch 1293/2000
Train Loss 1.162866234779358, Train Accuracy 93.79499816894531
==> Epoch 1294/2000
Train Loss 1.1623437404632568, Train Accuracy 93.79833221435547
==> Epoch 1295/2000
Train Loss 1.1618216037750244, Train Accuracy 93.8066635131836
==> Epoch 1296/2000
Train Loss 1.1612998247146606, Train Accuracy 93.80999755859375
==> Epoch 1297/2000
Train Loss 1.1607788801193237, Train Accuracy 93.80833435058594
==> Epoch 1298/2000
Train Loss 1.1602582931518555, Train Accuracy 93.80999755859375
==> Epoch 1299/2000
Train Loss 1.159738302230835, Train Accuracy 93.81500244140625
==> Epoch 1300/2000
Train Loss 1.1592187881469727, Train Accuracy 93.81500244140625
==> Epoch 1301/2000
Train Loss 1.1586997509002686, Train Accuracy 93.81666564941406
==> Epoch 1302/2000
Train Loss 1.1581813097000122, Train Accuracy 93.81666564941406
==> Epoch 1303/2000
Train Loss 1.157663345336914, Train Accuracy 93.82166290283203
==> Epoch 1304/2000
Train Loss 1.1571459770202637, Train Accuracy 93.82166290283203
==> Epoch 1305/2000
Train Loss 1.1566290855407715, Train Accuracy 93.82833099365234
==> Epoch 1306/2000
Train Loss 1.1561126708984375, Train Accuracy 93.8316650390625
==> Epoch 1307/2000
Train Loss 1.1555967330932617, Train Accuracy 93.83333587646484
==> Epoch 1308/2000
Train Loss 1.1550813913345337, Train Accuracy 93.836669921875
==> Epoch 1309/2000
Train Loss 1.1545665264129639, Train Accuracy 93.84166717529297
==> Epoch 1310/2000
Train Loss 1.1540522575378418, Train Accuracy 93.84500122070312
==> Epoch 1311/2000
Train Loss 1.1535383462905884, Train Accuracy 93.85166931152344
==> Epoch 1312/2000
Train Loss 1.1530252695083618, Train Accuracy 93.85832977294922
==> Epoch 1313/2000
Train Loss 1.1525123119354248, Train Accuracy 93.85832977294922
==> Epoch 1314/2000
Train Loss 1.1519999504089355, Train Accuracy 93.86333465576172
==> Epoch 1315/2000
Train Loss 1.1514883041381836, Train Accuracy 93.86666870117188
==> Epoch 1316/2000
Train Loss 1.1509770154953003, Train Accuracy 93.86666870117188
==> Epoch 1317/2000
Train Loss 1.1504663228988647, Train Accuracy 93.86666870117188
==> Epoch 1318/2000
Train Loss 1.1499561071395874, Train Accuracy 93.86833190917969
==> Epoch 1319/2000
Train Loss 1.1494462490081787, Train Accuracy 93.87166595458984
==> Epoch 1320/2000
Train Loss 1.1489371061325073, Train Accuracy 93.875
==> Epoch 1321/2000
Train Loss 1.1484284400939941, Train Accuracy 93.87666320800781
==> Epoch 1322/2000
Train Loss 1.1479202508926392, Train Accuracy 93.87833404541016
==> Epoch 1323/2000
Train Loss 1.1474125385284424, Train Accuracy 93.87999725341797
==> Epoch 1324/2000
Train Loss 1.1469053030014038, Train Accuracy 93.88333129882812
==> Epoch 1325/2000
Train Loss 1.146398663520813, Train Accuracy 93.88666534423828
==> Epoch 1326/2000
Train Loss 1.1458923816680908, Train Accuracy 93.89167022705078
==> Epoch 1327/2000
Train Loss 1.1453866958618164, Train Accuracy 93.89666748046875
==> Epoch 1328/2000
Train Loss 1.1448814868927002, Train Accuracy 93.89833068847656
==> Epoch 1329/2000
Train Loss 1.1443768739700317, Train Accuracy 93.89833068847656
==> Epoch 1330/2000
Train Loss 1.143872618675232, Train Accuracy 93.9000015258789
==> Epoch 1331/2000
Train Loss 1.1433689594268799, Train Accuracy 93.90333557128906
==> Epoch 1332/2000
Train Loss 1.142865777015686, Train Accuracy 93.90499877929688
==> Epoch 1333/2000
Train Loss 1.1423630714416504, Train Accuracy 93.90333557128906
==> Epoch 1334/2000
Train Loss 1.1418609619140625, Train Accuracy 93.90666961669922
==> Epoch 1335/2000
Train Loss 1.1413592100143433, Train Accuracy 93.91166687011719
==> Epoch 1336/2000
Train Loss 1.1408580541610718, Train Accuracy 93.913330078125
==> Epoch 1337/2000
Train Loss 1.1403573751449585, Train Accuracy 93.91500091552734
==> Epoch 1338/2000
Train Loss 1.1398570537567139, Train Accuracy 93.91666412353516
==> Epoch 1339/2000
Train Loss 1.139357328414917, Train Accuracy 93.9183349609375
==> Epoch 1340/2000
Train Loss 1.1388581991195679, Train Accuracy 93.91999816894531
==> Epoch 1341/2000
Train Loss 1.1383594274520874, Train Accuracy 93.92333221435547
==> Epoch 1342/2000
Train Loss 1.1378611326217651, Train Accuracy 93.92666625976562
==> Epoch 1343/2000
Train Loss 1.1373634338378906, Train Accuracy 93.93000030517578
==> Epoch 1344/2000
Train Loss 1.1368660926818848, Train Accuracy 93.93333435058594
==> Epoch 1345/2000
Train Loss 1.1363694667816162, Train Accuracy 93.9366683959961
==> Epoch 1346/2000
Train Loss 1.1358730792999268, Train Accuracy 93.9383316040039
==> Epoch 1347/2000
Train Loss 1.135377287864685, Train Accuracy 93.94499969482422
==> Epoch 1348/2000
Train Loss 1.1348819732666016, Train Accuracy 93.94833374023438
==> Epoch 1349/2000
Train Loss 1.1343871355056763, Train Accuracy 93.94999694824219
==> Epoch 1350/2000
Train Loss 1.1338928937911987, Train Accuracy 93.95166778564453
==> Epoch 1351/2000
Train Loss 1.1333990097045898, Train Accuracy 93.95500183105469
==> Epoch 1352/2000
Train Loss 1.1329057216644287, Train Accuracy 93.9566650390625
==> Epoch 1353/2000
Train Loss 1.1324127912521362, Train Accuracy 93.9566650390625
==> Epoch 1354/2000
Train Loss 1.1319204568862915, Train Accuracy 93.9566650390625
==> Epoch 1355/2000
Train Loss 1.1314284801483154, Train Accuracy 93.95833587646484
==> Epoch 1356/2000
Train Loss 1.130937099456787, Train Accuracy 93.95833587646484
==> Epoch 1357/2000
Train Loss 1.1304460763931274, Train Accuracy 93.95833587646484
==> Epoch 1358/2000
Train Loss 1.129955530166626, Train Accuracy 93.95833587646484
==> Epoch 1359/2000
Train Loss 1.1294655799865723, Train Accuracy 93.95999908447266
==> Epoch 1360/2000
Train Loss 1.1289761066436768, Train Accuracy 93.95999908447266
==> Epoch 1361/2000
Train Loss 1.1284871101379395, Train Accuracy 93.961669921875
==> Epoch 1362/2000
Train Loss 1.1279985904693604, Train Accuracy 93.961669921875
==> Epoch 1363/2000
Train Loss 1.12751042842865, Train Accuracy 93.961669921875
==> Epoch 1364/2000
Train Loss 1.1270228624343872, Train Accuracy 93.95999908447266
==> Epoch 1365/2000
Train Loss 1.1265357732772827, Train Accuracy 93.95999908447266
==> Epoch 1366/2000
Train Loss 1.1260490417480469, Train Accuracy 93.961669921875
==> Epoch 1367/2000
Train Loss 1.1255629062652588, Train Accuracy 93.96499633789062
==> Epoch 1368/2000
Train Loss 1.1250771284103394, Train Accuracy 93.96833038330078
==> Epoch 1369/2000
Train Loss 1.1245919466018677, Train Accuracy 93.97000122070312
==> Epoch 1370/2000
Train Loss 1.1241071224212646, Train Accuracy 93.97000122070312
==> Epoch 1371/2000
Train Loss 1.1236228942871094, Train Accuracy 93.97166442871094
==> Epoch 1372/2000
Train Loss 1.1231391429901123, Train Accuracy 93.9749984741211
==> Epoch 1373/2000
Train Loss 1.1226557493209839, Train Accuracy 93.97833251953125
==> Epoch 1374/2000
Train Loss 1.1221728324890137, Train Accuracy 93.98500061035156
==> Epoch 1375/2000
Train Loss 1.1216905117034912, Train Accuracy 93.98666381835938
==> Epoch 1376/2000
Train Loss 1.1212085485458374, Train Accuracy 93.98833465576172
==> Epoch 1377/2000
Train Loss 1.1207270622253418, Train Accuracy 93.99333190917969
==> Epoch 1378/2000
Train Loss 1.1202459335327148, Train Accuracy 94.00166320800781
==> Epoch 1379/2000
Train Loss 1.1197655200958252, Train Accuracy 94.00499725341797
==> Epoch 1380/2000
Train Loss 1.1192854642868042, Train Accuracy 94.00666809082031
==> Epoch 1381/2000
