Namespace(dataset='mnist', workers=4, model='mlp_bn', batch_size=60000, n_samples=None, alpha=3, lr=0.01, start_epoch=0, max_epoch=2000, stepsize=0, gamma=0.0, momentum=0.8, trial_num=mu_08, save_dir='/home/zhangxj/workspace/HBF/results', eval_freq=1, print_freq=50, gpu='MIG-7ac7e63b-1b55-5b82-9ef9-a8f3ee3e3df9', use_cpu=False, seed=1, confusion_matrix=False)
Currently using GPU: MIG-7ac7e63b-1b55-5b82-9ef9-a8f3ee3e3df9
Using GPU: NVIDIA A100 80GB PCIe MIG 4g.40gb
Creating dataset: mnist
Creating model: mlp_bn
momentum: 0.8, lr: 0.01, alpha: 3
lr_euler: 0.001, factor: 10
==> Epoch 1/2000
Train Loss 74.93528747558594, Train Accuracy 8.411666870117188
==> Epoch 2/2000
Train Loss 27.683815002441406, Train Accuracy 30.94333267211914
==> Epoch 3/2000
Train Loss 16.88222312927246, Train Accuracy 40.68000030517578
==> Epoch 4/2000
Train Loss 14.27503776550293, Train Accuracy 43.95500183105469
==> Epoch 5/2000
Train Loss 12.84246826171875, Train Accuracy 46.540000915527344
==> Epoch 6/2000
Train Loss 11.89923095703125, Train Accuracy 48.650001525878906
==> Epoch 7/2000
Train Loss 11.218562126159668, Train Accuracy 50.505001068115234
==> Epoch 8/2000
Train Loss 10.695192337036133, Train Accuracy 52.163333892822266
==> Epoch 9/2000
Train Loss 10.274084091186523, Train Accuracy 53.711666107177734
==> Epoch 10/2000
Train Loss 9.923672676086426, Train Accuracy 55.084999084472656
==> Epoch 11/2000
Train Loss 9.624436378479004, Train Accuracy 56.39666748046875
==> Epoch 12/2000
Train Loss 9.363554000854492, Train Accuracy 57.54666519165039
==> Epoch 13/2000
Train Loss 9.132190704345703, Train Accuracy 58.61000061035156
==> Epoch 14/2000
Train Loss 8.924036979675293, Train Accuracy 59.619998931884766
==> Epoch 15/2000
Train Loss 8.734453201293945, Train Accuracy 60.5533332824707
==> Epoch 16/2000
Train Loss 8.559944152832031, Train Accuracy 61.474998474121094
==> Epoch 17/2000
Train Loss 8.397847175598145, Train Accuracy 62.27166748046875
==> Epoch 18/2000
Train Loss 8.246099472045898, Train Accuracy 62.97666549682617
==> Epoch 19/2000
Train Loss 8.103094100952148, Train Accuracy 63.7400016784668
==> Epoch 20/2000
Train Loss 7.967576026916504, Train Accuracy 64.375
==> Epoch 21/2000
Train Loss 7.838555812835693, Train Accuracy 65.0250015258789
==> Epoch 22/2000
Train Loss 7.715260982513428, Train Accuracy 65.66166687011719
==> Epoch 23/2000
Train Loss 7.597079753875732, Train Accuracy 66.24333190917969
==> Epoch 24/2000
Train Loss 7.483526706695557, Train Accuracy 66.8133316040039
==> Epoch 25/2000
Train Loss 7.374215126037598, Train Accuracy 67.34833526611328
==> Epoch 26/2000
Train Loss 7.268833160400391, Train Accuracy 67.87000274658203
==> Epoch 27/2000
Train Loss 7.16711950302124, Train Accuracy 68.4316635131836
==> Epoch 28/2000
Train Loss 7.068856716156006, Train Accuracy 68.94999694824219
==> Epoch 29/2000
Train Loss 6.973854064941406, Train Accuracy 69.35333251953125
==> Epoch 30/2000
Train Loss 6.881946086883545, Train Accuracy 69.80833435058594
==> Epoch 31/2000
Train Loss 6.792984962463379, Train Accuracy 70.22333526611328
==> Epoch 32/2000
Train Loss 6.706831455230713, Train Accuracy 70.61833190917969
==> Epoch 33/2000
Train Loss 6.623364448547363, Train Accuracy 71.04000091552734
==> Epoch 34/2000
Train Loss 6.54246711730957, Train Accuracy 71.3933334350586
==> Epoch 35/2000
Train Loss 6.464034080505371, Train Accuracy 71.71666717529297
==> Epoch 36/2000
Train Loss 6.387967586517334, Train Accuracy 72.0566635131836
==> Epoch 37/2000
Train Loss 6.314176559448242, Train Accuracy 72.37333679199219
==> Epoch 38/2000
Train Loss 6.2425737380981445, Train Accuracy 72.6866683959961
==> Epoch 39/2000
Train Loss 6.173083305358887, Train Accuracy 72.9566650390625
==> Epoch 40/2000
Train Loss 6.105627536773682, Train Accuracy 73.25833129882812
==> Epoch 41/2000
Train Loss 6.040138244628906, Train Accuracy 73.55500030517578
==> Epoch 42/2000
Train Loss 5.9765472412109375, Train Accuracy 73.81666564941406
==> Epoch 43/2000
Train Loss 5.914790630340576, Train Accuracy 74.086669921875
==> Epoch 44/2000
Train Loss 5.854806900024414, Train Accuracy 74.30166625976562
==> Epoch 45/2000
Train Loss 5.796535968780518, Train Accuracy 74.52333068847656
==> Epoch 46/2000
Train Loss 5.739920616149902, Train Accuracy 74.70833587646484
==> Epoch 47/2000
Train Loss 5.684902667999268, Train Accuracy 74.94166564941406
==> Epoch 48/2000
Train Loss 5.6314263343811035, Train Accuracy 75.1816635131836
==> Epoch 49/2000
Train Loss 5.579438209533691, Train Accuracy 75.38166809082031
==> Epoch 50/2000
Train Loss 5.528885841369629, Train Accuracy 75.55333709716797
==> Epoch 51/2000
Train Loss 5.479714870452881, Train Accuracy 75.76499938964844
==> Epoch 52/2000
Train Loss 5.431875705718994, Train Accuracy 75.9383316040039
==> Epoch 53/2000
Train Loss 5.385318279266357, Train Accuracy 76.15833282470703
==> Epoch 54/2000
Train Loss 5.339995384216309, Train Accuracy 76.35832977294922
==> Epoch 55/2000
Train Loss 5.295859336853027, Train Accuracy 76.52666473388672
==> Epoch 56/2000
Train Loss 5.252865314483643, Train Accuracy 76.67500305175781
==> Epoch 57/2000
Train Loss 5.210968971252441, Train Accuracy 76.84666442871094
==> Epoch 58/2000
Train Loss 5.1701273918151855, Train Accuracy 77.03333282470703
==> Epoch 59/2000
Train Loss 5.130301475524902, Train Accuracy 77.1883316040039
==> Epoch 60/2000
Train Loss 5.0914506912231445, Train Accuracy 77.36666870117188
==> Epoch 61/2000
Train Loss 5.0535383224487305, Train Accuracy 77.538330078125
==> Epoch 62/2000
Train Loss 5.016526699066162, Train Accuracy 77.6816635131836
==> Epoch 63/2000
Train Loss 4.98038387298584, Train Accuracy 77.82166290283203
==> Epoch 64/2000
Train Loss 4.945074081420898, Train Accuracy 77.94833374023438
==> Epoch 65/2000
Train Loss 4.9105682373046875, Train Accuracy 78.07833099365234
==> Epoch 66/2000
Train Loss 4.876833915710449, Train Accuracy 78.20999908447266
==> Epoch 67/2000
Train Loss 4.843843460083008, Train Accuracy 78.34333038330078
==> Epoch 68/2000
Train Loss 4.811568737030029, Train Accuracy 78.46499633789062
==> Epoch 69/2000
Train Loss 4.7799835205078125, Train Accuracy 78.60166931152344
==> Epoch 70/2000
Train Loss 4.749062538146973, Train Accuracy 78.711669921875
==> Epoch 71/2000
Train Loss 4.718782424926758, Train Accuracy 78.83333587646484
==> Epoch 72/2000
Train Loss 4.689120769500732, Train Accuracy 78.9749984741211
==> Epoch 73/2000
Train Loss 4.660053730010986, Train Accuracy 79.06666564941406
==> Epoch 74/2000
Train Loss 4.631563186645508, Train Accuracy 79.1683349609375
==> Epoch 75/2000
Train Loss 4.6036272048950195, Train Accuracy 79.29499816894531
==> Epoch 76/2000
Train Loss 4.576228141784668, Train Accuracy 79.41166687011719
==> Epoch 77/2000
Train Loss 4.549347877502441, Train Accuracy 79.53666687011719
==> Epoch 78/2000
Train Loss 4.522968769073486, Train Accuracy 79.63833618164062
==> Epoch 79/2000
Train Loss 4.497074604034424, Train Accuracy 79.74333190917969
==> Epoch 80/2000
Train Loss 4.471648693084717, Train Accuracy 79.84833526611328
==> Epoch 81/2000
Train Loss 4.446678161621094, Train Accuracy 79.92166900634766
==> Epoch 82/2000
Train Loss 4.422146797180176, Train Accuracy 80.038330078125
==> Epoch 83/2000
Train Loss 4.398042678833008, Train Accuracy 80.11833190917969
==> Epoch 84/2000
Train Loss 4.374350547790527, Train Accuracy 80.20999908447266
==> Epoch 85/2000
Train Loss 4.351059913635254, Train Accuracy 80.3116683959961
==> Epoch 86/2000
Train Loss 4.328157901763916, Train Accuracy 80.41166687011719
==> Epoch 87/2000
Train Loss 4.305633544921875, Train Accuracy 80.48999786376953
==> Epoch 88/2000
Train Loss 4.283475399017334, Train Accuracy 80.57166290283203
==> Epoch 89/2000
Train Loss 4.261673927307129, Train Accuracy 80.6449966430664
==> Epoch 90/2000
Train Loss 4.240217685699463, Train Accuracy 80.73666381835938
==> Epoch 91/2000
Train Loss 4.219098091125488, Train Accuracy 80.83000183105469
==> Epoch 92/2000
Train Loss 4.198305130004883, Train Accuracy 80.92166900634766
==> Epoch 93/2000
Train Loss 4.177831649780273, Train Accuracy 81.01499938964844
==> Epoch 94/2000
Train Loss 4.1576666831970215, Train Accuracy 81.0816650390625
==> Epoch 95/2000
Train Loss 4.13780403137207, Train Accuracy 81.13999938964844
==> Epoch 96/2000
Train Loss 4.1182355880737305, Train Accuracy 81.22666931152344
==> Epoch 97/2000
Train Loss 4.0989532470703125, Train Accuracy 81.30333709716797
==> Epoch 98/2000
Train Loss 4.079949855804443, Train Accuracy 81.38500213623047
==> Epoch 99/2000
Train Loss 4.061218738555908, Train Accuracy 81.46499633789062
==> Epoch 100/2000
Train Loss 4.042752265930176, Train Accuracy 81.5566635131836
==> Epoch 101/2000
Train Loss 4.024546146392822, Train Accuracy 81.60832977294922
==> Epoch 102/2000
Train Loss 4.006591796875, Train Accuracy 81.67833709716797
==> Epoch 103/2000
Train Loss 3.9888851642608643, Train Accuracy 81.74666595458984
==> Epoch 104/2000
Train Loss 3.971418857574463, Train Accuracy 81.81666564941406
==> Epoch 105/2000
Train Loss 3.9541878700256348, Train Accuracy 81.90166473388672
==> Epoch 106/2000
Train Loss 3.937187433242798, Train Accuracy 81.96499633789062
==> Epoch 107/2000
Train Loss 3.9204118251800537, Train Accuracy 82.04166412353516
==> Epoch 108/2000
Train Loss 3.903855562210083, Train Accuracy 82.12000274658203
==> Epoch 109/2000
Train Loss 3.887515068054199, Train Accuracy 82.17166900634766
==> Epoch 110/2000
Train Loss 3.8713841438293457, Train Accuracy 82.24333190917969
==> Epoch 111/2000
Train Loss 3.855459690093994, Train Accuracy 82.3116683959961
==> Epoch 112/2000
Train Loss 3.839735984802246, Train Accuracy 82.36499786376953
==> Epoch 113/2000
Train Loss 3.824209690093994, Train Accuracy 82.42333221435547
==> Epoch 114/2000
Train Loss 3.8088765144348145, Train Accuracy 82.48500061035156
==> Epoch 115/2000
Train Loss 3.793732166290283, Train Accuracy 82.53333282470703
==> Epoch 116/2000
Train Loss 3.778773069381714, Train Accuracy 82.57499694824219
==> Epoch 117/2000
Train Loss 3.7639951705932617, Train Accuracy 82.6449966430664
==> Epoch 118/2000
Train Loss 3.7493953704833984, Train Accuracy 82.711669921875
==> Epoch 119/2000
Train Loss 3.7349703311920166, Train Accuracy 82.76499938964844
==> Epoch 120/2000
Train Loss 3.7207155227661133, Train Accuracy 82.81999969482422
==> Epoch 121/2000
Train Loss 3.7066283226013184, Train Accuracy 82.87666320800781
==> Epoch 122/2000
Train Loss 3.6927056312561035, Train Accuracy 82.92166900634766
==> Epoch 123/2000
Train Loss 3.678943395614624, Train Accuracy 82.98666381835938
==> Epoch 124/2000
Train Loss 3.665339946746826, Train Accuracy 83.05333709716797
==> Epoch 125/2000
Train Loss 3.6518912315368652, Train Accuracy 83.09833526611328
==> Epoch 126/2000
Train Loss 3.638594627380371, Train Accuracy 83.17166900634766
==> Epoch 127/2000
Train Loss 3.625447988510132, Train Accuracy 83.21333312988281
==> Epoch 128/2000
Train Loss 3.612447738647461, Train Accuracy 83.26333618164062
==> Epoch 129/2000
Train Loss 3.5995914936065674, Train Accuracy 83.29833221435547
==> Epoch 130/2000
Train Loss 3.586876392364502, Train Accuracy 83.36499786376953
==> Epoch 131/2000
Train Loss 3.574300527572632, Train Accuracy 83.3933334350586
==> Epoch 132/2000
Train Loss 3.5618607997894287, Train Accuracy 83.44000244140625
==> Epoch 133/2000
Train Loss 3.549556016921997, Train Accuracy 83.4816665649414
==> Epoch 134/2000
Train Loss 3.5373823642730713, Train Accuracy 83.53333282470703
==> Epoch 135/2000
Train Loss 3.5253376960754395, Train Accuracy 83.59166717529297
==> Epoch 136/2000
Train Loss 3.513420820236206, Train Accuracy 83.64833068847656
==> Epoch 137/2000
Train Loss 3.50162935256958, Train Accuracy 83.6883316040039
==> Epoch 138/2000
Train Loss 3.489959955215454, Train Accuracy 83.71499633789062
==> Epoch 139/2000
Train Loss 3.478411912918091, Train Accuracy 83.75833129882812
==> Epoch 140/2000
Train Loss 3.466982364654541, Train Accuracy 83.81666564941406
==> Epoch 141/2000
Train Loss 3.45566987991333, Train Accuracy 83.8566665649414
==> Epoch 142/2000
Train Loss 3.4444727897644043, Train Accuracy 83.9000015258789
==> Epoch 143/2000
Train Loss 3.4333882331848145, Train Accuracy 83.97666931152344
==> Epoch 144/2000
Train Loss 3.422415256500244, Train Accuracy 84.01667022705078
==> Epoch 145/2000
Train Loss 3.4115512371063232, Train Accuracy 84.05500030517578
==> Epoch 146/2000
Train Loss 3.4007952213287354, Train Accuracy 84.09166717529297
==> Epoch 147/2000
Train Loss 3.390146255493164, Train Accuracy 84.13333129882812
==> Epoch 148/2000
Train Loss 3.3796000480651855, Train Accuracy 84.15499877929688
==> Epoch 149/2000
Train Loss 3.369157314300537, Train Accuracy 84.20333099365234
==> Epoch 150/2000
Train Loss 3.3588151931762695, Train Accuracy 84.24833679199219
==> Epoch 151/2000
Train Loss 3.348573684692383, Train Accuracy 84.29499816894531
==> Epoch 152/2000
Train Loss 3.3384294509887695, Train Accuracy 84.336669921875
==> Epoch 153/2000
Train Loss 3.3283815383911133, Train Accuracy 84.36333465576172
==> Epoch 154/2000
Train Loss 3.3184287548065186, Train Accuracy 84.413330078125
==> Epoch 155/2000
Train Loss 3.30856990814209, Train Accuracy 84.45500183105469
==> Epoch 156/2000
Train Loss 3.2988028526306152, Train Accuracy 84.50166320800781
==> Epoch 157/2000
Train Loss 3.2891268730163574, Train Accuracy 84.54000091552734
==> Epoch 158/2000
Train Loss 3.2795398235321045, Train Accuracy 84.57833099365234
==> Epoch 159/2000
Train Loss 3.2700419425964355, Train Accuracy 84.61499786376953
==> Epoch 160/2000
Train Loss 3.260629892349243, Train Accuracy 84.66999816894531
==> Epoch 161/2000
Train Loss 3.2513041496276855, Train Accuracy 84.69999694824219
==> Epoch 162/2000
Train Loss 3.242063045501709, Train Accuracy 84.73666381835938
==> Epoch 163/2000
Train Loss 3.2329039573669434, Train Accuracy 84.77833557128906
==> Epoch 164/2000
Train Loss 3.223827838897705, Train Accuracy 84.80999755859375
==> Epoch 165/2000
Train Loss 3.214832067489624, Train Accuracy 84.84166717529297
==> Epoch 166/2000
Train Loss 3.205916166305542, Train Accuracy 84.87333679199219
==> Epoch 167/2000
Train Loss 3.197078227996826, Train Accuracy 84.92166900634766
==> Epoch 168/2000
Train Loss 3.1883177757263184, Train Accuracy 84.94999694824219
==> Epoch 169/2000
Train Loss 3.1796340942382812, Train Accuracy 84.98666381835938
==> Epoch 170/2000
Train Loss 3.1710257530212402, Train Accuracy 85.0199966430664
==> Epoch 171/2000
Train Loss 3.1624915599823, Train Accuracy 85.0683364868164
==> Epoch 172/2000
Train Loss 3.1540303230285645, Train Accuracy 85.09833526611328
==> Epoch 173/2000
Train Loss 3.145641803741455, Train Accuracy 85.13500213623047
==> Epoch 174/2000
Train Loss 3.137324333190918, Train Accuracy 85.16166687011719
==> Epoch 175/2000
Train Loss 3.129077196121216, Train Accuracy 85.19666290283203
==> Epoch 176/2000
Train Loss 3.120899200439453, Train Accuracy 85.23999786376953
==> Epoch 177/2000
Train Loss 3.112790107727051, Train Accuracy 85.26166534423828
==> Epoch 178/2000
Train Loss 3.104747772216797, Train Accuracy 85.28500366210938
==> Epoch 179/2000
Train Loss 3.0967724323272705, Train Accuracy 85.3066635131836
==> Epoch 180/2000
Train Loss 3.0888633728027344, Train Accuracy 85.33833312988281
==> Epoch 181/2000
Train Loss 3.0810182094573975, Train Accuracy 85.375
==> Epoch 182/2000
Train Loss 3.0732381343841553, Train Accuracy 85.40833282470703
==> Epoch 183/2000
Train Loss 3.0655205249786377, Train Accuracy 85.44499969482422
==> Epoch 184/2000
Train Loss 3.0578653812408447, Train Accuracy 85.47833251953125
==> Epoch 185/2000
Train Loss 3.05027174949646, Train Accuracy 85.49500274658203
==> Epoch 186/2000
Train Loss 3.0427398681640625, Train Accuracy 85.52333068847656
==> Epoch 187/2000
Train Loss 3.0352673530578613, Train Accuracy 85.5566635131836
==> Epoch 188/2000
Train Loss 3.0278539657592773, Train Accuracy 85.59500122070312
==> Epoch 189/2000
Train Loss 3.020498752593994, Train Accuracy 85.61499786376953
==> Epoch 190/2000
Train Loss 3.013202428817749, Train Accuracy 85.65499877929688
==> Epoch 191/2000
Train Loss 3.005963087081909, Train Accuracy 85.6866683959961
==> Epoch 192/2000
Train Loss 2.998779296875, Train Accuracy 85.72000122070312
==> Epoch 193/2000
Train Loss 2.991652011871338, Train Accuracy 85.75
==> Epoch 194/2000
Train Loss 2.9845783710479736, Train Accuracy 85.77166748046875
==> Epoch 195/2000
Train Loss 2.97756028175354, Train Accuracy 85.79166412353516
==> Epoch 196/2000
Train Loss 2.9705960750579834, Train Accuracy 85.8133316040039
==> Epoch 197/2000
Train Loss 2.96368408203125, Train Accuracy 85.83999633789062
==> Epoch 198/2000
Train Loss 2.956825017929077, Train Accuracy 85.87000274658203
==> Epoch 199/2000
Train Loss 2.9500174522399902, Train Accuracy 85.88666534423828
==> Epoch 200/2000
Train Loss 2.943260908126831, Train Accuracy 85.913330078125
==> Epoch 201/2000
Train Loss 2.9365553855895996, Train Accuracy 85.94499969482422
==> Epoch 202/2000
Train Loss 2.929899215698242, Train Accuracy 85.96499633789062
==> Epoch 203/2000
Train Loss 2.923292636871338, Train Accuracy 86.00333404541016
==> Epoch 204/2000
Train Loss 2.916734457015991, Train Accuracy 86.03333282470703
==> Epoch 205/2000
Train Loss 2.9102253913879395, Train Accuracy 86.06999969482422
==> Epoch 206/2000
Train Loss 2.9037632942199707, Train Accuracy 86.08999633789062
==> Epoch 207/2000
Train Loss 2.897348403930664, Train Accuracy 86.12000274658203
==> Epoch 208/2000
Train Loss 2.890979766845703, Train Accuracy 86.14666748046875
==> Epoch 209/2000
Train Loss 2.884657382965088, Train Accuracy 86.16666412353516
==> Epoch 210/2000
Train Loss 2.8783810138702393, Train Accuracy 86.1866683959961
==> Epoch 211/2000
Train Loss 2.8721485137939453, Train Accuracy 86.20999908447266
==> Epoch 212/2000
Train Loss 2.8659613132476807, Train Accuracy 86.21833038330078
==> Epoch 213/2000
Train Loss 2.8598177433013916, Train Accuracy 86.23332977294922
==> Epoch 214/2000
Train Loss 2.853717803955078, Train Accuracy 86.2683334350586
==> Epoch 215/2000
Train Loss 2.8476603031158447, Train Accuracy 86.29000091552734
==> Epoch 216/2000
Train Loss 2.8416454792022705, Train Accuracy 86.31666564941406
==> Epoch 217/2000
Train Loss 2.8356733322143555, Train Accuracy 86.34166717529297
==> Epoch 218/2000
Train Loss 2.829741954803467, Train Accuracy 86.37000274658203
==> Epoch 219/2000
Train Loss 2.823852062225342, Train Accuracy 86.38500213623047
==> Epoch 220/2000
Train Loss 2.818002939224243, Train Accuracy 86.40666961669922
==> Epoch 221/2000
Train Loss 2.8121933937072754, Train Accuracy 86.42833709716797
==> Epoch 222/2000
Train Loss 2.8064239025115967, Train Accuracy 86.45166778564453
==> Epoch 223/2000
Train Loss 2.8006937503814697, Train Accuracy 86.47000122070312
==> Epoch 224/2000
Train Loss 2.7950029373168945, Train Accuracy 86.48332977294922
==> Epoch 225/2000
Train Loss 2.7893500328063965, Train Accuracy 86.49500274658203
==> Epoch 226/2000
Train Loss 2.7837352752685547, Train Accuracy 86.50833129882812
==> Epoch 227/2000
Train Loss 2.778158187866211, Train Accuracy 86.538330078125
==> Epoch 228/2000
Train Loss 2.772618532180786, Train Accuracy 86.55500030517578
==> Epoch 229/2000
Train Loss 2.767115354537964, Train Accuracy 86.57333374023438
==> Epoch 230/2000
Train Loss 2.7616493701934814, Train Accuracy 86.59666442871094
==> Epoch 231/2000
Train Loss 2.756218671798706, Train Accuracy 86.61833190917969
==> Epoch 232/2000
Train Loss 2.750824213027954, Train Accuracy 86.64167022705078
==> Epoch 233/2000
Train Loss 2.745464563369751, Train Accuracy 86.66000366210938
==> Epoch 234/2000
Train Loss 2.740140438079834, Train Accuracy 86.6933364868164
==> Epoch 235/2000
Train Loss 2.7348508834838867, Train Accuracy 86.70833587646484
==> Epoch 236/2000
Train Loss 2.729595422744751, Train Accuracy 86.71833038330078
==> Epoch 237/2000
Train Loss 2.7243738174438477, Train Accuracy 86.7316665649414
==> Epoch 238/2000
Train Loss 2.7191858291625977, Train Accuracy 86.74333190917969
==> Epoch 239/2000
Train Loss 2.7140305042266846, Train Accuracy 86.76000213623047
==> Epoch 240/2000
Train Loss 2.708909034729004, Train Accuracy 86.79000091552734
==> Epoch 241/2000
Train Loss 2.7038190364837646, Train Accuracy 86.8066635131836
==> Epoch 242/2000
Train Loss 2.6987624168395996, Train Accuracy 86.836669921875
==> Epoch 243/2000
Train Loss 2.6937365531921387, Train Accuracy 86.85166931152344
==> Epoch 244/2000
Train Loss 2.6887426376342773, Train Accuracy 86.87000274658203
==> Epoch 245/2000
Train Loss 2.6837801933288574, Train Accuracy 86.89167022705078
==> Epoch 246/2000
Train Loss 2.6788482666015625, Train Accuracy 86.91666412353516
==> Epoch 247/2000
Train Loss 2.67394757270813, Train Accuracy 86.94000244140625
==> Epoch 248/2000
Train Loss 2.669076681137085, Train Accuracy 86.96833038330078
