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=0.7, trial_num=mu_07, save_dir='/home/zhangxj/workspace/HBF/results', eval_freq=1, print_freq=50, gpu='MIG-4501b1c5-7ed4-50a6-aeaa-38d0ef742f13', use_cpu=False, seed=1, confusion_matrix=False)
Currently using GPU: MIG-4501b1c5-7ed4-50a6-aeaa-38d0ef742f13
Using GPU: NVIDIA A100 80GB PCIe MIG 3g.40gb
Creating dataset: mnist
Creating model: mlp_bn
momentum: 0.7, lr: 0.01, alpha: 3
lr_euler: 0.001, factor: 10
==> Epoch 1/2000
Train Loss 17.725540161132812, Train Accuracy 8.411666870117188
==> Epoch 2/2000
Train Loss 14.211589813232422, Train Accuracy 19.816667556762695
==> Epoch 3/2000
Train Loss 12.093294143676758, Train Accuracy 28.446666717529297
==> Epoch 4/2000
Train Loss 10.640241622924805, Train Accuracy 33.90666580200195
==> Epoch 5/2000
Train Loss 9.612648010253906, Train Accuracy 37.36166763305664
==> Epoch 6/2000
Train Loss 8.857900619506836, Train Accuracy 40.005001068115234
==> Epoch 7/2000
Train Loss 8.28210163116455, Train Accuracy 42.143333435058594
==> Epoch 8/2000
Train Loss 7.828619003295898, Train Accuracy 44.08000183105469
==> Epoch 9/2000
Train Loss 7.4618306159973145, Train Accuracy 45.755001068115234
==> Epoch 10/2000
Train Loss 7.1583027839660645, Train Accuracy 47.28333282470703
==> Epoch 11/2000
Train Loss 6.9020891189575195, Train Accuracy 48.63666534423828
==> Epoch 12/2000
Train Loss 6.6820478439331055, Train Accuracy 49.935001373291016
==> Epoch 13/2000
Train Loss 6.490213871002197, Train Accuracy 51.07666778564453
==> Epoch 14/2000
Train Loss 6.320775032043457, Train Accuracy 52.1783332824707
==> Epoch 15/2000
Train Loss 6.169410228729248, Train Accuracy 53.244998931884766
==> Epoch 16/2000
Train Loss 6.032846450805664, Train Accuracy 54.314998626708984
==> Epoch 17/2000
Train Loss 5.908562183380127, Train Accuracy 55.255001068115234
==> Epoch 18/2000
Train Loss 5.794588565826416, Train Accuracy 56.13333511352539
==> Epoch 19/2000
Train Loss 5.689366817474365, Train Accuracy 57.04166793823242
==> Epoch 20/2000
Train Loss 5.591642379760742, Train Accuracy 57.900001525878906
==> Epoch 21/2000
Train Loss 5.500401496887207, Train Accuracy 58.61833190917969
==> Epoch 22/2000
Train Loss 5.4148101806640625, Train Accuracy 59.31666564941406
==> Epoch 23/2000
Train Loss 5.3341803550720215, Train Accuracy 60.06999969482422
==> Epoch 24/2000
Train Loss 5.257936000823975, Train Accuracy 60.79666519165039
==> Epoch 25/2000
Train Loss 5.185596466064453, Train Accuracy 61.393333435058594
==> Epoch 26/2000
Train Loss 5.116750240325928, Train Accuracy 62.00666809082031
==> Epoch 27/2000
Train Loss 5.05104923248291, Train Accuracy 62.663333892822266
==> Epoch 28/2000
Train Loss 4.98819637298584, Train Accuracy 63.211666107177734
==> Epoch 29/2000
Train Loss 4.927933216094971, Train Accuracy 63.77166748046875
==> Epoch 30/2000
Train Loss 4.87003755569458, Train Accuracy 64.33000183105469
==> Epoch 31/2000
Train Loss 4.814315319061279, Train Accuracy 64.84166717529297
==> Epoch 32/2000
Train Loss 4.760598182678223, Train Accuracy 65.37333679199219
==> Epoch 33/2000
Train Loss 4.708739280700684, Train Accuracy 65.83000183105469
==> Epoch 34/2000
Train Loss 4.658605575561523, Train Accuracy 66.27999877929688
==> Epoch 35/2000
Train Loss 4.610082626342773, Train Accuracy 66.72333526611328
==> Epoch 36/2000
Train Loss 4.563068389892578, Train Accuracy 67.16666412353516
==> Epoch 37/2000
Train Loss 4.517472743988037, Train Accuracy 67.51667022705078
==> Epoch 38/2000
Train Loss 4.473212242126465, Train Accuracy 67.9183349609375
==> Epoch 39/2000
Train Loss 4.430214881896973, Train Accuracy 68.30999755859375
==> Epoch 40/2000
Train Loss 4.38841438293457, Train Accuracy 68.67333221435547
==> Epoch 41/2000
Train Loss 4.347750663757324, Train Accuracy 68.99833679199219
==> Epoch 42/2000
Train Loss 4.308168888092041, Train Accuracy 69.36833190917969
==> Epoch 43/2000
Train Loss 4.269621849060059, Train Accuracy 69.69166564941406
==> Epoch 44/2000
Train Loss 4.232060432434082, Train Accuracy 70.0250015258789
==> Epoch 45/2000
Train Loss 4.195446014404297, Train Accuracy 70.375
==> Epoch 46/2000
Train Loss 4.159738540649414, Train Accuracy 70.67833709716797
==> Epoch 47/2000
Train Loss 4.12490177154541, Train Accuracy 71.00333404541016
==> Epoch 48/2000
Train Loss 4.090902805328369, Train Accuracy 71.28500366210938
==> Epoch 49/2000
Train Loss 4.057709693908691, Train Accuracy 71.54833221435547
==> Epoch 50/2000
Train Loss 4.02529239654541, Train Accuracy 71.82166290283203
==> Epoch 51/2000
Train Loss 3.9936249256134033, Train Accuracy 72.09666442871094
==> Epoch 52/2000
Train Loss 3.9626803398132324, Train Accuracy 72.32166290283203
==> Epoch 53/2000
Train Loss 3.932433843612671, Train Accuracy 72.54666900634766
==> Epoch 54/2000
Train Loss 3.9028618335723877, Train Accuracy 72.8116683959961
==> Epoch 55/2000
Train Loss 3.8739418983459473, Train Accuracy 73.01499938964844
==> Epoch 56/2000
Train Loss 3.8456532955169678, Train Accuracy 73.24166870117188
==> Epoch 57/2000
Train Loss 3.81797456741333, Train Accuracy 73.45166778564453
==> Epoch 58/2000
Train Loss 3.790886640548706, Train Accuracy 73.65499877929688
==> Epoch 59/2000
Train Loss 3.764371633529663, Train Accuracy 73.83999633789062
==> Epoch 60/2000
Train Loss 3.738410472869873, Train Accuracy 74.03666687011719
==> Epoch 61/2000
Train Loss 3.712986946105957, Train Accuracy 74.23666381835938
==> Epoch 62/2000
Train Loss 3.6880836486816406, Train Accuracy 74.40499877929688
==> Epoch 63/2000
Train Loss 3.6636853218078613, Train Accuracy 74.61333465576172
==> Epoch 64/2000
Train Loss 3.6397767066955566, Train Accuracy 74.80000305175781
==> Epoch 65/2000
Train Loss 3.616342544555664, Train Accuracy 74.98666381835938
==> Epoch 66/2000
Train Loss 3.593369245529175, Train Accuracy 75.16500091552734
==> Epoch 67/2000
Train Loss 3.5708422660827637, Train Accuracy 75.3183364868164
==> Epoch 68/2000
Train Loss 3.5487489700317383, Train Accuracy 75.46666717529297
==> Epoch 69/2000
Train Loss 3.5270771980285645, Train Accuracy 75.62999725341797
==> Epoch 70/2000
Train Loss 3.5058140754699707, Train Accuracy 75.75333404541016
==> Epoch 71/2000
Train Loss 3.484947443008423, Train Accuracy 75.90666961669922
==> Epoch 72/2000
Train Loss 3.4644665718078613, Train Accuracy 76.05166625976562
==> Epoch 73/2000
Train Loss 3.44435977935791, Train Accuracy 76.20999908447266
==> Epoch 74/2000
Train Loss 3.424617052078247, Train Accuracy 76.34833526611328
==> Epoch 75/2000
Train Loss 3.4052278995513916, Train Accuracy 76.48500061035156
==> Epoch 76/2000
Train Loss 3.3861823081970215, Train Accuracy 76.62999725341797
==> Epoch 77/2000
Train Loss 3.3674709796905518, Train Accuracy 76.75
==> Epoch 78/2000
Train Loss 3.3490841388702393, Train Accuracy 76.8933334350586
==> Epoch 79/2000
Train Loss 3.3310136795043945, Train Accuracy 77.01499938964844
==> Epoch 80/2000
Train Loss 3.3132498264312744, Train Accuracy 77.1500015258789
==> Epoch 81/2000
Train Loss 3.2957851886749268, Train Accuracy 77.31500244140625
==> Epoch 82/2000
Train Loss 3.278611660003662, Train Accuracy 77.42666625976562
==> Epoch 83/2000
Train Loss 3.26172137260437, Train Accuracy 77.56999969482422
==> Epoch 84/2000
Train Loss 3.2451062202453613, Train Accuracy 77.6883316040039
==> Epoch 85/2000
Train Loss 3.228759527206421, Train Accuracy 77.8066635131836