Train Loss 1.1188058853149414, Train Accuracy 94.00666809082031
==> Epoch 1382/2000
Train Loss 1.1183266639709473, Train Accuracy 94.01333618164062
==> Epoch 1383/2000
Train Loss 1.1178480386734009, Train Accuracy 94.01667022705078
==> Epoch 1384/2000
Train Loss 1.1173697710037231, Train Accuracy 94.03333282470703
==> Epoch 1385/2000
Train Loss 1.1168920993804932, Train Accuracy 94.03500366210938
==> Epoch 1386/2000
Train Loss 1.1164147853851318, Train Accuracy 94.03500366210938
==> Epoch 1387/2000
Train Loss 1.1159379482269287, Train Accuracy 94.03666687011719
==> Epoch 1388/2000
Train Loss 1.1154614686965942, Train Accuracy 94.03333282470703
==> Epoch 1389/2000
Train Loss 1.1149855852127075, Train Accuracy 94.03500366210938
==> Epoch 1390/2000
Train Loss 1.114510178565979, Train Accuracy 94.038330078125
==> Epoch 1391/2000
Train Loss 1.1140351295471191, Train Accuracy 94.04666900634766
==> Epoch 1392/2000
Train Loss 1.113560676574707, Train Accuracy 94.04833221435547
==> Epoch 1393/2000
Train Loss 1.1130865812301636, Train Accuracy 94.04833221435547
==> Epoch 1394/2000
Train Loss 1.1126129627227783, Train Accuracy 94.05333709716797
==> Epoch 1395/2000
Train Loss 1.1121398210525513, Train Accuracy 94.05333709716797
==> Epoch 1396/2000
Train Loss 1.1116670370101929, Train Accuracy 94.05833435058594
==> Epoch 1397/2000
Train Loss 1.1111948490142822, Train Accuracy 94.05833435058594
==> Epoch 1398/2000
Train Loss 1.1107230186462402, Train Accuracy 94.0616683959961
==> Epoch 1399/2000
Train Loss 1.1102516651153564, Train Accuracy 94.0616683959961
==> Epoch 1400/2000
Train Loss 1.1097807884216309, Train Accuracy 94.06500244140625
==> Epoch 1401/2000
Train Loss 1.109310269355774, Train Accuracy 94.0633316040039
==> Epoch 1402/2000
Train Loss 1.1088403463363647, Train Accuracy 94.0633316040039
==> Epoch 1403/2000
Train Loss 1.1083707809448242, Train Accuracy 94.0683364868164
==> Epoch 1404/2000
Train Loss 1.107901692390442, Train Accuracy 94.06666564941406
==> Epoch 1405/2000
Train Loss 1.1074329614639282, Train Accuracy 94.07166290283203
==> Epoch 1406/2000
Train Loss 1.1069648265838623, Train Accuracy 94.07833099365234
==> Epoch 1407/2000
Train Loss 1.106497049331665, Train Accuracy 94.08333587646484
==> Epoch 1408/2000
Train Loss 1.106029748916626, Train Accuracy 94.08499908447266
==> Epoch 1409/2000
Train Loss 1.1055629253387451, Train Accuracy 94.086669921875
==> Epoch 1410/2000
Train Loss 1.105096459388733, Train Accuracy 94.08999633789062
==> Epoch 1411/2000
Train Loss 1.104630470275879, Train Accuracy 94.09166717529297
==> Epoch 1412/2000
Train Loss 1.1041650772094727, Train Accuracy 94.09333038330078
==> Epoch 1413/2000
Train Loss 1.103700041770935, Train Accuracy 94.09500122070312
==> Epoch 1414/2000
Train Loss 1.1032353639602661, Train Accuracy 94.09666442871094
==> Epoch 1415/2000
Train Loss 1.1027711629867554, Train Accuracy 94.0999984741211
==> Epoch 1416/2000
Train Loss 1.1023073196411133, Train Accuracy 94.0999984741211
==> Epoch 1417/2000
Train Loss 1.101844072341919, Train Accuracy 94.0999984741211
==> Epoch 1418/2000
Train Loss 1.1013811826705933, Train Accuracy 94.10166931152344
==> Epoch 1419/2000
Train Loss 1.1009187698364258, Train Accuracy 94.10333251953125
==> Epoch 1420/2000
Train Loss 1.1004568338394165, Train Accuracy 94.10166931152344
==> Epoch 1421/2000
Train Loss 1.0999952554702759, Train Accuracy 94.1050033569336
==> Epoch 1422/2000
Train Loss 1.0995341539382935, Train Accuracy 94.10832977294922
==> Epoch 1423/2000
Train Loss 1.0990735292434692, Train Accuracy 94.11166381835938
==> Epoch 1424/2000
Train Loss 1.0986132621765137, Train Accuracy 94.11666870117188
==> Epoch 1425/2000
Train Loss 1.0981534719467163, Train Accuracy 94.11833190917969
==> Epoch 1426/2000
Train Loss 1.0976940393447876, Train Accuracy 94.11833190917969
==> Epoch 1427/2000
Train Loss 1.097235083580017, Train Accuracy 94.125
==> Epoch 1428/2000
Train Loss 1.0967767238616943, Train Accuracy 94.12666320800781
==> Epoch 1429/2000
Train Loss 1.0963186025619507, Train Accuracy 94.125
==> Epoch 1430/2000
Train Loss 1.0958609580993652, Train Accuracy 94.125
==> Epoch 1431/2000
Train Loss 1.095403790473938, Train Accuracy 94.12999725341797
==> Epoch 1432/2000
Train Loss 1.0949469804763794, Train Accuracy 94.13333129882812
==> Epoch 1433/2000
Train Loss 1.094490647315979, Train Accuracy 94.13999938964844
==> Epoch 1434/2000
Train Loss 1.0940347909927368, Train Accuracy 94.14167022705078
==> Epoch 1435/2000
Train Loss 1.0935794115066528, Train Accuracy 94.1433334350586
==> Epoch 1436/2000
Train Loss 1.093124270439148, Train Accuracy 94.14833068847656
==> Epoch 1437/2000
Train Loss 1.0926697254180908, Train Accuracy 94.14833068847656
==> Epoch 1438/2000
Train Loss 1.0922155380249023, Train Accuracy 94.1500015258789
==> Epoch 1439/2000
Train Loss 1.091761827468872, Train Accuracy 94.15166473388672
==> Epoch 1440/2000
Train Loss 1.0913084745407104, Train Accuracy 94.15666961669922
==> Epoch 1441/2000
Train Loss 1.0908554792404175, Train Accuracy 94.15666961669922
==> Epoch 1442/2000
Train Loss 1.0904029607772827, Train Accuracy 94.15666961669922
==> Epoch 1443/2000
Train Loss 1.0899510383605957, Train Accuracy 94.15833282470703
==> Epoch 1444/2000
Train Loss 1.0894993543624878, Train Accuracy 94.15833282470703
==> Epoch 1445/2000
Train Loss 1.089048147201538, Train Accuracy 94.163330078125
==> Epoch 1446/2000
Train Loss 1.0885975360870361, Train Accuracy 94.16666412353516
==> Epoch 1447/2000
Train Loss 1.0881471633911133, Train Accuracy 94.16999816894531
==> Epoch 1448/2000
Train Loss 1.0876970291137695, Train Accuracy 94.16999816894531
==> Epoch 1449/2000
Train Loss 1.087247610092163, Train Accuracy 94.17166900634766
==> Epoch 1450/2000
Train Loss 1.0867986679077148, Train Accuracy 94.17500305175781
==> Epoch 1451/2000
Train Loss 1.0863498449325562, Train Accuracy 94.17833709716797
==> Epoch 1452/2000
Train Loss 1.0859016180038452, Train Accuracy 94.1816635131836
==> Epoch 1453/2000
Train Loss 1.085453748703003, Train Accuracy 94.1866683959961
==> Epoch 1454/2000
Train Loss 1.0850063562393188, Train Accuracy 94.1883316040039
==> Epoch 1455/2000
Train Loss 1.084559440612793, Train Accuracy 94.1883316040039
==> Epoch 1456/2000
Train Loss 1.0841128826141357, Train Accuracy 94.1883316040039
==> Epoch 1457/2000
Train Loss 1.0836666822433472, Train Accuracy 94.19166564941406
==> Epoch 1458/2000
Train Loss 1.0832209587097168, Train Accuracy 94.1933364868164
==> Epoch 1459/2000
Train Loss 1.0827757120132446, Train Accuracy 94.19999694824219
==> Epoch 1460/2000
Train Loss 1.0823307037353516, Train Accuracy 94.20166778564453
==> Epoch 1461/2000
Train Loss 1.0818861722946167, Train Accuracy 94.20500183105469
==> Epoch 1462/2000
Train Loss 1.0814422369003296, Train Accuracy 94.20999908447266
==> Epoch 1463/2000
Train Loss 1.080998420715332, Train Accuracy 94.211669921875
==> Epoch 1464/2000
Train Loss 1.0805552005767822, Train Accuracy 94.21499633789062
==> Epoch 1465/2000
Train Loss 1.080112338066101, Train Accuracy 94.21833038330078
==> Epoch 1466/2000
Train Loss 1.0796699523925781, Train Accuracy 94.22000122070312
==> Epoch 1467/2000
Train Loss 1.0792279243469238, Train Accuracy 94.22166442871094
==> Epoch 1468/2000
Train Loss 1.0787863731384277, Train Accuracy 94.22000122070312
==> Epoch 1469/2000
Train Loss 1.0783450603485107, Train Accuracy 94.22333526611328
==> Epoch 1470/2000