==> Epoch 249/2000
Train Loss 2.664236068725586, Train Accuracy 86.98833465576172
==> Epoch 250/2000
Train Loss 2.6594247817993164, Train Accuracy 87.00833129882812
==> Epoch 251/2000
Train Loss 2.6546435356140137, Train Accuracy 87.01499938964844
==> Epoch 252/2000
Train Loss 2.649890899658203, Train Accuracy 87.02833557128906
==> Epoch 253/2000
Train Loss 2.645167112350464, Train Accuracy 87.03500366210938
==> Epoch 254/2000
Train Loss 2.640472412109375, Train Accuracy 87.04833221435547
==> Epoch 255/2000
Train Loss 2.635805606842041, Train Accuracy 87.06500244140625
==> Epoch 256/2000
Train Loss 2.631166934967041, Train Accuracy 87.08000183105469
==> Epoch 257/2000
Train Loss 2.626555919647217, Train Accuracy 87.1050033569336
==> Epoch 258/2000
Train Loss 2.6219725608825684, Train Accuracy 87.11166381835938
==> Epoch 259/2000
Train Loss 2.6174156665802, Train Accuracy 87.12999725341797
==> Epoch 260/2000
Train Loss 2.612886667251587, Train Accuracy 87.13833618164062
==> Epoch 261/2000
Train Loss 2.608384370803833, Train Accuracy 87.15166473388672
==> Epoch 262/2000
Train Loss 2.6039083003997803, Train Accuracy 87.16500091552734
==> Epoch 263/2000
Train Loss 2.5994584560394287, Train Accuracy 87.19000244140625
==> Epoch 264/2000
Train Loss 2.59503436088562, Train Accuracy 87.211669921875
==> Epoch 265/2000
Train Loss 2.5906360149383545, Train Accuracy 87.22333526611328
==> Epoch 266/2000
Train Loss 2.586263418197632, Train Accuracy 87.23999786376953
==> Epoch 267/2000
Train Loss 2.5819156169891357, Train Accuracy 87.24833679199219
==> Epoch 268/2000
Train Loss 2.5775930881500244, Train Accuracy 87.24666595458984
==> Epoch 269/2000
Train Loss 2.5732955932617188, Train Accuracy 87.26667022705078
==> Epoch 270/2000
Train Loss 2.5690221786499023, Train Accuracy 87.29833221435547
==> Epoch 271/2000
Train Loss 2.5647735595703125, Train Accuracy 87.32666778564453
==> Epoch 272/2000
Train Loss 2.5605485439300537, Train Accuracy 87.33333587646484
==> Epoch 273/2000
Train Loss 2.556347608566284, Train Accuracy 87.3550033569336
==> Epoch 274/2000
Train Loss 2.5521702766418457, Train Accuracy 87.38999938964844
==> Epoch 275/2000
Train Loss 2.5480165481567383, Train Accuracy 87.39833068847656
==> Epoch 276/2000
Train Loss 2.5438857078552246, Train Accuracy 87.40833282470703
==> Epoch 277/2000
Train Loss 2.539778232574463, Train Accuracy 87.42333221435547
==> Epoch 278/2000
Train Loss 2.535693645477295, Train Accuracy 87.44000244140625
==> Epoch 279/2000
Train Loss 2.5316314697265625, Train Accuracy 87.45999908447266
==> Epoch 280/2000
Train Loss 2.5275914669036865, Train Accuracy 87.47333526611328
==> Epoch 281/2000
Train Loss 2.523573875427246, Train Accuracy 87.49166870117188
==> Epoch 282/2000
Train Loss 2.519578218460083, Train Accuracy 87.5
==> Epoch 283/2000
Train Loss 2.5156044960021973, Train Accuracy 87.5183334350586
==> Epoch 284/2000
Train Loss 2.5116522312164307, Train Accuracy 87.53500366210938
==> Epoch 285/2000
Train Loss 2.507721185684204, Train Accuracy 87.54666900634766
==> Epoch 286/2000
Train Loss 2.5038115978240967, Train Accuracy 87.55999755859375
==> Epoch 287/2000
Train Loss 2.4999232292175293, Train Accuracy 87.57499694824219
==> Epoch 288/2000
Train Loss 2.4960556030273438, Train Accuracy 87.59333038330078
==> Epoch 289/2000
Train Loss 2.492208480834961, Train Accuracy 87.61333465576172
==> Epoch 290/2000
Train Loss 2.48838210105896, Train Accuracy 87.63333129882812
==> Epoch 291/2000
Train Loss 2.4845755100250244, Train Accuracy 87.63833618164062
==> Epoch 292/2000
Train Loss 2.4807896614074707, Train Accuracy 87.64666748046875
==> Epoch 293/2000
Train Loss 2.4770236015319824, Train Accuracy 87.67166900634766
==> Epoch 294/2000
Train Loss 2.4732773303985596, Train Accuracy 87.69666290283203
==> Epoch 295/2000
Train Loss 2.469550848007202, Train Accuracy 87.711669921875
==> Epoch 296/2000
Train Loss 2.465843439102173, Train Accuracy 87.72166442871094
==> Epoch 297/2000
Train Loss 2.462155342102051, Train Accuracy 87.72833251953125
==> Epoch 298/2000
Train Loss 2.458486557006836, Train Accuracy 87.74833679199219
==> Epoch 299/2000
Train Loss 2.45483660697937, Train Accuracy 87.75666809082031
==> Epoch 300/2000
Train Loss 2.4512057304382324, Train Accuracy 87.7750015258789
==> Epoch 301/2000
Train Loss 2.4475934505462646, Train Accuracy 87.80333709716797
==> Epoch 302/2000
Train Loss 2.4439992904663086, Train Accuracy 87.80999755859375
==> Epoch 303/2000
Train Loss 2.4404239654541016, Train Accuracy 87.81666564941406
==> Epoch 304/2000
Train Loss 2.436866521835327, Train Accuracy 87.83333587646484
==> Epoch 305/2000
Train Loss 2.4333271980285645, Train Accuracy 87.83999633789062
==> Epoch 306/2000
Train Loss 2.429805278778076, Train Accuracy 87.84500122070312
==> Epoch 307/2000
Train Loss 2.4263014793395996, Train Accuracy 87.86166381835938
==> Epoch 308/2000
Train Loss 2.4228155612945557, Train Accuracy 87.87833404541016
==> Epoch 309/2000
Train Loss 2.419346570968628, Train Accuracy 87.88500213623047
==> Epoch 310/2000
Train Loss 2.4158947467803955, Train Accuracy 87.8933334350586
==> Epoch 311/2000
Train Loss 2.4124608039855957, Train Accuracy 87.90666961669922
==> Epoch 312/2000
Train Loss 2.409043073654175, Train Accuracy 87.91500091552734
==> Epoch 313/2000
Train Loss 2.4056427478790283, Train Accuracy 87.9316635131836
==> Epoch 314/2000
Train Loss 2.40225887298584, Train Accuracy 87.9433364868164
==> Epoch 315/2000
Train Loss 2.3988914489746094, Train Accuracy 87.95333099365234
==> Epoch 316/2000
Train Loss 2.395540475845337, Train Accuracy 87.961669921875
==> Epoch 317/2000
Train Loss 2.3922064304351807, Train Accuracy 87.97166442871094
==> Epoch 318/2000
Train Loss 2.388887643814087, Train Accuracy 87.9816665649414
==> Epoch 319/2000
Train Loss 2.3855855464935303, Train Accuracy 87.99500274658203
==> Epoch 320/2000
Train Loss 2.3822994232177734, Train Accuracy 88.00499725341797
==> Epoch 321/2000
Train Loss 2.379028558731079, Train Accuracy 88.01499938964844
==> Epoch 322/2000
Train Loss 2.3757739067077637, Train Accuracy 88.0433349609375
==> Epoch 323/2000
Train Loss 2.37253475189209, Train Accuracy 88.0616683959961
==> Epoch 324/2000
Train Loss 2.3693108558654785, Train Accuracy 88.07166290283203
==> Epoch 325/2000
Train Loss 2.3661022186279297, Train Accuracy 88.08000183105469
==> Epoch 326/2000
Train Loss 2.3629086017608643, Train Accuracy 88.09333038330078
==> Epoch 327/2000
Train Loss 2.3597300052642822, Train Accuracy 88.11499786376953
==> Epoch 328/2000
Train Loss 2.3565666675567627, Train Accuracy 88.12666320800781
==> Epoch 329/2000
Train Loss 2.3534181118011475, Train Accuracy 88.1433334350586
==> Epoch 330/2000
Train Loss 2.3502843379974365, Train Accuracy 88.15833282470703
==> Epoch 331/2000
Train Loss 2.347165107727051, Train Accuracy 88.17500305175781
==> Epoch 332/2000
Train Loss 2.344059944152832, Train Accuracy 88.1883316040039
==> Epoch 333/2000
Train Loss 2.3409695625305176, Train Accuracy 88.20166778564453
==> Epoch 334/2000
Train Loss 2.337893486022949, Train Accuracy 88.20999908447266
==> Epoch 335/2000
Train Loss 2.3348312377929688, Train Accuracy 88.22333526611328
==> Epoch 336/2000
Train Loss 2.3317830562591553, Train Accuracy 88.25
==> Epoch 337/2000
Train Loss 2.328748941421509, Train Accuracy 88.27166748046875
==> Epoch 338/2000
Train Loss 2.325728416442871, Train Accuracy 88.2750015258789
==> Epoch 339/2000
Train Loss 2.3227217197418213, Train Accuracy 88.288330078125
==> Epoch 340/2000
Train Loss 2.3197286128997803, Train Accuracy 88.30333709716797
==> Epoch 341/2000
Train Loss 2.316749334335327, Train Accuracy 88.3133316040039
==> Epoch 342/2000
Train Loss 2.3137826919555664, Train Accuracy 88.3133316040039
==> Epoch 343/2000
Train Loss 2.3108298778533936, Train Accuracy 88.3183364868164
==> Epoch 344/2000
Train Loss 2.3078901767730713, Train Accuracy 88.3183364868164
==> Epoch 345/2000
Train Loss 2.3049633502960205, Train Accuracy 88.33333587646484
==> Epoch 346/2000
Train Loss 2.3020498752593994, Train Accuracy 88.34666442871094
==> Epoch 347/2000
Train Loss 2.2991490364074707, Train Accuracy 88.3566665649414
==> Epoch 348/2000
Train Loss 2.2962610721588135, Train Accuracy 88.36833190917969
==> Epoch 349/2000
Train Loss 2.2933859825134277, Train Accuracy 88.38500213623047
==> Epoch 350/2000
Train Loss 2.290523052215576, Train Accuracy 88.40499877929688
==> Epoch 351/2000
Train Loss 2.287673234939575, Train Accuracy 88.42166900634766
==> Epoch 352/2000
Train Loss 2.284834861755371, Train Accuracy 88.42500305175781
==> Epoch 353/2000
Train Loss 2.2820096015930176, Train Accuracy 88.4366683959961
==> Epoch 354/2000
Train Loss 2.2791965007781982, Train Accuracy 88.44999694824219
==> Epoch 355/2000
Train Loss 2.276395320892334, Train Accuracy 88.461669921875
==> Epoch 356/2000
Train Loss 2.273606538772583, Train Accuracy 88.4749984741211
==> Epoch 357/2000
Train Loss 2.270829677581787, Train Accuracy 88.49666595458984
==> Epoch 358/2000
Train Loss 2.268064260482788, Train Accuracy 88.50833129882812
==> Epoch 359/2000
Train Loss 2.265310525894165, Train Accuracy 88.52333068847656
==> Epoch 360/2000
Train Loss 2.262568712234497, Train Accuracy 88.52833557128906
==> Epoch 361/2000
Train Loss 2.259838581085205, Train Accuracy 88.52833557128906
==> Epoch 362/2000
Train Loss 2.25711989402771, Train Accuracy 88.54000091552734
==> Epoch 363/2000
Train Loss 2.2544126510620117, Train Accuracy 88.55333709716797
==> Epoch 364/2000
Train Loss 2.2517170906066895, Train Accuracy 88.5633316040039
==> Epoch 365/2000
Train Loss 2.249032497406006, Train Accuracy 88.57499694824219
==> Epoch 366/2000
Train Loss 2.24635910987854, Train Accuracy 88.5816650390625
==> Epoch 367/2000
Train Loss 2.243696928024292, Train Accuracy 88.5999984741211
==> Epoch 368/2000
Train Loss 2.2410459518432617, Train Accuracy 88.61333465576172
==> Epoch 369/2000
Train Loss 2.238405704498291, Train Accuracy 88.62833404541016
==> Epoch 370/2000
Train Loss 2.23577618598938, Train Accuracy 88.63166809082031
==> Epoch 371/2000
Train Loss 2.2331573963165283, Train Accuracy 88.64167022705078
==> Epoch 372/2000
Train Loss 2.2305498123168945, Train Accuracy 88.65166473388672
==> Epoch 373/2000
Train Loss 2.227952480316162, Train Accuracy 88.65499877929688
==> Epoch 374/2000
Train Loss 2.2253658771514893, Train Accuracy 88.67166900634766
==> Epoch 375/2000
Train Loss 2.222789764404297, Train Accuracy 88.68499755859375
==> Epoch 376/2000
Train Loss 2.220223903656006, Train Accuracy 88.69166564941406
==> Epoch 377/2000
Train Loss 2.217668294906616, Train Accuracy 88.69999694824219
==> Epoch 378/2000
Train Loss 2.215123176574707, Train Accuracy 88.70833587646484
==> Epoch 379/2000
Train Loss 2.2125885486602783, Train Accuracy 88.72166442871094
==> Epoch 380/2000
Train Loss 2.2100634574890137, Train Accuracy 88.73332977294922
==> Epoch 381/2000
Train Loss 2.2075488567352295, Train Accuracy 88.74333190917969
==> Epoch 382/2000
Train Loss 2.2050440311431885, Train Accuracy 88.75166320800781
==> Epoch 383/2000
Train Loss 2.2025492191314697, Train Accuracy 88.76499938964844
==> Epoch 384/2000
Train Loss 2.200063943862915, Train Accuracy 88.77333068847656
==> Epoch 385/2000
Train Loss 2.1975886821746826, Train Accuracy 88.788330078125
==> Epoch 386/2000
Train Loss 2.1951234340667725, Train Accuracy 88.80333709716797
==> Epoch 387/2000
Train Loss 2.1926677227020264, Train Accuracy 88.81500244140625
==> Epoch 388/2000
Train Loss 2.1902215480804443, Train Accuracy 88.81666564941406
==> Epoch 389/2000
Train Loss 2.187784433364868, Train Accuracy 88.82833099365234
==> Epoch 390/2000
Train Loss 2.185357093811035, Train Accuracy 88.83999633789062
==> Epoch 391/2000
Train Loss 2.182939052581787, Train Accuracy 88.85166931152344
==> Epoch 392/2000
Train Loss 2.180530548095703, Train Accuracy 88.86000061035156
==> Epoch 393/2000
Train Loss 2.178131341934204, Train Accuracy 88.86833190917969
==> Epoch 394/2000
Train Loss 2.175741195678711, Train Accuracy 88.87333679199219
==> Epoch 395/2000
Train Loss 2.1733598709106445, Train Accuracy 88.87833404541016
==> Epoch 396/2000
Train Loss 2.170987844467163, Train Accuracy 88.88833618164062
==> Epoch 397/2000
Train Loss 2.1686248779296875, Train Accuracy 88.90166473388672
==> Epoch 398/2000
Train Loss 2.1662707328796387, Train Accuracy 88.91000366210938
==> Epoch 399/2000
Train Loss 2.1639254093170166, Train Accuracy 88.91999816894531
==> Epoch 400/2000
Train Loss 2.1615891456604004, Train Accuracy 88.92500305175781
==> Epoch 401/2000
Train Loss 2.159261465072632, Train Accuracy 88.94166564941406
==> Epoch 402/2000
Train Loss 2.156942844390869, Train Accuracy 88.94999694824219
==> Epoch 403/2000
Train Loss 2.154632329940796, Train Accuracy 88.95500183105469
==> Epoch 404/2000
Train Loss 2.1523306369781494, Train Accuracy 88.961669921875
==> Epoch 405/2000
Train Loss 2.1500372886657715, Train Accuracy 88.97166442871094
==> Epoch 406/2000
Train Loss 2.147752523422241, Train Accuracy 88.97333526611328
==> Epoch 407/2000
Train Loss 2.1454765796661377, Train Accuracy 88.98666381835938
==> Epoch 408/2000
Train Loss 2.1432087421417236, Train Accuracy 89.00499725341797
==> Epoch 409/2000
Train Loss 2.140949010848999, Train Accuracy 89.0183334350586
==> Epoch 410/2000
Train Loss 2.138697385787964, Train Accuracy 89.03333282470703
==> Epoch 411/2000
Train Loss 2.1364545822143555, Train Accuracy 89.0433349609375
==> Epoch 412/2000
Train Loss 2.1342194080352783, Train Accuracy 89.05000305175781
==> Epoch 413/2000
Train Loss 2.1319923400878906, Train Accuracy 89.0616683959961
==> Epoch 414/2000
Train Loss 2.1297736167907715, Train Accuracy 89.07166290283203
==> Epoch 415/2000
Train Loss 2.1275625228881836, Train Accuracy 89.08333587646484
==> Epoch 416/2000
Train Loss 2.125359535217285, Train Accuracy 89.09666442871094
==> Epoch 417/2000
Train Loss 2.123164653778076, Train Accuracy 89.1050033569336
==> Epoch 418/2000
Train Loss 2.1209774017333984, Train Accuracy 89.12000274658203
==> Epoch 419/2000
Train Loss 2.118797540664673, Train Accuracy 89.12333679199219
==> Epoch 420/2000
Train Loss 2.1166257858276367, Train Accuracy 89.13833618164062
==> Epoch 421/2000
Train Loss 2.114461898803711, Train Accuracy 89.13999938964844
==> Epoch 422/2000
Train Loss 2.112305164337158, Train Accuracy 89.13999938964844
==> Epoch 423/2000
Train Loss 2.110156536102295, Train Accuracy 89.14167022705078
==> Epoch 424/2000
Train Loss 2.1080150604248047, Train Accuracy 89.15499877929688
==> Epoch 425/2000
Train Loss 2.1058812141418457, Train Accuracy 89.16000366210938
==> Epoch 426/2000
Train Loss 2.103754758834839, Train Accuracy 89.16666412353516
==> Epoch 427/2000
Train Loss 2.101635694503784, Train Accuracy 89.17333221435547
==> Epoch 428/2000
Train Loss 2.0995240211486816, Train Accuracy 89.1866683959961
==> Epoch 429/2000
Train Loss 2.097419500350952, Train Accuracy 89.19999694824219
==> Epoch 430/2000
Train Loss 2.095322608947754, Train Accuracy 89.211669921875
==> Epoch 431/2000
Train Loss 2.0932323932647705, Train Accuracy 89.22166442871094
==> Epoch 432/2000
Train Loss 2.0911498069763184, Train Accuracy 89.23666381835938
==> Epoch 433/2000
Train Loss 2.089073657989502, Train Accuracy 89.25
==> Epoch 434/2000
Train Loss 2.087005138397217, Train Accuracy 89.25666809082031
==> Epoch 435/2000
Train Loss 2.0849432945251465, Train Accuracy 89.26667022705078
==> Epoch 436/2000
Train Loss 2.0828888416290283, Train Accuracy 89.26667022705078
==> Epoch 437/2000
Train Loss 2.080841064453125, Train Accuracy 89.27666473388672
==> Epoch 438/2000
Train Loss 2.0788002014160156, Train Accuracy 89.28333282470703
==> Epoch 439/2000
Train Loss 2.076766014099121, Train Accuracy 89.28500366210938
==> Epoch 440/2000
Train Loss 2.0747389793395996, Train Accuracy 89.28500366210938
==> Epoch 441/2000
Train Loss 2.072718620300293, Train Accuracy 89.29666900634766
==> Epoch 442/2000
Train Loss 2.070704698562622, Train Accuracy 89.3066635131836
==> Epoch 443/2000
Train Loss 2.068697690963745, Train Accuracy 89.31500244140625
==> Epoch 444/2000
Train Loss 2.066697359085083, Train Accuracy 89.33333587646484
==> Epoch 445/2000
Train Loss 2.0647034645080566, Train Accuracy 89.34166717529297
==> Epoch 446/2000
Train Loss 2.062716484069824, Train Accuracy 89.34500122070312
==> Epoch 447/2000
Train Loss 2.0607354640960693, Train Accuracy 89.35333251953125
==> Epoch 448/2000
Train Loss 2.0587611198425293, Train Accuracy 89.36499786376953
==> Epoch 449/2000
Train Loss 2.056793451309204, Train Accuracy 89.375
==> Epoch 450/2000
Train Loss 2.0548319816589355, Train Accuracy 89.37999725341797
==> Epoch 451/2000
Train Loss 2.0528764724731445, Train Accuracy 89.38999938964844
==> Epoch 452/2000
Train Loss 2.0509281158447266, Train Accuracy 89.3933334350586
==> Epoch 453/2000
Train Loss 2.048985481262207, Train Accuracy 89.40166473388672
==> Epoch 454/2000
Train Loss 2.0470492839813232, Train Accuracy 89.40833282470703
==> Epoch 455/2000
Train Loss 2.045119285583496, Train Accuracy 89.41666412353516
==> Epoch 456/2000
Train Loss 2.0431952476501465, Train Accuracy 89.42333221435547
==> Epoch 457/2000
Train Loss 2.0412774085998535, Train Accuracy 89.42333221435547
==> Epoch 458/2000
Train Loss 2.0393660068511963, Train Accuracy 89.43333435058594
==> Epoch 459/2000
Train Loss 2.0374600887298584, Train Accuracy 89.44666290283203
==> Epoch 460/2000
Train Loss 2.035560369491577, Train Accuracy 89.45500183105469
==> Epoch 461/2000
Train Loss 2.0336670875549316, Train Accuracy 89.45999908447266
==> Epoch 462/2000
Train Loss 2.0317790508270264, Train Accuracy 89.47166442871094
==> Epoch 463/2000
Train Loss 2.029897451400757, Train Accuracy 89.47666931152344
==> Epoch 464/2000
Train Loss 2.0280213356018066, Train Accuracy 89.4800033569336
==> Epoch 465/2000
Train Loss 2.026151418685913, Train Accuracy 89.4816665649414
==> Epoch 466/2000
Train Loss 2.024287223815918, Train Accuracy 89.49166870117188
==> Epoch 467/2000
Train Loss 2.0224289894104004, Train Accuracy 89.49833679199219
==> Epoch 468/2000
Train Loss 2.020576238632202, Train Accuracy 89.51333618164062
==> Epoch 469/2000
Train Loss 2.0187292098999023, Train Accuracy 89.52166748046875
==> Epoch 470/2000
Train Loss 2.016887903213501, Train Accuracy 89.5250015258789
==> Epoch 471/2000
Train Loss 2.015052080154419, Train Accuracy 89.53500366210938
==> Epoch 472/2000
Train Loss 2.0132222175598145, Train Accuracy 89.5433349609375
==> Epoch 473/2000
Train Loss 2.011397361755371, Train Accuracy 89.54499816894531
==> Epoch 474/2000
Train Loss 2.0095784664154053, Train Accuracy 89.55000305175781
==> Epoch 475/2000
Train Loss 2.0077648162841797, Train Accuracy 89.55833435058594
==> Epoch 476/2000
Train Loss 2.0059571266174316, Train Accuracy 89.57499694824219
==> Epoch 477/2000
Train Loss 2.0041544437408447, Train Accuracy 89.58499908447266
==> Epoch 478/2000
Train Loss 2.002357006072998, Train Accuracy 89.59166717529297
==> Epoch 479/2000
Train Loss 2.00056529045105, Train Accuracy 89.59666442871094
==> Epoch 480/2000
Train Loss 1.9987788200378418, Train Accuracy 89.60333251953125
==> Epoch 481/2000
Train Loss 1.9969978332519531, Train Accuracy 89.61166381835938
==> Epoch 482/2000
Train Loss 1.9952220916748047, Train Accuracy 89.61499786376953
==> Epoch 483/2000
Train Loss 1.993451476097107, Train Accuracy 89.62166595458984
==> Epoch 484/2000
Train Loss 1.9916858673095703, Train Accuracy 89.62833404541016
==> Epoch 485/2000
Train Loss 1.989925742149353, Train Accuracy 89.63666534423828
==> Epoch 486/2000
Train Loss 1.988170862197876, Train Accuracy 89.6433334350586
==> Epoch 487/2000
Train Loss 1.9864211082458496, Train Accuracy 89.65666961669922
==> Epoch 488/2000
Train Loss 1.9846762418746948, Train Accuracy 89.66999816894531
==> Epoch 489/2000
Train Loss 1.9829367399215698, Train Accuracy 89.67500305175781
==> Epoch 490/2000
Train Loss 1.9812018871307373, Train Accuracy 89.6866683959961
==> Epoch 491/2000
Train Loss 1.9794723987579346, Train Accuracy 89.69499969482422
==> Epoch 492/2000
Train Loss 1.9777477979660034, Train Accuracy 89.69999694824219
==> Epoch 493/2000
Train Loss 1.976028323173523, Train Accuracy 89.70999908447266
==> Epoch 494/2000
Train Loss 1.9743132591247559, Train Accuracy 89.71499633789062
==> Epoch 495/2000
Train Loss 1.9726035594940186, Train Accuracy 89.72166442871094
==> Epoch 496/2000
Train Loss 1.9708986282348633, Train Accuracy 89.73666381835938
==> Epoch 497/2000
Train Loss 1.9691985845565796, Train Accuracy 89.74500274658203
==> Epoch 498/2000
Train Loss 1.967503547668457, Train Accuracy 89.75499725341797
==> Epoch 499/2000
Train Loss 1.9658130407333374, Train Accuracy 89.76166534423828
==> Epoch 500/2000
Train Loss 1.9641271829605103, Train Accuracy 89.7699966430664
==> Epoch 501/2000