==> Epoch 86/2000
Train Loss 3.212674617767334, Train Accuracy 77.9316635131836
==> Epoch 87/2000
Train Loss 3.1968438625335693, Train Accuracy 78.04166412353516
==> Epoch 88/2000
Train Loss 3.1812615394592285, Train Accuracy 78.1816635131836
==> Epoch 89/2000
Train Loss 3.1659204959869385, Train Accuracy 78.29000091552734
==> Epoch 90/2000
Train Loss 3.150815725326538, Train Accuracy 78.39666748046875
==> Epoch 91/2000
Train Loss 3.1359400749206543, Train Accuracy 78.48666381835938
==> Epoch 92/2000
Train Loss 3.121288776397705, Train Accuracy 78.56666564941406
==> Epoch 93/2000
Train Loss 3.106855869293213, Train Accuracy 78.65666961669922
==> Epoch 94/2000
Train Loss 3.0926361083984375, Train Accuracy 78.73999786376953
==> Epoch 95/2000
Train Loss 3.0786244869232178, Train Accuracy 78.83499908447266
==> Epoch 96/2000
Train Loss 3.0648152828216553, Train Accuracy 78.94000244140625
==> Epoch 97/2000
Train Loss 3.0512049198150635, Train Accuracy 79.01000213623047
==> Epoch 98/2000
Train Loss 3.0377871990203857, Train Accuracy 79.0999984741211
==> Epoch 99/2000
Train Loss 3.0245590209960938, Train Accuracy 79.19499969482422
==> Epoch 100/2000
Train Loss 3.011514663696289, Train Accuracy 79.26667022705078
==> Epoch 101/2000
Train Loss 2.9986507892608643, Train Accuracy 79.37333679199219
==> Epoch 102/2000
Train Loss 2.9859631061553955, Train Accuracy 79.45166778564453
==> Epoch 103/2000
Train Loss 2.973447322845459, Train Accuracy 79.5199966430664
==> Epoch 104/2000
Train Loss 2.961099863052368, Train Accuracy 79.62166595458984
==> Epoch 105/2000
Train Loss 2.9489166736602783, Train Accuracy 79.69499969482422
==> Epoch 106/2000
Train Loss 2.936894655227661, Train Accuracy 79.7933349609375
==> Epoch 107/2000
Train Loss 2.9250295162200928, Train Accuracy 79.8499984741211
==> Epoch 108/2000
Train Loss 2.913318634033203, Train Accuracy 79.9383316040039
==> Epoch 109/2000
Train Loss 2.9017581939697266, Train Accuracy 79.99666595458984
==> Epoch 110/2000
Train Loss 2.8903450965881348, Train Accuracy 80.08000183105469
==> Epoch 111/2000
Train Loss 2.8790764808654785, Train Accuracy 80.1449966430664
==> Epoch 112/2000
Train Loss 2.8679487705230713, Train Accuracy 80.21833038330078
==> Epoch 113/2000
Train Loss 2.856959104537964, Train Accuracy 80.3133316040039
==> Epoch 114/2000
Train Loss 2.8461053371429443, Train Accuracy 80.37166595458984
==> Epoch 115/2000
Train Loss 2.835383892059326, Train Accuracy 80.44166564941406
==> Epoch 116/2000
Train Loss 2.8247921466827393, Train Accuracy 80.5183334350586
==> Epoch 117/2000
Train Loss 2.8143279552459717, Train Accuracy 80.59500122070312
==> Epoch 118/2000
Train Loss 2.8039886951446533, Train Accuracy 80.67833709716797
==> Epoch 119/2000
Train Loss 2.793771505355835, Train Accuracy 80.76166534423828
==> Epoch 120/2000
Train Loss 2.7836737632751465, Train Accuracy 80.84166717529297
==> Epoch 121/2000
Train Loss 2.7736940383911133, Train Accuracy 80.91666412353516
==> Epoch 122/2000
Train Loss 2.763829469680786, Train Accuracy 80.99166870117188
==> Epoch 123/2000
Train Loss 2.754077911376953, Train Accuracy 81.05500030517578
==> Epoch 124/2000
Train Loss 2.7444376945495605, Train Accuracy 81.13166809082031
==> Epoch 125/2000
Train Loss 2.734905481338501, Train Accuracy 81.20166778564453
==> Epoch 126/2000
Train Loss 2.725480556488037, Train Accuracy 81.23999786376953
==> Epoch 127/2000
Train Loss 2.7161600589752197, Train Accuracy 81.29666900634766
==> Epoch 128/2000
Train Loss 2.706942319869995, Train Accuracy 81.34833526611328
==> Epoch 129/2000
Train Loss 2.6978259086608887, Train Accuracy 81.42333221435547
==> Epoch 130/2000
Train Loss 2.6888082027435303, Train Accuracy 81.50833129882812
==> Epoch 131/2000
Train Loss 2.6798880100250244, Train Accuracy 81.55999755859375
==> Epoch 132/2000
Train Loss 2.6710634231567383, Train Accuracy 81.61333465576172
==> Epoch 133/2000
Train Loss 2.66233229637146, Train Accuracy 81.67666625976562
==> Epoch 134/2000
Train Loss 2.653693914413452, Train Accuracy 81.74833679199219
==> Epoch 135/2000
Train Loss 2.6451454162597656, Train Accuracy 81.82333374023438
==> Epoch 136/2000
Train Loss 2.6366868019104004, Train Accuracy 81.86666870117188
==> Epoch 137/2000
Train Loss 2.628314971923828, Train Accuracy 81.91000366210938
==> Epoch 138/2000
Train Loss 2.6200294494628906, Train Accuracy 81.97166442871094
==> Epoch 139/2000
Train Loss 2.611828327178955, Train Accuracy 82.01667022705078
==> Epoch 140/2000
Train Loss 2.603710174560547, Train Accuracy 82.06666564941406
==> Epoch 141/2000
Train Loss 2.5956740379333496, Train Accuracy 82.11499786376953
==> Epoch 142/2000
Train Loss 2.5877180099487305, Train Accuracy 82.15833282470703
==> Epoch 143/2000
Train Loss 2.579840898513794, Train Accuracy 82.1933364868164
==> Epoch 144/2000
Train Loss 2.5720415115356445, Train Accuracy 82.23833465576172
==> Epoch 145/2000
Train Loss 2.5643186569213867, Train Accuracy 82.30333709716797
==> Epoch 146/2000
Train Loss 2.556670904159546, Train Accuracy 82.3499984741211
==> Epoch 147/2000
Train Loss 2.5490972995758057, Train Accuracy 82.38666534423828
==> Epoch 148/2000
Train Loss 2.541595935821533, Train Accuracy 82.43333435058594
==> Epoch 149/2000
Train Loss 2.5341665744781494, Train Accuracy 82.4749984741211
==> Epoch 150/2000
Train Loss 2.5268077850341797, Train Accuracy 82.50333404541016
==> Epoch 151/2000
Train Loss 2.5195178985595703, Train Accuracy 82.55500030517578
==> Epoch 152/2000
Train Loss 2.512296676635742, Train Accuracy 82.6066665649414
==> Epoch 153/2000
Train Loss 2.5051429271698, Train Accuracy 82.63666534423828
==> Epoch 154/2000
Train Loss 2.4980547428131104, Train Accuracy 82.69499969482422
==> Epoch 155/2000
Train Loss 2.4910318851470947, Train Accuracy 82.72333526611328
==> Epoch 156/2000
Train Loss 2.4840734004974365, Train Accuracy 82.77166748046875
==> Epoch 157/2000
Train Loss 2.4771785736083984, Train Accuracy 82.80833435058594
==> Epoch 158/2000
Train Loss 2.4703454971313477, Train Accuracy 82.85832977294922
==> Epoch 159/2000
Train Loss 2.463573694229126, Train Accuracy 82.90666961669922
==> Epoch 160/2000
Train Loss 2.456862688064575, Train Accuracy 82.95166778564453
==> Epoch 161/2000
Train Loss 2.4502110481262207, Train Accuracy 82.98833465576172
==> Epoch 162/2000
Train Loss 2.443617820739746, Train Accuracy 83.02166748046875
==> Epoch 163/2000
Train Loss 2.437082290649414, Train Accuracy 83.0566635131836
==> Epoch 164/2000
Train Loss 2.4306044578552246, Train Accuracy 83.08333587646484
==> Epoch 165/2000
Train Loss 2.424182176589966, Train Accuracy 83.11499786376953
==> Epoch 166/2000
Train Loss 2.4178154468536377, Train Accuracy 83.1500015258789
==> Epoch 167/2000
Train Loss 2.411503553390503, Train Accuracy 83.19499969482422
==> Epoch 168/2000
Train Loss 2.405245065689087, Train Accuracy 83.23999786376953
==> Epoch 169/2000
Train Loss 2.3990395069122314, Train Accuracy 83.28333282470703
==> Epoch 170/2000
Train Loss 2.3928866386413574, Train Accuracy 83.30833435058594
==> Epoch 171/2000
Train Loss 2.3867850303649902, Train Accuracy 83.33833312988281
==> Epoch 172/2000
Train Loss 2.3807342052459717, Train Accuracy 83.38333129882812
==> Epoch 173/2000
Train Loss 2.3747334480285645, Train Accuracy 83.413330078125
==> Epoch 174/2000
Train Loss 2.3687827587127686, Train Accuracy 83.45833587646484