Train Loss 1.0779043436050415, Train Accuracy 94.2249984741211
==> Epoch 1471/2000
Train Loss 1.077463984489441, Train Accuracy 94.22666931152344
==> Epoch 1472/2000
Train Loss 1.077023983001709, Train Accuracy 94.22833251953125
==> Epoch 1473/2000
Train Loss 1.0765844583511353, Train Accuracy 94.2300033569336
==> Epoch 1474/2000
Train Loss 1.0761452913284302, Train Accuracy 94.23332977294922
==> Epoch 1475/2000
Train Loss 1.0757066011428833, Train Accuracy 94.23500061035156
==> Epoch 1476/2000
Train Loss 1.0752681493759155, Train Accuracy 94.23666381835938
==> Epoch 1477/2000
Train Loss 1.074830174446106, Train Accuracy 94.23666381835938
==> Epoch 1478/2000
Train Loss 1.0743926763534546, Train Accuracy 94.23999786376953
==> Epoch 1479/2000
Train Loss 1.0739555358886719, Train Accuracy 94.24333190917969
==> Epoch 1480/2000
Train Loss 1.0735188722610474, Train Accuracy 94.24833679199219
==> Epoch 1481/2000
Train Loss 1.0730825662612915, Train Accuracy 94.25333404541016
==> Epoch 1482/2000
Train Loss 1.0726466178894043, Train Accuracy 94.25333404541016
==> Epoch 1483/2000
Train Loss 1.0722110271453857, Train Accuracy 94.25666809082031
==> Epoch 1484/2000
Train Loss 1.0717759132385254, Train Accuracy 94.25833129882812
==> Epoch 1485/2000
Train Loss 1.0713412761688232, Train Accuracy 94.26333618164062
==> Epoch 1486/2000
Train Loss 1.0709068775177002, Train Accuracy 94.26499938964844
==> Epoch 1487/2000
Train Loss 1.0704729557037354, Train Accuracy 94.26667022705078
==> Epoch 1488/2000
Train Loss 1.0700395107269287, Train Accuracy 94.2699966430664
==> Epoch 1489/2000
Train Loss 1.0696064233779907, Train Accuracy 94.2699966430664
==> Epoch 1490/2000
Train Loss 1.0691736936569214, Train Accuracy 94.2750015258789
==> Epoch 1491/2000
Train Loss 1.0687412023544312, Train Accuracy 94.27666473388672
==> Epoch 1492/2000
Train Loss 1.0683093070983887, Train Accuracy 94.27999877929688
==> Epoch 1493/2000
Train Loss 1.0678777694702148, Train Accuracy 94.28333282470703
==> Epoch 1494/2000
Train Loss 1.0674465894699097, Train Accuracy 94.28666687011719
==> Epoch 1495/2000
Train Loss 1.0670160055160522, Train Accuracy 94.29166412353516
==> Epoch 1496/2000
Train Loss 1.0665855407714844, Train Accuracy 94.29499816894531
==> Epoch 1497/2000
Train Loss 1.0661555528640747, Train Accuracy 94.29833221435547
==> Epoch 1498/2000
Train Loss 1.0657260417938232, Train Accuracy 94.30000305175781
==> Epoch 1499/2000
Train Loss 1.0652968883514404, Train Accuracy 94.30166625976562
==> Epoch 1500/2000
Train Loss 1.0648682117462158, Train Accuracy 94.3066635131836
==> Epoch 1501/2000
Train Loss 1.0644397735595703, Train Accuracy 94.3116683959961
==> Epoch 1502/2000
Train Loss 1.064011812210083, Train Accuracy 94.3133316040039
==> Epoch 1503/2000
Train Loss 1.0635842084884644, Train Accuracy 94.31500244140625
==> Epoch 1504/2000
Train Loss 1.0631568431854248, Train Accuracy 94.3183364868164
==> Epoch 1505/2000
Train Loss 1.0627299547195435, Train Accuracy 94.31999969482422
==> Epoch 1506/2000
Train Loss 1.0623036623001099, Train Accuracy 94.31999969482422
==> Epoch 1507/2000
Train Loss 1.0618776082992554, Train Accuracy 94.32333374023438
==> Epoch 1508/2000
Train Loss 1.0614519119262695, Train Accuracy 94.32333374023438
==> Epoch 1509/2000
Train Loss 1.061026692390442, Train Accuracy 94.32499694824219
==> Epoch 1510/2000
Train Loss 1.0606017112731934, Train Accuracy 94.32499694824219
==> Epoch 1511/2000
Train Loss 1.060177206993103, Train Accuracy 94.32333374023438
==> Epoch 1512/2000
Train Loss 1.059753179550171, Train Accuracy 94.32833099365234
==> Epoch 1513/2000
Train Loss 1.0593293905258179, Train Accuracy 94.33000183105469
==> Epoch 1514/2000
Train Loss 1.058906078338623, Train Accuracy 94.33333587646484
==> Epoch 1515/2000
Train Loss 1.0584830045700073, Train Accuracy 94.336669921875
==> Epoch 1516/2000
Train Loss 1.0580605268478394, Train Accuracy 94.33999633789062
==> Epoch 1517/2000
Train Loss 1.057638168334961, Train Accuracy 94.33999633789062
==> Epoch 1518/2000
Train Loss 1.0572164058685303, Train Accuracy 94.34500122070312
==> Epoch 1519/2000
Train Loss 1.0567950010299683, Train Accuracy 94.34666442871094
==> Epoch 1520/2000
Train Loss 1.056373953819275, Train Accuracy 94.34666442871094
==> Epoch 1521/2000
Train Loss 1.0559532642364502, Train Accuracy 94.34833526611328
==> Epoch 1522/2000
Train Loss 1.0555329322814941, Train Accuracy 94.35166931152344
==> Epoch 1523/2000
Train Loss 1.0551131963729858, Train Accuracy 94.35166931152344
==> Epoch 1524/2000
Train Loss 1.054693579673767, Train Accuracy 94.35832977294922
==> Epoch 1525/2000
Train Loss 1.0542744398117065, Train Accuracy 94.35832977294922
==> Epoch 1526/2000
Train Loss 1.0538556575775146, Train Accuracy 94.35832977294922
==> Epoch 1527/2000
Train Loss 1.0534371137619019, Train Accuracy 94.35832977294922
==> Epoch 1528/2000
Train Loss 1.0530192852020264, Train Accuracy 94.36000061035156
==> Epoch 1529/2000
Train Loss 1.0526015758514404, Train Accuracy 94.36333465576172
==> Epoch 1530/2000
Train Loss 1.0521842241287231, Train Accuracy 94.36333465576172
==> Epoch 1531/2000
Train Loss 1.051767349243164, Train Accuracy 94.36499786376953
==> Epoch 1532/2000
Train Loss 1.0513508319854736, Train Accuracy 94.36833190917969
==> Epoch 1533/2000
Train Loss 1.0509346723556519, Train Accuracy 94.37333679199219
==> Epoch 1534/2000
Train Loss 1.0505188703536987, Train Accuracy 94.37666320800781
==> Epoch 1535/2000
Train Loss 1.0501035451889038, Train Accuracy 94.37999725341797
==> Epoch 1536/2000
Train Loss 1.049688458442688, Train Accuracy 94.38333129882812
==> Epoch 1537/2000
Train Loss 1.0492737293243408, Train Accuracy 94.38666534423828
==> Epoch 1538/2000
Train Loss 1.0488594770431519, Train Accuracy 94.38833618164062
==> Epoch 1539/2000
Train Loss 1.0484455823898315, Train Accuracy 94.39167022705078
==> Epoch 1540/2000
Train Loss 1.0480320453643799, Train Accuracy 94.3933334350586
==> Epoch 1541/2000
Train Loss 1.0476188659667969, Train Accuracy 94.3949966430664
==> Epoch 1542/2000
Train Loss 1.0472060441970825, Train Accuracy 94.39666748046875
==> Epoch 1543/2000
Train Loss 1.0467935800552368, Train Accuracy 94.4000015258789
==> Epoch 1544/2000
Train Loss 1.0463814735412598, Train Accuracy 94.40166473388672
==> Epoch 1545/2000
Train Loss 1.045969843864441, Train Accuracy 94.40333557128906
==> Epoch 1546/2000
Train Loss 1.0455584526062012, Train Accuracy 94.40333557128906
==> Epoch 1547/2000
Train Loss 1.04514741897583, Train Accuracy 94.40499877929688
==> Epoch 1548/2000
Train Loss 1.0447368621826172, Train Accuracy 94.40666961669922
==> Epoch 1549/2000
Train Loss 1.044326663017273, Train Accuracy 94.40666961669922
==> Epoch 1550/2000
Train Loss 1.0439167022705078, Train Accuracy 94.40833282470703
==> Epoch 1551/2000
Train Loss 1.0435070991516113, Train Accuracy 94.41166687011719
==> Epoch 1552/2000
Train Loss 1.0430980920791626, Train Accuracy 94.413330078125
==> Epoch 1553/2000
Train Loss 1.042689323425293, Train Accuracy 94.413330078125
==> Epoch 1554/2000
Train Loss 1.042280912399292, Train Accuracy 94.41666412353516
==> Epoch 1555/2000
Train Loss 1.0418728590011597, Train Accuracy 94.4183349609375
==> Epoch 1556/2000
Train Loss 1.041465163230896, Train Accuracy 94.42166900634766
==> Epoch 1557/2000
Train Loss 1.041057825088501, Train Accuracy 94.42333221435547
==> Epoch 1558/2000
Train Loss 1.0406508445739746, Train Accuracy 94.42833709716797