Train Loss 1.9624464511871338, Train Accuracy 89.78500366210938
==> Epoch 502/2000
Train Loss 1.9607701301574707, Train Accuracy 89.79166412353516
==> Epoch 503/2000
Train Loss 1.9590984582901, Train Accuracy 89.80333709716797
==> Epoch 504/2000
Train Loss 1.957431674003601, Train Accuracy 89.8183364868164
==> Epoch 505/2000
Train Loss 1.955769658088684, Train Accuracy 89.81999969482422
==> Epoch 506/2000
Train Loss 1.9541120529174805, Train Accuracy 89.82499694824219
==> Epoch 507/2000
Train Loss 1.9524590969085693, Train Accuracy 89.83000183105469
==> Epoch 508/2000
Train Loss 1.9508106708526611, Train Accuracy 89.84333038330078
==> Epoch 509/2000
Train Loss 1.9491668939590454, Train Accuracy 89.8550033569336
==> Epoch 510/2000
Train Loss 1.947527289390564, Train Accuracy 89.86333465576172
==> Epoch 511/2000
Train Loss 1.9458924531936646, Train Accuracy 89.875
==> Epoch 512/2000
Train Loss 1.9442620277404785, Train Accuracy 89.88166809082031
==> Epoch 513/2000
Train Loss 1.942636251449585, Train Accuracy 89.88666534423828
==> Epoch 514/2000
Train Loss 1.9410144090652466, Train Accuracy 89.89666748046875
==> Epoch 515/2000
Train Loss 1.9393973350524902, Train Accuracy 89.9000015258789
==> Epoch 516/2000
Train Loss 1.9377845525741577, Train Accuracy 89.90666961669922
==> Epoch 517/2000
Train Loss 1.9361761808395386, Train Accuracy 89.91166687011719
==> Epoch 518/2000
Train Loss 1.9345722198486328, Train Accuracy 89.92333221435547
==> Epoch 519/2000
Train Loss 1.9329721927642822, Train Accuracy 89.9316635131836
==> Epoch 520/2000
Train Loss 1.9313768148422241, Train Accuracy 89.94000244140625
==> Epoch 521/2000
Train Loss 1.9297852516174316, Train Accuracy 89.94666290283203
==> Epoch 522/2000
Train Loss 1.928198218345642, Train Accuracy 89.94666290283203
==> Epoch 523/2000
Train Loss 1.9266153573989868, Train Accuracy 89.95500183105469
==> Epoch 524/2000
Train Loss 1.9250366687774658, Train Accuracy 89.96499633789062
==> Epoch 525/2000
Train Loss 1.9234622716903687, Train Accuracy 89.96333312988281
==> Epoch 526/2000
Train Loss 1.9218918085098267, Train Accuracy 89.97166442871094
==> Epoch 527/2000
Train Loss 1.9203256368637085, Train Accuracy 89.9749984741211
==> Epoch 528/2000
Train Loss 1.918763518333435, Train Accuracy 89.97833251953125
==> Epoch 529/2000
Train Loss 1.9172054529190063, Train Accuracy 89.97833251953125
==> Epoch 530/2000
Train Loss 1.9156513214111328, Train Accuracy 89.98332977294922
==> Epoch 531/2000
Train Loss 1.914101243019104, Train Accuracy 89.99666595458984
==> Epoch 532/2000
Train Loss 1.91255521774292, Train Accuracy 90.00499725341797
==> Epoch 533/2000
Train Loss 1.9110133647918701, Train Accuracy 90.01333618164062
==> Epoch 534/2000
Train Loss 1.909475326538086, Train Accuracy 90.0183334350586
==> Epoch 535/2000
Train Loss 1.907941222190857, Train Accuracy 90.02333068847656
==> Epoch 536/2000
Train Loss 1.9064112901687622, Train Accuracy 90.03333282470703
==> Epoch 537/2000
Train Loss 1.904884934425354, Train Accuracy 90.04499816894531
==> Epoch 538/2000
Train Loss 1.9033626317977905, Train Accuracy 90.05000305175781
==> Epoch 539/2000
Train Loss 1.9018440246582031, Train Accuracy 90.05166625976562
==> Epoch 540/2000
Train Loss 1.900329351425171, Train Accuracy 90.05500030517578
==> Epoch 541/2000
Train Loss 1.8988183736801147, Train Accuracy 90.05833435058594
==> Epoch 542/2000
Train Loss 1.8973115682601929, Train Accuracy 90.06500244140625
==> Epoch 543/2000
Train Loss 1.895808219909668, Train Accuracy 90.07333374023438
==> Epoch 544/2000
Train Loss 1.8943086862564087, Train Accuracy 90.07833099365234
==> Epoch 545/2000
Train Loss 1.892812967300415, Train Accuracy 90.086669921875
==> Epoch 546/2000
Train Loss 1.8913211822509766, Train Accuracy 90.086669921875
==> Epoch 547/2000
Train Loss 1.889832854270935, Train Accuracy 90.09166717529297
==> Epoch 548/2000
Train Loss 1.8883483409881592, Train Accuracy 90.10333251953125
==> Epoch 549/2000
Train Loss 1.8868671655654907, Train Accuracy 90.11166381835938
==> Epoch 550/2000
Train Loss 1.8853899240493774, Train Accuracy 90.12000274658203
==> Epoch 551/2000
Train Loss 1.8839163780212402, Train Accuracy 90.12999725341797
==> Epoch 552/2000
Train Loss 1.8824461698532104, Train Accuracy 90.13666534423828
==> Epoch 553/2000
Train Loss 1.8809798955917358, Train Accuracy 90.14833068847656
==> Epoch 554/2000
Train Loss 1.8795169591903687, Train Accuracy 90.15166473388672
==> Epoch 555/2000
Train Loss 1.8780577182769775, Train Accuracy 90.15666961669922
==> Epoch 556/2000
Train Loss 1.8766018152236938, Train Accuracy 90.15833282470703
==> Epoch 557/2000
Train Loss 1.8751497268676758, Train Accuracy 90.16666412353516
==> Epoch 558/2000
Train Loss 1.8737009763717651, Train Accuracy 90.17833709716797
==> Epoch 559/2000
Train Loss 1.8722556829452515, Train Accuracy 90.19166564941406
==> Epoch 560/2000
Train Loss 1.8708137273788452, Train Accuracy 90.19833374023438
==> Epoch 561/2000
Train Loss 1.8693755865097046, Train Accuracy 90.20333099365234
==> Epoch 562/2000
Train Loss 1.867940902709961, Train Accuracy 90.20500183105469
==> Epoch 563/2000
Train Loss 1.8665094375610352, Train Accuracy 90.21499633789062
==> Epoch 564/2000
Train Loss 1.8650814294815063, Train Accuracy 90.22166442871094
==> Epoch 565/2000
Train Loss 1.8636565208435059, Train Accuracy 90.2249984741211
==> Epoch 566/2000
Train Loss 1.8622353076934814, Train Accuracy 90.23666381835938
==> Epoch 567/2000
Train Loss 1.860817313194275, Train Accuracy 90.23999786376953
==> Epoch 568/2000
Train Loss 1.8594026565551758, Train Accuracy 90.25
==> Epoch 569/2000
Train Loss 1.857991337776184, Train Accuracy 90.26000213623047
==> Epoch 570/2000
Train Loss 1.8565832376480103, Train Accuracy 90.26667022705078
==> Epoch 571/2000
Train Loss 1.8551784753799438, Train Accuracy 90.27166748046875
==> Epoch 572/2000
Train Loss 1.8537771701812744, Train Accuracy 90.27333068847656
==> Epoch 573/2000
Train Loss 1.8523788452148438, Train Accuracy 90.27333068847656
==> Epoch 574/2000
Train Loss 1.8509838581085205, Train Accuracy 90.27833557128906
==> Epoch 575/2000
Train Loss 1.8495922088623047, Train Accuracy 90.28333282470703
==> Epoch 576/2000
Train Loss 1.8482036590576172, Train Accuracy 90.29000091552734
==> Epoch 577/2000
Train Loss 1.8468180894851685, Train Accuracy 90.2933349609375
==> Epoch 578/2000
Train Loss 1.8454362154006958, Train Accuracy 90.30000305175781
==> Epoch 579/2000
Train Loss 1.8440570831298828, Train Accuracy 90.30333709716797
==> Epoch 580/2000
Train Loss 1.8426811695098877, Train Accuracy 90.31500244140625
==> Epoch 581/2000
Train Loss 1.841308355331421, Train Accuracy 90.32333374023438
==> Epoch 582/2000
Train Loss 1.8399388790130615, Train Accuracy 90.33499908447266
==> Epoch 583/2000
Train Loss 1.8385722637176514, Train Accuracy 90.33999633789062
==> Epoch 584/2000
Train Loss 1.8372089862823486, Train Accuracy 90.34833526611328
==> Epoch 585/2000
Train Loss 1.835848331451416, Train Accuracy 90.3566665649414
==> Epoch 586/2000
Train Loss 1.83449125289917, Train Accuracy 90.37000274658203
==> Epoch 587/2000
Train Loss 1.8331366777420044, Train Accuracy 90.37666320800781
==> Epoch 588/2000
Train Loss 1.8317856788635254, Train Accuracy 90.37999725341797
==> Epoch 589/2000
Train Loss 1.830437183380127, Train Accuracy 90.39167022705078
==> Epoch 590/2000
Train Loss 1.829092025756836, Train Accuracy 90.40166473388672
==> Epoch 591/2000
Train Loss 1.8277497291564941, Train Accuracy 90.4000015258789
==> Epoch 592/2000
Train Loss 1.8264102935791016, Train Accuracy 90.40833282470703
==> Epoch 593/2000
Train Loss 1.8250739574432373, Train Accuracy 90.41166687011719
==> Epoch 594/2000
Train Loss 1.8237404823303223, Train Accuracy 90.41666412353516
==> Epoch 595/2000
Train Loss 1.822409987449646, Train Accuracy 90.42500305175781
==> Epoch 596/2000
Train Loss 1.8210822343826294, Train Accuracy 90.43000030517578
==> Epoch 597/2000
Train Loss 1.8197576999664307, Train Accuracy 90.43499755859375
==> Epoch 598/2000
Train Loss 1.8184356689453125, Train Accuracy 90.44999694824219
==> Epoch 599/2000
Train Loss 1.8171168565750122, Train Accuracy 90.45500183105469
==> Epoch 600/2000
Train Loss 1.8158005475997925, Train Accuracy 90.4566650390625
==> Epoch 601/2000
Train Loss 1.8144874572753906, Train Accuracy 90.45833587646484
==> Epoch 602/2000
Train Loss 1.8131767511367798, Train Accuracy 90.46333312988281
==> Epoch 603/2000
Train Loss 1.8118691444396973, Train Accuracy 90.46833038330078
==> Epoch 604/2000
Train Loss 1.810564398765564, Train Accuracy 90.4749984741211
==> Epoch 605/2000
Train Loss 1.8092623949050903, Train Accuracy 90.48833465576172
==> Epoch 606/2000
Train Loss 1.8079630136489868, Train Accuracy 90.48833465576172
==> Epoch 607/2000
Train Loss 1.806666612625122, Train Accuracy 90.49333190917969
==> Epoch 608/2000
Train Loss 1.8053730726242065, Train Accuracy 90.5
==> Epoch 609/2000
Train Loss 1.804081916809082, Train Accuracy 90.50333404541016
==> Epoch 610/2000
Train Loss 1.8027936220169067, Train Accuracy 90.51000213623047
==> Epoch 611/2000
Train Loss 1.8015079498291016, Train Accuracy 90.51333618164062
==> Epoch 612/2000
Train Loss 1.8002251386642456, Train Accuracy 90.5199966430664
==> Epoch 613/2000
Train Loss 1.7989450693130493, Train Accuracy 90.53166961669922
==> Epoch 614/2000
Train Loss 1.7976672649383545, Train Accuracy 90.53500366210938
==> Epoch 615/2000
Train Loss 1.7963924407958984, Train Accuracy 90.53500366210938
==> Epoch 616/2000
Train Loss 1.7951204776763916, Train Accuracy 90.54000091552734
==> Epoch 617/2000
Train Loss 1.7938507795333862, Train Accuracy 90.55000305175781
==> Epoch 618/2000
Train Loss 1.7925838232040405, Train Accuracy 90.55833435058594
==> Epoch 619/2000
Train Loss 1.791319489479065, Train Accuracy 90.5633316040039
==> Epoch 620/2000
Train Loss 1.79005765914917, Train Accuracy 90.56666564941406
==> Epoch 621/2000
Train Loss 1.7887985706329346, Train Accuracy 90.56666564941406
==> Epoch 622/2000
Train Loss 1.7875421047210693, Train Accuracy 90.57166290283203
==> Epoch 623/2000
Train Loss 1.7862879037857056, Train Accuracy 90.57666778564453
==> Epoch 624/2000
Train Loss 1.785036563873291, Train Accuracy 90.58333587646484
==> Epoch 625/2000
Train Loss 1.783787488937378, Train Accuracy 90.586669921875
==> Epoch 626/2000
Train Loss 1.782541275024414, Train Accuracy 90.59333038330078
==> Epoch 627/2000
Train Loss 1.7812978029251099, Train Accuracy 90.5999984741211
==> Epoch 628/2000
Train Loss 1.7800562381744385, Train Accuracy 90.6050033569336
==> Epoch 629/2000
Train Loss 1.7788174152374268, Train Accuracy 90.61333465576172
==> Epoch 630/2000
Train Loss 1.777580976486206, Train Accuracy 90.62000274658203
==> Epoch 631/2000
Train Loss 1.776347041130066, Train Accuracy 90.62999725341797
==> Epoch 632/2000
Train Loss 1.775115728378296, Train Accuracy 90.63333129882812
==> Epoch 633/2000
Train Loss 1.7738865613937378, Train Accuracy 90.63666534423828
==> Epoch 634/2000
Train Loss 1.772660255432129, Train Accuracy 90.64666748046875
==> Epoch 635/2000
Train Loss 1.7714362144470215, Train Accuracy 90.65333557128906
==> Epoch 636/2000
Train Loss 1.770214557647705, Train Accuracy 90.65499877929688
==> Epoch 637/2000
Train Loss 1.7689951658248901, Train Accuracy 90.66166687011719
==> Epoch 638/2000
Train Loss 1.7677783966064453, Train Accuracy 90.66666412353516
==> Epoch 639/2000
Train Loss 1.7665637731552124, Train Accuracy 90.66999816894531
==> Epoch 640/2000
Train Loss 1.7653517723083496, Train Accuracy 90.67333221435547
==> Epoch 641/2000
Train Loss 1.7641421556472778, Train Accuracy 90.68000030517578
==> Epoch 642/2000
Train Loss 1.7629345655441284, Train Accuracy 90.68499755859375
==> Epoch 643/2000
Train Loss 1.7617298364639282, Train Accuracy 90.69000244140625
==> Epoch 644/2000
Train Loss 1.7605270147323608, Train Accuracy 90.69166564941406
==> Epoch 645/2000
Train Loss 1.759326457977295, Train Accuracy 90.69666290283203
==> Epoch 646/2000
Train Loss 1.7581286430358887, Train Accuracy 90.69666290283203
==> Epoch 647/2000
Train Loss 1.7569326162338257, Train Accuracy 90.69999694824219
==> Epoch 648/2000
Train Loss 1.7557395696640015, Train Accuracy 90.7066650390625
==> Epoch 649/2000
Train Loss 1.7545483112335205, Train Accuracy 90.70999908447266
==> Epoch 650/2000
Train Loss 1.753359317779541, Train Accuracy 90.72000122070312
==> Epoch 651/2000
Train Loss 1.7521729469299316, Train Accuracy 90.72833251953125
==> Epoch 652/2000
Train Loss 1.750988483428955, Train Accuracy 90.73332977294922
==> Epoch 653/2000
Train Loss 1.74980628490448, Train Accuracy 90.73666381835938
==> Epoch 654/2000
Train Loss 1.748626470565796, Train Accuracy 90.74333190917969
==> Epoch 655/2000
Train Loss 1.7474488019943237, Train Accuracy 90.75
==> Epoch 656/2000
Train Loss 1.746273398399353, Train Accuracy 90.75166320800781
==> Epoch 657/2000
Train Loss 1.7451002597808838, Train Accuracy 90.75333404541016
==> Epoch 658/2000
Train Loss 1.743929147720337, Train Accuracy 90.75666809082031
==> Epoch 659/2000
Train Loss 1.742760419845581, Train Accuracy 90.7699966430664
==> Epoch 660/2000
Train Loss 1.7415937185287476, Train Accuracy 90.78333282470703
==> Epoch 661/2000
Train Loss 1.7404292821884155, Train Accuracy 90.79000091552734
==> Epoch 662/2000
Train Loss 1.7392668724060059, Train Accuracy 90.80000305175781
==> Epoch 663/2000
Train Loss 1.7381068468093872, Train Accuracy 90.80833435058594
==> Epoch 664/2000
Train Loss 1.7369486093521118, Train Accuracy 90.8183364868164
==> Epoch 665/2000
Train Loss 1.7357929944992065, Train Accuracy 90.82333374023438
==> Epoch 666/2000
Train Loss 1.7346391677856445, Train Accuracy 90.8316650390625
==> Epoch 667/2000
Train Loss 1.7334874868392944, Train Accuracy 90.83999633789062
==> Epoch 668/2000
Train Loss 1.7323380708694458, Train Accuracy 90.84833526611328
==> Epoch 669/2000
Train Loss 1.7311904430389404, Train Accuracy 90.84833526611328
==> Epoch 670/2000
Train Loss 1.7300453186035156, Train Accuracy 90.8566665649414
==> Epoch 671/2000
Train Loss 1.7289018630981445, Train Accuracy 90.86166381835938
==> Epoch 672/2000
Train Loss 1.727760910987854, Train Accuracy 90.86499786376953
==> Epoch 673/2000
Train Loss 1.7266217470169067, Train Accuracy 90.87166595458984
==> Epoch 674/2000
Train Loss 1.7254846096038818, Train Accuracy 90.87666320800781
==> Epoch 675/2000
Train Loss 1.7243496179580688, Train Accuracy 90.88333129882812
==> Epoch 676/2000
Train Loss 1.7232164144515991, Train Accuracy 90.88333129882812
==> Epoch 677/2000
Train Loss 1.72208571434021, Train Accuracy 90.88666534423828
==> Epoch 678/2000
Train Loss 1.7209566831588745, Train Accuracy 90.88833618164062
==> Epoch 679/2000
Train Loss 1.719829797744751, Train Accuracy 90.88833618164062
==> Epoch 680/2000
Train Loss 1.7187048196792603, Train Accuracy 90.8949966430664
==> Epoch 681/2000
Train Loss 1.717581868171692, Train Accuracy 90.90666961669922
==> Epoch 682/2000
Train Loss 1.7164610624313354, Train Accuracy 90.91666412353516
==> Epoch 683/2000
Train Loss 1.7153419256210327, Train Accuracy 90.91999816894531
==> Epoch 684/2000
Train Loss 1.714224934577942, Train Accuracy 90.92333221435547
==> Epoch 685/2000
Train Loss 1.7131099700927734, Train Accuracy 90.92166900634766
==> Epoch 686/2000
Train Loss 1.7119969129562378, Train Accuracy 90.93000030517578
==> Epoch 687/2000
Train Loss 1.7108858823776245, Train Accuracy 90.93499755859375
==> Epoch 688/2000
Train Loss 1.709776759147644, Train Accuracy 90.94666290283203
==> Epoch 689/2000
Train Loss 1.7086694240570068, Train Accuracy 90.94999694824219
==> Epoch 690/2000
Train Loss 1.707564115524292, Train Accuracy 90.95166778564453
==> Epoch 691/2000
Train Loss 1.70646071434021, Train Accuracy 90.961669921875
==> Epoch 692/2000
Train Loss 1.7053592205047607, Train Accuracy 90.96833038330078
==> Epoch 693/2000
Train Loss 1.7042593955993652, Train Accuracy 90.97333526611328
==> Epoch 694/2000
Train Loss 1.7031618356704712, Train Accuracy 90.97666931152344
==> Epoch 695/2000
Train Loss 1.70206618309021, Train Accuracy 90.98500061035156
==> Epoch 696/2000
Train Loss 1.700972080230713, Train Accuracy 90.99166870117188
==> Epoch 697/2000
Train Loss 1.6998800039291382, Train Accuracy 90.99166870117188
==> Epoch 698/2000
Train Loss 1.6987898349761963, Train Accuracy 90.99500274658203
==> Epoch 699/2000
Train Loss 1.6977014541625977, Train Accuracy 91.0
==> Epoch 700/2000
Train Loss 1.6966149806976318, Train Accuracy 91.00666809082031
==> Epoch 701/2000
Train Loss 1.6955304145812988, Train Accuracy 91.01333618164062
==> Epoch 702/2000
Train Loss 1.694447636604309, Train Accuracy 91.02166748046875
==> Epoch 703/2000
Train Loss 1.693366527557373, Train Accuracy 91.02666473388672
==> Epoch 704/2000
Train Loss 1.6922873258590698, Train Accuracy 91.02833557128906
==> Epoch 705/2000
Train Loss 1.6912102699279785, Train Accuracy 91.03333282470703
==> Epoch 706/2000
Train Loss 1.6901344060897827, Train Accuracy 91.04000091552734
==> Epoch 707/2000
Train Loss 1.6890608072280884, Train Accuracy 91.0433349609375
==> Epoch 708/2000
Train Loss 1.6879886388778687, Train Accuracy 91.04833221435547
==> Epoch 709/2000
Train Loss 1.6869187355041504, Train Accuracy 91.05333709716797
==> Epoch 710/2000
Train Loss 1.6858501434326172, Train Accuracy 91.05166625976562
==> Epoch 711/2000
Train Loss 1.6847834587097168, Train Accuracy 91.05833435058594
==> Epoch 712/2000
Train Loss 1.6837185621261597, Train Accuracy 91.05833435058594
==> Epoch 713/2000
Train Loss 1.6826554536819458, Train Accuracy 91.0616683959961
==> Epoch 714/2000
Train Loss 1.6815941333770752, Train Accuracy 91.0633316040039
==> Epoch 715/2000
Train Loss 1.6805346012115479, Train Accuracy 91.07499694824219
==> Epoch 716/2000
Train Loss 1.6794766187667847, Train Accuracy 91.08499908447266
==> Epoch 717/2000
Train Loss 1.6784205436706543, Train Accuracy 91.09333038330078
==> Epoch 718/2000
Train Loss 1.677366018295288, Train Accuracy 91.0999984741211
==> Epoch 719/2000
Train Loss 1.6763135194778442, Train Accuracy 91.10333251953125
==> Epoch 720/2000
Train Loss 1.675262451171875, Train Accuracy 91.1066665649414
==> Epoch 721/2000
Train Loss 1.674213171005249, Train Accuracy 91.11000061035156
==> Epoch 722/2000
Train Loss 1.6731654405593872, Train Accuracy 91.11666870117188
==> Epoch 723/2000
Train Loss 1.6721194982528687, Train Accuracy 91.12166595458984
==> Epoch 724/2000
Train Loss 1.6710753440856934, Train Accuracy 91.12666320800781
==> Epoch 725/2000
Train Loss 1.6700327396392822, Train Accuracy 91.12999725341797
==> Epoch 726/2000
Train Loss 1.6689914464950562, Train Accuracy 91.13333129882812
==> Epoch 727/2000
Train Loss 1.667952537536621, Train Accuracy 91.13833618164062
==> Epoch 728/2000
Train Loss 1.6669148206710815, Train Accuracy 91.13999938964844
==> Epoch 729/2000
Train Loss 1.6658788919448853, Train Accuracy 91.1449966430664
==> Epoch 730/2000
Train Loss 1.6648448705673218, Train Accuracy 91.1500015258789
==> Epoch 731/2000
Train Loss 1.6638121604919434, Train Accuracy 91.15333557128906
==> Epoch 732/2000
Train Loss 1.6627812385559082, Train Accuracy 91.15499877929688
==> Epoch 733/2000
Train Loss 1.6617518663406372, Train Accuracy 91.16166687011719
==> Epoch 734/2000
Train Loss 1.6607239246368408, Train Accuracy 91.16666412353516
==> Epoch 735/2000
Train Loss 1.6596980094909668, Train Accuracy 91.1683349609375
==> Epoch 736/2000
Train Loss 1.6586732864379883, Train Accuracy 91.17666625976562
==> Epoch 737/2000
Train Loss 1.6576502323150635, Train Accuracy 91.18499755859375
==> Epoch 738/2000
Train Loss 1.656629204750061, Train Accuracy 91.19499969482422
==> Epoch 739/2000
Train Loss 1.655609369277954, Train Accuracy 91.19999694824219
==> Epoch 740/2000
Train Loss 1.6545912027359009, Train Accuracy 91.19999694824219
==> Epoch 741/2000
Train Loss 1.6535744667053223, Train Accuracy 91.20833587646484
==> Epoch 742/2000
Train Loss 1.652559757232666, Train Accuracy 91.21833038330078
==> Epoch 743/2000
Train Loss 1.6515461206436157, Train Accuracy 91.2249984741211
==> Epoch 744/2000
Train Loss 1.6505343914031982, Train Accuracy 91.2316665649414
==> Epoch 745/2000
Train Loss 1.6495240926742554, Train Accuracy 91.23500061035156
==> Epoch 746/2000
Train Loss 1.648515224456787, Train Accuracy 91.23666381835938
==> Epoch 747/2000
Train Loss 1.6475080251693726, Train Accuracy 91.23999786376953
==> Epoch 748/2000
Train Loss 1.6465023756027222, Train Accuracy 91.24666595458984
==> Epoch 749/2000
Train Loss 1.645498275756836, Train Accuracy 91.24666595458984
==> Epoch 750/2000
Train Loss 1.6444956064224243, Train Accuracy 91.24833679199219
==> Epoch 751/2000
Train Loss 1.6434944868087769, Train Accuracy 91.25166320800781
==> Epoch 752/2000
Train Loss 1.6424949169158936, Train Accuracy 91.25499725341797
==> Epoch 753/2000
Train Loss 1.6414968967437744, Train Accuracy 91.26333618164062