==> Epoch 175/2000
Train Loss 2.3628804683685303, Train Accuracy 83.49333190917969
==> Epoch 176/2000
Train Loss 2.3570261001586914, Train Accuracy 83.52999877929688
==> Epoch 177/2000
Train Loss 2.3512191772460938, Train Accuracy 83.57666778564453
==> Epoch 178/2000
Train Loss 2.3454596996307373, Train Accuracy 83.60166931152344
==> Epoch 179/2000
Train Loss 2.3397457599639893, Train Accuracy 83.65333557128906
==> Epoch 180/2000
Train Loss 2.3340775966644287, Train Accuracy 83.6883316040039
==> Epoch 181/2000
Train Loss 2.3284542560577393, Train Accuracy 83.7249984741211
==> Epoch 182/2000
Train Loss 2.3228759765625, Train Accuracy 83.7699966430664
==> Epoch 183/2000
Train Loss 2.317340850830078, Train Accuracy 83.80166625976562
==> Epoch 184/2000
Train Loss 2.311849594116211, Train Accuracy 83.83833312988281
==> Epoch 185/2000
Train Loss 2.306400775909424, Train Accuracy 83.88500213623047
==> Epoch 186/2000
Train Loss 2.3009936809539795, Train Accuracy 83.92166900634766
==> Epoch 187/2000
Train Loss 2.295628786087036, Train Accuracy 83.94833374023438
==> Epoch 188/2000
Train Loss 2.290304660797119, Train Accuracy 83.98332977294922
==> Epoch 189/2000
Train Loss 2.2850210666656494, Train Accuracy 84.02166748046875
==> Epoch 190/2000
Train Loss 2.279777765274048, Train Accuracy 84.05166625976562
==> Epoch 191/2000
Train Loss 2.2745742797851562, Train Accuracy 84.08833312988281
==> Epoch 192/2000
Train Loss 2.2694091796875, Train Accuracy 84.10832977294922
==> Epoch 193/2000
Train Loss 2.2642829418182373, Train Accuracy 84.13833618164062
==> Epoch 194/2000
Train Loss 2.2591946125030518, Train Accuracy 84.15666961669922
==> Epoch 195/2000
Train Loss 2.2541444301605225, Train Accuracy 84.18499755859375
==> Epoch 196/2000
Train Loss 2.249131202697754, Train Accuracy 84.22166442871094
==> Epoch 197/2000
Train Loss 2.244154453277588, Train Accuracy 84.25333404541016
==> Epoch 198/2000
Train Loss 2.2392146587371826, Train Accuracy 84.27833557128906
==> Epoch 199/2000
Train Loss 2.2343099117279053, Train Accuracy 84.3116683959961
==> Epoch 200/2000
Train Loss 2.2294411659240723, Train Accuracy 84.34333038330078
==> Epoch 201/2000
Train Loss 2.224607229232788, Train Accuracy 84.36666870117188
==> Epoch 202/2000
Train Loss 2.2198078632354736, Train Accuracy 84.39167022705078
==> Epoch 203/2000
Train Loss 2.2150421142578125, Train Accuracy 84.41666412353516
==> Epoch 204/2000
Train Loss 2.210310935974121, Train Accuracy 84.44499969482422
==> Epoch 205/2000
Train Loss 2.205612897872925, Train Accuracy 84.45999908447266
==> Epoch 206/2000
Train Loss 2.2009477615356445, Train Accuracy 84.4749984741211
==> Epoch 207/2000
Train Loss 2.196315288543701, Train Accuracy 84.49166870117188
==> Epoch 208/2000
Train Loss 2.1917150020599365, Train Accuracy 84.5183334350586
==> Epoch 209/2000
Train Loss 2.1871466636657715, Train Accuracy 84.5433349609375
==> Epoch 210/2000
Train Loss 2.182610034942627, Train Accuracy 84.5683364868164
==> Epoch 211/2000
Train Loss 2.1781036853790283, Train Accuracy 84.59666442871094
==> Epoch 212/2000
Train Loss 2.1736292839050293, Train Accuracy 84.6433334350586
==> Epoch 213/2000
Train Loss 2.169184684753418, Train Accuracy 84.68333435058594
==> Epoch 214/2000
Train Loss 2.1647703647613525, Train Accuracy 84.72000122070312
==> Epoch 215/2000
Train Loss 2.1603853702545166, Train Accuracy 84.75833129882812
==> Epoch 216/2000
Train Loss 2.1560306549072266, Train Accuracy 84.77833557128906
==> Epoch 217/2000
Train Loss 2.1517040729522705, Train Accuracy 84.80000305175781
==> Epoch 218/2000
Train Loss 2.147407054901123, Train Accuracy 84.83000183105469
==> Epoch 219/2000
Train Loss 2.1431379318237305, Train Accuracy 84.8550033569336
==> Epoch 220/2000
Train Loss 2.138897657394409, Train Accuracy 84.86833190917969
==> Epoch 221/2000
Train Loss 2.1346848011016846, Train Accuracy 84.9000015258789
==> Epoch 222/2000
Train Loss 2.1304993629455566, Train Accuracy 84.93333435058594
==> Epoch 223/2000
Train Loss 2.1263415813446045, Train Accuracy 84.95999908447266
==> Epoch 224/2000
Train Loss 2.122210741043091, Train Accuracy 84.99166870117188
==> Epoch 225/2000
Train Loss 2.1181061267852783, Train Accuracy 85.01667022705078
==> Epoch 226/2000
Train Loss 2.1140284538269043, Train Accuracy 85.038330078125
==> Epoch 227/2000
Train Loss 2.1099767684936523, Train Accuracy 85.05500030517578
==> Epoch 228/2000
Train Loss 2.1059505939483643, Train Accuracy 85.08499908447266
==> Epoch 229/2000
Train Loss 2.1019506454467773, Train Accuracy 85.1050033569336
==> Epoch 230/2000
Train Loss 2.097975254058838, Train Accuracy 85.12833404541016
==> Epoch 231/2000
Train Loss 2.094025135040283, Train Accuracy 85.14833068847656
==> Epoch 232/2000
Train Loss 2.090099811553955, Train Accuracy 85.16999816894531
==> Epoch 233/2000
Train Loss 2.0861988067626953, Train Accuracy 85.2066650390625
==> Epoch 234/2000
Train Loss 2.0823230743408203, Train Accuracy 85.23999786376953
==> Epoch 235/2000
Train Loss 2.078470230102539, Train Accuracy 85.26166534423828
==> Epoch 236/2000
Train Loss 2.074641704559326, Train Accuracy 85.30166625976562
==> Epoch 237/2000
Train Loss 2.070836305618286, Train Accuracy 85.3133316040039
==> Epoch 238/2000
Train Loss 2.0670547485351562, Train Accuracy 85.32833099365234
==> Epoch 239/2000
Train Loss 2.063296318054199, Train Accuracy 85.36000061035156
==> Epoch 240/2000
Train Loss 2.0595600605010986, Train Accuracy 85.38500213623047
==> Epoch 241/2000
Train Loss 2.05584716796875, Train Accuracy 85.41500091552734
==> Epoch 242/2000
Train Loss 2.0521562099456787, Train Accuracy 85.43000030517578
==> Epoch 243/2000
Train Loss 2.048487424850464, Train Accuracy 85.45166778564453
==> Epoch 244/2000
Train Loss 2.0448403358459473, Train Accuracy 85.47833251953125
==> Epoch 245/2000
Train Loss 2.041215419769287, Train Accuracy 85.49500274658203
==> Epoch 246/2000
Train Loss 2.037611961364746, Train Accuracy 85.51499938964844
==> Epoch 247/2000
Train Loss 2.034029722213745, Train Accuracy 85.52833557128906
==> Epoch 248/2000
Train Loss 2.030468702316284, Train Accuracy 85.55333709716797
==> Epoch 249/2000
Train Loss 2.026928186416626, Train Accuracy 85.57333374023438
==> Epoch 250/2000
Train Loss 2.0234084129333496, Train Accuracy 85.59500122070312
==> Epoch 251/2000
Train Loss 2.019909620285034, Train Accuracy 85.62166595458984
==> Epoch 252/2000
Train Loss 2.0164308547973633, Train Accuracy 85.64833068847656
==> Epoch 253/2000
Train Loss 2.012972116470337, Train Accuracy 85.67166900634766
==> Epoch 254/2000
Train Loss 2.009533405303955, Train Accuracy 85.6883316040039
==> Epoch 255/2000
Train Loss 2.0061144828796387, Train Accuracy 85.70999908447266
==> Epoch 256/2000
Train Loss 2.0027148723602295, Train Accuracy 85.72833251953125
==> Epoch 257/2000
Train Loss 1.9993350505828857, Train Accuracy 85.76667022705078
==> Epoch 258/2000
Train Loss 1.9959739446640015, Train Accuracy 85.78333282470703
==> Epoch 259/2000
Train Loss 1.9926320314407349, Train Accuracy 85.80999755859375
==> Epoch 260/2000
Train Loss 1.9893089532852173, Train Accuracy 85.83000183105469
==> Epoch 261/2000
Train Loss 1.9860042333602905, Train Accuracy 85.84166717529297
==> Epoch 262/2000
Train Loss 1.9827181100845337, Train Accuracy 85.8499984741211
==> Epoch 263/2000
Train Loss 1.9794505834579468, Train Accuracy 85.87000274658203