==> Epoch 1559/2000
Train Loss 1.040244221687317, Train Accuracy 94.42833709716797
==> Epoch 1560/2000
Train Loss 1.0398379564285278, Train Accuracy 94.43000030517578
==> Epoch 1561/2000
Train Loss 1.0394320487976074, Train Accuracy 94.4316635131836
==> Epoch 1562/2000
Train Loss 1.0390264987945557, Train Accuracy 94.43333435058594
==> Epoch 1563/2000
Train Loss 1.038621425628662, Train Accuracy 94.43333435058594
==> Epoch 1564/2000
Train Loss 1.0382165908813477, Train Accuracy 94.44000244140625
==> Epoch 1565/2000
Train Loss 1.0378119945526123, Train Accuracy 94.4433364868164
==> Epoch 1566/2000
Train Loss 1.0374079942703247, Train Accuracy 94.4433364868164
==> Epoch 1567/2000
Train Loss 1.0370042324066162, Train Accuracy 94.44499969482422
==> Epoch 1568/2000
Train Loss 1.0366008281707764, Train Accuracy 94.44999694824219
==> Epoch 1569/2000
Train Loss 1.0361979007720947, Train Accuracy 94.44999694824219
==> Epoch 1570/2000
Train Loss 1.0357950925827026, Train Accuracy 94.44999694824219
==> Epoch 1571/2000
Train Loss 1.0353927612304688, Train Accuracy 94.44999694824219
==> Epoch 1572/2000
Train Loss 1.034990906715393, Train Accuracy 94.45166778564453
==> Epoch 1573/2000
Train Loss 1.034589171409607, Train Accuracy 94.45166778564453
==> Epoch 1574/2000
Train Loss 1.0341877937316895, Train Accuracy 94.45333099365234
==> Epoch 1575/2000
Train Loss 1.0337870121002197, Train Accuracy 94.45500183105469
==> Epoch 1576/2000
Train Loss 1.0333863496780396, Train Accuracy 94.45500183105469
==> Epoch 1577/2000
Train Loss 1.0329862833023071, Train Accuracy 94.4566650390625
==> Epoch 1578/2000
Train Loss 1.0325863361358643, Train Accuracy 94.45833587646484
==> Epoch 1579/2000
Train Loss 1.0321868658065796, Train Accuracy 94.45833587646484
==> Epoch 1580/2000
Train Loss 1.0317877531051636, Train Accuracy 94.461669921875
==> Epoch 1581/2000
Train Loss 1.0313889980316162, Train Accuracy 94.45999908447266
==> Epoch 1582/2000
Train Loss 1.0309903621673584, Train Accuracy 94.46499633789062
==> Epoch 1583/2000
Train Loss 1.0305923223495483, Train Accuracy 94.46499633789062
==> Epoch 1584/2000
Train Loss 1.0301945209503174, Train Accuracy 94.46666717529297
==> Epoch 1585/2000
Train Loss 1.029797077178955, Train Accuracy 94.46833038330078
==> Epoch 1586/2000
Train Loss 1.029400110244751, Train Accuracy 94.46833038330078
==> Epoch 1587/2000
Train Loss 1.0290032625198364, Train Accuracy 94.47333526611328
==> Epoch 1588/2000
Train Loss 1.0286067724227905, Train Accuracy 94.4749984741211
==> Epoch 1589/2000
Train Loss 1.028210997581482, Train Accuracy 94.4800033569336
==> Epoch 1590/2000
Train Loss 1.0278152227401733, Train Accuracy 94.48332977294922
==> Epoch 1591/2000
Train Loss 1.0274198055267334, Train Accuracy 94.48666381835938
==> Epoch 1592/2000
Train Loss 1.0270248651504517, Train Accuracy 94.48833465576172
==> Epoch 1593/2000
Train Loss 1.026630163192749, Train Accuracy 94.49333190917969
==> Epoch 1594/2000
Train Loss 1.026235818862915, Train Accuracy 94.49833679199219
==> Epoch 1595/2000
Train Loss 1.0258419513702393, Train Accuracy 94.49833679199219
==> Epoch 1596/2000
Train Loss 1.025448203086853, Train Accuracy 94.49833679199219
==> Epoch 1597/2000
Train Loss 1.025054931640625, Train Accuracy 94.49833679199219
==> Epoch 1598/2000
Train Loss 1.0246620178222656, Train Accuracy 94.49833679199219
==> Epoch 1599/2000
Train Loss 1.024269461631775, Train Accuracy 94.49833679199219
==> Epoch 1600/2000
Train Loss 1.0238771438598633, Train Accuracy 94.5
==> Epoch 1601/2000
Train Loss 1.0234853029251099, Train Accuracy 94.50166320800781
==> Epoch 1602/2000
Train Loss 1.023093581199646, Train Accuracy 94.50499725341797
==> Epoch 1603/2000
Train Loss 1.0227023363113403, Train Accuracy 94.51166534423828
==> Epoch 1604/2000
Train Loss 1.0223114490509033, Train Accuracy 94.51333618164062
==> Epoch 1605/2000
Train Loss 1.021920919418335, Train Accuracy 94.51499938964844
==> Epoch 1606/2000
Train Loss 1.0215306282043457, Train Accuracy 94.51499938964844
==> Epoch 1607/2000
Train Loss 1.021140694618225, Train Accuracy 94.5183334350586
==> Epoch 1608/2000
Train Loss 1.0207512378692627, Train Accuracy 94.52166748046875
==> Epoch 1609/2000
Train Loss 1.0203620195388794, Train Accuracy 94.52333068847656
==> Epoch 1610/2000
Train Loss 1.0199730396270752, Train Accuracy 94.52999877929688
==> Epoch 1611/2000
Train Loss 1.0195844173431396, Train Accuracy 94.53500366210938
==> Epoch 1612/2000
Train Loss 1.0191962718963623, Train Accuracy 94.538330078125
==> Epoch 1613/2000
Train Loss 1.018808364868164, Train Accuracy 94.54000091552734
==> Epoch 1614/2000
Train Loss 1.018420934677124, Train Accuracy 94.5433349609375
==> Epoch 1615/2000
Train Loss 1.0180336236953735, Train Accuracy 94.54833221435547
==> Epoch 1616/2000
Train Loss 1.0176466703414917, Train Accuracy 94.55166625976562
==> Epoch 1617/2000
Train Loss 1.0172600746154785, Train Accuracy 94.55999755859375
==> Epoch 1618/2000
Train Loss 1.0168739557266235, Train Accuracy 94.5616683959961
==> Epoch 1619/2000
Train Loss 1.016487956047058, Train Accuracy 94.56500244140625
==> Epoch 1620/2000
Train Loss 1.0161023139953613, Train Accuracy 94.56666564941406
==> Epoch 1621/2000
Train Loss 1.0157170295715332, Train Accuracy 94.5683364868164
==> Epoch 1622/2000
Train Loss 1.0153322219848633, Train Accuracy 94.57166290283203
==> Epoch 1623/2000
Train Loss 1.014947772026062, Train Accuracy 94.57333374023438
==> Epoch 1624/2000
Train Loss 1.0145634412765503, Train Accuracy 94.57499694824219
==> Epoch 1625/2000
Train Loss 1.0141795873641968, Train Accuracy 94.57666778564453
==> Epoch 1626/2000
Train Loss 1.0137959718704224, Train Accuracy 94.58000183105469
==> Epoch 1627/2000
Train Loss 1.0134127140045166, Train Accuracy 94.5816650390625
==> Epoch 1628/2000
Train Loss 1.0130298137664795, Train Accuracy 94.5816650390625
==> Epoch 1629/2000
Train Loss 1.0126471519470215, Train Accuracy 94.58000183105469
==> Epoch 1630/2000
Train Loss 1.0122647285461426, Train Accuracy 94.5816650390625
==> Epoch 1631/2000
Train Loss 1.0118827819824219, Train Accuracy 94.58499908447266
==> Epoch 1632/2000
Train Loss 1.0115013122558594, Train Accuracy 94.58833312988281
==> Epoch 1633/2000
Train Loss 1.0111198425292969, Train Accuracy 94.58833312988281
==> Epoch 1634/2000
Train Loss 1.0107388496398926, Train Accuracy 94.586669921875
==> Epoch 1635/2000
Train Loss 1.0103583335876465, Train Accuracy 94.586669921875
==> Epoch 1636/2000
Train Loss 1.00997793674469, Train Accuracy 94.586669921875
==> Epoch 1637/2000
Train Loss 1.009597897529602, Train Accuracy 94.59333038330078
==> Epoch 1638/2000
Train Loss 1.0092182159423828, Train Accuracy 94.59833526611328
==> Epoch 1639/2000
Train Loss 1.0088388919830322, Train Accuracy 94.5999984741211
==> Epoch 1640/2000
Train Loss 1.0084596872329712, Train Accuracy 94.5999984741211
==> Epoch 1641/2000
Train Loss 1.0080809593200684, Train Accuracy 94.5999984741211
==> Epoch 1642/2000
Train Loss 1.0077025890350342, Train Accuracy 94.60166931152344
==> Epoch 1643/2000
Train Loss 1.007324457168579, Train Accuracy 94.6050033569336
==> Epoch 1644/2000
Train Loss 1.0069466829299927, Train Accuracy 94.60832977294922
==> Epoch 1645/2000
Train Loss 1.0065693855285645, Train Accuracy 94.61000061035156
==> Epoch 1646/2000
Train Loss 1.0061922073364258, Train Accuracy 94.60832977294922
==> Epoch 1647/2000
Train Loss 1.0058152675628662, Train Accuracy 94.61166381835938