==> Epoch 754/2000
Train Loss 1.6405001878738403, Train Accuracy 91.26499938964844
==> Epoch 755/2000
Train Loss 1.6395052671432495, Train Accuracy 91.27333068847656
==> Epoch 756/2000
Train Loss 1.6385115385055542, Train Accuracy 91.27666473388672
==> Epoch 757/2000
Train Loss 1.6375194787979126, Train Accuracy 91.27999877929688
==> Epoch 758/2000
Train Loss 1.6365288496017456, Train Accuracy 91.29166412353516
==> Epoch 759/2000
Train Loss 1.6355397701263428, Train Accuracy 91.30166625976562
==> Epoch 760/2000
Train Loss 1.634552240371704, Train Accuracy 91.3066635131836
==> Epoch 761/2000
Train Loss 1.633565902709961, Train Accuracy 91.3133316040039
==> Epoch 762/2000
Train Loss 1.6325812339782715, Train Accuracy 91.31999969482422
==> Epoch 763/2000
Train Loss 1.6315982341766357, Train Accuracy 91.33333587646484
==> Epoch 764/2000
Train Loss 1.6306161880493164, Train Accuracy 91.34666442871094
==> Epoch 765/2000
Train Loss 1.6296358108520508, Train Accuracy 91.3499984741211
==> Epoch 766/2000
Train Loss 1.6286568641662598, Train Accuracy 91.3550033569336
==> Epoch 767/2000
Train Loss 1.627679467201233, Train Accuracy 91.35832977294922
==> Epoch 768/2000
Train Loss 1.6267035007476807, Train Accuracy 91.36499786376953
==> Epoch 769/2000
Train Loss 1.6257288455963135, Train Accuracy 91.37000274658203
==> Epoch 770/2000
Train Loss 1.624755859375, Train Accuracy 91.38666534423828
==> Epoch 771/2000
Train Loss 1.6237837076187134, Train Accuracy 91.38833618164062
==> Epoch 772/2000
Train Loss 1.6228137016296387, Train Accuracy 91.3933334350586
==> Epoch 773/2000
Train Loss 1.6218445301055908, Train Accuracy 91.39666748046875
==> Epoch 774/2000
Train Loss 1.6208771467208862, Train Accuracy 91.39833068847656
==> Epoch 775/2000
Train Loss 1.6199109554290771, Train Accuracy 91.40333557128906
==> Epoch 776/2000
Train Loss 1.6189461946487427, Train Accuracy 91.4183349609375
==> Epoch 777/2000
Train Loss 1.6179827451705933, Train Accuracy 91.42166900634766
==> Epoch 778/2000
Train Loss 1.617020845413208, Train Accuracy 91.4316635131836
==> Epoch 779/2000
Train Loss 1.6160601377487183, Train Accuracy 91.43499755859375
==> Epoch 780/2000
Train Loss 1.6151010990142822, Train Accuracy 91.44166564941406
==> Epoch 781/2000
Train Loss 1.6141432523727417, Train Accuracy 91.4433364868164
==> Epoch 782/2000
Train Loss 1.6131867170333862, Train Accuracy 91.44833374023438
==> Epoch 783/2000
Train Loss 1.6122313737869263, Train Accuracy 91.45333099365234
==> Epoch 784/2000
Train Loss 1.61127769947052, Train Accuracy 91.45999908447266
==> Epoch 785/2000
Train Loss 1.6103252172470093, Train Accuracy 91.461669921875
==> Epoch 786/2000
Train Loss 1.6093740463256836, Train Accuracy 91.46666717529297
==> Epoch 787/2000
Train Loss 1.6084246635437012, Train Accuracy 91.47333526611328
==> Epoch 788/2000
Train Loss 1.607475996017456, Train Accuracy 91.4749984741211
==> Epoch 789/2000
Train Loss 1.6065291166305542, Train Accuracy 91.47666931152344
==> Epoch 790/2000
Train Loss 1.6055834293365479, Train Accuracy 91.4800033569336
==> Epoch 791/2000
Train Loss 1.6046390533447266, Train Accuracy 91.48833465576172
==> Epoch 792/2000
Train Loss 1.6036956310272217, Train Accuracy 91.49333190917969
==> Epoch 793/2000
Train Loss 1.60275399684906, Train Accuracy 91.49500274658203
==> Epoch 794/2000
Train Loss 1.6018134355545044, Train Accuracy 91.50333404541016
==> Epoch 795/2000
Train Loss 1.600874423980713, Train Accuracy 91.50833129882812
==> Epoch 796/2000
Train Loss 1.5999364852905273, Train Accuracy 91.51499938964844
==> Epoch 797/2000
Train Loss 1.5989999771118164, Train Accuracy 91.5199966430664
==> Epoch 798/2000
Train Loss 1.598064661026001, Train Accuracy 91.52333068847656
==> Epoch 799/2000
Train Loss 1.5971307754516602, Train Accuracy 91.53166961669922
==> Epoch 800/2000
Train Loss 1.5961979627609253, Train Accuracy 91.53666687011719
==> Epoch 801/2000
Train Loss 1.5952666997909546, Train Accuracy 91.54000091552734
==> Epoch 802/2000
Train Loss 1.5943365097045898, Train Accuracy 91.5433349609375
==> Epoch 803/2000
Train Loss 1.5934076309204102, Train Accuracy 91.54499816894531
==> Epoch 804/2000
Train Loss 1.592480182647705, Train Accuracy 91.55166625976562
==> Epoch 805/2000
Train Loss 1.591553807258606, Train Accuracy 91.55833435058594
==> Epoch 806/2000
Train Loss 1.590628743171692, Train Accuracy 91.56500244140625
==> Epoch 807/2000
Train Loss 1.589704990386963, Train Accuracy 91.5683364868164
==> Epoch 808/2000
Train Loss 1.5887823104858398, Train Accuracy 91.56999969482422
==> Epoch 809/2000
Train Loss 1.5878607034683228, Train Accuracy 91.57166290283203
==> Epoch 810/2000
Train Loss 1.5869407653808594, Train Accuracy 91.57499694824219
==> Epoch 811/2000
Train Loss 1.586022138595581, Train Accuracy 91.5816650390625
==> Epoch 812/2000
Train Loss 1.5851047039031982, Train Accuracy 91.58999633789062
==> Epoch 813/2000
Train Loss 1.5841879844665527, Train Accuracy 91.58999633789062
==> Epoch 814/2000
Train Loss 1.5832730531692505, Train Accuracy 91.58999633789062
==> Epoch 815/2000
Train Loss 1.5823591947555542, Train Accuracy 91.59500122070312
==> Epoch 816/2000
Train Loss 1.5814465284347534, Train Accuracy 91.5999984741211
==> Epoch 817/2000
Train Loss 1.5805349349975586, Train Accuracy 91.60333251953125
==> Epoch 818/2000
Train Loss 1.5796247720718384, Train Accuracy 91.61000061035156
==> Epoch 819/2000
Train Loss 1.578715443611145, Train Accuracy 91.61333465576172
==> Epoch 820/2000
Train Loss 1.577807903289795, Train Accuracy 91.62166595458984
==> Epoch 821/2000
Train Loss 1.5769011974334717, Train Accuracy 91.62166595458984
==> Epoch 822/2000
Train Loss 1.575995922088623, Train Accuracy 91.62666320800781
==> Epoch 823/2000
Train Loss 1.5750916004180908, Train Accuracy 91.62833404541016
==> Epoch 824/2000
Train Loss 1.5741885900497437, Train Accuracy 91.62999725341797
==> Epoch 825/2000
Train Loss 1.5732866525650024, Train Accuracy 91.63833618164062
==> Epoch 826/2000
Train Loss 1.5723857879638672, Train Accuracy 91.63999938964844
==> Epoch 827/2000
Train Loss 1.5714863538742065, Train Accuracy 91.6449966430664
==> Epoch 828/2000
Train Loss 1.5705879926681519, Train Accuracy 91.64833068847656
==> Epoch 829/2000
Train Loss 1.5696907043457031, Train Accuracy 91.65499877929688
==> Epoch 830/2000
Train Loss 1.5687949657440186, Train Accuracy 91.65666961669922
==> Epoch 831/2000
Train Loss 1.5679000616073608, Train Accuracy 91.66166687011719
==> Epoch 832/2000
Train Loss 1.5670065879821777, Train Accuracy 91.663330078125
==> Epoch 833/2000
Train Loss 1.5661137104034424, Train Accuracy 91.67166900634766
==> Epoch 834/2000
Train Loss 1.5652226209640503, Train Accuracy 91.67333221435547
==> Epoch 835/2000
Train Loss 1.5643322467803955, Train Accuracy 91.67666625976562
==> Epoch 836/2000
Train Loss 1.5634431838989258, Train Accuracy 91.6816635131836
==> Epoch 837/2000
Train Loss 1.5625555515289307, Train Accuracy 91.69166564941406
==> Epoch 838/2000
Train Loss 1.5616685152053833, Train Accuracy 91.70333099365234
==> Epoch 839/2000
Train Loss 1.5607830286026, Train Accuracy 91.7066650390625
==> Epoch 840/2000
Train Loss 1.5598984956741333, Train Accuracy 91.70999908447266
==> Epoch 841/2000
Train Loss 1.5590150356292725, Train Accuracy 91.71499633789062
==> Epoch 842/2000
Train Loss 1.5581328868865967, Train Accuracy 91.72166442871094
==> Epoch 843/2000
Train Loss 1.5572516918182373, Train Accuracy 91.72833251953125
==> Epoch 844/2000
Train Loss 1.5563715696334839, Train Accuracy 91.73332977294922
==> Epoch 845/2000
Train Loss 1.5554927587509155, Train Accuracy 91.73332977294922
==> Epoch 846/2000
Train Loss 1.5546150207519531, Train Accuracy 91.73833465576172
==> Epoch 847/2000
Train Loss 1.5537384748458862, Train Accuracy 91.73999786376953
==> Epoch 848/2000
Train Loss 1.5528630018234253, Train Accuracy 91.74500274658203
==> Epoch 849/2000
Train Loss 1.5519883632659912, Train Accuracy 91.74833679199219
==> Epoch 850/2000
Train Loss 1.551114797592163, Train Accuracy 91.75666809082031
==> Epoch 851/2000
Train Loss 1.5502426624298096, Train Accuracy 91.76000213623047
==> Epoch 852/2000
Train Loss 1.549371600151062, Train Accuracy 91.76166534423828
==> Epoch 853/2000
Train Loss 1.5485014915466309, Train Accuracy 91.76499938964844
==> Epoch 854/2000
Train Loss 1.5476325750350952, Train Accuracy 91.7683334350586
==> Epoch 855/2000
Train Loss 1.5467647314071655, Train Accuracy 91.77166748046875
==> Epoch 856/2000
Train Loss 1.5458977222442627, Train Accuracy 91.77666473388672
==> Epoch 857/2000
Train Loss 1.545032024383545, Train Accuracy 91.77999877929688
==> Epoch 858/2000
Train Loss 1.544167160987854, Train Accuracy 91.78166961669922
==> Epoch 859/2000
Train Loss 1.5433037281036377, Train Accuracy 91.78333282470703
==> Epoch 860/2000
Train Loss 1.5424413681030273, Train Accuracy 91.78666687011719
==> Epoch 861/2000
Train Loss 1.5415798425674438, Train Accuracy 91.79000091552734
==> Epoch 862/2000
Train Loss 1.5407196283340454, Train Accuracy 91.79166412353516
==> Epoch 863/2000
Train Loss 1.5398602485656738, Train Accuracy 91.79666900634766
==> Epoch 864/2000
Train Loss 1.5390018224716187, Train Accuracy 91.80500030517578
==> Epoch 865/2000
Train Loss 1.5381444692611694, Train Accuracy 91.80999755859375
==> Epoch 866/2000
Train Loss 1.5372884273529053, Train Accuracy 91.8116683959961
==> Epoch 867/2000
Train Loss 1.5364333391189575, Train Accuracy 91.8183364868164
==> Epoch 868/2000
Train Loss 1.5355792045593262, Train Accuracy 91.81999969482422
==> Epoch 869/2000
Train Loss 1.5347263813018799, Train Accuracy 91.82499694824219
==> Epoch 870/2000
Train Loss 1.5338743925094604, Train Accuracy 91.8316650390625
==> Epoch 871/2000
Train Loss 1.5330233573913574, Train Accuracy 91.836669921875
==> Epoch 872/2000
Train Loss 1.5321733951568604, Train Accuracy 91.83833312988281
==> Epoch 873/2000
Train Loss 1.5313243865966797, Train Accuracy 91.84333038330078
==> Epoch 874/2000
Train Loss 1.530476689338684, Train Accuracy 91.85166931152344
==> Epoch 875/2000
Train Loss 1.5296297073364258, Train Accuracy 91.8566665649414
==> Epoch 876/2000
Train Loss 1.5287837982177734, Train Accuracy 91.86000061035156
==> Epoch 877/2000
Train Loss 1.5279390811920166, Train Accuracy 91.86499786376953
==> Epoch 878/2000
Train Loss 1.5270951986312866, Train Accuracy 91.86833190917969
==> Epoch 879/2000
Train Loss 1.5262523889541626, Train Accuracy 91.87166595458984
==> Epoch 880/2000
Train Loss 1.5254110097885132, Train Accuracy 91.87666320800781
==> Epoch 881/2000
Train Loss 1.5245699882507324, Train Accuracy 91.88500213623047
==> Epoch 882/2000
Train Loss 1.5237301588058472, Train Accuracy 91.88833618164062
==> Epoch 883/2000
Train Loss 1.5228914022445679, Train Accuracy 91.8949966430664
==> Epoch 884/2000
Train Loss 1.522053599357605, Train Accuracy 91.89833068847656
==> Epoch 885/2000
Train Loss 1.5212169885635376, Train Accuracy 91.90333557128906
==> Epoch 886/2000
Train Loss 1.5203813314437866, Train Accuracy 91.91166687011719
==> Epoch 887/2000
Train Loss 1.5195465087890625, Train Accuracy 91.913330078125
==> Epoch 888/2000
Train Loss 1.5187126398086548, Train Accuracy 91.91500091552734
==> Epoch 889/2000
Train Loss 1.5178799629211426, Train Accuracy 91.9183349609375
==> Epoch 890/2000
Train Loss 1.5170481204986572, Train Accuracy 91.92500305175781
==> Epoch 891/2000
Train Loss 1.5162174701690674, Train Accuracy 91.93333435058594
==> Epoch 892/2000
Train Loss 1.5153872966766357, Train Accuracy 91.94166564941406
==> Epoch 893/2000
Train Loss 1.5145586729049683, Train Accuracy 91.94999694824219
==> Epoch 894/2000
Train Loss 1.5137308835983276, Train Accuracy 91.95500183105469
==> Epoch 895/2000
Train Loss 1.5129038095474243, Train Accuracy 91.95833587646484
==> Epoch 896/2000
Train Loss 1.512077808380127, Train Accuracy 91.96499633789062
==> Epoch 897/2000
Train Loss 1.5112528800964355, Train Accuracy 91.97000122070312
==> Epoch 898/2000
Train Loss 1.5104289054870605, Train Accuracy 91.97166442871094
==> Epoch 899/2000
Train Loss 1.5096057653427124, Train Accuracy 91.9800033569336
==> Epoch 900/2000
Train Loss 1.5087836980819702, Train Accuracy 91.9816665649414
==> Epoch 901/2000
Train Loss 1.5079625844955444, Train Accuracy 91.98666381835938
==> Epoch 902/2000
Train Loss 1.5071423053741455, Train Accuracy 91.98833465576172
==> Epoch 903/2000
Train Loss 1.5063227415084839, Train Accuracy 91.99500274658203
==> Epoch 904/2000
Train Loss 1.505504846572876, Train Accuracy 91.99833679199219
==> Epoch 905/2000
Train Loss 1.5046873092651367, Train Accuracy 92.00499725341797
==> Epoch 906/2000
Train Loss 1.503870964050293, Train Accuracy 92.00833129882812
==> Epoch 907/2000
Train Loss 1.503055453300476, Train Accuracy 92.02166748046875
==> Epoch 908/2000
Train Loss 1.5022408962249756, Train Accuracy 92.02833557128906
==> Epoch 909/2000
Train Loss 1.501427412033081, Train Accuracy 92.03500366210938
==> Epoch 910/2000
Train Loss 1.5006146430969238, Train Accuracy 92.03666687011719
==> Epoch 911/2000
Train Loss 1.4998027086257935, Train Accuracy 92.04000091552734
==> Epoch 912/2000
Train Loss 1.4989920854568481, Train Accuracy 92.04499816894531
==> Epoch 913/2000
Train Loss 1.4981822967529297, Train Accuracy 92.04833221435547
==> Epoch 914/2000
Train Loss 1.4973734617233276, Train Accuracy 92.05166625976562
==> Epoch 915/2000
Train Loss 1.496565341949463, Train Accuracy 92.05999755859375
==> Epoch 916/2000
Train Loss 1.495758295059204, Train Accuracy 92.0616683959961
==> Epoch 917/2000
Train Loss 1.4949522018432617, Train Accuracy 92.0633316040039
==> Epoch 918/2000
Train Loss 1.4941465854644775, Train Accuracy 92.0683364868164
==> Epoch 919/2000
Train Loss 1.493342399597168, Train Accuracy 92.06999969482422
==> Epoch 920/2000
Train Loss 1.4925388097763062, Train Accuracy 92.07499694824219
==> Epoch 921/2000
Train Loss 1.4917365312576294, Train Accuracy 92.08000183105469
==> Epoch 922/2000
Train Loss 1.4909348487854004, Train Accuracy 92.0816650390625
==> Epoch 923/2000
Train Loss 1.4901340007781982, Train Accuracy 92.08499908447266
==> Epoch 924/2000
Train Loss 1.4893341064453125, Train Accuracy 92.09333038330078
==> Epoch 925/2000
Train Loss 1.4885352849960327, Train Accuracy 92.09500122070312
==> Epoch 926/2000
Train Loss 1.4877375364303589, Train Accuracy 92.09500122070312
==> Epoch 927/2000
Train Loss 1.4869401454925537, Train Accuracy 92.0999984741211
==> Epoch 928/2000
Train Loss 1.486143946647644, Train Accuracy 92.1066665649414
==> Epoch 929/2000
Train Loss 1.4853485822677612, Train Accuracy 92.10832977294922
==> Epoch 930/2000
Train Loss 1.4845541715621948, Train Accuracy 92.11499786376953
==> Epoch 931/2000
Train Loss 1.4837608337402344, Train Accuracy 92.12000274658203
==> Epoch 932/2000
Train Loss 1.4829678535461426, Train Accuracy 92.12333679199219
==> Epoch 933/2000
Train Loss 1.4821761846542358, Train Accuracy 92.12999725341797
==> Epoch 934/2000
Train Loss 1.481385350227356, Train Accuracy 92.13833618164062
==> Epoch 935/2000
Train Loss 1.4805951118469238, Train Accuracy 92.14666748046875
==> Epoch 936/2000
Train Loss 1.4798060655593872, Train Accuracy 92.1500015258789
==> Epoch 937/2000
Train Loss 1.4790178537368774, Train Accuracy 92.1500015258789
==> Epoch 938/2000
Train Loss 1.478230357170105, Train Accuracy 92.15666961669922
==> Epoch 939/2000
Train Loss 1.477443814277649, Train Accuracy 92.16166687011719
==> Epoch 940/2000
Train Loss 1.4766582250595093, Train Accuracy 92.16666412353516
==> Epoch 941/2000
Train Loss 1.475873351097107, Train Accuracy 92.17166900634766
==> Epoch 942/2000
Train Loss 1.4750893115997314, Train Accuracy 92.17666625976562
==> Epoch 943/2000
Train Loss 1.4743064641952515, Train Accuracy 92.18000030517578
==> Epoch 944/2000
Train Loss 1.4735240936279297, Train Accuracy 92.1866683959961
==> Epoch 945/2000
Train Loss 1.4727427959442139, Train Accuracy 92.1883316040039
==> Epoch 946/2000
Train Loss 1.4719622135162354, Train Accuracy 92.19166564941406
==> Epoch 947/2000
Train Loss 1.4711825847625732, Train Accuracy 92.1933364868164
==> Epoch 948/2000
Train Loss 1.470403790473938, Train Accuracy 92.19999694824219
==> Epoch 949/2000
Train Loss 1.4696261882781982, Train Accuracy 92.2066650390625
==> Epoch 950/2000
Train Loss 1.4688488245010376, Train Accuracy 92.2066650390625
==> Epoch 951/2000
Train Loss 1.4680728912353516, Train Accuracy 92.21499633789062
==> Epoch 952/2000
Train Loss 1.4672973155975342, Train Accuracy 92.21499633789062
==> Epoch 953/2000
Train Loss 1.4665228128433228, Train Accuracy 92.21499633789062
==> Epoch 954/2000
Train Loss 1.4657490253448486, Train Accuracy 92.22000122070312
==> Epoch 955/2000
Train Loss 1.464976191520691, Train Accuracy 92.2249984741211
==> Epoch 956/2000
Train Loss 1.464203953742981, Train Accuracy 92.2316665649414
==> Epoch 957/2000
Train Loss 1.4634331464767456, Train Accuracy 92.23833465576172
==> Epoch 958/2000
Train Loss 1.462662696838379, Train Accuracy 92.23833465576172
==> Epoch 959/2000
Train Loss 1.4618933200836182, Train Accuracy 92.24666595458984
==> Epoch 960/2000
Train Loss 1.4611244201660156, Train Accuracy 92.24833679199219
==> Epoch 961/2000
Train Loss 1.4603564739227295, Train Accuracy 92.24833679199219
==> Epoch 962/2000
Train Loss 1.4595894813537598, Train Accuracy 92.24833679199219
==> Epoch 963/2000
Train Loss 1.4588232040405273, Train Accuracy 92.24833679199219
==> Epoch 964/2000
Train Loss 1.4580578804016113, Train Accuracy 92.26000213623047
==> Epoch 965/2000
Train Loss 1.457293152809143, Train Accuracy 92.26333618164062
==> Epoch 966/2000
Train Loss 1.4565297365188599, Train Accuracy 92.26667022705078
==> Epoch 967/2000
Train Loss 1.4557669162750244, Train Accuracy 92.27166748046875
==> Epoch 968/2000
Train Loss 1.4550046920776367, Train Accuracy 92.27833557128906
==> Epoch 969/2000
Train Loss 1.4542433023452759, Train Accuracy 92.27999877929688
==> Epoch 970/2000
Train Loss 1.453482747077942, Train Accuracy 92.288330078125
==> Epoch 971/2000
Train Loss 1.4527232646942139, Train Accuracy 92.2933349609375
==> Epoch 972/2000
Train Loss 1.4519643783569336, Train Accuracy 92.29833221435547
==> Epoch 973/2000
Train Loss 1.4512062072753906, Train Accuracy 92.29833221435547
==> Epoch 974/2000
Train Loss 1.450448989868164, Train Accuracy 92.30000305175781
==> Epoch 975/2000
Train Loss 1.4496924877166748, Train Accuracy 92.30833435058594
==> Epoch 976/2000
Train Loss 1.448936939239502, Train Accuracy 92.30999755859375
==> Epoch 977/2000
Train Loss 1.4481818675994873, Train Accuracy 92.3133316040039
==> Epoch 978/2000
Train Loss 1.4474279880523682, Train Accuracy 92.31500244140625
==> Epoch 979/2000
Train Loss 1.4466748237609863, Train Accuracy 92.31666564941406
==> Epoch 980/2000
Train Loss 1.4459223747253418, Train Accuracy 92.32166290283203
==> Epoch 981/2000
Train Loss 1.4451706409454346, Train Accuracy 92.32166290283203
==> Epoch 982/2000
Train Loss 1.4444197416305542, Train Accuracy 92.32333374023438
==> Epoch 983/2000
Train Loss 1.4436697959899902, Train Accuracy 92.32833099365234
==> Epoch 984/2000
Train Loss 1.442920446395874, Train Accuracy 92.33333587646484
==> Epoch 985/2000
Train Loss 1.4421719312667847, Train Accuracy 92.33499908447266
==> Epoch 986/2000
Train Loss 1.4414242506027222, Train Accuracy 92.336669921875
==> Epoch 987/2000
Train Loss 1.4406774044036865, Train Accuracy 92.34166717529297
==> Epoch 988/2000
Train Loss 1.4399312734603882, Train Accuracy 92.35333251953125
==> Epoch 989/2000
Train Loss 1.439185619354248, Train Accuracy 92.3566665649414
==> Epoch 990/2000
Train Loss 1.438441276550293, Train Accuracy 92.3566665649414
==> Epoch 991/2000
Train Loss 1.4376975297927856, Train Accuracy 92.35832977294922
==> Epoch 992/2000
Train Loss 1.4369547367095947, Train Accuracy 92.36166381835938
==> Epoch 993/2000
Train Loss 1.436212420463562, Train Accuracy 92.37333679199219
==> Epoch 994/2000
Train Loss 1.435470700263977, Train Accuracy 92.37666320800781
==> Epoch 995/2000
Train Loss 1.434730052947998, Train Accuracy 92.38166809082031
==> Epoch 996/2000
Train Loss 1.4339903593063354, Train Accuracy 92.38333129882812
==> Epoch 997/2000
Train Loss 1.433251142501831, Train Accuracy 92.38833618164062
==> Epoch 998/2000
Train Loss 1.432512640953064, Train Accuracy 92.38833618164062
==> Epoch 999/2000
Train Loss 1.4317752122879028, Train Accuracy 92.39167022705078
==> Epoch 1000/2000
Train Loss 1.4310380220413208, Train Accuracy 92.39666748046875
==> Epoch 1001/2000
Train Loss 1.4303020238876343, Train Accuracy 92.40333557128906
==> Epoch 1002/2000
Train Loss 1.4295670986175537, Train Accuracy 92.40833282470703
==> Epoch 1003/2000
Train Loss 1.4288322925567627, Train Accuracy 92.40666961669922
==> Epoch 1004/2000
Train Loss 1.4280983209609985, Train Accuracy 92.41500091552734
==> Epoch 1005/2000