==> Epoch 264/2000
Train Loss 1.976200819015503, Train Accuracy 85.88833618164062
==> Epoch 265/2000
Train Loss 1.9729695320129395, Train Accuracy 85.91000366210938
==> Epoch 266/2000
Train Loss 1.9697556495666504, Train Accuracy 85.93333435058594
==> Epoch 267/2000
Train Loss 1.9665594100952148, Train Accuracy 85.9433364868164
==> Epoch 268/2000
Train Loss 1.963381052017212, Train Accuracy 85.96666717529297
==> Epoch 269/2000
Train Loss 1.960219383239746, Train Accuracy 85.98666381835938
==> Epoch 270/2000
Train Loss 1.9570753574371338, Train Accuracy 86.01000213623047
==> Epoch 271/2000
Train Loss 1.9539482593536377, Train Accuracy 86.03166961669922
==> Epoch 272/2000
Train Loss 1.9508380889892578, Train Accuracy 86.04166412353516
==> Epoch 273/2000
Train Loss 1.9477444887161255, Train Accuracy 86.0566635131836
==> Epoch 274/2000
Train Loss 1.9446674585342407, Train Accuracy 86.06999969482422
==> Epoch 275/2000
Train Loss 1.941607117652893, Train Accuracy 86.08499908447266
==> Epoch 276/2000
Train Loss 1.9385628700256348, Train Accuracy 86.10166931152344
==> Epoch 277/2000
Train Loss 1.9355344772338867, Train Accuracy 86.11833190917969
==> Epoch 278/2000
Train Loss 1.9325224161148071, Train Accuracy 86.14167022705078
==> Epoch 279/2000
Train Loss 1.9295263290405273, Train Accuracy 86.15833282470703
==> Epoch 280/2000
Train Loss 1.9265456199645996, Train Accuracy 86.18000030517578
==> Epoch 281/2000
Train Loss 1.9235807657241821, Train Accuracy 86.20333099365234
==> Epoch 282/2000
Train Loss 1.9206310510635376, Train Accuracy 86.22666931152344
==> Epoch 283/2000
Train Loss 1.9176971912384033, Train Accuracy 86.23833465576172
==> Epoch 284/2000
Train Loss 1.9147781133651733, Train Accuracy 86.25333404541016
==> Epoch 285/2000
Train Loss 1.9118742942810059, Train Accuracy 86.27333068847656
==> Epoch 286/2000
Train Loss 1.9089854955673218, Train Accuracy 86.288330078125
==> Epoch 287/2000
Train Loss 1.9061111211776733, Train Accuracy 86.30500030517578
==> Epoch 288/2000
Train Loss 1.9032517671585083, Train Accuracy 86.32166290283203
==> Epoch 289/2000
Train Loss 1.9004069566726685, Train Accuracy 86.33499908447266
==> Epoch 290/2000
Train Loss 1.8975765705108643, Train Accuracy 86.35333251953125
==> Epoch 291/2000
Train Loss 1.894760251045227, Train Accuracy 86.37166595458984
==> Epoch 292/2000
Train Loss 1.891958475112915, Train Accuracy 86.38666534423828
==> Epoch 293/2000
Train Loss 1.8891706466674805, Train Accuracy 86.39666748046875
==> Epoch 294/2000
Train Loss 1.8863967657089233, Train Accuracy 86.42166900634766
==> Epoch 295/2000
Train Loss 1.8836365938186646, Train Accuracy 86.4366683959961
==> Epoch 296/2000
Train Loss 1.8808902502059937, Train Accuracy 86.44833374023438
==> Epoch 297/2000
Train Loss 1.878157615661621, Train Accuracy 86.45833587646484
==> Epoch 298/2000
Train Loss 1.8754383325576782, Train Accuracy 86.47166442871094
==> Epoch 299/2000
Train Loss 1.872732400894165, Train Accuracy 86.4816665649414
==> Epoch 300/2000
Train Loss 1.8700400590896606, Train Accuracy 86.49333190917969
==> Epoch 301/2000
Train Loss 1.8673609495162964, Train Accuracy 86.51333618164062
==> Epoch 302/2000
Train Loss 1.8646944761276245, Train Accuracy 86.52833557128906
==> Epoch 303/2000
Train Loss 1.8620415925979614, Train Accuracy 86.54000091552734
==> Epoch 304/2000
Train Loss 1.859400987625122, Train Accuracy 86.55833435058594
==> Epoch 305/2000
Train Loss 1.8567734956741333, Train Accuracy 86.57499694824219
==> Epoch 306/2000
Train Loss 1.8541585206985474, Train Accuracy 86.5999984741211
==> Epoch 307/2000
Train Loss 1.8515561819076538, Train Accuracy 86.61000061035156
==> Epoch 308/2000
Train Loss 1.8489662408828735, Train Accuracy 86.62833404541016
==> Epoch 309/2000
Train Loss 1.846388816833496, Train Accuracy 86.63999938964844
==> Epoch 310/2000
Train Loss 1.8438234329223633, Train Accuracy 86.66500091552734
==> Epoch 311/2000
Train Loss 1.8412705659866333, Train Accuracy 86.67833709716797
==> Epoch 312/2000
Train Loss 1.8387293815612793, Train Accuracy 86.6933364868164
==> Epoch 313/2000
Train Loss 1.8362003564834595, Train Accuracy 86.70500183105469
==> Epoch 314/2000
Train Loss 1.8336834907531738, Train Accuracy 86.71499633789062
==> Epoch 315/2000
Train Loss 1.831178069114685, Train Accuracy 86.72666931152344
==> Epoch 316/2000
Train Loss 1.8286844491958618, Train Accuracy 86.75
==> Epoch 317/2000
Train Loss 1.8262025117874146, Train Accuracy 86.7683334350586
==> Epoch 318/2000
Train Loss 1.8237320184707642, Train Accuracy 86.77833557128906
==> Epoch 319/2000
Train Loss 1.821272850036621, Train Accuracy 86.7933349609375
==> Epoch 320/2000
Train Loss 1.818825602531433, Train Accuracy 86.80500030517578
==> Epoch 321/2000
Train Loss 1.8163888454437256, Train Accuracy 86.82166290283203
==> Epoch 322/2000
Train Loss 1.8139636516571045, Train Accuracy 86.83000183105469
==> Epoch 323/2000
Train Loss 1.8115496635437012, Train Accuracy 86.84333038330078
==> Epoch 324/2000
Train Loss 1.809146761894226, Train Accuracy 86.85832977294922
==> Epoch 325/2000
Train Loss 1.806754469871521, Train Accuracy 86.86499786376953
==> Epoch 326/2000
Train Loss 1.804373025894165, Train Accuracy 86.87833404541016
==> Epoch 327/2000
Train Loss 1.8020024299621582, Train Accuracy 86.90499877929688
==> Epoch 328/2000
Train Loss 1.7996426820755005, Train Accuracy 86.92333221435547
==> Epoch 329/2000
Train Loss 1.7972934246063232, Train Accuracy 86.93333435058594
==> Epoch 330/2000
Train Loss 1.7949546575546265, Train Accuracy 86.94999694824219
==> Epoch 331/2000
Train Loss 1.7926263809204102, Train Accuracy 86.96333312988281
==> Epoch 332/2000
Train Loss 1.7903085947036743, Train Accuracy 86.97833251953125
==> Epoch 333/2000
Train Loss 1.7880010604858398, Train Accuracy 86.99166870117188
==> Epoch 334/2000
Train Loss 1.7857035398483276, Train Accuracy 87.00499725341797
==> Epoch 335/2000
Train Loss 1.7834160327911377, Train Accuracy 87.02666473388672
==> Epoch 336/2000
Train Loss 1.7811391353607178, Train Accuracy 87.03333282470703
==> Epoch 337/2000
Train Loss 1.778872013092041, Train Accuracy 87.04499816894531
==> Epoch 338/2000
Train Loss 1.7766146659851074, Train Accuracy 87.0566635131836
==> Epoch 339/2000
Train Loss 1.7743672132492065, Train Accuracy 87.06500244140625
==> Epoch 340/2000
Train Loss 1.772129774093628, Train Accuracy 87.0683364868164
==> Epoch 341/2000
Train Loss 1.7699017524719238, Train Accuracy 87.08999633789062
==> Epoch 342/2000
Train Loss 1.7676836252212524, Train Accuracy 87.09833526611328
==> Epoch 343/2000
Train Loss 1.7654749155044556, Train Accuracy 87.11166381835938
==> Epoch 344/2000
Train Loss 1.7632757425308228, Train Accuracy 87.13333129882812
==> Epoch 345/2000
Train Loss 1.7610859870910645, Train Accuracy 87.1500015258789
==> Epoch 346/2000
Train Loss 1.7589057683944702, Train Accuracy 87.16500091552734
==> Epoch 347/2000
Train Loss 1.7567346096038818, Train Accuracy 87.1683349609375
==> Epoch 348/2000
Train Loss 1.7545729875564575, Train Accuracy 87.18333435058594
==> Epoch 349/2000
Train Loss 1.75242018699646, Train Accuracy 87.19166564941406
==> Epoch 350/2000
Train Loss 1.7502765655517578, Train Accuracy 87.19166564941406
==> Epoch 351/2000
Train Loss 1.748142123222351, Train Accuracy 87.20999908447266
==> Epoch 352/2000