==> Epoch 1648/2000
Train Loss 1.0054388046264648, Train Accuracy 94.61333465576172
==> Epoch 1649/2000
Train Loss 1.0050626993179321, Train Accuracy 94.61333465576172
==> Epoch 1650/2000
Train Loss 1.0046868324279785, Train Accuracy 94.61499786376953
==> Epoch 1651/2000
Train Loss 1.0043113231658936, Train Accuracy 94.61499786376953
==> Epoch 1652/2000
Train Loss 1.0039360523223877, Train Accuracy 94.61499786376953
==> Epoch 1653/2000
Train Loss 1.003561019897461, Train Accuracy 94.62000274658203
==> Epoch 1654/2000
Train Loss 1.003186583518982, Train Accuracy 94.62666320800781
==> Epoch 1655/2000
Train Loss 1.002812147140503, Train Accuracy 94.62999725341797
==> Epoch 1656/2000
Train Loss 1.0024381875991821, Train Accuracy 94.63166809082031
==> Epoch 1657/2000
Train Loss 1.0020647048950195, Train Accuracy 94.63666534423828
==> Epoch 1658/2000
Train Loss 1.001691222190857, Train Accuracy 94.6433334350586
==> Epoch 1659/2000
Train Loss 1.0013182163238525, Train Accuracy 94.6433334350586
==> Epoch 1660/2000
Train Loss 1.0009454488754272, Train Accuracy 94.64666748046875
==> Epoch 1661/2000
Train Loss 1.0005731582641602, Train Accuracy 94.6500015258789
==> Epoch 1662/2000
Train Loss 1.0002009868621826, Train Accuracy 94.6500015258789
==> Epoch 1663/2000
Train Loss 0.9998292326927185, Train Accuracy 94.65333557128906
==> Epoch 1664/2000
Train Loss 0.9994577169418335, Train Accuracy 94.65333557128906
==> Epoch 1665/2000
Train Loss 0.9990865588188171, Train Accuracy 94.65499877929688
==> Epoch 1666/2000
Train Loss 0.9987157583236694, Train Accuracy 94.65833282470703
==> Epoch 1667/2000
Train Loss 0.9983452558517456, Train Accuracy 94.65833282470703
==> Epoch 1668/2000
Train Loss 0.9979749917984009, Train Accuracy 94.65833282470703
==> Epoch 1669/2000
Train Loss 0.99760502576828, Train Accuracy 94.65833282470703
==> Epoch 1670/2000
Train Loss 0.9972354173660278, Train Accuracy 94.66166687011719
==> Epoch 1671/2000
Train Loss 0.9968662261962891, Train Accuracy 94.66166687011719
==> Epoch 1672/2000
Train Loss 0.9964970350265503, Train Accuracy 94.663330078125
==> Epoch 1673/2000
Train Loss 0.9961284399032593, Train Accuracy 94.66500091552734
==> Epoch 1674/2000
Train Loss 0.9957600831985474, Train Accuracy 94.66666412353516
==> Epoch 1675/2000
Train Loss 0.9953919053077698, Train Accuracy 94.66666412353516
==> Epoch 1676/2000
Train Loss 0.9950242042541504, Train Accuracy 94.6683349609375
==> Epoch 1677/2000
Train Loss 0.9946567416191101, Train Accuracy 94.66999816894531
==> Epoch 1678/2000
Train Loss 0.9942895174026489, Train Accuracy 94.67333221435547
==> Epoch 1679/2000
Train Loss 0.9939228296279907, Train Accuracy 94.67500305175781
==> Epoch 1680/2000
Train Loss 0.9935561418533325, Train Accuracy 94.67666625976562
==> Epoch 1681/2000
Train Loss 0.9931899309158325, Train Accuracy 94.6816635131836
==> Epoch 1682/2000
Train Loss 0.9928239583969116, Train Accuracy 94.68000030517578
==> Epoch 1683/2000
Train Loss 0.9924583435058594, Train Accuracy 94.6816635131836
==> Epoch 1684/2000
Train Loss 0.9920930862426758, Train Accuracy 94.68333435058594
==> Epoch 1685/2000
Train Loss 0.9917280077934265, Train Accuracy 94.68333435058594
==> Epoch 1686/2000
Train Loss 0.9913632869720459, Train Accuracy 94.68499755859375
==> Epoch 1687/2000
Train Loss 0.9909988641738892, Train Accuracy 94.68499755859375
==> Epoch 1688/2000
Train Loss 0.9906346201896667, Train Accuracy 94.68499755859375
==> Epoch 1689/2000
Train Loss 0.9902708530426025, Train Accuracy 94.6866683959961
==> Epoch 1690/2000
Train Loss 0.9899072647094727, Train Accuracy 94.69166564941406
==> Epoch 1691/2000
Train Loss 0.9895440340042114, Train Accuracy 94.69166564941406
==> Epoch 1692/2000
Train Loss 0.9891811609268188, Train Accuracy 94.69166564941406
==> Epoch 1693/2000
Train Loss 0.9888185262680054, Train Accuracy 94.69499969482422
==> Epoch 1694/2000
Train Loss 0.9884560704231262, Train Accuracy 94.69499969482422
==> Epoch 1695/2000
Train Loss 0.9880940914154053, Train Accuracy 94.6933364868164
==> Epoch 1696/2000
Train Loss 0.9877323508262634, Train Accuracy 94.69666290283203
==> Epoch 1697/2000
Train Loss 0.9873708486557007, Train Accuracy 94.69666290283203
==> Epoch 1698/2000
Train Loss 0.9870097041130066, Train Accuracy 94.69833374023438
==> Epoch 1699/2000
Train Loss 0.9866488575935364, Train Accuracy 94.70333099365234
==> Epoch 1700/2000
Train Loss 0.98628830909729, Train Accuracy 94.7066650390625
==> Epoch 1701/2000
Train Loss 0.9859280586242676, Train Accuracy 94.70833587646484
==> Epoch 1702/2000
Train Loss 0.9855681657791138, Train Accuracy 94.7066650390625
==> Epoch 1703/2000
Train Loss 0.9852084517478943, Train Accuracy 94.7066650390625
==> Epoch 1704/2000
Train Loss 0.9848490953445435, Train Accuracy 94.70833587646484
==> Epoch 1705/2000
Train Loss 0.9844899773597717, Train Accuracy 94.70833587646484
==> Epoch 1706/2000
Train Loss 0.9841311573982239, Train Accuracy 94.70833587646484
==> Epoch 1707/2000
Train Loss 0.9837727546691895, Train Accuracy 94.711669921875
==> Epoch 1708/2000
Train Loss 0.9834145307540894, Train Accuracy 94.71499633789062
==> Epoch 1709/2000
Train Loss 0.9830565452575684, Train Accuracy 94.71499633789062
==> Epoch 1710/2000
Train Loss 0.9826988577842712, Train Accuracy 94.71666717529297
==> Epoch 1711/2000
Train Loss 0.9823416471481323, Train Accuracy 94.71833038330078
==> Epoch 1712/2000
Train Loss 0.9819844961166382, Train Accuracy 94.7249984741211
==> Epoch 1713/2000
Train Loss 0.9816278219223022, Train Accuracy 94.72833251953125
==> Epoch 1714/2000
Train Loss 0.9812713861465454, Train Accuracy 94.7316665649414
==> Epoch 1715/2000
Train Loss 0.9809151887893677, Train Accuracy 94.73332977294922
==> Epoch 1716/2000
Train Loss 0.9805592894554138, Train Accuracy 94.73500061035156
==> Epoch 1717/2000
Train Loss 0.9802037477493286, Train Accuracy 94.73500061035156
==> Epoch 1718/2000
Train Loss 0.9798483848571777, Train Accuracy 94.73666381835938
==> Epoch 1719/2000
Train Loss 0.9794933795928955, Train Accuracy 94.74166870117188
==> Epoch 1720/2000
Train Loss 0.9791386723518372, Train Accuracy 94.74833679199219
==> Epoch 1721/2000
Train Loss 0.9787842631340027, Train Accuracy 94.74833679199219
==> Epoch 1722/2000
Train Loss 0.9784300327301025, Train Accuracy 94.75666809082031
==> Epoch 1723/2000
Train Loss 0.978076159954071, Train Accuracy 94.75666809082031
==> Epoch 1724/2000
Train Loss 0.9777226448059082, Train Accuracy 94.75833129882812
==> Epoch 1725/2000
Train Loss 0.9773694276809692, Train Accuracy 94.76000213623047
==> Epoch 1726/2000
Train Loss 0.9770163893699646, Train Accuracy 94.76333618164062
==> Epoch 1727/2000
Train Loss 0.9766637086868286, Train Accuracy 94.76499938964844
==> Epoch 1728/2000
Train Loss 0.9763110876083374, Train Accuracy 94.76499938964844
==> Epoch 1729/2000
Train Loss 0.9759590029716492, Train Accuracy 94.7683334350586
==> Epoch 1730/2000
Train Loss 0.97560715675354, Train Accuracy 94.7699966430664
==> Epoch 1731/2000
Train Loss 0.9752556085586548, Train Accuracy 94.77333068847656
==> Epoch 1732/2000
Train Loss 0.9749042391777039, Train Accuracy 94.77999877929688
==> Epoch 1733/2000
Train Loss 0.9745532274246216, Train Accuracy 94.77999877929688
==> Epoch 1734/2000
Train Loss 0.9742024540901184, Train Accuracy 94.78333282470703
==> Epoch 1735/2000
Train Loss 0.9738520383834839, Train Accuracy 94.78500366210938