Train Loss 1.4273653030395508, Train Accuracy 92.4183349609375
==> Epoch 1006/2000
Train Loss 1.4266332387924194, Train Accuracy 92.42166900634766
==> Epoch 1007/2000
Train Loss 1.4259016513824463, Train Accuracy 92.42500305175781
==> Epoch 1008/2000
Train Loss 1.4251705408096313, Train Accuracy 92.43000030517578
==> Epoch 1009/2000
Train Loss 1.424440622329712, Train Accuracy 92.43499755859375
==> Epoch 1010/2000
Train Loss 1.4237114191055298, Train Accuracy 92.4383316040039
==> Epoch 1011/2000
Train Loss 1.422983169555664, Train Accuracy 92.44000244140625
==> Epoch 1012/2000
Train Loss 1.4222549200057983, Train Accuracy 92.4433364868164
==> Epoch 1013/2000
Train Loss 1.4215282201766968, Train Accuracy 92.44833374023438
==> Epoch 1014/2000
Train Loss 1.4208017587661743, Train Accuracy 92.45166778564453
==> Epoch 1015/2000
Train Loss 1.4200761318206787, Train Accuracy 92.45166778564453
==> Epoch 1016/2000
Train Loss 1.41935133934021, Train Accuracy 92.45333099365234
==> Epoch 1017/2000
Train Loss 1.4186276197433472, Train Accuracy 92.4566650390625
==> Epoch 1018/2000
Train Loss 1.417904257774353, Train Accuracy 92.461669921875
==> Epoch 1019/2000
Train Loss 1.417181372642517, Train Accuracy 92.46333312988281
==> Epoch 1020/2000
Train Loss 1.4164596796035767, Train Accuracy 92.46666717529297
==> Epoch 1021/2000
Train Loss 1.4157384634017944, Train Accuracy 92.47000122070312
==> Epoch 1022/2000
Train Loss 1.415018081665039, Train Accuracy 92.47833251953125
==> Epoch 1023/2000
Train Loss 1.414298415184021, Train Accuracy 92.4816665649414
==> Epoch 1024/2000
Train Loss 1.4135794639587402, Train Accuracy 92.48500061035156
==> Epoch 1025/2000
Train Loss 1.4128613471984863, Train Accuracy 92.48666381835938
==> Epoch 1026/2000
Train Loss 1.4121437072753906, Train Accuracy 92.49500274658203
==> Epoch 1027/2000
Train Loss 1.4114271402359009, Train Accuracy 92.49833679199219
==> Epoch 1028/2000
Train Loss 1.4107110500335693, Train Accuracy 92.5
==> Epoch 1029/2000
Train Loss 1.4099957942962646, Train Accuracy 92.50333404541016
==> Epoch 1030/2000
Train Loss 1.4092811346054077, Train Accuracy 92.50666809082031
==> Epoch 1031/2000
Train Loss 1.4085674285888672, Train Accuracy 92.51667022705078
==> Epoch 1032/2000
Train Loss 1.407854437828064, Train Accuracy 92.5183334350586
==> Epoch 1033/2000
Train Loss 1.4071420431137085, Train Accuracy 92.52166748046875
==> Epoch 1034/2000
Train Loss 1.4064302444458008, Train Accuracy 92.52666473388672
==> Epoch 1035/2000
Train Loss 1.40571928024292, Train Accuracy 92.52999877929688
==> Epoch 1036/2000
Train Loss 1.405009150505066, Train Accuracy 92.53333282470703
==> Epoch 1037/2000
Train Loss 1.4042996168136597, Train Accuracy 92.538330078125
==> Epoch 1038/2000
Train Loss 1.4035907983779907, Train Accuracy 92.54666900634766
==> Epoch 1039/2000
Train Loss 1.4028828144073486, Train Accuracy 92.55000305175781
==> Epoch 1040/2000
Train Loss 1.4021754264831543, Train Accuracy 92.55333709716797
==> Epoch 1041/2000
Train Loss 1.4014685153961182, Train Accuracy 92.55500030517578
==> Epoch 1042/2000
Train Loss 1.400762677192688, Train Accuracy 92.5633316040039
==> Epoch 1043/2000
Train Loss 1.4000575542449951, Train Accuracy 92.5633316040039
==> Epoch 1044/2000
Train Loss 1.3993529081344604, Train Accuracy 92.5633316040039
==> Epoch 1045/2000
Train Loss 1.398648977279663, Train Accuracy 92.5683364868164
==> Epoch 1046/2000
Train Loss 1.3979458808898926, Train Accuracy 92.57499694824219
==> Epoch 1047/2000
Train Loss 1.3972433805465698, Train Accuracy 92.57833099365234
==> Epoch 1048/2000
Train Loss 1.3965415954589844, Train Accuracy 92.57833099365234
==> Epoch 1049/2000
Train Loss 1.3958405256271362, Train Accuracy 92.5816650390625
==> Epoch 1050/2000
Train Loss 1.3951400518417358, Train Accuracy 92.586669921875
==> Epoch 1051/2000
Train Loss 1.394440770149231, Train Accuracy 92.58833312988281
==> Epoch 1052/2000
Train Loss 1.3937416076660156, Train Accuracy 92.59833526611328
==> Epoch 1053/2000
Train Loss 1.3930432796478271, Train Accuracy 92.5999984741211
==> Epoch 1054/2000
Train Loss 1.392345666885376, Train Accuracy 92.6066665649414
==> Epoch 1055/2000
Train Loss 1.391648769378662, Train Accuracy 92.60832977294922
==> Epoch 1056/2000
Train Loss 1.390952706336975, Train Accuracy 92.61333465576172
==> Epoch 1057/2000
Train Loss 1.3902573585510254, Train Accuracy 92.62000274658203
==> Epoch 1058/2000
Train Loss 1.3895623683929443, Train Accuracy 92.62333679199219
==> Epoch 1059/2000
Train Loss 1.3888685703277588, Train Accuracy 92.62833404541016
==> Epoch 1060/2000
Train Loss 1.3881750106811523, Train Accuracy 92.62999725341797
==> Epoch 1061/2000
Train Loss 1.3874822854995728, Train Accuracy 92.63500213623047
==> Epoch 1062/2000
Train Loss 1.38679039478302, Train Accuracy 92.63500213623047
==> Epoch 1063/2000
Train Loss 1.386098861694336, Train Accuracy 92.63666534423828
==> Epoch 1064/2000
Train Loss 1.3854081630706787, Train Accuracy 92.63666534423828
==> Epoch 1065/2000
Train Loss 1.3847182989120483, Train Accuracy 92.63833618164062
==> Epoch 1066/2000
Train Loss 1.3840287923812866, Train Accuracy 92.6433334350586
==> Epoch 1067/2000
Train Loss 1.3833403587341309, Train Accuracy 92.64167022705078
==> Epoch 1068/2000
Train Loss 1.3826522827148438, Train Accuracy 92.6433334350586
==> Epoch 1069/2000
Train Loss 1.3819650411605835, Train Accuracy 92.64833068847656
==> Epoch 1070/2000
Train Loss 1.381278395652771, Train Accuracy 92.6500015258789
==> Epoch 1071/2000
Train Loss 1.3805924654006958, Train Accuracy 92.65166473388672
==> Epoch 1072/2000
Train Loss 1.379907250404358, Train Accuracy 92.65333557128906
==> Epoch 1073/2000
Train Loss 1.3792227506637573, Train Accuracy 92.66000366210938
==> Epoch 1074/2000
Train Loss 1.3785388469696045, Train Accuracy 92.6683349609375
==> Epoch 1075/2000
Train Loss 1.3778555393218994, Train Accuracy 92.6683349609375
==> Epoch 1076/2000
Train Loss 1.3771729469299316, Train Accuracy 92.67166900634766
==> Epoch 1077/2000
Train Loss 1.3764910697937012, Train Accuracy 92.67333221435547
==> Epoch 1078/2000
Train Loss 1.3758097887039185, Train Accuracy 92.67833709716797
==> Epoch 1079/2000
Train Loss 1.375129222869873, Train Accuracy 92.68499755859375
==> Epoch 1080/2000
Train Loss 1.3744494915008545, Train Accuracy 92.69000244140625
==> Epoch 1081/2000
Train Loss 1.3737701177597046, Train Accuracy 92.69499969482422
==> Epoch 1082/2000
Train Loss 1.373091697692871, Train Accuracy 92.69999694824219
==> Epoch 1083/2000
Train Loss 1.3724137544631958, Train Accuracy 92.70333099365234
==> Epoch 1084/2000
Train Loss 1.3717365264892578, Train Accuracy 92.70166778564453
==> Epoch 1085/2000
Train Loss 1.3710600137710571, Train Accuracy 92.70333099365234
==> Epoch 1086/2000
Train Loss 1.3703839778900146, Train Accuracy 92.70500183105469
==> Epoch 1087/2000
Train Loss 1.369708776473999, Train Accuracy 92.7066650390625
==> Epoch 1088/2000
Train Loss 1.3690341711044312, Train Accuracy 92.70833587646484
==> Epoch 1089/2000
Train Loss 1.368360161781311, Train Accuracy 92.71333312988281
==> Epoch 1090/2000
Train Loss 1.3676869869232178, Train Accuracy 92.71666717529297
==> Epoch 1091/2000
Train Loss 1.3670142889022827, Train Accuracy 92.71666717529297
==> Epoch 1092/2000
Train Loss 1.366342306137085, Train Accuracy 92.72166442871094
==> Epoch 1093/2000
Train Loss 1.3656710386276245, Train Accuracy 92.72333526611328
==> Epoch 1094/2000
Train Loss 1.3650004863739014, Train Accuracy 92.7249984741211
==> Epoch 1095/2000
Train Loss 1.3643304109573364, Train Accuracy 92.7316665649414
==> Epoch 1096/2000
Train Loss 1.3636611700057983, Train Accuracy 92.73332977294922
==> Epoch 1097/2000
Train Loss 1.3629921674728394, Train Accuracy 92.73666381835938
==> Epoch 1098/2000
Train Loss 1.3623242378234863, Train Accuracy 92.74166870117188
==> Epoch 1099/2000
Train Loss 1.361656665802002, Train Accuracy 92.74666595458984
==> Epoch 1100/2000
Train Loss 1.360990047454834, Train Accuracy 92.75666809082031
==> Epoch 1101/2000
Train Loss 1.3603240251541138, Train Accuracy 92.75833129882812
==> Epoch 1102/2000
Train Loss 1.3596584796905518, Train Accuracy 92.76499938964844
==> Epoch 1103/2000
Train Loss 1.358993649482727, Train Accuracy 92.76499938964844
==> Epoch 1104/2000
Train Loss 1.35832941532135, Train Accuracy 92.7683334350586
==> Epoch 1105/2000
Train Loss 1.3576658964157104, Train Accuracy 92.77166748046875
==> Epoch 1106/2000
Train Loss 1.357002854347229, Train Accuracy 92.77333068847656
==> Epoch 1107/2000
Train Loss 1.3563408851623535, Train Accuracy 92.77333068847656
==> Epoch 1108/2000
Train Loss 1.3556790351867676, Train Accuracy 92.77666473388672
==> Epoch 1109/2000
Train Loss 1.3550180196762085, Train Accuracy 92.77666473388672
==> Epoch 1110/2000
Train Loss 1.3543577194213867, Train Accuracy 92.77999877929688
==> Epoch 1111/2000
Train Loss 1.3536980152130127, Train Accuracy 92.788330078125
==> Epoch 1112/2000
Train Loss 1.3530389070510864, Train Accuracy 92.79000091552734
==> Epoch 1113/2000
Train Loss 1.352380633354187, Train Accuracy 92.79499816894531
==> Epoch 1114/2000
Train Loss 1.3517227172851562, Train Accuracy 92.80000305175781
==> Epoch 1115/2000
Train Loss 1.3510653972625732, Train Accuracy 92.80833435058594
==> Epoch 1116/2000
Train Loss 1.3504090309143066, Train Accuracy 92.81500244140625
==> Epoch 1117/2000
Train Loss 1.3497531414031982, Train Accuracy 92.81500244140625
==> Epoch 1118/2000
Train Loss 1.349097728729248, Train Accuracy 92.81666564941406
==> Epoch 1119/2000
Train Loss 1.3484432697296143, Train Accuracy 92.8183364868164
==> Epoch 1120/2000
Train Loss 1.3477891683578491, Train Accuracy 92.82166290283203
==> Epoch 1121/2000
Train Loss 1.3471357822418213, Train Accuracy 92.82666778564453
==> Epoch 1122/2000
Train Loss 1.3464829921722412, Train Accuracy 92.8316650390625
==> Epoch 1123/2000
Train Loss 1.3458307981491089, Train Accuracy 92.83333587646484
==> Epoch 1124/2000
Train Loss 1.3451794385910034, Train Accuracy 92.836669921875
==> Epoch 1125/2000
Train Loss 1.344528317451477, Train Accuracy 92.83833312988281
==> Epoch 1126/2000
Train Loss 1.3438783884048462, Train Accuracy 92.84166717529297
==> Epoch 1127/2000
Train Loss 1.3432286977767944, Train Accuracy 92.84666442871094
==> Epoch 1128/2000
Train Loss 1.3425796031951904, Train Accuracy 92.8499984741211
==> Epoch 1129/2000
Train Loss 1.3419309854507446, Train Accuracy 92.85166931152344
==> Epoch 1130/2000
Train Loss 1.3412834405899048, Train Accuracy 92.85166931152344
==> Epoch 1131/2000
Train Loss 1.340636134147644, Train Accuracy 92.8566665649414
==> Epoch 1132/2000
Train Loss 1.3399896621704102, Train Accuracy 92.8550033569336
==> Epoch 1133/2000
Train Loss 1.339343786239624, Train Accuracy 92.8566665649414
==> Epoch 1134/2000
Train Loss 1.3386985063552856, Train Accuracy 92.86000061035156
==> Epoch 1135/2000
Train Loss 1.338053822517395, Train Accuracy 92.86333465576172
==> Epoch 1136/2000
Train Loss 1.3374098539352417, Train Accuracy 92.86833190917969
==> Epoch 1137/2000
Train Loss 1.3367661237716675, Train Accuracy 92.87000274658203
==> Epoch 1138/2000
Train Loss 1.3361233472824097, Train Accuracy 92.87166595458984
==> Epoch 1139/2000
Train Loss 1.33548104763031, Train Accuracy 92.87166595458984
==> Epoch 1140/2000
Train Loss 1.3348395824432373, Train Accuracy 92.87166595458984
==> Epoch 1141/2000
Train Loss 1.3341984748840332, Train Accuracy 92.87333679199219
==> Epoch 1142/2000
Train Loss 1.333558201789856, Train Accuracy 92.875
==> Epoch 1143/2000
Train Loss 1.332918405532837, Train Accuracy 92.87833404541016
==> Epoch 1144/2000
Train Loss 1.332279086112976, Train Accuracy 92.88166809082031
==> Epoch 1145/2000
Train Loss 1.3316407203674316, Train Accuracy 92.88833618164062
==> Epoch 1146/2000
Train Loss 1.3310025930404663, Train Accuracy 92.88833618164062
==> Epoch 1147/2000
Train Loss 1.3303653001785278, Train Accuracy 92.89167022705078
==> Epoch 1148/2000
Train Loss 1.329728603363037, Train Accuracy 92.9000015258789
==> Epoch 1149/2000
Train Loss 1.3290923833847046, Train Accuracy 92.9000015258789
==> Epoch 1150/2000
Train Loss 1.328456997871399, Train Accuracy 92.90499877929688
==> Epoch 1151/2000
Train Loss 1.327821969985962, Train Accuracy 92.90666961669922
==> Epoch 1152/2000
Train Loss 1.3271875381469727, Train Accuracy 92.91000366210938
==> Epoch 1153/2000
Train Loss 1.3265539407730103, Train Accuracy 92.91166687011719
==> Epoch 1154/2000
Train Loss 1.3259207010269165, Train Accuracy 92.913330078125
==> Epoch 1155/2000
Train Loss 1.32528817653656, Train Accuracy 92.91666412353516
==> Epoch 1156/2000
Train Loss 1.3246562480926514, Train Accuracy 92.92166900634766
==> Epoch 1157/2000
Train Loss 1.32402503490448, Train Accuracy 92.91999816894531
==> Epoch 1158/2000
Train Loss 1.3233942985534668, Train Accuracy 92.92500305175781
==> Epoch 1159/2000
Train Loss 1.3227641582489014, Train Accuracy 92.92666625976562
==> Epoch 1160/2000
Train Loss 1.3221344947814941, Train Accuracy 92.93000030517578
==> Epoch 1161/2000
Train Loss 1.3215055465698242, Train Accuracy 92.9366683959961
==> Epoch 1162/2000
Train Loss 1.3208774328231812, Train Accuracy 92.94000244140625
==> Epoch 1163/2000
Train Loss 1.3202494382858276, Train Accuracy 92.9383316040039
==> Epoch 1164/2000
Train Loss 1.31962251663208, Train Accuracy 92.94000244140625
==> Epoch 1165/2000
Train Loss 1.3189958333969116, Train Accuracy 92.94833374023438
==> Epoch 1166/2000
Train Loss 1.31836998462677, Train Accuracy 92.95166778564453
==> Epoch 1167/2000
Train Loss 1.3177446126937866, Train Accuracy 92.95166778564453
==> Epoch 1168/2000
Train Loss 1.317119836807251, Train Accuracy 92.9566650390625
==> Epoch 1169/2000
Train Loss 1.3164955377578735, Train Accuracy 92.96499633789062
==> Epoch 1170/2000
Train Loss 1.3158719539642334, Train Accuracy 92.96833038330078
==> Epoch 1171/2000
Train Loss 1.315248966217041, Train Accuracy 92.97000122070312
==> Epoch 1172/2000
Train Loss 1.3146264553070068, Train Accuracy 92.97166442871094
==> Epoch 1173/2000
Train Loss 1.31400465965271, Train Accuracy 92.97666931152344
==> Epoch 1174/2000
Train Loss 1.3133835792541504, Train Accuracy 92.9749984741211
==> Epoch 1175/2000
Train Loss 1.31276273727417, Train Accuracy 92.97666931152344
==> Epoch 1176/2000
Train Loss 1.3121426105499268, Train Accuracy 92.97833251953125
==> Epoch 1177/2000
Train Loss 1.3115230798721313, Train Accuracy 92.97833251953125
==> Epoch 1178/2000
Train Loss 1.3109041452407837, Train Accuracy 92.97666931152344
==> Epoch 1179/2000
Train Loss 1.3102859258651733, Train Accuracy 92.97833251953125
==> Epoch 1180/2000
Train Loss 1.3096681833267212, Train Accuracy 92.97833251953125
==> Epoch 1181/2000
Train Loss 1.3090510368347168, Train Accuracy 92.98500061035156
==> Epoch 1182/2000
Train Loss 1.3084343671798706, Train Accuracy 92.98833465576172
==> Epoch 1183/2000
Train Loss 1.3078185319900513, Train Accuracy 92.98666381835938
==> Epoch 1184/2000
Train Loss 1.3072030544281006, Train Accuracy 92.98833465576172
==> Epoch 1185/2000
Train Loss 1.306588053703308, Train Accuracy 92.99166870117188
==> Epoch 1186/2000
Train Loss 1.3059738874435425, Train Accuracy 92.99666595458984
==> Epoch 1187/2000
Train Loss 1.305360198020935, Train Accuracy 92.99833679199219
==> Epoch 1188/2000
Train Loss 1.3047469854354858, Train Accuracy 93.0
==> Epoch 1189/2000
Train Loss 1.3041346073150635, Train Accuracy 93.00166320800781
==> Epoch 1190/2000
Train Loss 1.3035225868225098, Train Accuracy 93.00333404541016
==> Epoch 1191/2000
Train Loss 1.3029111623764038, Train Accuracy 93.01499938964844
==> Epoch 1192/2000
Train Loss 1.3023003339767456, Train Accuracy 93.0199966430664
==> Epoch 1193/2000
Train Loss 1.3016902208328247, Train Accuracy 93.02666473388672
==> Epoch 1194/2000
Train Loss 1.301080346107483, Train Accuracy 93.02666473388672
==> Epoch 1195/2000
Train Loss 1.3004714250564575, Train Accuracy 93.03666687011719
==> Epoch 1196/2000
Train Loss 1.2998629808425903, Train Accuracy 93.04000091552734
==> Epoch 1197/2000
Train Loss 1.2992547750473022, Train Accuracy 93.04166412353516
==> Epoch 1198/2000
Train Loss 1.2986475229263306, Train Accuracy 93.0433349609375
==> Epoch 1199/2000
Train Loss 1.298040747642517, Train Accuracy 93.04666900634766
==> Epoch 1200/2000
Train Loss 1.2974345684051514, Train Accuracy 93.05166625976562
==> Epoch 1201/2000
Train Loss 1.2968287467956543, Train Accuracy 93.05333709716797
==> Epoch 1202/2000
Train Loss 1.296223759651184, Train Accuracy 93.0566635131836
==> Epoch 1203/2000
Train Loss 1.2956191301345825, Train Accuracy 93.05833435058594
==> Epoch 1204/2000
Train Loss 1.2950152158737183, Train Accuracy 93.05833435058594
==> Epoch 1205/2000
Train Loss 1.2944118976593018, Train Accuracy 93.0633316040039
==> Epoch 1206/2000
Train Loss 1.2938090562820435, Train Accuracy 93.06666564941406
==> Epoch 1207/2000
Train Loss 1.2932066917419434, Train Accuracy 93.06666564941406
==> Epoch 1208/2000
Train Loss 1.292604923248291, Train Accuracy 93.06666564941406
==> Epoch 1209/2000
Train Loss 1.292003870010376, Train Accuracy 93.06500244140625
==> Epoch 1210/2000
Train Loss 1.2914032936096191, Train Accuracy 93.0633316040039
==> Epoch 1211/2000
Train Loss 1.2908031940460205, Train Accuracy 93.06666564941406
==> Epoch 1212/2000
Train Loss 1.2902038097381592, Train Accuracy 93.0683364868164
==> Epoch 1213/2000
Train Loss 1.2896047830581665, Train Accuracy 93.07166290283203
==> Epoch 1214/2000
Train Loss 1.2890064716339111, Train Accuracy 93.07333374023438
==> Epoch 1215/2000
Train Loss 1.288408637046814, Train Accuracy 93.08000183105469
==> Epoch 1216/2000
Train Loss 1.287811517715454, Train Accuracy 93.07833099365234
==> Epoch 1217/2000
Train Loss 1.2872148752212524, Train Accuracy 93.08333587646484
==> Epoch 1218/2000
Train Loss 1.2866188287734985, Train Accuracy 93.08499908447266
==> Epoch 1219/2000
Train Loss 1.2860232591629028, Train Accuracy 93.09166717529297
==> Epoch 1220/2000
Train Loss 1.2854281663894653, Train Accuracy 93.09166717529297
==> Epoch 1221/2000
Train Loss 1.2848337888717651, Train Accuracy 93.09333038330078
==> Epoch 1222/2000
Train Loss 1.2842398881912231, Train Accuracy 93.09833526611328
==> Epoch 1223/2000
Train Loss 1.283646583557129, Train Accuracy 93.1050033569336
==> Epoch 1224/2000
Train Loss 1.2830537557601929, Train Accuracy 93.1066665649414
==> Epoch 1225/2000
Train Loss 1.2824615240097046, Train Accuracy 93.11166381835938
==> Epoch 1226/2000
Train Loss 1.2818697690963745, Train Accuracy 93.11499786376953
==> Epoch 1227/2000
Train Loss 1.2812786102294922, Train Accuracy 93.11666870117188
==> Epoch 1228/2000
Train Loss 1.2806881666183472, Train Accuracy 93.11833190917969
==> Epoch 1229/2000
Train Loss 1.2800980806350708, Train Accuracy 93.11833190917969
==> Epoch 1230/2000
Train Loss 1.2795085906982422, Train Accuracy 93.12333679199219
==> Epoch 1231/2000
Train Loss 1.2789198160171509, Train Accuracy 93.12999725341797
==> Epoch 1232/2000
Train Loss 1.2783312797546387, Train Accuracy 93.13500213623047
==> Epoch 1233/2000
Train Loss 1.2777434587478638, Train Accuracy 93.13666534423828
==> Epoch 1234/2000
Train Loss 1.2771562337875366, Train Accuracy 93.14167022705078
==> Epoch 1235/2000
Train Loss 1.2765694856643677, Train Accuracy 93.1433334350586
==> Epoch 1236/2000
Train Loss 1.275983214378357, Train Accuracy 93.14666748046875
==> Epoch 1237/2000
Train Loss 1.2753976583480835, Train Accuracy 93.14833068847656
==> Epoch 1238/2000
Train Loss 1.2748125791549683, Train Accuracy 93.14833068847656
==> Epoch 1239/2000
Train Loss 1.2742280960083008, Train Accuracy 93.15166473388672
==> Epoch 1240/2000
Train Loss 1.2736438512802124, Train Accuracy 93.15499877929688
==> Epoch 1241/2000
Train Loss 1.2730604410171509, Train Accuracy 93.163330078125
==> Epoch 1242/2000
Train Loss 1.272477626800537, Train Accuracy 93.16666412353516
==> Epoch 1243/2000
Train Loss 1.271895170211792, Train Accuracy 93.17166900634766
==> Epoch 1244/2000
Train Loss 1.2713134288787842, Train Accuracy 93.17166900634766
==> Epoch 1245/2000
Train Loss 1.2707319259643555, Train Accuracy 93.17333221435547
==> Epoch 1246/2000
Train Loss 1.2701512575149536, Train Accuracy 93.18000030517578
==> Epoch 1247/2000
Train Loss 1.2695709466934204, Train Accuracy 93.18499755859375
==> Epoch 1248/2000
Train Loss 1.268991231918335, Train Accuracy 93.1883316040039
==> Epoch 1249/2000
Train Loss 1.2684122323989868, Train Accuracy 93.1883316040039
==> Epoch 1250/2000
Train Loss 1.2678338289260864, Train Accuracy 93.19166564941406
==> Epoch 1251/2000
Train Loss 1.267255425453186, Train Accuracy 93.1933364868164
==> Epoch 1252/2000
Train Loss 1.2666780948638916, Train Accuracy 93.1933364868164
==> Epoch 1253/2000
Train Loss 1.2661011219024658, Train Accuracy 93.19833374023438
==> Epoch 1254/2000
Train Loss 1.2655246257781982, Train Accuracy 93.19833374023438