Train Loss 1.746016502380371, Train Accuracy 87.22333526611328
==> Epoch 353/2000
Train Loss 1.743900179862976, Train Accuracy 87.22666931152344
==> Epoch 354/2000
Train Loss 1.7417922019958496, Train Accuracy 87.23999786376953
==> Epoch 355/2000
Train Loss 1.739693284034729, Train Accuracy 87.25499725341797
==> Epoch 356/2000
Train Loss 1.7376031875610352, Train Accuracy 87.26667022705078
==> Epoch 357/2000
Train Loss 1.7355217933654785, Train Accuracy 87.2750015258789
==> Epoch 358/2000
Train Loss 1.73344886302948, Train Accuracy 87.29000091552734
==> Epoch 359/2000
Train Loss 1.7313843965530396, Train Accuracy 87.29833221435547
==> Epoch 360/2000
Train Loss 1.7293283939361572, Train Accuracy 87.32666778564453
==> Epoch 361/2000
Train Loss 1.7272809743881226, Train Accuracy 87.336669921875
==> Epoch 362/2000
Train Loss 1.7252421379089355, Train Accuracy 87.34666442871094
==> Epoch 363/2000
Train Loss 1.7232111692428589, Train Accuracy 87.3566665649414
==> Epoch 364/2000
Train Loss 1.7211889028549194, Train Accuracy 87.36666870117188
==> Epoch 365/2000
Train Loss 1.7191747426986694, Train Accuracy 87.37666320800781
==> Epoch 366/2000
Train Loss 1.7171683311462402, Train Accuracy 87.38999938964844
==> Epoch 367/2000
Train Loss 1.7151703834533691, Train Accuracy 87.40666961669922
==> Epoch 368/2000
Train Loss 1.713180422782898, Train Accuracy 87.41666412353516
==> Epoch 369/2000
Train Loss 1.7111984491348267, Train Accuracy 87.42833709716797
==> Epoch 370/2000
Train Loss 1.7092244625091553, Train Accuracy 87.43333435058594
==> Epoch 371/2000
Train Loss 1.7072583436965942, Train Accuracy 87.4383316040039
==> Epoch 372/2000
Train Loss 1.7052998542785645, Train Accuracy 87.44833374023438
==> Epoch 373/2000
Train Loss 1.7033494710922241, Train Accuracy 87.45833587646484
==> Epoch 374/2000
Train Loss 1.701406478881836, Train Accuracy 87.46666717529297
==> Epoch 375/2000
Train Loss 1.6994714736938477, Train Accuracy 87.47666931152344
==> Epoch 376/2000
Train Loss 1.6975438594818115, Train Accuracy 87.49500274658203
==> Epoch 377/2000
Train Loss 1.6956241130828857, Train Accuracy 87.50333404541016
==> Epoch 378/2000
Train Loss 1.6937116384506226, Train Accuracy 87.50499725341797
==> Epoch 379/2000
Train Loss 1.691806674003601, Train Accuracy 87.5199966430664
==> Epoch 380/2000
Train Loss 1.6899092197418213, Train Accuracy 87.5250015258789
==> Epoch 381/2000
Train Loss 1.6880191564559937, Train Accuracy 87.538330078125
==> Epoch 382/2000
Train Loss 1.686136245727539, Train Accuracy 87.54666900634766
==> Epoch 383/2000
Train Loss 1.6842607259750366, Train Accuracy 87.55999755859375
==> Epoch 384/2000
Train Loss 1.6823923587799072, Train Accuracy 87.5633316040039
==> Epoch 385/2000
Train Loss 1.6805315017700195, Train Accuracy 87.57666778564453
==> Epoch 386/2000
Train Loss 1.6786774396896362, Train Accuracy 87.58499908447266
==> Epoch 387/2000
Train Loss 1.6768306493759155, Train Accuracy 87.58999633789062
==> Epoch 388/2000
Train Loss 1.6749907732009888, Train Accuracy 87.6066665649414
==> Epoch 389/2000
Train Loss 1.673158049583435, Train Accuracy 87.61333465576172
==> Epoch 390/2000
Train Loss 1.6713321208953857, Train Accuracy 87.62333679199219
==> Epoch 391/2000
Train Loss 1.66951322555542, Train Accuracy 87.63333129882812
==> Epoch 392/2000
Train Loss 1.667701244354248, Train Accuracy 87.64833068847656
==> Epoch 393/2000
Train Loss 1.665895938873291, Train Accuracy 87.65166473388672
==> Epoch 394/2000
Train Loss 1.6640976667404175, Train Accuracy 87.66000366210938
==> Epoch 395/2000
Train Loss 1.6623058319091797, Train Accuracy 87.66999816894531
==> Epoch 396/2000
Train Loss 1.6605210304260254, Train Accuracy 87.6816635131836
==> Epoch 397/2000
Train Loss 1.6587425470352173, Train Accuracy 87.69166564941406
==> Epoch 398/2000
Train Loss 1.6569708585739136, Train Accuracy 87.70166778564453
==> Epoch 399/2000
Train Loss 1.6552058458328247, Train Accuracy 87.711669921875
==> Epoch 400/2000
Train Loss 1.653447151184082, Train Accuracy 87.72666931152344
==> Epoch 401/2000
Train Loss 1.6516952514648438, Train Accuracy 87.73500061035156
==> Epoch 402/2000
Train Loss 1.6499491930007935, Train Accuracy 87.73500061035156
==> Epoch 403/2000
Train Loss 1.648210048675537, Train Accuracy 87.73999786376953
==> Epoch 404/2000
Train Loss 1.646477222442627, Train Accuracy 87.75833129882812
==> Epoch 405/2000
Train Loss 1.6447508335113525, Train Accuracy 87.76333618164062
==> Epoch 406/2000
Train Loss 1.6430305242538452, Train Accuracy 87.76499938964844
==> Epoch 407/2000
Train Loss 1.6413164138793945, Train Accuracy 87.77999877929688
==> Epoch 408/2000
Train Loss 1.6396087408065796, Train Accuracy 87.79166412353516
==> Epoch 409/2000
Train Loss 1.6379071474075317, Train Accuracy 87.80999755859375
==> Epoch 410/2000
Train Loss 1.6362117528915405, Train Accuracy 87.8183364868164
==> Epoch 411/2000
Train Loss 1.6345224380493164, Train Accuracy 87.82499694824219
==> Epoch 412/2000
Train Loss 1.6328392028808594, Train Accuracy 87.83499908447266
==> Epoch 413/2000
Train Loss 1.6311619281768799, Train Accuracy 87.84666442871094
==> Epoch 414/2000
Train Loss 1.629490613937378, Train Accuracy 87.86166381835938
==> Epoch 415/2000
Train Loss 1.6278252601623535, Train Accuracy 87.86499786376953
==> Epoch 416/2000
Train Loss 1.6261659860610962, Train Accuracy 87.87999725341797
==> Epoch 417/2000
Train Loss 1.6245124340057373, Train Accuracy 87.88333129882812
==> Epoch 418/2000
Train Loss 1.622864842414856, Train Accuracy 87.89666748046875
==> Epoch 419/2000
Train Loss 1.6212230920791626, Train Accuracy 87.90499877929688
==> Epoch 420/2000
Train Loss 1.6195869445800781, Train Accuracy 87.91666412353516
==> Epoch 421/2000
Train Loss 1.6179566383361816, Train Accuracy 87.92500305175781
==> Epoch 422/2000
Train Loss 1.616331934928894, Train Accuracy 87.9316635131836
==> Epoch 423/2000
Train Loss 1.614713191986084, Train Accuracy 87.94499969482422
==> Epoch 424/2000
Train Loss 1.6130999326705933, Train Accuracy 87.95166778564453
==> Epoch 425/2000
Train Loss 1.6114921569824219, Train Accuracy 87.96333312988281
==> Epoch 426/2000
Train Loss 1.6098902225494385, Train Accuracy 87.96833038330078
==> Epoch 427/2000
Train Loss 1.6082937717437744, Train Accuracy 87.9749984741211
==> Epoch 428/2000
Train Loss 1.6067026853561401, Train Accuracy 87.9800033569336
==> Epoch 429/2000
Train Loss 1.6051170825958252, Train Accuracy 87.99500274658203
==> Epoch 430/2000
Train Loss 1.6035370826721191, Train Accuracy 88.01000213623047
==> Epoch 431/2000
Train Loss 1.6019622087478638, Train Accuracy 88.02166748046875
==> Epoch 432/2000
Train Loss 1.6003929376602173, Train Accuracy 88.03500366210938
==> Epoch 433/2000
Train Loss 1.5988290309906006, Train Accuracy 88.0433349609375
==> Epoch 434/2000
Train Loss 1.5972703695297241, Train Accuracy 88.05999755859375
==> Epoch 435/2000
Train Loss 1.595716953277588, Train Accuracy 88.07166290283203
==> Epoch 436/2000
Train Loss 1.594169020652771, Train Accuracy 88.08000183105469
==> Epoch 437/2000
Train Loss 1.5926259756088257, Train Accuracy 88.09166717529297
==> Epoch 438/2000
Train Loss 1.5910885334014893, Train Accuracy 88.0999984741211
==> Epoch 439/2000
Train Loss 1.589556097984314, Train Accuracy 88.1066665649414
==> Epoch 440/2000
Train Loss 1.5880285501480103, Train Accuracy 88.11000061035156
==> Epoch 441/2000