==> Epoch 1736/2000
Train Loss 0.9735018610954285, Train Accuracy 94.78666687011719
==> Epoch 1737/2000
Train Loss 0.9731519818305969, Train Accuracy 94.79000091552734
==> Epoch 1738/2000
Train Loss 0.9728024005889893, Train Accuracy 94.79666900634766
==> Epoch 1739/2000
Train Loss 0.9724529981613159, Train Accuracy 94.80000305175781
==> Epoch 1740/2000
Train Loss 0.972104012966156, Train Accuracy 94.80333709716797
==> Epoch 1741/2000
Train Loss 0.9717552661895752, Train Accuracy 94.80500030517578
==> Epoch 1742/2000
Train Loss 0.9714067578315735, Train Accuracy 94.80500030517578
==> Epoch 1743/2000
Train Loss 0.9710586071014404, Train Accuracy 94.8066635131836
==> Epoch 1744/2000
Train Loss 0.9707105755805969, Train Accuracy 94.80833435058594
==> Epoch 1745/2000
Train Loss 0.9703629612922668, Train Accuracy 94.8133316040039
==> Epoch 1746/2000
Train Loss 0.9700154662132263, Train Accuracy 94.8133316040039
==> Epoch 1747/2000
Train Loss 0.9696685075759888, Train Accuracy 94.81666564941406
==> Epoch 1748/2000
Train Loss 0.969321608543396, Train Accuracy 94.8183364868164
==> Epoch 1749/2000
Train Loss 0.9689751267433167, Train Accuracy 94.8183364868164
==> Epoch 1750/2000
Train Loss 0.9686287641525269, Train Accuracy 94.8183364868164
==> Epoch 1751/2000
Train Loss 0.9682828187942505, Train Accuracy 94.8183364868164
==> Epoch 1752/2000
Train Loss 0.9679371118545532, Train Accuracy 94.82166290283203
==> Epoch 1753/2000
Train Loss 0.9675917029380798, Train Accuracy 94.82166290283203
==> Epoch 1754/2000
Train Loss 0.9672465920448303, Train Accuracy 94.82499694824219
==> Epoch 1755/2000
Train Loss 0.9669015407562256, Train Accuracy 94.82666778564453
==> Epoch 1756/2000
Train Loss 0.966556966304779, Train Accuracy 94.83000183105469
==> Epoch 1757/2000
Train Loss 0.9662126898765564, Train Accuracy 94.8316650390625
==> Epoch 1758/2000
Train Loss 0.9658685922622681, Train Accuracy 94.836669921875
==> Epoch 1759/2000
Train Loss 0.9655247926712036, Train Accuracy 94.83999633789062
==> Epoch 1760/2000
Train Loss 0.9651811122894287, Train Accuracy 94.84500122070312
==> Epoch 1761/2000
Train Loss 0.9648379683494568, Train Accuracy 94.84833526611328
==> Epoch 1762/2000
Train Loss 0.9644949436187744, Train Accuracy 94.8499984741211
==> Epoch 1763/2000
Train Loss 0.9641523361206055, Train Accuracy 94.85166931152344
==> Epoch 1764/2000
Train Loss 0.9638097882270813, Train Accuracy 94.8566665649414
==> Epoch 1765/2000
Train Loss 0.9634675979614258, Train Accuracy 94.86000061035156
==> Epoch 1766/2000
Train Loss 0.9631257653236389, Train Accuracy 94.86000061035156
==> Epoch 1767/2000
Train Loss 0.9627840518951416, Train Accuracy 94.86166381835938
==> Epoch 1768/2000
Train Loss 0.9624426960945129, Train Accuracy 94.86166381835938
==> Epoch 1769/2000
Train Loss 0.9621017575263977, Train Accuracy 94.86000061035156
==> Epoch 1770/2000
Train Loss 0.9617607593536377, Train Accuracy 94.86000061035156
==> Epoch 1771/2000
Train Loss 0.9614202380180359, Train Accuracy 94.86166381835938
==> Epoch 1772/2000
Train Loss 0.9610799551010132, Train Accuracy 94.86166381835938
==> Epoch 1773/2000
Train Loss 0.9607399106025696, Train Accuracy 94.86499786376953
==> Epoch 1774/2000
Train Loss 0.9604002237319946, Train Accuracy 94.86666870117188
==> Epoch 1775/2000
Train Loss 0.960060715675354, Train Accuracy 94.87000274658203
==> Epoch 1776/2000
Train Loss 0.9597215056419373, Train Accuracy 94.87166595458984
==> Epoch 1777/2000
Train Loss 0.9593825340270996, Train Accuracy 94.87833404541016
==> Epoch 1778/2000
Train Loss 0.9590438604354858, Train Accuracy 94.88166809082031
==> Epoch 1779/2000
Train Loss 0.958705484867096, Train Accuracy 94.88333129882812
==> Epoch 1780/2000
Train Loss 0.9583673477172852, Train Accuracy 94.88333129882812
==> Epoch 1781/2000
Train Loss 0.9580295085906982, Train Accuracy 94.88500213623047
==> Epoch 1782/2000
Train Loss 0.9576917290687561, Train Accuracy 94.88833618164062
==> Epoch 1783/2000
Train Loss 0.9573544263839722, Train Accuracy 94.88999938964844
==> Epoch 1784/2000
Train Loss 0.9570173025131226, Train Accuracy 94.8933334350586
==> Epoch 1785/2000
Train Loss 0.9566804766654968, Train Accuracy 94.8933334350586
==> Epoch 1786/2000
Train Loss 0.9563440084457397, Train Accuracy 94.8949966430664
==> Epoch 1787/2000
Train Loss 0.9560075998306274, Train Accuracy 94.8949966430664
==> Epoch 1788/2000
Train Loss 0.9556716680526733, Train Accuracy 94.8949966430664
==> Epoch 1789/2000
Train Loss 0.9553358554840088, Train Accuracy 94.89666748046875
==> Epoch 1790/2000
Train Loss 0.9550002813339233, Train Accuracy 94.89833068847656
==> Epoch 1791/2000
Train Loss 0.9546650052070618, Train Accuracy 94.9000015258789
==> Epoch 1792/2000
Train Loss 0.9543300271034241, Train Accuracy 94.90333557128906
==> Epoch 1793/2000
Train Loss 0.9539953470230103, Train Accuracy 94.90499877929688
==> Epoch 1794/2000
Train Loss 0.9536608457565308, Train Accuracy 94.90833282470703
==> Epoch 1795/2000
Train Loss 0.9533267021179199, Train Accuracy 94.91000366210938
==> Epoch 1796/2000
Train Loss 0.9529926776885986, Train Accuracy 94.91166687011719
==> Epoch 1797/2000
Train Loss 0.952659010887146, Train Accuracy 94.91166687011719
==> Epoch 1798/2000
Train Loss 0.9523255228996277, Train Accuracy 94.91166687011719
==> Epoch 1799/2000
Train Loss 0.9519923329353333, Train Accuracy 94.91166687011719
==> Epoch 1800/2000
Train Loss 0.9516595602035522, Train Accuracy 94.91666412353516
==> Epoch 1801/2000
Train Loss 0.9513267874717712, Train Accuracy 94.91666412353516
==> Epoch 1802/2000
Train Loss 0.9509944915771484, Train Accuracy 94.9183349609375
==> Epoch 1803/2000
Train Loss 0.9506622552871704, Train Accuracy 94.91999816894531
==> Epoch 1804/2000
Train Loss 0.9503304362297058, Train Accuracy 94.92166900634766
==> Epoch 1805/2000
Train Loss 0.9499987959861755, Train Accuracy 94.92833709716797
==> Epoch 1806/2000
Train Loss 0.9496673941612244, Train Accuracy 94.92833709716797
==> Epoch 1807/2000
Train Loss 0.9493362903594971, Train Accuracy 94.92833709716797
==> Epoch 1808/2000
Train Loss 0.9490053653717041, Train Accuracy 94.93000030517578
==> Epoch 1809/2000
Train Loss 0.9486747980117798, Train Accuracy 94.93333435058594
==> Epoch 1810/2000
Train Loss 0.9483444690704346, Train Accuracy 94.9383316040039
==> Epoch 1811/2000
Train Loss 0.9480143785476685, Train Accuracy 94.94000244140625
==> Epoch 1812/2000
Train Loss 0.9476845860481262, Train Accuracy 94.9433364868164
==> Epoch 1813/2000
Train Loss 0.9473549723625183, Train Accuracy 94.94999694824219
==> Epoch 1814/2000
Train Loss 0.9470256567001343, Train Accuracy 94.95166778564453
==> Epoch 1815/2000
Train Loss 0.9466965198516846, Train Accuracy 94.95333099365234
==> Epoch 1816/2000
Train Loss 0.9463676810264587, Train Accuracy 94.95500183105469
==> Epoch 1817/2000
Train Loss 0.9460392594337463, Train Accuracy 94.9566650390625
==> Epoch 1818/2000
Train Loss 0.9457107782363892, Train Accuracy 94.9566650390625
==> Epoch 1819/2000
Train Loss 0.9453827738761902, Train Accuracy 94.95833587646484
==> Epoch 1820/2000
Train Loss 0.9450549483299255, Train Accuracy 94.95833587646484
==> Epoch 1821/2000
Train Loss 0.94472736120224, Train Accuracy 94.9566650390625
==> Epoch 1822/2000
Train Loss 0.9444000720977783, Train Accuracy 94.95833587646484
==> Epoch 1823/2000
Train Loss 0.944072961807251, Train Accuracy 94.95833587646484
==> Epoch 1824/2000