==> Epoch 1255/2000
Train Loss 1.2649487257003784, Train Accuracy 93.19999694824219
==> Epoch 1256/2000
Train Loss 1.2643733024597168, Train Accuracy 93.20333099365234
==> Epoch 1257/2000
Train Loss 1.2637983560562134, Train Accuracy 93.21333312988281
==> Epoch 1258/2000
Train Loss 1.2632241249084473, Train Accuracy 93.21499633789062
==> Epoch 1259/2000
Train Loss 1.262650489807129, Train Accuracy 93.22166442871094
==> Epoch 1260/2000
Train Loss 1.2620770931243896, Train Accuracy 93.2316665649414
==> Epoch 1261/2000
Train Loss 1.2615042924880981, Train Accuracy 93.2316665649414
==> Epoch 1262/2000
Train Loss 1.2609320878982544, Train Accuracy 93.23833465576172
==> Epoch 1263/2000
Train Loss 1.2603604793548584, Train Accuracy 93.24500274658203
==> Epoch 1264/2000
Train Loss 1.2597893476486206, Train Accuracy 93.24833679199219
==> Epoch 1265/2000
Train Loss 1.259218692779541, Train Accuracy 93.25333404541016
==> Epoch 1266/2000
Train Loss 1.2586486339569092, Train Accuracy 93.25666809082031
==> Epoch 1267/2000
Train Loss 1.258078932762146, Train Accuracy 93.25666809082031
==> Epoch 1268/2000
Train Loss 1.2575100660324097, Train Accuracy 93.25833129882812
==> Epoch 1269/2000
Train Loss 1.256941556930542, Train Accuracy 93.26166534423828
==> Epoch 1270/2000
Train Loss 1.2563735246658325, Train Accuracy 93.26499938964844
==> Epoch 1271/2000
Train Loss 1.2558062076568604, Train Accuracy 93.2683334350586
==> Epoch 1272/2000
Train Loss 1.2552392482757568, Train Accuracy 93.27333068847656
==> Epoch 1273/2000
Train Loss 1.2546727657318115, Train Accuracy 93.2750015258789
==> Epoch 1274/2000
Train Loss 1.2541069984436035, Train Accuracy 93.2750015258789
==> Epoch 1275/2000
Train Loss 1.2535415887832642, Train Accuracy 93.27999877929688
==> Epoch 1276/2000
Train Loss 1.252976655960083, Train Accuracy 93.288330078125
==> Epoch 1277/2000
Train Loss 1.2524125576019287, Train Accuracy 93.2933349609375
==> Epoch 1278/2000
Train Loss 1.251848816871643, Train Accuracy 93.29166412353516
==> Epoch 1279/2000
Train Loss 1.251285433769226, Train Accuracy 93.29666900634766
==> Epoch 1280/2000
Train Loss 1.2507226467132568, Train Accuracy 93.30000305175781
==> Epoch 1281/2000
Train Loss 1.250160574913025, Train Accuracy 93.30500030517578
==> Epoch 1282/2000
Train Loss 1.249598741531372, Train Accuracy 93.30999755859375
==> Epoch 1283/2000
Train Loss 1.2490376234054565, Train Accuracy 93.3133316040039
==> Epoch 1284/2000
Train Loss 1.2484769821166992, Train Accuracy 93.31666564941406
==> Epoch 1285/2000
Train Loss 1.2479168176651, Train Accuracy 93.3183364868164
==> Epoch 1286/2000
Train Loss 1.2473572492599487, Train Accuracy 93.32166290283203
==> Epoch 1287/2000
Train Loss 1.2467981576919556, Train Accuracy 93.32333374023438
==> Epoch 1288/2000
Train Loss 1.2462395429611206, Train Accuracy 93.32499694824219
==> Epoch 1289/2000
Train Loss 1.2456814050674438, Train Accuracy 93.32833099365234
==> Epoch 1290/2000
Train Loss 1.2451239824295044, Train Accuracy 93.33000183105469
==> Epoch 1291/2000
Train Loss 1.244566798210144, Train Accuracy 93.3316650390625
==> Epoch 1292/2000
Train Loss 1.2440104484558105, Train Accuracy 93.33333587646484
==> Epoch 1293/2000
Train Loss 1.2434542179107666, Train Accuracy 93.336669921875
==> Epoch 1294/2000
Train Loss 1.242898941040039, Train Accuracy 93.33333587646484
==> Epoch 1295/2000
Train Loss 1.2423439025878906, Train Accuracy 93.33499908447266
==> Epoch 1296/2000
Train Loss 1.24178946018219, Train Accuracy 93.33833312988281
==> Epoch 1297/2000
Train Loss 1.241235375404358, Train Accuracy 93.34166717529297
==> Epoch 1298/2000
Train Loss 1.2406820058822632, Train Accuracy 93.34500122070312
==> Epoch 1299/2000
Train Loss 1.2401288747787476, Train Accuracy 93.34833526611328
==> Epoch 1300/2000
Train Loss 1.2395765781402588, Train Accuracy 93.3499984741211
==> Epoch 1301/2000
Train Loss 1.2390245199203491, Train Accuracy 93.3550033569336
==> Epoch 1302/2000
Train Loss 1.2384731769561768, Train Accuracy 93.35832977294922
==> Epoch 1303/2000
Train Loss 1.237922191619873, Train Accuracy 93.36000061035156
==> Epoch 1304/2000
Train Loss 1.237371802330017, Train Accuracy 93.36333465576172
==> Epoch 1305/2000
Train Loss 1.2368220090866089, Train Accuracy 93.36833190917969
==> Epoch 1306/2000
Train Loss 1.2362724542617798, Train Accuracy 93.37166595458984
==> Epoch 1307/2000
Train Loss 1.235723614692688, Train Accuracy 93.375
==> Epoch 1308/2000
Train Loss 1.235175371170044, Train Accuracy 93.37666320800781
==> Epoch 1309/2000
Train Loss 1.234627366065979, Train Accuracy 93.37999725341797
==> Epoch 1310/2000
Train Loss 1.2340799570083618, Train Accuracy 93.38166809082031
==> Epoch 1311/2000
Train Loss 1.2335331439971924, Train Accuracy 93.38333129882812
==> Epoch 1312/2000
Train Loss 1.2329869270324707, Train Accuracy 93.38999938964844
==> Epoch 1313/2000
Train Loss 1.2324408292770386, Train Accuracy 93.39167022705078
==> Epoch 1314/2000
Train Loss 1.2318954467773438, Train Accuracy 93.3933334350586
==> Epoch 1315/2000
Train Loss 1.2313507795333862, Train Accuracy 93.3949966430664
==> Epoch 1316/2000
Train Loss 1.2308062314987183, Train Accuracy 93.39666748046875
==> Epoch 1317/2000
Train Loss 1.2302623987197876, Train Accuracy 93.4000015258789
==> Epoch 1318/2000
Train Loss 1.2297191619873047, Train Accuracy 93.40333557128906
==> Epoch 1319/2000
Train Loss 1.2291761636734009, Train Accuracy 93.40666961669922
==> Epoch 1320/2000
Train Loss 1.2286338806152344, Train Accuracy 93.40833282470703
==> Epoch 1321/2000
Train Loss 1.2280919551849365, Train Accuracy 93.413330078125
==> Epoch 1322/2000
Train Loss 1.2275505065917969, Train Accuracy 93.41666412353516
==> Epoch 1323/2000
Train Loss 1.227009892463684, Train Accuracy 93.41666412353516
==> Epoch 1324/2000
Train Loss 1.2264693975448608, Train Accuracy 93.41999816894531
==> Epoch 1325/2000
Train Loss 1.2259294986724854, Train Accuracy 93.42333221435547
==> Epoch 1326/2000
Train Loss 1.225390076637268, Train Accuracy 93.42666625976562
==> Epoch 1327/2000
Train Loss 1.2248514890670776, Train Accuracy 93.4316635131836
==> Epoch 1328/2000
Train Loss 1.2243130207061768, Train Accuracy 93.43333435058594
==> Epoch 1329/2000
Train Loss 1.223775029182434, Train Accuracy 93.43333435058594
==> Epoch 1330/2000
Train Loss 1.2232377529144287, Train Accuracy 93.4366683959961
==> Epoch 1331/2000
Train Loss 1.2227007150650024, Train Accuracy 93.4383316040039
==> Epoch 1332/2000
Train Loss 1.2221643924713135, Train Accuracy 93.44166564941406
==> Epoch 1333/2000
Train Loss 1.2216285467147827, Train Accuracy 93.4433364868164
==> Epoch 1334/2000
Train Loss 1.2210930585861206, Train Accuracy 93.44666290283203
==> Epoch 1335/2000
Train Loss 1.2205579280853271, Train Accuracy 93.44833374023438
==> Epoch 1336/2000
Train Loss 1.2200236320495605, Train Accuracy 93.45166778564453
==> Epoch 1337/2000
Train Loss 1.2194896936416626, Train Accuracy 93.45333099365234
==> Epoch 1338/2000
Train Loss 1.2189561128616333, Train Accuracy 93.4566650390625
==> Epoch 1339/2000
Train Loss 1.2184231281280518, Train Accuracy 93.46333312988281
==> Epoch 1340/2000
Train Loss 1.217890739440918, Train Accuracy 93.46499633789062
==> Epoch 1341/2000
Train Loss 1.2173587083816528, Train Accuracy 93.46833038330078
==> Epoch 1342/2000
Train Loss 1.2168270349502563, Train Accuracy 93.46833038330078
==> Epoch 1343/2000
Train Loss 1.2162960767745972, Train Accuracy 93.47000122070312
==> Epoch 1344/2000
Train Loss 1.2157655954360962, Train Accuracy 93.47166442871094
==> Epoch 1345/2000
Train Loss 1.2152355909347534, Train Accuracy 93.47666931152344
==> Epoch 1346/2000
Train Loss 1.2147059440612793, Train Accuracy 93.47833251953125
==> Epoch 1347/2000
Train Loss 1.214176893234253, Train Accuracy 93.4816665649414
==> Epoch 1348/2000
Train Loss 1.2136483192443848, Train Accuracy 93.4816665649414
==> Epoch 1349/2000
Train Loss 1.2131201028823853, Train Accuracy 93.4816665649414
==> Epoch 1350/2000
Train Loss 1.2125924825668335, Train Accuracy 93.48332977294922
==> Epoch 1351/2000
Train Loss 1.2120652198791504, Train Accuracy 93.48833465576172
==> Epoch 1352/2000
Train Loss 1.2115387916564941, Train Accuracy 93.48833465576172
==> Epoch 1353/2000
Train Loss 1.2110124826431274, Train Accuracy 93.49333190917969
==> Epoch 1354/2000
Train Loss 1.2104867696762085, Train Accuracy 93.50166320800781
==> Epoch 1355/2000
Train Loss 1.2099616527557373, Train Accuracy 93.50166320800781
==> Epoch 1356/2000
Train Loss 1.2094368934631348, Train Accuracy 93.50499725341797
==> Epoch 1357/2000
Train Loss 1.20891273021698, Train Accuracy 93.51166534423828
==> Epoch 1358/2000
Train Loss 1.2083886861801147, Train Accuracy 93.52166748046875
==> Epoch 1359/2000
Train Loss 1.2078654766082764, Train Accuracy 93.52333068847656
==> Epoch 1360/2000
Train Loss 1.2073426246643066, Train Accuracy 93.5250015258789
==> Epoch 1361/2000
Train Loss 1.2068202495574951, Train Accuracy 93.5250015258789
==> Epoch 1362/2000
Train Loss 1.2062982320785522, Train Accuracy 93.52666473388672
==> Epoch 1363/2000
Train Loss 1.2057770490646362, Train Accuracy 93.52833557128906
==> Epoch 1364/2000
Train Loss 1.2052559852600098, Train Accuracy 93.52833557128906
==> Epoch 1365/2000
Train Loss 1.2047356367111206, Train Accuracy 93.53500366210938
==> Epoch 1366/2000
Train Loss 1.2042155265808105, Train Accuracy 93.54000091552734
==> Epoch 1367/2000
Train Loss 1.2036960124969482, Train Accuracy 93.54000091552734
==> Epoch 1368/2000
Train Loss 1.2031770944595337, Train Accuracy 93.5433349609375
==> Epoch 1369/2000
Train Loss 1.2026585340499878, Train Accuracy 93.54499816894531
==> Epoch 1370/2000
Train Loss 1.2021404504776, Train Accuracy 93.54833221435547
==> Epoch 1371/2000
Train Loss 1.2016228437423706, Train Accuracy 93.54833221435547
==> Epoch 1372/2000
Train Loss 1.2011058330535889, Train Accuracy 93.55166625976562
==> Epoch 1373/2000
Train Loss 1.2005890607833862, Train Accuracy 93.55333709716797
==> Epoch 1374/2000
Train Loss 1.2000726461410522, Train Accuracy 93.5616683959961
==> Epoch 1375/2000
Train Loss 1.1995570659637451, Train Accuracy 93.5633316040039
==> Epoch 1376/2000
Train Loss 1.199041724205017, Train Accuracy 93.56500244140625
==> Epoch 1377/2000
Train Loss 1.1985270977020264, Train Accuracy 93.5683364868164
==> Epoch 1378/2000
Train Loss 1.1980127096176147, Train Accuracy 93.57166290283203
==> Epoch 1379/2000
Train Loss 1.1974989175796509, Train Accuracy 93.57666778564453
==> Epoch 1380/2000
Train Loss 1.1969853639602661, Train Accuracy 93.57666778564453
==> Epoch 1381/2000
Train Loss 1.1964726448059082, Train Accuracy 93.5816650390625
==> Epoch 1382/2000
Train Loss 1.1959600448608398, Train Accuracy 93.5816650390625
==> Epoch 1383/2000
Train Loss 1.1954481601715088, Train Accuracy 93.5816650390625
==> Epoch 1384/2000
Train Loss 1.1949365139007568, Train Accuracy 93.58333587646484
==> Epoch 1385/2000
Train Loss 1.1944255828857422, Train Accuracy 93.586669921875
==> Epoch 1386/2000
Train Loss 1.1939150094985962, Train Accuracy 93.58999633789062
==> Epoch 1387/2000
Train Loss 1.1934049129486084, Train Accuracy 93.59500122070312
==> Epoch 1388/2000
Train Loss 1.1928952932357788, Train Accuracy 93.59833526611328
==> Epoch 1389/2000
Train Loss 1.1923859119415283, Train Accuracy 93.5999984741211
==> Epoch 1390/2000
Train Loss 1.1918772459030151, Train Accuracy 93.60166931152344
==> Epoch 1391/2000
Train Loss 1.1913689374923706, Train Accuracy 93.6066665649414
==> Epoch 1392/2000
Train Loss 1.1908612251281738, Train Accuracy 93.6066665649414
==> Epoch 1393/2000
Train Loss 1.1903538703918457, Train Accuracy 93.60832977294922
==> Epoch 1394/2000
Train Loss 1.1898468732833862, Train Accuracy 93.61000061035156
==> Epoch 1395/2000
Train Loss 1.1893404722213745, Train Accuracy 93.61499786376953
==> Epoch 1396/2000
Train Loss 1.188834547996521, Train Accuracy 93.61499786376953
==> Epoch 1397/2000
Train Loss 1.1883289813995361, Train Accuracy 93.61333465576172
==> Epoch 1398/2000
Train Loss 1.187824010848999, Train Accuracy 93.61333465576172
==> Epoch 1399/2000
Train Loss 1.1873195171356201, Train Accuracy 93.61333465576172
==> Epoch 1400/2000
Train Loss 1.1868152618408203, Train Accuracy 93.61499786376953
==> Epoch 1401/2000
Train Loss 1.1863116025924683, Train Accuracy 93.61333465576172
==> Epoch 1402/2000
Train Loss 1.1858083009719849, Train Accuracy 93.61333465576172
==> Epoch 1403/2000
Train Loss 1.1853055953979492, Train Accuracy 93.61166381835938
==> Epoch 1404/2000
Train Loss 1.1848034858703613, Train Accuracy 93.61000061035156
==> Epoch 1405/2000
Train Loss 1.184301495552063, Train Accuracy 93.61166381835938
==> Epoch 1406/2000
Train Loss 1.1837998628616333, Train Accuracy 93.62000274658203
==> Epoch 1407/2000
Train Loss 1.18329918384552, Train Accuracy 93.62333679199219
==> Epoch 1408/2000
Train Loss 1.1827986240386963, Train Accuracy 93.62333679199219
==> Epoch 1409/2000
Train Loss 1.1822986602783203, Train Accuracy 93.62333679199219
==> Epoch 1410/2000
Train Loss 1.181799054145813, Train Accuracy 93.62333679199219
==> Epoch 1411/2000
Train Loss 1.1812998056411743, Train Accuracy 93.625
==> Epoch 1412/2000
Train Loss 1.180801272392273, Train Accuracy 93.625
==> Epoch 1413/2000
Train Loss 1.1803029775619507, Train Accuracy 93.62999725341797
==> Epoch 1414/2000
Train Loss 1.1798052787780762, Train Accuracy 93.62999725341797
==> Epoch 1415/2000
Train Loss 1.1793079376220703, Train Accuracy 93.63333129882812
==> Epoch 1416/2000
Train Loss 1.178810954093933, Train Accuracy 93.63833618164062
==> Epoch 1417/2000
Train Loss 1.1783145666122437, Train Accuracy 93.63833618164062
==> Epoch 1418/2000
Train Loss 1.1778185367584229, Train Accuracy 93.6433334350586
==> Epoch 1419/2000
Train Loss 1.1773229837417603, Train Accuracy 93.6433334350586
==> Epoch 1420/2000
Train Loss 1.1768279075622559, Train Accuracy 93.64666748046875
==> Epoch 1421/2000
Train Loss 1.1763335466384888, Train Accuracy 93.6500015258789
==> Epoch 1422/2000
Train Loss 1.1758393049240112, Train Accuracy 93.65166473388672
==> Epoch 1423/2000
Train Loss 1.175345540046692, Train Accuracy 93.65499877929688
==> Epoch 1424/2000
Train Loss 1.1748522520065308, Train Accuracy 93.65833282470703
==> Epoch 1425/2000
Train Loss 1.1743593215942383, Train Accuracy 93.663330078125
==> Epoch 1426/2000
Train Loss 1.1738669872283936, Train Accuracy 93.663330078125
==> Epoch 1427/2000
Train Loss 1.1733750104904175, Train Accuracy 93.663330078125
==> Epoch 1428/2000
Train Loss 1.1728835105895996, Train Accuracy 93.66666412353516
==> Epoch 1429/2000
Train Loss 1.1723923683166504, Train Accuracy 93.6683349609375
==> Epoch 1430/2000
Train Loss 1.1719019412994385, Train Accuracy 93.66999816894531
==> Epoch 1431/2000
Train Loss 1.1714115142822266, Train Accuracy 93.67166900634766
==> Epoch 1432/2000
Train Loss 1.170921802520752, Train Accuracy 93.67166900634766
==> Epoch 1433/2000
Train Loss 1.1704325675964355, Train Accuracy 93.67333221435547
==> Epoch 1434/2000
Train Loss 1.1699438095092773, Train Accuracy 93.67333221435547
==> Epoch 1435/2000
Train Loss 1.1694552898406982, Train Accuracy 93.67666625976562
==> Epoch 1436/2000
Train Loss 1.168967366218567, Train Accuracy 93.67666625976562
==> Epoch 1437/2000
Train Loss 1.1684796810150146, Train Accuracy 93.68333435058594
==> Epoch 1438/2000
Train Loss 1.1679927110671997, Train Accuracy 93.68499755859375
==> Epoch 1439/2000
Train Loss 1.1675060987472534, Train Accuracy 93.6866683959961
==> Epoch 1440/2000
Train Loss 1.1670198440551758, Train Accuracy 93.6883316040039
==> Epoch 1441/2000
Train Loss 1.1665339469909668, Train Accuracy 93.69166564941406
==> Epoch 1442/2000
Train Loss 1.1660486459732056, Train Accuracy 93.69499969482422
==> Epoch 1443/2000
Train Loss 1.1655638217926025, Train Accuracy 93.69833374023438
==> Epoch 1444/2000
Train Loss 1.1650792360305786, Train Accuracy 93.70333099365234
==> Epoch 1445/2000
Train Loss 1.164595127105713, Train Accuracy 93.70333099365234
==> Epoch 1446/2000
Train Loss 1.1641117334365845, Train Accuracy 93.70500183105469
==> Epoch 1447/2000
Train Loss 1.1636284589767456, Train Accuracy 93.7066650390625
==> Epoch 1448/2000
Train Loss 1.163145661354065, Train Accuracy 93.711669921875
==> Epoch 1449/2000
Train Loss 1.1626633405685425, Train Accuracy 93.71333312988281
==> Epoch 1450/2000
Train Loss 1.1621816158294678, Train Accuracy 93.71666717529297
==> Epoch 1451/2000
Train Loss 1.1617001295089722, Train Accuracy 93.72333526611328
==> Epoch 1452/2000
Train Loss 1.1612190008163452, Train Accuracy 93.7249984741211
==> Epoch 1453/2000
Train Loss 1.160738468170166, Train Accuracy 93.7300033569336
==> Epoch 1454/2000
Train Loss 1.1602582931518555, Train Accuracy 93.73332977294922
==> Epoch 1455/2000
Train Loss 1.1597785949707031, Train Accuracy 93.7316665649414
==> Epoch 1456/2000
Train Loss 1.1592992544174194, Train Accuracy 93.7316665649414
==> Epoch 1457/2000
Train Loss 1.158820629119873, Train Accuracy 93.73500061035156
==> Epoch 1458/2000
Train Loss 1.1583420038223267, Train Accuracy 93.73666381835938
==> Epoch 1459/2000
Train Loss 1.1578640937805176, Train Accuracy 93.73999786376953
==> Epoch 1460/2000
Train Loss 1.1573865413665771, Train Accuracy 93.73999786376953
==> Epoch 1461/2000
Train Loss 1.1569092273712158, Train Accuracy 93.74166870117188
==> Epoch 1462/2000
Train Loss 1.1564327478408813, Train Accuracy 93.74333190917969
==> Epoch 1463/2000
Train Loss 1.1559562683105469, Train Accuracy 93.74333190917969
==> Epoch 1464/2000
Train Loss 1.1554806232452393, Train Accuracy 93.74500274658203
==> Epoch 1465/2000
Train Loss 1.1550050973892212, Train Accuracy 93.74666595458984
==> Epoch 1466/2000
Train Loss 1.1545300483703613, Train Accuracy 93.74500274658203
==> Epoch 1467/2000
Train Loss 1.1540554761886597, Train Accuracy 93.74833679199219
==> Epoch 1468/2000
Train Loss 1.1535812616348267, Train Accuracy 93.75166320800781
==> Epoch 1469/2000
Train Loss 1.1531075239181519, Train Accuracy 93.75166320800781
==> Epoch 1470/2000
Train Loss 1.1526343822479248, Train Accuracy 93.75666809082031
==> Epoch 1471/2000
Train Loss 1.1521614789962769, Train Accuracy 93.75833129882812
==> Epoch 1472/2000
Train Loss 1.1516889333724976, Train Accuracy 93.76166534423828
==> Epoch 1473/2000
Train Loss 1.1512168645858765, Train Accuracy 93.76499938964844
==> Epoch 1474/2000
Train Loss 1.1507453918457031, Train Accuracy 93.76667022705078
==> Epoch 1475/2000
Train Loss 1.1502741575241089, Train Accuracy 93.76667022705078
==> Epoch 1476/2000
Train Loss 1.1498032808303833, Train Accuracy 93.77166748046875
==> Epoch 1477/2000
Train Loss 1.1493330001831055, Train Accuracy 93.77333068847656
==> Epoch 1478/2000
Train Loss 1.1488631963729858, Train Accuracy 93.77833557128906
==> Epoch 1479/2000
Train Loss 1.1483935117721558, Train Accuracy 93.78166961669922
==> Epoch 1480/2000
Train Loss 1.147924542427063, Train Accuracy 93.78333282470703
==> Epoch 1481/2000
Train Loss 1.1474558115005493, Train Accuracy 93.78666687011719
==> Epoch 1482/2000
Train Loss 1.1469874382019043, Train Accuracy 93.788330078125
==> Epoch 1483/2000
Train Loss 1.146519660949707, Train Accuracy 93.79499816894531
==> Epoch 1484/2000
Train Loss 1.1460522413253784, Train Accuracy 93.79666900634766
==> Epoch 1485/2000
Train Loss 1.1455851793289185, Train Accuracy 93.80000305175781
==> Epoch 1486/2000
Train Loss 1.1451187133789062, Train Accuracy 93.80500030517578
==> Epoch 1487/2000
Train Loss 1.1446524858474731, Train Accuracy 93.80999755859375
==> Epoch 1488/2000
Train Loss 1.1441866159439087, Train Accuracy 93.8133316040039
==> Epoch 1489/2000
Train Loss 1.1437212228775024, Train Accuracy 93.81500244140625
==> Epoch 1490/2000
Train Loss 1.1432565450668335, Train Accuracy 93.81999969482422
==> Epoch 1491/2000
Train Loss 1.142791986465454, Train Accuracy 93.81999969482422
==> Epoch 1492/2000
Train Loss 1.1423277854919434, Train Accuracy 93.82333374023438
==> Epoch 1493/2000
Train Loss 1.1418639421463013, Train Accuracy 93.82499694824219
==> Epoch 1494/2000
Train Loss 1.1414008140563965, Train Accuracy 93.82499694824219
==> Epoch 1495/2000
Train Loss 1.14093816280365, Train Accuracy 93.82499694824219
==> Epoch 1496/2000
Train Loss 1.1404753923416138, Train Accuracy 93.82499694824219
==> Epoch 1497/2000
Train Loss 1.140013575553894, Train Accuracy 93.83000183105469
==> Epoch 1498/2000
Train Loss 1.1395517587661743, Train Accuracy 93.8316650390625
==> Epoch 1499/2000
Train Loss 1.1390904188156128, Train Accuracy 93.83499908447266
==> Epoch 1500/2000
Train Loss 1.138629674911499, Train Accuracy 93.83499908447266
==> Epoch 1501/2000
Train Loss 1.1381694078445435, Train Accuracy 93.84333038330078
==> Epoch 1502/2000
Train Loss 1.137709379196167, Train Accuracy 93.84666442871094
==> Epoch 1503/2000
Train Loss 1.1372495889663696, Train Accuracy 93.8499984741211