Train Loss 1.5865063667297363, Train Accuracy 88.11333465576172
==> Epoch 442/2000
Train Loss 1.5849891901016235, Train Accuracy 88.12666320800781
==> Epoch 443/2000
Train Loss 1.5834770202636719, Train Accuracy 88.14167022705078
==> Epoch 444/2000
Train Loss 1.581969976425171, Train Accuracy 88.13833618164062
==> Epoch 445/2000
Train Loss 1.5804681777954102, Train Accuracy 88.1433334350586
==> Epoch 446/2000
Train Loss 1.5789707899093628, Train Accuracy 88.15333557128906
==> Epoch 447/2000
Train Loss 1.5774786472320557, Train Accuracy 88.16666412353516
==> Epoch 448/2000
Train Loss 1.5759912729263306, Train Accuracy 88.17833709716797
==> Epoch 449/2000
Train Loss 1.5745086669921875, Train Accuracy 88.1816635131836
==> Epoch 450/2000
Train Loss 1.5730313062667847, Train Accuracy 88.19000244140625
==> Epoch 451/2000
Train Loss 1.5715585947036743, Train Accuracy 88.19999694824219
==> Epoch 452/2000
Train Loss 1.5700905323028564, Train Accuracy 88.21333312988281
==> Epoch 453/2000
Train Loss 1.5686274766921997, Train Accuracy 88.22166442871094
==> Epoch 454/2000
Train Loss 1.567169189453125, Train Accuracy 88.2300033569336
==> Epoch 455/2000
Train Loss 1.5657154321670532, Train Accuracy 88.23999786376953
==> Epoch 456/2000
Train Loss 1.5642664432525635, Train Accuracy 88.25
==> Epoch 457/2000
Train Loss 1.5628221035003662, Train Accuracy 88.25499725341797
==> Epoch 458/2000
Train Loss 1.5613824129104614, Train Accuracy 88.2699966430664
==> Epoch 459/2000
Train Loss 1.5599473714828491, Train Accuracy 88.27666473388672
==> Epoch 460/2000
Train Loss 1.5585167407989502, Train Accuracy 88.28666687011719
==> Epoch 461/2000
Train Loss 1.5570908784866333, Train Accuracy 88.29666900634766
==> Epoch 462/2000
Train Loss 1.5556696653366089, Train Accuracy 88.30000305175781
==> Epoch 463/2000
Train Loss 1.5542525053024292, Train Accuracy 88.3116683959961
==> Epoch 464/2000
Train Loss 1.5528403520584106, Train Accuracy 88.32333374023438
==> Epoch 465/2000
Train Loss 1.5514323711395264, Train Accuracy 88.33333587646484
==> Epoch 466/2000
Train Loss 1.5500288009643555, Train Accuracy 88.34833526611328
==> Epoch 467/2000
Train Loss 1.548629879951477, Train Accuracy 88.36000061035156
==> Epoch 468/2000
Train Loss 1.5472350120544434, Train Accuracy 88.36833190917969
==> Epoch 469/2000
Train Loss 1.5458449125289917, Train Accuracy 88.37666320800781
==> Epoch 470/2000
Train Loss 1.5444587469100952, Train Accuracy 88.37999725341797
==> Epoch 471/2000
Train Loss 1.5430772304534912, Train Accuracy 88.38833618164062
==> Epoch 472/2000
Train Loss 1.5416998863220215, Train Accuracy 88.38999938964844
==> Epoch 473/2000
Train Loss 1.540326714515686, Train Accuracy 88.4000015258789
==> Epoch 474/2000
Train Loss 1.5389580726623535, Train Accuracy 88.41166687011719
==> Epoch 475/2000
Train Loss 1.5375932455062866, Train Accuracy 88.41666412353516
==> Epoch 476/2000
Train Loss 1.5362329483032227, Train Accuracy 88.42166900634766
==> Epoch 477/2000
Train Loss 1.5348765850067139, Train Accuracy 88.42666625976562
==> Epoch 478/2000
Train Loss 1.5335246324539185, Train Accuracy 88.43000030517578
==> Epoch 479/2000
Train Loss 1.5321767330169678, Train Accuracy 88.4366683959961
==> Epoch 480/2000
Train Loss 1.5308328866958618, Train Accuracy 88.44666290283203
==> Epoch 481/2000
Train Loss 1.5294933319091797, Train Accuracy 88.45833587646484
==> Epoch 482/2000
Train Loss 1.5281575918197632, Train Accuracy 88.46666717529297
==> Epoch 483/2000
Train Loss 1.526826024055481, Train Accuracy 88.47833251953125
==> Epoch 484/2000
Train Loss 1.525498390197754, Train Accuracy 88.48666381835938
==> Epoch 485/2000
Train Loss 1.5241749286651611, Train Accuracy 88.48999786376953
==> Epoch 486/2000
Train Loss 1.5228551626205444, Train Accuracy 88.49500274658203
==> Epoch 487/2000
Train Loss 1.5215396881103516, Train Accuracy 88.50333404541016
==> Epoch 488/2000
Train Loss 1.5202280282974243, Train Accuracy 88.50833129882812
==> Epoch 489/2000
Train Loss 1.5189201831817627, Train Accuracy 88.51166534423828
==> Epoch 490/2000
Train Loss 1.517616629600525, Train Accuracy 88.51166534423828
==> Epoch 491/2000
Train Loss 1.5163166522979736, Train Accuracy 88.5183334350586
==> Epoch 492/2000
Train Loss 1.5150206089019775, Train Accuracy 88.52666473388672
==> Epoch 493/2000
Train Loss 1.513728141784668, Train Accuracy 88.53666687011719
==> Epoch 494/2000
Train Loss 1.5124398469924927, Train Accuracy 88.55000305175781
==> Epoch 495/2000
Train Loss 1.5111552476882935, Train Accuracy 88.55833435058594
==> Epoch 496/2000
Train Loss 1.5098744630813599, Train Accuracy 88.5633316040039
==> Epoch 497/2000
Train Loss 1.508597493171692, Train Accuracy 88.57166290283203
==> Epoch 498/2000
Train Loss 1.507323980331421, Train Accuracy 88.57499694824219
==> Epoch 499/2000
Train Loss 1.5060545206069946, Train Accuracy 88.5816650390625
==> Epoch 500/2000
Train Loss 1.5047885179519653, Train Accuracy 88.5816650390625
==> Epoch 501/2000
Train Loss 1.5035263299942017, Train Accuracy 88.58833312988281
==> Epoch 502/2000
Train Loss 1.5022679567337036, Train Accuracy 88.60333251953125
==> Epoch 503/2000
Train Loss 1.5010130405426025, Train Accuracy 88.61833190917969
==> Epoch 504/2000
Train Loss 1.4997618198394775, Train Accuracy 88.62999725341797
==> Epoch 505/2000
Train Loss 1.4985140562057495, Train Accuracy 88.63833618164062
==> Epoch 506/2000
Train Loss 1.497270107269287, Train Accuracy 88.6449966430664
==> Epoch 507/2000
Train Loss 1.4960296154022217, Train Accuracy 88.65666961669922
==> Epoch 508/2000
Train Loss 1.4947924613952637, Train Accuracy 88.66166687011719
==> Epoch 509/2000
Train Loss 1.4935591220855713, Train Accuracy 88.67500305175781
==> Epoch 510/2000
Train Loss 1.4923293590545654, Train Accuracy 88.6866683959961
==> Epoch 511/2000
Train Loss 1.491102933883667, Train Accuracy 88.6933364868164
==> Epoch 512/2000
Train Loss 1.489880084991455, Train Accuracy 88.69999694824219
==> Epoch 513/2000
Train Loss 1.4886608123779297, Train Accuracy 88.7066650390625
==> Epoch 514/2000
Train Loss 1.4874447584152222, Train Accuracy 88.71333312988281
==> Epoch 515/2000
Train Loss 1.4862321615219116, Train Accuracy 88.72166442871094
==> Epoch 516/2000
Train Loss 1.485023021697998, Train Accuracy 88.73500061035156
==> Epoch 517/2000
Train Loss 1.4838173389434814, Train Accuracy 88.73999786376953
==> Epoch 518/2000
Train Loss 1.4826151132583618, Train Accuracy 88.75
==> Epoch 519/2000
Train Loss 1.48141610622406, Train Accuracy 88.76499938964844
==> Epoch 520/2000
Train Loss 1.4802203178405762, Train Accuracy 88.78166961669922
==> Epoch 521/2000
Train Loss 1.4790281057357788, Train Accuracy 88.79166412353516
==> Epoch 522/2000
Train Loss 1.4778392314910889, Train Accuracy 88.80000305175781
==> Epoch 523/2000
Train Loss 1.4766532182693481, Train Accuracy 88.8066635131836
==> Epoch 524/2000
Train Loss 1.4754711389541626, Train Accuracy 88.8133316040039
==> Epoch 525/2000
Train Loss 1.4742919206619263, Train Accuracy 88.81666564941406
==> Epoch 526/2000
Train Loss 1.4731160402297974, Train Accuracy 88.82166290283203
==> Epoch 527/2000
Train Loss 1.4719432592391968, Train Accuracy 88.82833099365234
==> Epoch 528/2000
Train Loss 1.4707738161087036, Train Accuracy 88.83499908447266
==> Epoch 529/2000
Train Loss 1.4696078300476074, Train Accuracy 88.83833312988281
==> Epoch 530/2000