Train Loss 0.9437462091445923, Train Accuracy 94.95833587646484
==> Epoch 1825/2000
Train Loss 0.9434195756912231, Train Accuracy 94.961669921875
==> Epoch 1826/2000
Train Loss 0.9430932402610779, Train Accuracy 94.96333312988281
==> Epoch 1827/2000
Train Loss 0.9427672624588013, Train Accuracy 94.96499633789062
==> Epoch 1828/2000
Train Loss 0.9424413442611694, Train Accuracy 94.96499633789062
==> Epoch 1829/2000
Train Loss 0.942115843296051, Train Accuracy 94.96833038330078
==> Epoch 1830/2000
Train Loss 0.9417904615402222, Train Accuracy 94.97166442871094
==> Epoch 1831/2000
Train Loss 0.9414654970169067, Train Accuracy 94.97166442871094
==> Epoch 1832/2000
Train Loss 0.9411406517028809, Train Accuracy 94.97333526611328
==> Epoch 1833/2000
Train Loss 0.9408161044120789, Train Accuracy 94.97333526611328
==> Epoch 1834/2000
Train Loss 0.9404916763305664, Train Accuracy 94.97666931152344
==> Epoch 1835/2000
Train Loss 0.9401676654815674, Train Accuracy 94.97833251953125
==> Epoch 1836/2000
Train Loss 0.9398437142372131, Train Accuracy 94.97833251953125
==> Epoch 1837/2000
Train Loss 0.9395200610160828, Train Accuracy 94.9800033569336
==> Epoch 1838/2000
Train Loss 0.9391968846321106, Train Accuracy 94.97833251953125
==> Epoch 1839/2000
Train Loss 0.938873827457428, Train Accuracy 94.9816665649414
==> Epoch 1840/2000
Train Loss 0.9385509490966797, Train Accuracy 94.9816665649414
==> Epoch 1841/2000
Train Loss 0.9382283091545105, Train Accuracy 94.9816665649414
==> Epoch 1842/2000
Train Loss 0.9379059076309204, Train Accuracy 94.9816665649414
==> Epoch 1843/2000
Train Loss 0.9375838041305542, Train Accuracy 94.98332977294922
==> Epoch 1844/2000
Train Loss 0.9372618794441223, Train Accuracy 94.98666381835938
==> Epoch 1845/2000
Train Loss 0.9369403123855591, Train Accuracy 94.98999786376953
==> Epoch 1846/2000
Train Loss 0.9366189241409302, Train Accuracy 94.99333190917969
==> Epoch 1847/2000
Train Loss 0.9362977147102356, Train Accuracy 94.99500274658203
==> Epoch 1848/2000
Train Loss 0.9359768629074097, Train Accuracy 94.99500274658203
==> Epoch 1849/2000
Train Loss 0.9356563091278076, Train Accuracy 95.00166320800781
==> Epoch 1850/2000
Train Loss 0.9353357553482056, Train Accuracy 95.0
==> Epoch 1851/2000
Train Loss 0.9350156188011169, Train Accuracy 95.0
==> Epoch 1852/2000
Train Loss 0.9346957206726074, Train Accuracy 95.00166320800781
==> Epoch 1853/2000
Train Loss 0.9343760013580322, Train Accuracy 95.00166320800781
==> Epoch 1854/2000
Train Loss 0.9340565800666809, Train Accuracy 95.00666809082031
==> Epoch 1855/2000
Train Loss 0.9337374567985535, Train Accuracy 95.00833129882812
==> Epoch 1856/2000
Train Loss 0.9334182739257812, Train Accuracy 95.01000213623047
==> Epoch 1857/2000
Train Loss 0.933099627494812, Train Accuracy 95.01000213623047
==> Epoch 1858/2000
Train Loss 0.9327811002731323, Train Accuracy 95.01000213623047
==> Epoch 1859/2000
Train Loss 0.9324628710746765, Train Accuracy 95.01000213623047
==> Epoch 1860/2000
Train Loss 0.932144820690155, Train Accuracy 95.01333618164062
==> Epoch 1861/2000
Train Loss 0.9318271279335022, Train Accuracy 95.01499938964844
==> Epoch 1862/2000
Train Loss 0.9315096139907837, Train Accuracy 95.01499938964844
==> Epoch 1863/2000
Train Loss 0.93119215965271, Train Accuracy 95.01499938964844
==> Epoch 1864/2000
Train Loss 0.9308751821517944, Train Accuracy 95.01667022705078
==> Epoch 1865/2000
Train Loss 0.9305583834648132, Train Accuracy 95.02166748046875
==> Epoch 1866/2000
Train Loss 0.9302418231964111, Train Accuracy 95.0250015258789
==> Epoch 1867/2000
Train Loss 0.9299254417419434, Train Accuracy 95.02833557128906
==> Epoch 1868/2000
Train Loss 0.9296094179153442, Train Accuracy 95.03500366210938
==> Epoch 1869/2000
Train Loss 0.9292935132980347, Train Accuracy 95.03666687011719
==> Epoch 1870/2000
Train Loss 0.9289778470993042, Train Accuracy 95.03666687011719
==> Epoch 1871/2000
Train Loss 0.9286623597145081, Train Accuracy 95.038330078125
==> Epoch 1872/2000
Train Loss 0.9283472299575806, Train Accuracy 95.04166412353516
==> Epoch 1873/2000
Train Loss 0.9280322790145874, Train Accuracy 95.04166412353516
==> Epoch 1874/2000
Train Loss 0.9277176260948181, Train Accuracy 95.04499816894531
==> Epoch 1875/2000
Train Loss 0.9274030923843384, Train Accuracy 95.04499816894531
==> Epoch 1876/2000
Train Loss 0.9270888566970825, Train Accuracy 95.04666900634766
==> Epoch 1877/2000
Train Loss 0.9267748594284058, Train Accuracy 95.04833221435547
==> Epoch 1878/2000
Train Loss 0.9264611005783081, Train Accuracy 95.04833221435547
==> Epoch 1879/2000
Train Loss 0.9261475801467896, Train Accuracy 95.05333709716797
==> Epoch 1880/2000
Train Loss 0.9258342981338501, Train Accuracy 95.0566635131836
==> Epoch 1881/2000
Train Loss 0.925521194934845, Train Accuracy 95.0566635131836
==> Epoch 1882/2000
Train Loss 0.9252083897590637, Train Accuracy 95.0566635131836
==> Epoch 1883/2000
Train Loss 0.9248957633972168, Train Accuracy 95.0616683959961
==> Epoch 1884/2000
Train Loss 0.9245835542678833, Train Accuracy 95.0616683959961
==> Epoch 1885/2000
Train Loss 0.9242713451385498, Train Accuracy 95.0633316040039
==> Epoch 1886/2000
Train Loss 0.9239593148231506, Train Accuracy 95.0633316040039
==> Epoch 1887/2000
Train Loss 0.9236477613449097, Train Accuracy 95.06666564941406
==> Epoch 1888/2000
Train Loss 0.9233362674713135, Train Accuracy 95.06999969482422
==> Epoch 1889/2000
Train Loss 0.9230250716209412, Train Accuracy 95.07166290283203
==> Epoch 1890/2000
Train Loss 0.9227139949798584, Train Accuracy 95.07166290283203
==> Epoch 1891/2000
Train Loss 0.9224033355712891, Train Accuracy 95.07499694824219
==> Epoch 1892/2000
Train Loss 0.9220927953720093, Train Accuracy 95.07666778564453
==> Epoch 1893/2000
Train Loss 0.9217824935913086, Train Accuracy 95.07833099365234
==> Epoch 1894/2000
Train Loss 0.9214723110198975, Train Accuracy 95.07833099365234
==> Epoch 1895/2000
Train Loss 0.9211626052856445, Train Accuracy 95.08000183105469
==> Epoch 1896/2000
Train Loss 0.9208529591560364, Train Accuracy 95.08333587646484
==> Epoch 1897/2000
Train Loss 0.9205436110496521, Train Accuracy 95.086669921875
==> Epoch 1898/2000
Train Loss 0.9202343821525574, Train Accuracy 95.08833312988281
==> Epoch 1899/2000
Train Loss 0.9199254512786865, Train Accuracy 95.08999633789062
==> Epoch 1900/2000
Train Loss 0.9196168780326843, Train Accuracy 95.08999633789062
==> Epoch 1901/2000
Train Loss 0.9193083643913269, Train Accuracy 95.09333038330078
==> Epoch 1902/2000
Train Loss 0.9190001487731934, Train Accuracy 95.09833526611328
==> Epoch 1903/2000
Train Loss 0.9186920523643494, Train Accuracy 95.0999984741211
==> Epoch 1904/2000
Train Loss 0.9183841943740845, Train Accuracy 95.10333251953125
==> Epoch 1905/2000
Train Loss 0.9180766344070435, Train Accuracy 95.1050033569336
==> Epoch 1906/2000
Train Loss 0.9177693724632263, Train Accuracy 95.1050033569336
==> Epoch 1907/2000
Train Loss 0.9174622297286987, Train Accuracy 95.1050033569336
==> Epoch 1908/2000
Train Loss 0.9171552658081055, Train Accuracy 95.1066665649414
==> Epoch 1909/2000
Train Loss 0.9168486595153809, Train Accuracy 95.11666870117188
==> Epoch 1910/2000
Train Loss 0.9165421724319458, Train Accuracy 95.11666870117188
==> Epoch 1911/2000
Train Loss 0.9162359833717346, Train Accuracy 95.11666870117188
==> Epoch 1912/2000
Train Loss 0.915929913520813, Train Accuracy 95.12000274658203