==> Epoch 1504/2000
Train Loss 1.1367906332015991, Train Accuracy 93.8550033569336
==> Epoch 1505/2000
Train Loss 1.1363317966461182, Train Accuracy 93.8566665649414
==> Epoch 1506/2000
Train Loss 1.1358734369277954, Train Accuracy 93.86000061035156
==> Epoch 1507/2000
Train Loss 1.1354154348373413, Train Accuracy 93.86333465576172
==> Epoch 1508/2000
Train Loss 1.1349579095840454, Train Accuracy 93.86666870117188
==> Epoch 1509/2000
Train Loss 1.1345007419586182, Train Accuracy 93.86499786376953
==> Epoch 1510/2000
Train Loss 1.1340439319610596, Train Accuracy 93.86666870117188
==> Epoch 1511/2000
Train Loss 1.1335874795913696, Train Accuracy 93.86666870117188
==> Epoch 1512/2000
Train Loss 1.1331316232681274, Train Accuracy 93.86833190917969
==> Epoch 1513/2000
Train Loss 1.1326762437820435, Train Accuracy 93.87333679199219
==> Epoch 1514/2000
Train Loss 1.132220983505249, Train Accuracy 93.87333679199219
==> Epoch 1515/2000
Train Loss 1.1317663192749023, Train Accuracy 93.87333679199219
==> Epoch 1516/2000
Train Loss 1.1313118934631348, Train Accuracy 93.87666320800781
==> Epoch 1517/2000
Train Loss 1.1308579444885254, Train Accuracy 93.88166809082031
==> Epoch 1518/2000
Train Loss 1.1304043531417847, Train Accuracy 93.88500213623047
==> Epoch 1519/2000
Train Loss 1.1299512386322021, Train Accuracy 93.88999938964844
==> Epoch 1520/2000
Train Loss 1.1294986009597778, Train Accuracy 93.89167022705078
==> Epoch 1521/2000
Train Loss 1.129046082496643, Train Accuracy 93.89167022705078
==> Epoch 1522/2000
Train Loss 1.1285942792892456, Train Accuracy 93.8933334350586
==> Epoch 1523/2000
Train Loss 1.1281427145004272, Train Accuracy 93.89167022705078
==> Epoch 1524/2000
Train Loss 1.1276915073394775, Train Accuracy 93.89167022705078
==> Epoch 1525/2000
Train Loss 1.127240777015686, Train Accuracy 93.8933334350586
==> Epoch 1526/2000
Train Loss 1.1267904043197632, Train Accuracy 93.8933334350586
==> Epoch 1527/2000
Train Loss 1.1263405084609985, Train Accuracy 93.9000015258789
==> Epoch 1528/2000
Train Loss 1.1258909702301025, Train Accuracy 93.9000015258789
==> Epoch 1529/2000
Train Loss 1.1254417896270752, Train Accuracy 93.90333557128906
==> Epoch 1530/2000
Train Loss 1.124993085861206, Train Accuracy 93.90833282470703
==> Epoch 1531/2000
Train Loss 1.1245447397232056, Train Accuracy 93.91166687011719
==> Epoch 1532/2000
Train Loss 1.1240966320037842, Train Accuracy 93.91500091552734
==> Epoch 1533/2000
Train Loss 1.1236491203308105, Train Accuracy 93.92333221435547
==> Epoch 1534/2000
Train Loss 1.123201847076416, Train Accuracy 93.92333221435547
==> Epoch 1535/2000
Train Loss 1.1227550506591797, Train Accuracy 93.92333221435547
==> Epoch 1536/2000
Train Loss 1.122308611869812, Train Accuracy 93.92666625976562
==> Epoch 1537/2000
Train Loss 1.1218626499176025, Train Accuracy 93.92666625976562
==> Epoch 1538/2000
Train Loss 1.1214170455932617, Train Accuracy 93.92833709716797
==> Epoch 1539/2000
Train Loss 1.1209717988967896, Train Accuracy 93.93499755859375
==> Epoch 1540/2000
Train Loss 1.120526909828186, Train Accuracy 93.9383316040039
==> Epoch 1541/2000
Train Loss 1.1200826168060303, Train Accuracy 93.9366683959961
==> Epoch 1542/2000
Train Loss 1.1196385622024536, Train Accuracy 93.9383316040039
==> Epoch 1543/2000
Train Loss 1.1191949844360352, Train Accuracy 93.94166564941406
==> Epoch 1544/2000
Train Loss 1.1187515258789062, Train Accuracy 93.94166564941406
==> Epoch 1545/2000
Train Loss 1.1183087825775146, Train Accuracy 93.94166564941406
==> Epoch 1546/2000
Train Loss 1.1178661584854126, Train Accuracy 93.94833374023438
==> Epoch 1547/2000
Train Loss 1.1174240112304688, Train Accuracy 93.95333099365234
==> Epoch 1548/2000
Train Loss 1.116982340812683, Train Accuracy 93.95999908447266
==> Epoch 1549/2000
Train Loss 1.1165410280227661, Train Accuracy 93.961669921875
==> Epoch 1550/2000
Train Loss 1.1160999536514282, Train Accuracy 93.96333312988281
==> Epoch 1551/2000
Train Loss 1.115659475326538, Train Accuracy 93.96666717529297
==> Epoch 1552/2000
Train Loss 1.115219235420227, Train Accuracy 93.96833038330078
==> Epoch 1553/2000
Train Loss 1.1147794723510742, Train Accuracy 93.97166442871094
==> Epoch 1554/2000
Train Loss 1.11434006690979, Train Accuracy 93.97666931152344
==> Epoch 1555/2000
Train Loss 1.1139010190963745, Train Accuracy 93.98332977294922
==> Epoch 1556/2000
Train Loss 1.113462209701538, Train Accuracy 93.98332977294922
==> Epoch 1557/2000
Train Loss 1.1130239963531494, Train Accuracy 93.98332977294922
==> Epoch 1558/2000
Train Loss 1.112586259841919, Train Accuracy 93.98666381835938
==> Epoch 1559/2000
Train Loss 1.112148642539978, Train Accuracy 93.98666381835938
==> Epoch 1560/2000
Train Loss 1.1117115020751953, Train Accuracy 93.98999786376953
==> Epoch 1561/2000
Train Loss 1.1112747192382812, Train Accuracy 93.99500274658203
==> Epoch 1562/2000
Train Loss 1.1108384132385254, Train Accuracy 93.99666595458984
==> Epoch 1563/2000
Train Loss 1.1104024648666382, Train Accuracy 93.99666595458984
==> Epoch 1564/2000
Train Loss 1.1099668741226196, Train Accuracy 94.0
==> Epoch 1565/2000
Train Loss 1.1095315217971802, Train Accuracy 94.0
==> Epoch 1566/2000
Train Loss 1.1090967655181885, Train Accuracy 94.00166320800781
==> Epoch 1567/2000
Train Loss 1.1086623668670654, Train Accuracy 94.00333404541016
==> Epoch 1568/2000
Train Loss 1.1082282066345215, Train Accuracy 94.00666809082031
==> Epoch 1569/2000
Train Loss 1.1077946424484253, Train Accuracy 94.00666809082031
==> Epoch 1570/2000
Train Loss 1.1073611974716187, Train Accuracy 94.00833129882812
==> Epoch 1571/2000
Train Loss 1.1069283485412598, Train Accuracy 94.01166534423828
==> Epoch 1572/2000
Train Loss 1.1064956188201904, Train Accuracy 94.01667022705078
==> Epoch 1573/2000
Train Loss 1.1060634851455688, Train Accuracy 94.0199966430664
==> Epoch 1574/2000
Train Loss 1.1056315898895264, Train Accuracy 94.02166748046875
==> Epoch 1575/2000
Train Loss 1.1052002906799316, Train Accuracy 94.02166748046875
==> Epoch 1576/2000
Train Loss 1.104768991470337, Train Accuracy 94.0250015258789
==> Epoch 1577/2000
Train Loss 1.1043384075164795, Train Accuracy 94.02666473388672
==> Epoch 1578/2000
Train Loss 1.1039081811904907, Train Accuracy 94.02833557128906
==> Epoch 1579/2000
Train Loss 1.103478193283081, Train Accuracy 94.02999877929688
==> Epoch 1580/2000
Train Loss 1.10304856300354, Train Accuracy 94.02999877929688
==> Epoch 1581/2000
Train Loss 1.1026192903518677, Train Accuracy 94.03166961669922
==> Epoch 1582/2000
Train Loss 1.102190375328064, Train Accuracy 94.03333282470703
==> Epoch 1583/2000
Train Loss 1.1017619371414185, Train Accuracy 94.03500366210938
==> Epoch 1584/2000
Train Loss 1.1013339757919312, Train Accuracy 94.04166412353516
==> Epoch 1585/2000
Train Loss 1.1009061336517334, Train Accuracy 94.0433349609375
==> Epoch 1586/2000
Train Loss 1.1004788875579834, Train Accuracy 94.04499816894531
==> Epoch 1587/2000
Train Loss 1.1000518798828125, Train Accuracy 94.04499816894531
==> Epoch 1588/2000
Train Loss 1.0996252298355103, Train Accuracy 94.04499816894531
==> Epoch 1589/2000
Train Loss 1.099198818206787, Train Accuracy 94.04666900634766
==> Epoch 1590/2000
Train Loss 1.0987728834152222, Train Accuracy 94.04666900634766
==> Epoch 1591/2000
Train Loss 1.0983474254608154, Train Accuracy 94.05333709716797
==> Epoch 1592/2000
Train Loss 1.097922444343567, Train Accuracy 94.05333709716797
==> Epoch 1593/2000
Train Loss 1.0974974632263184, Train Accuracy 94.05999755859375
==> Epoch 1594/2000
Train Loss 1.0970730781555176, Train Accuracy 94.05999755859375
==> Epoch 1595/2000
Train Loss 1.0966490507125854, Train Accuracy 94.05999755859375
==> Epoch 1596/2000
Train Loss 1.096225380897522, Train Accuracy 94.05999755859375
==> Epoch 1597/2000
Train Loss 1.0958021879196167, Train Accuracy 94.0633316040039
==> Epoch 1598/2000
Train Loss 1.095379114151001, Train Accuracy 94.06500244140625
==> Epoch 1599/2000
Train Loss 1.0949565172195435, Train Accuracy 94.07166290283203
==> Epoch 1600/2000
Train Loss 1.0945340394973755, Train Accuracy 94.07666778564453
==> Epoch 1601/2000
Train Loss 1.0941122770309448, Train Accuracy 94.08000183105469
==> Epoch 1602/2000
Train Loss 1.0936907529830933, Train Accuracy 94.0816650390625
==> Epoch 1603/2000
Train Loss 1.0932695865631104, Train Accuracy 94.08333587646484
==> Epoch 1604/2000
Train Loss 1.092848777770996, Train Accuracy 94.086669921875
==> Epoch 1605/2000
Train Loss 1.09242844581604, Train Accuracy 94.08999633789062
==> Epoch 1606/2000
Train Loss 1.092008352279663, Train Accuracy 94.08999633789062
==> Epoch 1607/2000
Train Loss 1.0915886163711548, Train Accuracy 94.09500122070312
==> Epoch 1608/2000
Train Loss 1.0911692380905151, Train Accuracy 94.09666442871094
==> Epoch 1609/2000
Train Loss 1.0907503366470337, Train Accuracy 94.0999984741211
==> Epoch 1610/2000
Train Loss 1.0903316736221313, Train Accuracy 94.10166931152344
==> Epoch 1611/2000
Train Loss 1.0899133682250977, Train Accuracy 94.10166931152344
==> Epoch 1612/2000
Train Loss 1.0894954204559326, Train Accuracy 94.10166931152344
==> Epoch 1613/2000
Train Loss 1.0890780687332153, Train Accuracy 94.10333251953125
==> Epoch 1614/2000
Train Loss 1.088660717010498, Train Accuracy 94.1050033569336
==> Epoch 1615/2000
Train Loss 1.088243842124939, Train Accuracy 94.1066665649414
==> Epoch 1616/2000
Train Loss 1.087827444076538, Train Accuracy 94.10832977294922
==> Epoch 1617/2000
Train Loss 1.0874111652374268, Train Accuracy 94.11000061035156
==> Epoch 1618/2000
Train Loss 1.0869954824447632, Train Accuracy 94.11499786376953
==> Epoch 1619/2000
Train Loss 1.0865801572799683, Train Accuracy 94.11666870117188
==> Epoch 1620/2000
Train Loss 1.0861648321151733, Train Accuracy 94.11666870117188
==> Epoch 1621/2000
Train Loss 1.0857502222061157, Train Accuracy 94.12000274658203
==> Epoch 1622/2000
Train Loss 1.0853359699249268, Train Accuracy 94.12000274658203
==> Epoch 1623/2000
Train Loss 1.084921956062317, Train Accuracy 94.12333679199219
==> Epoch 1624/2000
Train Loss 1.0845081806182861, Train Accuracy 94.125
==> Epoch 1625/2000
Train Loss 1.0840950012207031, Train Accuracy 94.12666320800781
==> Epoch 1626/2000
Train Loss 1.0836819410324097, Train Accuracy 94.12833404541016
==> Epoch 1627/2000
Train Loss 1.0832693576812744, Train Accuracy 94.12833404541016
==> Epoch 1628/2000
Train Loss 1.0828572511672974, Train Accuracy 94.12833404541016
==> Epoch 1629/2000
Train Loss 1.0824452638626099, Train Accuracy 94.12833404541016
==> Epoch 1630/2000
Train Loss 1.0820337533950806, Train Accuracy 94.12999725341797
==> Epoch 1631/2000
Train Loss 1.0816224813461304, Train Accuracy 94.13333129882812
==> Epoch 1632/2000
Train Loss 1.0812116861343384, Train Accuracy 94.13500213623047
==> Epoch 1633/2000
Train Loss 1.0808011293411255, Train Accuracy 94.13666534423828
==> Epoch 1634/2000
Train Loss 1.0803910493850708, Train Accuracy 94.13666534423828
==> Epoch 1635/2000
Train Loss 1.0799813270568848, Train Accuracy 94.13666534423828
==> Epoch 1636/2000
Train Loss 1.0795717239379883, Train Accuracy 94.13666534423828
==> Epoch 1637/2000
Train Loss 1.07916259765625, Train Accuracy 94.13833618164062
==> Epoch 1638/2000
Train Loss 1.0787538290023804, Train Accuracy 94.14167022705078
==> Epoch 1639/2000
Train Loss 1.078345537185669, Train Accuracy 94.14666748046875
==> Epoch 1640/2000
Train Loss 1.077937364578247, Train Accuracy 94.1500015258789
==> Epoch 1641/2000
Train Loss 1.0775296688079834, Train Accuracy 94.14833068847656
==> Epoch 1642/2000
Train Loss 1.0771223306655884, Train Accuracy 94.1500015258789
==> Epoch 1643/2000
Train Loss 1.0767152309417725, Train Accuracy 94.15333557128906
==> Epoch 1644/2000
Train Loss 1.0763084888458252, Train Accuracy 94.15166473388672
==> Epoch 1645/2000
Train Loss 1.0759022235870361, Train Accuracy 94.15166473388672
==> Epoch 1646/2000
Train Loss 1.0754963159561157, Train Accuracy 94.15833282470703
==> Epoch 1647/2000
Train Loss 1.0750905275344849, Train Accuracy 94.16000366210938
==> Epoch 1648/2000
Train Loss 1.0746850967407227, Train Accuracy 94.16166687011719
==> Epoch 1649/2000
Train Loss 1.0742802619934082, Train Accuracy 94.17333221435547
==> Epoch 1650/2000
Train Loss 1.0738755464553833, Train Accuracy 94.18000030517578
==> Epoch 1651/2000
Train Loss 1.0734714269638062, Train Accuracy 94.1816635131836
==> Epoch 1652/2000
Train Loss 1.0730674266815186, Train Accuracy 94.1866683959961
==> Epoch 1653/2000
Train Loss 1.0726637840270996, Train Accuracy 94.1866683959961
==> Epoch 1654/2000
Train Loss 1.0722604990005493, Train Accuracy 94.19000244140625
==> Epoch 1655/2000
Train Loss 1.0718575716018677, Train Accuracy 94.19499969482422
==> Epoch 1656/2000
Train Loss 1.0714551210403442, Train Accuracy 94.19666290283203
==> Epoch 1657/2000
Train Loss 1.0710527896881104, Train Accuracy 94.19833374023438
==> Epoch 1658/2000
Train Loss 1.0706508159637451, Train Accuracy 94.20166778564453
==> Epoch 1659/2000
Train Loss 1.0702491998672485, Train Accuracy 94.20333099365234
==> Epoch 1660/2000
Train Loss 1.0698479413986206, Train Accuracy 94.20333099365234
==> Epoch 1661/2000
Train Loss 1.0694471597671509, Train Accuracy 94.20333099365234
==> Epoch 1662/2000
Train Loss 1.0690463781356812, Train Accuracy 94.20500183105469
==> Epoch 1663/2000
Train Loss 1.0686460733413696, Train Accuracy 94.20833587646484
==> Epoch 1664/2000
Train Loss 1.0682462453842163, Train Accuracy 94.21333312988281
==> Epoch 1665/2000
Train Loss 1.0678468942642212, Train Accuracy 94.21499633789062
==> Epoch 1666/2000
Train Loss 1.0674476623535156, Train Accuracy 94.21499633789062
==> Epoch 1667/2000
Train Loss 1.0670485496520996, Train Accuracy 94.21833038330078
==> Epoch 1668/2000
Train Loss 1.066650152206421, Train Accuracy 94.22333526611328
==> Epoch 1669/2000
Train Loss 1.0662518739700317, Train Accuracy 94.2300033569336
==> Epoch 1670/2000
Train Loss 1.0658539533615112, Train Accuracy 94.23666381835938
==> Epoch 1671/2000
Train Loss 1.0654563903808594, Train Accuracy 94.23500061035156
==> Epoch 1672/2000
Train Loss 1.0650593042373657, Train Accuracy 94.23666381835938
==> Epoch 1673/2000
Train Loss 1.0646623373031616, Train Accuracy 94.24333190917969
==> Epoch 1674/2000
Train Loss 1.0642657279968262, Train Accuracy 94.24500274658203
==> Epoch 1675/2000
Train Loss 1.063869595527649, Train Accuracy 94.25166320800781
==> Epoch 1676/2000
Train Loss 1.0634737014770508, Train Accuracy 94.25833129882812
==> Epoch 1677/2000
Train Loss 1.0630781650543213, Train Accuracy 94.26499938964844
==> Epoch 1678/2000
Train Loss 1.062682867050171, Train Accuracy 94.2699966430664
==> Epoch 1679/2000
Train Loss 1.0622880458831787, Train Accuracy 94.27166748046875
==> Epoch 1680/2000
Train Loss 1.0618932247161865, Train Accuracy 94.2750015258789
==> Epoch 1681/2000
Train Loss 1.0614988803863525, Train Accuracy 94.2750015258789
==> Epoch 1682/2000
Train Loss 1.0611050128936768, Train Accuracy 94.27666473388672
==> Epoch 1683/2000
Train Loss 1.0607116222381592, Train Accuracy 94.28166961669922
==> Epoch 1684/2000
Train Loss 1.0603182315826416, Train Accuracy 94.27999877929688
==> Epoch 1685/2000
Train Loss 1.0599253177642822, Train Accuracy 94.27999877929688
==> Epoch 1686/2000
Train Loss 1.0595327615737915, Train Accuracy 94.28666687011719
==> Epoch 1687/2000
Train Loss 1.0591403245925903, Train Accuracy 94.28666687011719
==> Epoch 1688/2000
Train Loss 1.0587483644485474, Train Accuracy 94.288330078125
==> Epoch 1689/2000
Train Loss 1.0583566427230835, Train Accuracy 94.288330078125
==> Epoch 1690/2000
Train Loss 1.0579653978347778, Train Accuracy 94.29166412353516
==> Epoch 1691/2000
Train Loss 1.0575743913650513, Train Accuracy 94.29166412353516
==> Epoch 1692/2000
Train Loss 1.057183861732483, Train Accuracy 94.29000091552734
==> Epoch 1693/2000
Train Loss 1.0567933320999146, Train Accuracy 94.29166412353516
==> Epoch 1694/2000
Train Loss 1.056403398513794, Train Accuracy 94.29499816894531
==> Epoch 1695/2000
Train Loss 1.0560137033462524, Train Accuracy 94.29833221435547
==> Epoch 1696/2000
Train Loss 1.0556243658065796, Train Accuracy 94.30333709716797
==> Epoch 1697/2000
Train Loss 1.0552352666854858, Train Accuracy 94.30166625976562
==> Epoch 1698/2000
Train Loss 1.0548465251922607, Train Accuracy 94.30333709716797
==> Epoch 1699/2000
Train Loss 1.0544580221176147, Train Accuracy 94.3066635131836
==> Epoch 1700/2000
Train Loss 1.054069995880127, Train Accuracy 94.30833435058594
==> Epoch 1701/2000
Train Loss 1.0536822080612183, Train Accuracy 94.3116683959961
==> Epoch 1702/2000
Train Loss 1.0532947778701782, Train Accuracy 94.31500244140625
==> Epoch 1703/2000
Train Loss 1.0529077053070068, Train Accuracy 94.31666564941406
==> Epoch 1704/2000
Train Loss 1.052520751953125, Train Accuracy 94.3183364868164
==> Epoch 1705/2000
Train Loss 1.0521342754364014, Train Accuracy 94.3183364868164
==> Epoch 1706/2000
Train Loss 1.0517481565475464, Train Accuracy 94.31999969482422
==> Epoch 1707/2000
Train Loss 1.0513622760772705, Train Accuracy 94.32333374023438
==> Epoch 1708/2000
Train Loss 1.0509766340255737, Train Accuracy 94.32166290283203
==> Epoch 1709/2000
Train Loss 1.0505914688110352, Train Accuracy 94.32499694824219
==> Epoch 1710/2000
Train Loss 1.0502066612243652, Train Accuracy 94.32666778564453
==> Epoch 1711/2000
Train Loss 1.0498219728469849, Train Accuracy 94.32833099365234
==> Epoch 1712/2000
Train Loss 1.0494377613067627, Train Accuracy 94.33000183105469
==> Epoch 1713/2000
Train Loss 1.0490539073944092, Train Accuracy 94.3316650390625
==> Epoch 1714/2000
Train Loss 1.0486701726913452, Train Accuracy 94.336669921875
==> Epoch 1715/2000
Train Loss 1.04828679561615, Train Accuracy 94.33999633789062
==> Epoch 1716/2000
Train Loss 1.0479038953781128, Train Accuracy 94.34500122070312
==> Epoch 1717/2000
Train Loss 1.0475211143493652, Train Accuracy 94.34666442871094
==> Epoch 1718/2000
Train Loss 1.0471385717391968, Train Accuracy 94.3499984741211
==> Epoch 1719/2000
Train Loss 1.046756625175476, Train Accuracy 94.35166931152344
==> Epoch 1720/2000
Train Loss 1.0463749170303345, Train Accuracy 94.35166931152344
==> Epoch 1721/2000
Train Loss 1.045993447303772, Train Accuracy 94.35166931152344
==> Epoch 1722/2000
Train Loss 1.0456124544143677, Train Accuracy 94.35333251953125
==> Epoch 1723/2000
Train Loss 1.0452314615249634, Train Accuracy 94.3550033569336
==> Epoch 1724/2000
Train Loss 1.0448510646820068, Train Accuracy 94.35832977294922
==> Epoch 1725/2000
Train Loss 1.0444706678390503, Train Accuracy 94.36166381835938
==> Epoch 1726/2000
Train Loss 1.044090747833252, Train Accuracy 94.36333465576172
==> Epoch 1727/2000
Train Loss 1.0437113046646118, Train Accuracy 94.36499786376953
==> Epoch 1728/2000
Train Loss 1.0433319807052612, Train Accuracy 94.36833190917969
==> Epoch 1729/2000
Train Loss 1.0429530143737793, Train Accuracy 94.36833190917969
==> Epoch 1730/2000
Train Loss 1.0425742864608765, Train Accuracy 94.37333679199219
==> Epoch 1731/2000
Train Loss 1.0421960353851318, Train Accuracy 94.37666320800781
==> Epoch 1732/2000
Train Loss 1.0418179035186768, Train Accuracy 94.38166809082031
==> Epoch 1733/2000
Train Loss 1.0414401292800903, Train Accuracy 94.38166809082031
==> Epoch 1734/2000
Train Loss 1.0410627126693726, Train Accuracy 94.38333129882812
==> Epoch 1735/2000
Train Loss 1.0406856536865234, Train Accuracy 94.38166809082031
==> Epoch 1736/2000
Train Loss 1.0403088331222534, Train Accuracy 94.38500213623047
==> Epoch 1737/2000
Train Loss 1.039932131767273, Train Accuracy 94.38500213623047
==> Epoch 1738/2000
Train Loss 1.0395560264587402, Train Accuracy 94.38999938964844
==> Epoch 1739/2000
Train Loss 1.039180040359497, Train Accuracy 94.39167022705078
==> Epoch 1740/2000
Train Loss 1.0388046503067017, Train Accuracy 94.3933334350586
==> Epoch 1741/2000
Train Loss 1.0384292602539062, Train Accuracy 94.3933334350586
==> Epoch 1742/2000
Train Loss 1.0380542278289795, Train Accuracy 94.39666748046875
==> Epoch 1743/2000
Train Loss 1.037679672241211, Train Accuracy 94.40166473388672
==> Epoch 1744/2000
Train Loss 1.037305235862732, Train Accuracy 94.40833282470703
==> Epoch 1745/2000
Train Loss 1.0369311571121216, Train Accuracy 94.41000366210938
==> Epoch 1746/2000
Train Loss 1.0365573167800903, Train Accuracy 94.41000366210938
==> Epoch 1747/2000
Train Loss 1.0361838340759277, Train Accuracy 94.40833282470703
==> Epoch 1748/2000
Train Loss 1.0358107089996338, Train Accuracy 94.41166687011719
==> Epoch 1749/2000
Train Loss 1.035437822341919, Train Accuracy 94.41000366210938
==> Epoch 1750/2000
Train Loss 1.0350651741027832, Train Accuracy 94.41000366210938
==> Epoch 1751/2000
Train Loss 1.0346931219100952, Train Accuracy 94.41166687011719
==> Epoch 1752/2000