Train Loss 1.468444585800171, Train Accuracy 88.84666442871094
==> Epoch 531/2000
Train Loss 1.4672847986221313, Train Accuracy 88.8550033569336
==> Epoch 532/2000
Train Loss 1.4661281108856201, Train Accuracy 88.85832977294922
==> Epoch 533/2000
Train Loss 1.4649745225906372, Train Accuracy 88.86666870117188
==> Epoch 534/2000
Train Loss 1.4638241529464722, Train Accuracy 88.87166595458984
==> Epoch 535/2000
Train Loss 1.4626766443252563, Train Accuracy 88.87999725341797
==> Epoch 536/2000
Train Loss 1.461532473564148, Train Accuracy 88.88666534423828
==> Epoch 537/2000
Train Loss 1.4603911638259888, Train Accuracy 88.9000015258789
==> Epoch 538/2000
Train Loss 1.4592530727386475, Train Accuracy 88.90666961669922
==> Epoch 539/2000
Train Loss 1.4581178426742554, Train Accuracy 88.913330078125
==> Epoch 540/2000
Train Loss 1.4569859504699707, Train Accuracy 88.91500091552734
==> Epoch 541/2000
Train Loss 1.4558569192886353, Train Accuracy 88.9183349609375
==> Epoch 542/2000
Train Loss 1.4547309875488281, Train Accuracy 88.92333221435547
==> Epoch 543/2000
Train Loss 1.4536079168319702, Train Accuracy 88.92500305175781
==> Epoch 544/2000
Train Loss 1.4524877071380615, Train Accuracy 88.93333435058594
==> Epoch 545/2000
Train Loss 1.4513705968856812, Train Accuracy 88.94166564941406
==> Epoch 546/2000
Train Loss 1.450256586074829, Train Accuracy 88.95166778564453
==> Epoch 547/2000
Train Loss 1.4491454362869263, Train Accuracy 88.96666717529297
==> Epoch 548/2000
Train Loss 1.4480371475219727, Train Accuracy 88.97666931152344
==> Epoch 549/2000
Train Loss 1.4469319581985474, Train Accuracy 88.98833465576172
==> Epoch 550/2000
Train Loss 1.4458293914794922, Train Accuracy 88.98833465576172
==> Epoch 551/2000
Train Loss 1.4447295665740967, Train Accuracy 89.0
==> Epoch 552/2000
Train Loss 1.4436330795288086, Train Accuracy 89.00333404541016
==> Epoch 553/2000
Train Loss 1.4425392150878906, Train Accuracy 89.01166534423828
==> Epoch 554/2000
Train Loss 1.4414480924606323, Train Accuracy 89.0199966430664
==> Epoch 555/2000
Train Loss 1.4403598308563232, Train Accuracy 89.0250015258789
==> Epoch 556/2000
Train Loss 1.4392744302749634, Train Accuracy 89.03333282470703
==> Epoch 557/2000
Train Loss 1.4381917715072632, Train Accuracy 89.038330078125
==> Epoch 558/2000
Train Loss 1.4371119737625122, Train Accuracy 89.04499816894531
==> Epoch 559/2000
Train Loss 1.436034917831421, Train Accuracy 89.05000305175781
==> Epoch 560/2000
Train Loss 1.4349604845046997, Train Accuracy 89.0566635131836
==> Epoch 561/2000
Train Loss 1.4338889122009277, Train Accuracy 89.0566635131836
==> Epoch 562/2000
Train Loss 1.4328203201293945, Train Accuracy 89.0616683959961
==> Epoch 563/2000
Train Loss 1.4317541122436523, Train Accuracy 89.06666564941406
==> Epoch 564/2000
Train Loss 1.4306907653808594, Train Accuracy 89.06999969482422
==> Epoch 565/2000
Train Loss 1.4296300411224365, Train Accuracy 89.07499694824219
==> Epoch 566/2000
Train Loss 1.4285719394683838, Train Accuracy 89.0816650390625
==> Epoch 567/2000
Train Loss 1.4275166988372803, Train Accuracy 89.086669921875
==> Epoch 568/2000
Train Loss 1.4264638423919678, Train Accuracy 89.08999633789062
==> Epoch 569/2000
Train Loss 1.425413966178894, Train Accuracy 89.09666442871094
==> Epoch 570/2000
Train Loss 1.4243664741516113, Train Accuracy 89.1066665649414
==> Epoch 571/2000
Train Loss 1.4233218431472778, Train Accuracy 89.11833190917969
==> Epoch 572/2000
Train Loss 1.4222794771194458, Train Accuracy 89.12666320800781
==> Epoch 573/2000
Train Loss 1.421239972114563, Train Accuracy 89.13999938964844
==> Epoch 574/2000
Train Loss 1.4202030897140503, Train Accuracy 89.15166473388672
==> Epoch 575/2000
Train Loss 1.4191685914993286, Train Accuracy 89.16000366210938
==> Epoch 576/2000
Train Loss 1.418136715888977, Train Accuracy 89.16500091552734
==> Epoch 577/2000
Train Loss 1.417107343673706, Train Accuracy 89.17833709716797
==> Epoch 578/2000
Train Loss 1.4160805940628052, Train Accuracy 89.19000244140625
==> Epoch 579/2000
Train Loss 1.4150564670562744, Train Accuracy 89.19833374023438
==> Epoch 580/2000
Train Loss 1.4140346050262451, Train Accuracy 89.20500183105469
==> Epoch 581/2000
Train Loss 1.413015365600586, Train Accuracy 89.211669921875
==> Epoch 582/2000
Train Loss 1.4119986295700073, Train Accuracy 89.211669921875
==> Epoch 583/2000
Train Loss 1.4109845161437988, Train Accuracy 89.21499633789062
==> Epoch 584/2000
Train Loss 1.4099727869033813, Train Accuracy 89.21833038330078
==> Epoch 585/2000
Train Loss 1.4089634418487549, Train Accuracy 89.22666931152344
==> Epoch 586/2000
Train Loss 1.4079564809799194, Train Accuracy 89.23500061035156
==> Epoch 587/2000
Train Loss 1.4069520235061646, Train Accuracy 89.24166870117188
==> Epoch 588/2000
Train Loss 1.4059499502182007, Train Accuracy 89.25166320800781
==> Epoch 589/2000
Train Loss 1.4049502611160278, Train Accuracy 89.25833129882812
==> Epoch 590/2000
Train Loss 1.4039533138275146, Train Accuracy 89.2699966430664
==> Epoch 591/2000
Train Loss 1.4029583930969238, Train Accuracy 89.27999877929688
==> Epoch 592/2000
Train Loss 1.4019660949707031, Train Accuracy 89.28166961669922
==> Epoch 593/2000
Train Loss 1.4009760618209839, Train Accuracy 89.28666687011719
==> Epoch 594/2000
Train Loss 1.3999884128570557, Train Accuracy 89.29833221435547
==> Epoch 595/2000
Train Loss 1.399003028869629, Train Accuracy 89.30333709716797
==> Epoch 596/2000
Train Loss 1.3980200290679932, Train Accuracy 89.3066635131836
==> Epoch 597/2000
Train Loss 1.397039532661438, Train Accuracy 89.30833435058594
==> Epoch 598/2000
Train Loss 1.3960611820220947, Train Accuracy 89.31500244140625
==> Epoch 599/2000
Train Loss 1.3950849771499634, Train Accuracy 89.32833099365234
==> Epoch 600/2000
Train Loss 1.3941113948822021, Train Accuracy 89.32666778564453
==> Epoch 601/2000
Train Loss 1.3931399583816528, Train Accuracy 89.33000183105469
==> Epoch 602/2000
Train Loss 1.392170786857605, Train Accuracy 89.33499908447266
==> Epoch 603/2000
Train Loss 1.3912039995193481, Train Accuracy 89.34333038330078
==> Epoch 604/2000
Train Loss 1.3902391195297241, Train Accuracy 89.34166717529297
==> Epoch 605/2000
Train Loss 1.3892768621444702, Train Accuracy 89.34833526611328
==> Epoch 606/2000
Train Loss 1.3883167505264282, Train Accuracy 89.3550033569336
==> Epoch 607/2000
Train Loss 1.3873589038848877, Train Accuracy 89.36333465576172
==> Epoch 608/2000
Train Loss 1.3864030838012695, Train Accuracy 89.36499786376953
==> Epoch 609/2000
Train Loss 1.3854496479034424, Train Accuracy 89.36666870117188
==> Epoch 610/2000
Train Loss 1.3844984769821167, Train Accuracy 89.37000274658203
==> Epoch 611/2000
Train Loss 1.3835493326187134, Train Accuracy 89.37833404541016
==> Epoch 612/2000
Train Loss 1.382602572441101, Train Accuracy 89.38333129882812
==> Epoch 613/2000
Train Loss 1.3816578388214111, Train Accuracy 89.3933334350586
==> Epoch 614/2000
Train Loss 1.3807151317596436, Train Accuracy 89.39833068847656
==> Epoch 615/2000
Train Loss 1.379774808883667, Train Accuracy 89.40499877929688
==> Epoch 616/2000
Train Loss 1.3788363933563232, Train Accuracy 89.40833282470703
==> Epoch 617/2000
Train Loss 1.377900242805481, Train Accuracy 89.413330078125
==> Epoch 618/2000
Train Loss 1.3769663572311401, Train Accuracy 89.42166900634766
==> Epoch 619/2000