==> Epoch 1913/2000
Train Loss 0.91562420129776, Train Accuracy 95.12000274658203
==> Epoch 1914/2000
Train Loss 0.9153186678886414, Train Accuracy 95.12000274658203
==> Epoch 1915/2000
Train Loss 0.915013313293457, Train Accuracy 95.12166595458984
==> Epoch 1916/2000
Train Loss 0.914708137512207, Train Accuracy 95.12333679199219
==> Epoch 1917/2000
Train Loss 0.9144033193588257, Train Accuracy 95.125
==> Epoch 1918/2000
Train Loss 0.9140986204147339, Train Accuracy 95.12666320800781
==> Epoch 1919/2000
Train Loss 0.9137941598892212, Train Accuracy 95.12999725341797
==> Epoch 1920/2000
Train Loss 0.9134900569915771, Train Accuracy 95.12999725341797
==> Epoch 1921/2000
Train Loss 0.9131860136985779, Train Accuracy 95.13166809082031
==> Epoch 1922/2000
Train Loss 0.9128821492195129, Train Accuracy 95.13500213623047
==> Epoch 1923/2000
Train Loss 0.9125786423683167, Train Accuracy 95.13500213623047
==> Epoch 1924/2000
Train Loss 0.9122753143310547, Train Accuracy 95.13500213623047
==> Epoch 1925/2000
Train Loss 0.911972165107727, Train Accuracy 95.13500213623047
==> Epoch 1926/2000
Train Loss 0.9116692543029785, Train Accuracy 95.13666534423828
==> Epoch 1927/2000
Train Loss 0.9113667011260986, Train Accuracy 95.13999938964844
==> Epoch 1928/2000
Train Loss 0.9110641479492188, Train Accuracy 95.1433334350586
==> Epoch 1929/2000
Train Loss 0.9107618927955627, Train Accuracy 95.1433334350586
==> Epoch 1930/2000
Train Loss 0.9104599952697754, Train Accuracy 95.1449966430664
==> Epoch 1931/2000
Train Loss 0.9101581573486328, Train Accuracy 95.1449966430664
==> Epoch 1932/2000
Train Loss 0.9098565578460693, Train Accuracy 95.14666748046875
==> Epoch 1933/2000
Train Loss 0.9095550775527954, Train Accuracy 95.14666748046875
==> Epoch 1934/2000
Train Loss 0.9092539548873901, Train Accuracy 95.14666748046875
==> Epoch 1935/2000
Train Loss 0.9089530110359192, Train Accuracy 95.14666748046875
==> Epoch 1936/2000
Train Loss 0.9086522459983826, Train Accuracy 95.1500015258789
==> Epoch 1937/2000
Train Loss 0.9083518385887146, Train Accuracy 95.1500015258789
==> Epoch 1938/2000
Train Loss 0.9080514907836914, Train Accuracy 95.15166473388672
==> Epoch 1939/2000
Train Loss 0.9077514410018921, Train Accuracy 95.15166473388672
==> Epoch 1940/2000
Train Loss 0.9074516296386719, Train Accuracy 95.1500015258789
==> Epoch 1941/2000
Train Loss 0.907151997089386, Train Accuracy 95.1500015258789
==> Epoch 1942/2000
Train Loss 0.9068525433540344, Train Accuracy 95.15166473388672
==> Epoch 1943/2000
Train Loss 0.9065532684326172, Train Accuracy 95.1500015258789
==> Epoch 1944/2000
Train Loss 0.9062542915344238, Train Accuracy 95.15166473388672
==> Epoch 1945/2000
Train Loss 0.9059555530548096, Train Accuracy 95.15166473388672
==> Epoch 1946/2000
Train Loss 0.9056568741798401, Train Accuracy 95.15166473388672
==> Epoch 1947/2000
Train Loss 0.9053586721420288, Train Accuracy 95.15166473388672
==> Epoch 1948/2000
Train Loss 0.9050604701042175, Train Accuracy 95.15166473388672
==> Epoch 1949/2000
Train Loss 0.9047625064849854, Train Accuracy 95.15499877929688
==> Epoch 1950/2000
Train Loss 0.9044649600982666, Train Accuracy 95.15499877929688
==> Epoch 1951/2000
Train Loss 0.9041672945022583, Train Accuracy 95.15666961669922
==> Epoch 1952/2000
Train Loss 0.9038699865341187, Train Accuracy 95.15499877929688
==> Epoch 1953/2000
Train Loss 0.9035730957984924, Train Accuracy 95.15666961669922
==> Epoch 1954/2000
Train Loss 0.9032762050628662, Train Accuracy 95.15666961669922
==> Epoch 1955/2000
Train Loss 0.9029794931411743, Train Accuracy 95.16000366210938
==> Epoch 1956/2000
Train Loss 0.9026830196380615, Train Accuracy 95.16166687011719
==> Epoch 1957/2000
Train Loss 0.9023869037628174, Train Accuracy 95.16500091552734
==> Epoch 1958/2000
Train Loss 0.9020909070968628, Train Accuracy 95.1683349609375
==> Epoch 1959/2000
Train Loss 0.9017950296401978, Train Accuracy 95.1683349609375
==> Epoch 1960/2000
Train Loss 0.9014994502067566, Train Accuracy 95.17166900634766
==> Epoch 1961/2000
Train Loss 0.9012040495872498, Train Accuracy 95.17833709716797
==> Epoch 1962/2000
Train Loss 0.9009088277816772, Train Accuracy 95.17833709716797
==> Epoch 1963/2000
Train Loss 0.9006139636039734, Train Accuracy 95.17833709716797
==> Epoch 1964/2000
Train Loss 0.9003191590309143, Train Accuracy 95.18000030517578
==> Epoch 1965/2000
Train Loss 0.9000247716903687, Train Accuracy 95.18000030517578
==> Epoch 1966/2000
Train Loss 0.8997303247451782, Train Accuracy 95.18000030517578
==> Epoch 1967/2000
Train Loss 0.8994361758232117, Train Accuracy 95.18000030517578
==> Epoch 1968/2000
Train Loss 0.8991422653198242, Train Accuracy 95.18000030517578
==> Epoch 1969/2000
Train Loss 0.8988484740257263, Train Accuracy 95.18000030517578
==> Epoch 1970/2000
Train Loss 0.8985550403594971, Train Accuracy 95.18333435058594
==> Epoch 1971/2000
Train Loss 0.8982617855072021, Train Accuracy 95.18333435058594
==> Epoch 1972/2000
Train Loss 0.8979687690734863, Train Accuracy 95.18499755859375
==> Epoch 1973/2000
Train Loss 0.8976757526397705, Train Accuracy 95.18499755859375
==> Epoch 1974/2000
Train Loss 0.8973831534385681, Train Accuracy 95.18499755859375
==> Epoch 1975/2000
Train Loss 0.8970906734466553, Train Accuracy 95.1866683959961
==> Epoch 1976/2000
Train Loss 0.8967984914779663, Train Accuracy 95.19499969482422
==> Epoch 1977/2000
Train Loss 0.8965064287185669, Train Accuracy 95.19666290283203
==> Epoch 1978/2000
Train Loss 0.8962145447731018, Train Accuracy 95.19666290283203
==> Epoch 1979/2000
Train Loss 0.8959230184555054, Train Accuracy 95.19833374023438
==> Epoch 1980/2000
Train Loss 0.8956315517425537, Train Accuracy 95.19999694824219
==> Epoch 1981/2000
Train Loss 0.8953403830528259, Train Accuracy 95.20166778564453
==> Epoch 1982/2000
Train Loss 0.8950493335723877, Train Accuracy 95.20166778564453
==> Epoch 1983/2000
Train Loss 0.8947584629058838, Train Accuracy 95.20166778564453
==> Epoch 1984/2000
Train Loss 0.894467830657959, Train Accuracy 95.20333099365234
==> Epoch 1985/2000
Train Loss 0.8941774368286133, Train Accuracy 95.20500183105469
==> Epoch 1986/2000
Train Loss 0.8938872218132019, Train Accuracy 95.20999908447266
==> Epoch 1987/2000
Train Loss 0.8935972452163696, Train Accuracy 95.211669921875
==> Epoch 1988/2000
Train Loss 0.8933074474334717, Train Accuracy 95.22000122070312
==> Epoch 1989/2000
Train Loss 0.8930177688598633, Train Accuracy 95.22333526611328
==> Epoch 1990/2000
Train Loss 0.8927284479141235, Train Accuracy 95.2300033569336
==> Epoch 1991/2000
Train Loss 0.8924391865730286, Train Accuracy 95.2300033569336
==> Epoch 1992/2000
Train Loss 0.892150342464447, Train Accuracy 95.23332977294922
==> Epoch 1993/2000
Train Loss 0.8918614387512207, Train Accuracy 95.23500061035156
==> Epoch 1994/2000
Train Loss 0.891572892665863, Train Accuracy 95.23666381835938
==> Epoch 1995/2000
Train Loss 0.8912844657897949, Train Accuracy 95.23999786376953
==> Epoch 1996/2000
Train Loss 0.8909963369369507, Train Accuracy 95.24500274658203
==> Epoch 1997/2000
Train Loss 0.890708327293396, Train Accuracy 95.24500274658203
==> Epoch 1998/2000
Train Loss 0.8904206156730652, Train Accuracy 95.24833679199219
==> Epoch 1999/2000
Train Loss 0.8901330828666687, Train Accuracy 95.25
==> Epoch 2000/2000
Train Loss 0.8898457288742065, Train Accuracy 95.24833679199219
Finished. Total elapsed time (h:m:s): 4:55:34