Train Loss 1.0343210697174072, Train Accuracy 94.41166687011719
==> Epoch 1753/2000
Train Loss 1.0339492559432983, Train Accuracy 94.413330078125
==> Epoch 1754/2000
Train Loss 1.0335779190063477, Train Accuracy 94.41666412353516
==> Epoch 1755/2000
Train Loss 1.0332069396972656, Train Accuracy 94.42166900634766
==> Epoch 1756/2000
Train Loss 1.0328360795974731, Train Accuracy 94.42666625976562
==> Epoch 1757/2000
Train Loss 1.0324655771255493, Train Accuracy 94.42666625976562
==> Epoch 1758/2000
Train Loss 1.0320954322814941, Train Accuracy 94.4316635131836
==> Epoch 1759/2000
Train Loss 1.0317256450653076, Train Accuracy 94.43333435058594
==> Epoch 1760/2000
Train Loss 1.0313560962677002, Train Accuracy 94.43499755859375
==> Epoch 1761/2000
Train Loss 1.0309867858886719, Train Accuracy 94.43499755859375
==> Epoch 1762/2000
Train Loss 1.0306178331375122, Train Accuracy 94.43499755859375
==> Epoch 1763/2000
Train Loss 1.030248999595642, Train Accuracy 94.4366683959961
==> Epoch 1764/2000
Train Loss 1.0298806428909302, Train Accuracy 94.4366683959961
==> Epoch 1765/2000
Train Loss 1.0295125246047974, Train Accuracy 94.4366683959961
==> Epoch 1766/2000
Train Loss 1.0291447639465332, Train Accuracy 94.44000244140625
==> Epoch 1767/2000
Train Loss 1.0287771224975586, Train Accuracy 94.44166564941406
==> Epoch 1768/2000
Train Loss 1.0284099578857422, Train Accuracy 94.44499969482422
==> Epoch 1769/2000
Train Loss 1.0280430316925049, Train Accuracy 94.44499969482422
==> Epoch 1770/2000
Train Loss 1.0276764631271362, Train Accuracy 94.44666290283203
==> Epoch 1771/2000
Train Loss 1.0273101329803467, Train Accuracy 94.44833374023438
==> Epoch 1772/2000
Train Loss 1.0269440412521362, Train Accuracy 94.44999694824219
==> Epoch 1773/2000
Train Loss 1.0265783071517944, Train Accuracy 94.45333099365234
==> Epoch 1774/2000
Train Loss 1.0262128114700317, Train Accuracy 94.45500183105469
==> Epoch 1775/2000
Train Loss 1.0258475542068481, Train Accuracy 94.45500183105469
==> Epoch 1776/2000
Train Loss 1.0254828929901123, Train Accuracy 94.45999908447266
==> Epoch 1777/2000
Train Loss 1.0251182317733765, Train Accuracy 94.461669921875
==> Epoch 1778/2000
Train Loss 1.0247539281845093, Train Accuracy 94.46333312988281
==> Epoch 1779/2000
Train Loss 1.0243899822235107, Train Accuracy 94.46666717529297
==> Epoch 1780/2000
Train Loss 1.0240260362625122, Train Accuracy 94.46833038330078
==> Epoch 1781/2000
Train Loss 1.0236629247665405, Train Accuracy 94.46666717529297
==> Epoch 1782/2000
Train Loss 1.0232995748519897, Train Accuracy 94.46666717529297
==> Epoch 1783/2000
Train Loss 1.0229365825653076, Train Accuracy 94.46833038330078
==> Epoch 1784/2000
Train Loss 1.0225741863250732, Train Accuracy 94.47000122070312
==> Epoch 1785/2000
Train Loss 1.0222117900848389, Train Accuracy 94.47166442871094
==> Epoch 1786/2000
Train Loss 1.0218498706817627, Train Accuracy 94.47166442871094
==> Epoch 1787/2000
Train Loss 1.0214881896972656, Train Accuracy 94.47833251953125
==> Epoch 1788/2000
Train Loss 1.0211267471313477, Train Accuracy 94.4800033569336
==> Epoch 1789/2000
Train Loss 1.0207655429840088, Train Accuracy 94.4816665649414
==> Epoch 1790/2000
Train Loss 1.0204046964645386, Train Accuracy 94.48332977294922
==> Epoch 1791/2000
Train Loss 1.020044207572937, Train Accuracy 94.48332977294922
==> Epoch 1792/2000
Train Loss 1.0196839570999146, Train Accuracy 94.48332977294922
==> Epoch 1793/2000
Train Loss 1.0193239450454712, Train Accuracy 94.48833465576172
==> Epoch 1794/2000
Train Loss 1.018964171409607, Train Accuracy 94.48666381835938
==> Epoch 1795/2000
Train Loss 1.0186048746109009, Train Accuracy 94.48666381835938
==> Epoch 1796/2000
Train Loss 1.0182455778121948, Train Accuracy 94.48999786376953
==> Epoch 1797/2000
Train Loss 1.0178868770599365, Train Accuracy 94.49166870117188
==> Epoch 1798/2000
Train Loss 1.0175282955169678, Train Accuracy 94.49166870117188
==> Epoch 1799/2000
Train Loss 1.0171698331832886, Train Accuracy 94.49333190917969
==> Epoch 1800/2000
Train Loss 1.0168118476867676, Train Accuracy 94.49500274658203
==> Epoch 1801/2000
Train Loss 1.0164542198181152, Train Accuracy 94.49666595458984
==> Epoch 1802/2000
Train Loss 1.0160967111587524, Train Accuracy 94.49666595458984
==> Epoch 1803/2000
Train Loss 1.0157395601272583, Train Accuracy 94.49666595458984
==> Epoch 1804/2000
Train Loss 1.0153827667236328, Train Accuracy 94.5
==> Epoch 1805/2000
Train Loss 1.0150260925292969, Train Accuracy 94.50166320800781
==> Epoch 1806/2000
Train Loss 1.01466965675354, Train Accuracy 94.5
==> Epoch 1807/2000
Train Loss 1.014313817024231, Train Accuracy 94.50333404541016
==> Epoch 1808/2000
Train Loss 1.0139579772949219, Train Accuracy 94.50499725341797
==> Epoch 1809/2000
Train Loss 1.013602375984192, Train Accuracy 94.50499725341797
==> Epoch 1810/2000
Train Loss 1.0132472515106201, Train Accuracy 94.50666809082031
==> Epoch 1811/2000
Train Loss 1.0128923654556274, Train Accuracy 94.51667022705078
==> Epoch 1812/2000
Train Loss 1.0125375986099243, Train Accuracy 94.52166748046875
==> Epoch 1813/2000
Train Loss 1.012183427810669, Train Accuracy 94.52166748046875
==> Epoch 1814/2000
Train Loss 1.011829137802124, Train Accuracy 94.5250015258789
==> Epoch 1815/2000
Train Loss 1.0114752054214478, Train Accuracy 94.52666473388672
==> Epoch 1816/2000
Train Loss 1.0111218690872192, Train Accuracy 94.52666473388672
==> Epoch 1817/2000
Train Loss 1.0107686519622803, Train Accuracy 94.52666473388672
==> Epoch 1818/2000
Train Loss 1.0104155540466309, Train Accuracy 94.52666473388672
==> Epoch 1819/2000
Train Loss 1.0100629329681396, Train Accuracy 94.52666473388672
==> Epoch 1820/2000
Train Loss 1.009710431098938, Train Accuracy 94.52999877929688
==> Epoch 1821/2000
Train Loss 1.0093581676483154, Train Accuracy 94.53166961669922
==> Epoch 1822/2000
Train Loss 1.009006381034851, Train Accuracy 94.53500366210938
==> Epoch 1823/2000
Train Loss 1.0086547136306763, Train Accuracy 94.54000091552734
==> Epoch 1824/2000
Train Loss 1.0083032846450806, Train Accuracy 94.5433349609375
==> Epoch 1825/2000
Train Loss 1.007952332496643, Train Accuracy 94.54499816894531
==> Epoch 1826/2000
Train Loss 1.0076014995574951, Train Accuracy 94.54833221435547
==> Epoch 1827/2000
Train Loss 1.0072510242462158, Train Accuracy 94.55000305175781
==> Epoch 1828/2000
Train Loss 1.006900668144226, Train Accuracy 94.55333709716797
==> Epoch 1829/2000
Train Loss 1.006550669670105, Train Accuracy 94.55500030517578
==> Epoch 1830/2000
Train Loss 1.0062010288238525, Train Accuracy 94.55500030517578
==> Epoch 1831/2000
Train Loss 1.0058515071868896, Train Accuracy 94.55500030517578
==> Epoch 1832/2000
Train Loss 1.005502462387085, Train Accuracy 94.55833435058594
==> Epoch 1833/2000
Train Loss 1.0051535367965698, Train Accuracy 94.5616683959961
==> Epoch 1834/2000
Train Loss 1.0048048496246338, Train Accuracy 94.5633316040039
==> Epoch 1835/2000
Train Loss 1.0044565200805664, Train Accuracy 94.56666564941406
==> Epoch 1836/2000
Train Loss 1.0041084289550781, Train Accuracy 94.5683364868164
==> Epoch 1837/2000
Train Loss 1.003760576248169, Train Accuracy 94.56999969482422
==> Epoch 1838/2000
Train Loss 1.0034130811691284, Train Accuracy 94.57333374023438
==> Epoch 1839/2000
Train Loss 1.003065824508667, Train Accuracy 94.57666778564453
==> Epoch 1840/2000
Train Loss 1.0027188062667847, Train Accuracy 94.57833099365234
==> Epoch 1841/2000
Train Loss 1.0023720264434814, Train Accuracy 94.58000183105469
==> Epoch 1842/2000
Train Loss 1.0020256042480469, Train Accuracy 94.58000183105469
==> Epoch 1843/2000
Train Loss 1.0016793012619019, Train Accuracy 94.58000183105469
==> Epoch 1844/2000
Train Loss 1.0013333559036255, Train Accuracy 94.58333587646484
==> Epoch 1845/2000
Train Loss 1.0009876489639282, Train Accuracy 94.58499908447266
==> Epoch 1846/2000
Train Loss 1.0006422996520996, Train Accuracy 94.58999633789062
==> Epoch 1847/2000
Train Loss 1.0002970695495605, Train Accuracy 94.58999633789062
==> Epoch 1848/2000
Train Loss 0.9999522566795349, Train Accuracy 94.59166717529297
==> Epoch 1849/2000
Train Loss 0.9996076226234436, Train Accuracy 94.59500122070312
==> Epoch 1850/2000
Train Loss 0.9992632865905762, Train Accuracy 94.59833526611328
==> Epoch 1851/2000
Train Loss 0.9989191889762878, Train Accuracy 94.5999984741211
==> Epoch 1852/2000
Train Loss 0.9985754489898682, Train Accuracy 94.5999984741211
==> Epoch 1853/2000
Train Loss 0.9982317686080933, Train Accuracy 94.60333251953125
==> Epoch 1854/2000
Train Loss 0.997888445854187, Train Accuracy 94.6050033569336
==> Epoch 1855/2000
Train Loss 0.9975454807281494, Train Accuracy 94.6066665649414
==> Epoch 1856/2000
Train Loss 0.9972026944160461, Train Accuracy 94.6066665649414
==> Epoch 1857/2000
Train Loss 0.9968602657318115, Train Accuracy 94.61000061035156
==> Epoch 1858/2000
Train Loss 0.9965178966522217, Train Accuracy 94.61166381835938
==> Epoch 1859/2000
Train Loss 0.9961759448051453, Train Accuracy 94.61499786376953
==> Epoch 1860/2000
Train Loss 0.9958341717720032, Train Accuracy 94.61833190917969
==> Epoch 1861/2000
Train Loss 0.9954927563667297, Train Accuracy 94.62333679199219
==> Epoch 1862/2000
Train Loss 0.9951515197753906, Train Accuracy 94.625
==> Epoch 1863/2000
Train Loss 0.9948105812072754, Train Accuracy 94.625
==> Epoch 1864/2000
Train Loss 0.994469940662384, Train Accuracy 94.625
==> Epoch 1865/2000
Train Loss 0.9941295385360718, Train Accuracy 94.62666320800781
==> Epoch 1866/2000
Train Loss 0.9937891960144043, Train Accuracy 94.62833404541016
==> Epoch 1867/2000
Train Loss 0.9934495091438293, Train Accuracy 94.62999725341797
==> Epoch 1868/2000
Train Loss 0.9931097030639648, Train Accuracy 94.62999725341797
==> Epoch 1869/2000
Train Loss 0.9927703142166138, Train Accuracy 94.62999725341797
==> Epoch 1870/2000
Train Loss 0.9924313426017761, Train Accuracy 94.63166809082031
==> Epoch 1871/2000
Train Loss 0.9920923113822937, Train Accuracy 94.63666534423828
==> Epoch 1872/2000
Train Loss 0.9917538166046143, Train Accuracy 94.63666534423828
==> Epoch 1873/2000
Train Loss 0.9914155006408691, Train Accuracy 94.63999938964844
==> Epoch 1874/2000
Train Loss 0.9910773634910583, Train Accuracy 94.64167022705078
==> Epoch 1875/2000
Train Loss 0.9907394051551819, Train Accuracy 94.6449966430664
==> Epoch 1876/2000
Train Loss 0.9904018640518188, Train Accuracy 94.64833068847656
==> Epoch 1877/2000
Train Loss 0.9900645017623901, Train Accuracy 94.65166473388672
==> Epoch 1878/2000
Train Loss 0.9897274374961853, Train Accuracy 94.65166473388672
==> Epoch 1879/2000
Train Loss 0.9893906116485596, Train Accuracy 94.65166473388672
==> Epoch 1880/2000
Train Loss 0.9890540838241577, Train Accuracy 94.65499877929688
==> Epoch 1881/2000
Train Loss 0.988717794418335, Train Accuracy 94.65499877929688
==> Epoch 1882/2000
Train Loss 0.9883817434310913, Train Accuracy 94.66000366210938
==> Epoch 1883/2000
Train Loss 0.9880458116531372, Train Accuracy 94.66166687011719
==> Epoch 1884/2000
Train Loss 0.9877102971076965, Train Accuracy 94.663330078125
==> Epoch 1885/2000
Train Loss 0.987375020980835, Train Accuracy 94.663330078125
==> Epoch 1886/2000
Train Loss 0.9870399832725525, Train Accuracy 94.66666412353516
==> Epoch 1887/2000
Train Loss 0.9867051839828491, Train Accuracy 94.66500091552734
==> Epoch 1888/2000
Train Loss 0.9863706827163696, Train Accuracy 94.66666412353516
==> Epoch 1889/2000
Train Loss 0.9860363006591797, Train Accuracy 94.66666412353516
==> Epoch 1890/2000
Train Loss 0.9857022762298584, Train Accuracy 94.6683349609375
==> Epoch 1891/2000
Train Loss 0.985368549823761, Train Accuracy 94.66999816894531
==> Epoch 1892/2000
Train Loss 0.9850349426269531, Train Accuracy 94.67333221435547
==> Epoch 1893/2000
Train Loss 0.9847016930580139, Train Accuracy 94.67333221435547
==> Epoch 1894/2000
Train Loss 0.984368622303009, Train Accuracy 94.67500305175781
==> Epoch 1895/2000
Train Loss 0.9840359091758728, Train Accuracy 94.67666625976562
==> Epoch 1896/2000
Train Loss 0.9837033152580261, Train Accuracy 94.67833709716797
==> Epoch 1897/2000
Train Loss 0.9833710193634033, Train Accuracy 94.68000030517578
==> Epoch 1898/2000
Train Loss 0.9830389618873596, Train Accuracy 94.6816635131836
==> Epoch 1899/2000
Train Loss 0.9827072024345398, Train Accuracy 94.68333435058594
==> Epoch 1900/2000
Train Loss 0.9823755621910095, Train Accuracy 94.69000244140625
==> Epoch 1901/2000
Train Loss 0.9820443391799927, Train Accuracy 94.69000244140625
==> Epoch 1902/2000
Train Loss 0.9817132949829102, Train Accuracy 94.6933364868164
==> Epoch 1903/2000
Train Loss 0.981382429599762, Train Accuracy 94.69499969482422
==> Epoch 1904/2000
Train Loss 0.9810519814491272, Train Accuracy 94.69499969482422
==> Epoch 1905/2000
Train Loss 0.9807215332984924, Train Accuracy 94.6933364868164
==> Epoch 1906/2000
Train Loss 0.9803916215896606, Train Accuracy 94.69499969482422
==> Epoch 1907/2000
Train Loss 0.9800618290901184, Train Accuracy 94.69666290283203
==> Epoch 1908/2000
Train Loss 0.9797321557998657, Train Accuracy 94.69666290283203
==> Epoch 1909/2000
Train Loss 0.9794028997421265, Train Accuracy 94.70166778564453
==> Epoch 1910/2000
Train Loss 0.9790738224983215, Train Accuracy 94.70333099365234
==> Epoch 1911/2000
Train Loss 0.9787449836730957, Train Accuracy 94.70333099365234
==> Epoch 1912/2000
Train Loss 0.9784163236618042, Train Accuracy 94.70833587646484
==> Epoch 1913/2000
Train Loss 0.9780879616737366, Train Accuracy 94.711669921875
==> Epoch 1914/2000
Train Loss 0.9777600169181824, Train Accuracy 94.71499633789062
==> Epoch 1915/2000
Train Loss 0.9774320721626282, Train Accuracy 94.71666717529297
==> Epoch 1916/2000
Train Loss 0.9771045446395874, Train Accuracy 94.71666717529297
==> Epoch 1917/2000
Train Loss 0.9767771363258362, Train Accuracy 94.72000122070312
==> Epoch 1918/2000
Train Loss 0.9764500260353088, Train Accuracy 94.72166442871094
==> Epoch 1919/2000
Train Loss 0.9761231541633606, Train Accuracy 94.72333526611328
==> Epoch 1920/2000
Train Loss 0.9757963418960571, Train Accuracy 94.72333526611328
==> Epoch 1921/2000
Train Loss 0.9754700064659119, Train Accuracy 94.72666931152344
==> Epoch 1922/2000
Train Loss 0.9751439094543457, Train Accuracy 94.72666931152344
==> Epoch 1923/2000
Train Loss 0.9748179316520691, Train Accuracy 94.7300033569336
==> Epoch 1924/2000
Train Loss 0.9744922518730164, Train Accuracy 94.73332977294922
==> Epoch 1925/2000
Train Loss 0.9741668701171875, Train Accuracy 94.73332977294922
==> Epoch 1926/2000
Train Loss 0.973841667175293, Train Accuracy 94.73332977294922
==> Epoch 1927/2000
Train Loss 0.9735166430473328, Train Accuracy 94.73500061035156
==> Epoch 1928/2000
Train Loss 0.9731919765472412, Train Accuracy 94.73999786376953
==> Epoch 1929/2000
Train Loss 0.972867488861084, Train Accuracy 94.74333190917969
==> Epoch 1930/2000
Train Loss 0.9725432395935059, Train Accuracy 94.74333190917969
==> Epoch 1931/2000
Train Loss 0.9722192883491516, Train Accuracy 94.74833679199219
==> Epoch 1932/2000
Train Loss 0.9718955159187317, Train Accuracy 94.75
==> Epoch 1933/2000
Train Loss 0.9715719223022461, Train Accuracy 94.75333404541016
==> Epoch 1934/2000
Train Loss 0.9712485671043396, Train Accuracy 94.75833129882812
==> Epoch 1935/2000
Train Loss 0.9709255695343018, Train Accuracy 94.76000213623047
==> Epoch 1936/2000
Train Loss 0.9706027507781982, Train Accuracy 94.76166534423828
==> Epoch 1937/2000
Train Loss 0.9702801704406738, Train Accuracy 94.76166534423828
==> Epoch 1938/2000
Train Loss 0.9699578881263733, Train Accuracy 94.76333618164062
==> Epoch 1939/2000
Train Loss 0.9696357250213623, Train Accuracy 94.7699966430664
==> Epoch 1940/2000
Train Loss 0.9693138599395752, Train Accuracy 94.77166748046875
==> Epoch 1941/2000
Train Loss 0.9689921736717224, Train Accuracy 94.7750015258789
==> Epoch 1942/2000
Train Loss 0.9686709046363831, Train Accuracy 94.77666473388672
==> Epoch 1943/2000
Train Loss 0.9683496952056885, Train Accuracy 94.77666473388672
==> Epoch 1944/2000
Train Loss 0.968028724193573, Train Accuracy 94.77666473388672
==> Epoch 1945/2000
Train Loss 0.9677079916000366, Train Accuracy 94.77999877929688
==> Epoch 1946/2000
Train Loss 0.9673876166343689, Train Accuracy 94.78500366210938
==> Epoch 1947/2000
Train Loss 0.967067301273346, Train Accuracy 94.78500366210938
==> Epoch 1948/2000
Train Loss 0.9667472839355469, Train Accuracy 94.788330078125
==> Epoch 1949/2000
Train Loss 0.9664276242256165, Train Accuracy 94.79000091552734
==> Epoch 1950/2000
Train Loss 0.9661080241203308, Train Accuracy 94.79166412353516
==> Epoch 1951/2000
Train Loss 0.965788722038269, Train Accuracy 94.7933349609375
==> Epoch 1952/2000
Train Loss 0.9654697179794312, Train Accuracy 94.7933349609375
==> Epoch 1953/2000
Train Loss 0.9651508331298828, Train Accuracy 94.8066635131836
==> Epoch 1954/2000
Train Loss 0.9648323059082031, Train Accuracy 94.8066635131836
==> Epoch 1955/2000
Train Loss 0.9645139575004578, Train Accuracy 94.80833435058594
==> Epoch 1956/2000
Train Loss 0.964195728302002, Train Accuracy 94.80833435058594
==> Epoch 1957/2000
Train Loss 0.9638778567314148, Train Accuracy 94.80833435058594
==> Epoch 1958/2000
Train Loss 0.9635602235794067, Train Accuracy 94.80999755859375
==> Epoch 1959/2000
Train Loss 0.9632427096366882, Train Accuracy 94.8116683959961
==> Epoch 1960/2000
Train Loss 0.9629254937171936, Train Accuracy 94.8133316040039
==> Epoch 1961/2000
Train Loss 0.9626085162162781, Train Accuracy 94.81999969482422
==> Epoch 1962/2000
Train Loss 0.9622917771339417, Train Accuracy 94.82166290283203
==> Epoch 1963/2000
Train Loss 0.9619752168655396, Train Accuracy 94.82166290283203
==> Epoch 1964/2000
Train Loss 0.9616588950157166, Train Accuracy 94.82166290283203
==> Epoch 1965/2000
Train Loss 0.961342990398407, Train Accuracy 94.82833099365234
==> Epoch 1966/2000
Train Loss 0.9610270261764526, Train Accuracy 94.82833099365234
==> Epoch 1967/2000
Train Loss 0.9607114195823669, Train Accuracy 94.83000183105469
==> Epoch 1968/2000
Train Loss 0.9603961110115051, Train Accuracy 94.83000183105469
==> Epoch 1969/2000
Train Loss 0.9600809216499329, Train Accuracy 94.83000183105469
==> Epoch 1970/2000
Train Loss 0.9597660303115845, Train Accuracy 94.8316650390625
==> Epoch 1971/2000
Train Loss 0.9594513177871704, Train Accuracy 94.83499908447266
==> Epoch 1972/2000
Train Loss 0.9591367840766907, Train Accuracy 94.836669921875
==> Epoch 1973/2000
Train Loss 0.9588225483894348, Train Accuracy 94.83999633789062
==> Epoch 1974/2000
Train Loss 0.9585084915161133, Train Accuracy 94.83999633789062
==> Epoch 1975/2000
Train Loss 0.9581946730613708, Train Accuracy 94.84333038330078
==> Epoch 1976/2000
Train Loss 0.9578810930252075, Train Accuracy 94.84166717529297
==> Epoch 1977/2000
Train Loss 0.9575678706169128, Train Accuracy 94.84166717529297
==> Epoch 1978/2000
Train Loss 0.9572546482086182, Train Accuracy 94.84166717529297
==> Epoch 1979/2000
Train Loss 0.9569417834281921, Train Accuracy 94.84333038330078
==> Epoch 1980/2000
Train Loss 0.9566290974617004, Train Accuracy 94.84333038330078
==> Epoch 1981/2000
Train Loss 0.9563167095184326, Train Accuracy 94.84666442871094
==> Epoch 1982/2000
Train Loss 0.9560045003890991, Train Accuracy 94.84500122070312
==> Epoch 1983/2000
Train Loss 0.9556924104690552, Train Accuracy 94.84666442871094
==> Epoch 1984/2000
Train Loss 0.9553807377815247, Train Accuracy 94.84666442871094
==> Epoch 1985/2000
Train Loss 0.9550691246986389, Train Accuracy 94.84666442871094
==> Epoch 1986/2000
Train Loss 0.954757809638977, Train Accuracy 94.8499984741211
==> Epoch 1987/2000
Train Loss 0.9544467329978943, Train Accuracy 94.85166931152344
==> Epoch 1988/2000
Train Loss 0.9541358947753906, Train Accuracy 94.85333251953125
==> Epoch 1989/2000
Train Loss 0.9538251757621765, Train Accuracy 94.8550033569336
==> Epoch 1990/2000
Train Loss 0.9535147547721863, Train Accuracy 94.8566665649414
==> Epoch 1991/2000
Train Loss 0.9532044529914856, Train Accuracy 94.8566665649414
==> Epoch 1992/2000
Train Loss 0.9528945088386536, Train Accuracy 94.85832977294922
==> Epoch 1993/2000
Train Loss 0.9525846838951111, Train Accuracy 94.86166381835938
==> Epoch 1994/2000
Train Loss 0.9522752165794373, Train Accuracy 94.86333465576172
==> Epoch 1995/2000
Train Loss 0.9519658088684082, Train Accuracy 94.86666870117188
==> Epoch 1996/2000
Train Loss 0.951656699180603, Train Accuracy 94.86666870117188
==> Epoch 1997/2000
Train Loss 0.951347827911377, Train Accuracy 94.87666320800781
==> Epoch 1998/2000
Train Loss 0.9510391354560852, Train Accuracy 94.87833404541016
==> Epoch 1999/2000
Train Loss 0.9507306814193726, Train Accuracy 94.87999725341797
==> Epoch 2000/2000
Train Loss 0.950422465801239, Train Accuracy 94.88166809082031
Finished. Total elapsed time (h:m:s): 5:00:32