Train Loss 1.3760344982147217, Train Accuracy 89.42666625976562
==> Epoch 620/2000
Train Loss 1.3751046657562256, Train Accuracy 89.43000030517578
==> Epoch 621/2000
Train Loss 1.3741769790649414, Train Accuracy 89.4366683959961
==> Epoch 622/2000
Train Loss 1.3732514381408691, Train Accuracy 89.4366683959961
==> Epoch 623/2000
Train Loss 1.3723279237747192, Train Accuracy 89.44000244140625
==> Epoch 624/2000
Train Loss 1.3714065551757812, Train Accuracy 89.44666290283203
==> Epoch 625/2000
Train Loss 1.3704872131347656, Train Accuracy 89.45166778564453
==> Epoch 626/2000
Train Loss 1.3695697784423828, Train Accuracy 89.45999908447266
==> Epoch 627/2000
Train Loss 1.3686546087265015, Train Accuracy 89.46833038330078
==> Epoch 628/2000
Train Loss 1.3677412271499634, Train Accuracy 89.47666931152344
==> Epoch 629/2000
Train Loss 1.3668299913406372, Train Accuracy 89.4816665649414
==> Epoch 630/2000
Train Loss 1.3659207820892334, Train Accuracy 89.48666381835938
==> Epoch 631/2000
Train Loss 1.3650137186050415, Train Accuracy 89.48999786376953
==> Epoch 632/2000
Train Loss 1.364108681678772, Train Accuracy 89.49500274658203
==> Epoch 633/2000
Train Loss 1.3632054328918457, Train Accuracy 89.49666595458984
==> Epoch 634/2000
Train Loss 1.3623043298721313, Train Accuracy 89.50166320800781
==> Epoch 635/2000
Train Loss 1.3614051342010498, Train Accuracy 89.51166534423828
==> Epoch 636/2000
Train Loss 1.3605077266693115, Train Accuracy 89.51667022705078
==> Epoch 637/2000
Train Loss 1.3596125841140747, Train Accuracy 89.5250015258789
==> Epoch 638/2000
Train Loss 1.3587193489074707, Train Accuracy 89.53166961669922
==> Epoch 639/2000
Train Loss 1.3578277826309204, Train Accuracy 89.53333282470703
==> Epoch 640/2000
Train Loss 1.356938362121582, Train Accuracy 89.538330078125
==> Epoch 641/2000
Train Loss 1.3560508489608765, Train Accuracy 89.538330078125
==> Epoch 642/2000
Train Loss 1.3551653623580933, Train Accuracy 89.54499816894531
==> Epoch 643/2000
Train Loss 1.3542816638946533, Train Accuracy 89.54666900634766
==> Epoch 644/2000
Train Loss 1.3533998727798462, Train Accuracy 89.55500030517578
==> Epoch 645/2000
Train Loss 1.3525199890136719, Train Accuracy 89.55833435058594
==> Epoch 646/2000
Train Loss 1.3516418933868408, Train Accuracy 89.56500244140625
==> Epoch 647/2000
Train Loss 1.3507658243179321, Train Accuracy 89.56666564941406
==> Epoch 648/2000
Train Loss 1.3498914241790771, Train Accuracy 89.56999969482422
==> Epoch 649/2000
Train Loss 1.3490194082260132, Train Accuracy 89.58000183105469
==> Epoch 650/2000
Train Loss 1.3481488227844238, Train Accuracy 89.58000183105469
==> Epoch 651/2000
Train Loss 1.3472800254821777, Train Accuracy 89.58999633789062
==> Epoch 652/2000
Train Loss 1.3464133739471436, Train Accuracy 89.59666442871094
==> Epoch 653/2000
Train Loss 1.3455482721328735, Train Accuracy 89.6050033569336
==> Epoch 654/2000
Train Loss 1.3446853160858154, Train Accuracy 89.62333679199219
==> Epoch 655/2000
Train Loss 1.3438239097595215, Train Accuracy 89.62833404541016
==> Epoch 656/2000
Train Loss 1.3429642915725708, Train Accuracy 89.63500213623047
==> Epoch 657/2000
Train Loss 1.342106580734253, Train Accuracy 89.63999938964844
==> Epoch 658/2000
Train Loss 1.3412506580352783, Train Accuracy 89.6500015258789
==> Epoch 659/2000
Train Loss 1.340396523475647, Train Accuracy 89.66000366210938
==> Epoch 660/2000
Train Loss 1.3395441770553589, Train Accuracy 89.663330078125
==> Epoch 661/2000
Train Loss 1.338693618774414, Train Accuracy 89.67166900634766
==> Epoch 662/2000
Train Loss 1.3378448486328125, Train Accuracy 89.67500305175781
==> Epoch 663/2000
Train Loss 1.3369978666305542, Train Accuracy 89.6883316040039
==> Epoch 664/2000
Train Loss 1.3361525535583496, Train Accuracy 89.6933364868164
==> Epoch 665/2000
Train Loss 1.3353090286254883, Train Accuracy 89.70166778564453
==> Epoch 666/2000
Train Loss 1.3344671726226807, Train Accuracy 89.69999694824219
==> Epoch 667/2000
Train Loss 1.3336272239685059, Train Accuracy 89.70333099365234
==> Epoch 668/2000
Train Loss 1.3327888250350952, Train Accuracy 89.7066650390625
==> Epoch 669/2000
Train Loss 1.3319522142410278, Train Accuracy 89.71499633789062
==> Epoch 670/2000
Train Loss 1.3311172723770142, Train Accuracy 89.72833251953125
==> Epoch 671/2000
Train Loss 1.3302842378616333, Train Accuracy 89.7300033569336
==> Epoch 672/2000
Train Loss 1.3294525146484375, Train Accuracy 89.73833465576172
==> Epoch 673/2000
Train Loss 1.3286229372024536, Train Accuracy 89.73833465576172
==> Epoch 674/2000
Train Loss 1.3277949094772339, Train Accuracy 89.73833465576172
==> Epoch 675/2000
Train Loss 1.3269683122634888, Train Accuracy 89.74500274658203
==> Epoch 676/2000
Train Loss 1.326143503189087, Train Accuracy 89.74500274658203
==> Epoch 677/2000
Train Loss 1.3253203630447388, Train Accuracy 89.74833679199219
==> Epoch 678/2000
Train Loss 1.3244991302490234, Train Accuracy 89.75
==> Epoch 679/2000
Train Loss 1.3236792087554932, Train Accuracy 89.75499725341797
==> Epoch 680/2000
Train Loss 1.3228611946105957, Train Accuracy 89.76000213623047
==> Epoch 681/2000
Train Loss 1.3220446109771729, Train Accuracy 89.7683334350586
==> Epoch 682/2000
Train Loss 1.3212296962738037, Train Accuracy 89.77333068847656
==> Epoch 683/2000
Train Loss 1.3204164505004883, Train Accuracy 89.7750015258789
==> Epoch 684/2000
Train Loss 1.3196048736572266, Train Accuracy 89.77666473388672
==> Epoch 685/2000
Train Loss 1.318795084953308, Train Accuracy 89.77999877929688
==> Epoch 686/2000
Train Loss 1.3179866075515747, Train Accuracy 89.78500366210938
==> Epoch 687/2000
Train Loss 1.317179799079895, Train Accuracy 89.79833221435547
==> Epoch 688/2000
Train Loss 1.316374659538269, Train Accuracy 89.80000305175781
==> Epoch 689/2000
Train Loss 1.3155710697174072, Train Accuracy 89.80333709716797
==> Epoch 690/2000
Train Loss 1.3147690296173096, Train Accuracy 89.80833435058594
==> Epoch 691/2000
Train Loss 1.313968539237976, Train Accuracy 89.80833435058594
==> Epoch 692/2000
Train Loss 1.3131693601608276, Train Accuracy 89.81666564941406
==> Epoch 693/2000
Train Loss 1.3123723268508911, Train Accuracy 89.81666564941406
==> Epoch 694/2000
Train Loss 1.3115766048431396, Train Accuracy 89.82833099365234
==> Epoch 695/2000
Train Loss 1.3107823133468628, Train Accuracy 89.83833312988281
==> Epoch 696/2000
Train Loss 1.3099896907806396, Train Accuracy 89.84166717529297
==> Epoch 697/2000
Train Loss 1.3091986179351807, Train Accuracy 89.8499984741211
==> Epoch 698/2000
Train Loss 1.3084088563919067, Train Accuracy 89.8566665649414
==> Epoch 699/2000
Train Loss 1.3076207637786865, Train Accuracy 89.86000061035156
==> Epoch 700/2000
Train Loss 1.3068344593048096, Train Accuracy 89.87166595458984
==> Epoch 701/2000
Train Loss 1.3060492277145386, Train Accuracy 89.875
==> Epoch 702/2000
Train Loss 1.3052657842636108, Train Accuracy 89.88166809082031
==> Epoch 703/2000
Train Loss 1.3044837713241577, Train Accuracy 89.88500213623047
==> Epoch 704/2000
Train Loss 1.3037034273147583, Train Accuracy 89.89167022705078
==> Epoch 705/2000
Train Loss 1.3029242753982544, Train Accuracy 89.8933334350586
==> Epoch 706/2000
Train Loss 1.3021467924118042, Train Accuracy 89.9000015258789
==> Epoch 707/2000
Train Loss 1.3013707399368286, Train Accuracy 89.90666961669922
==> Epoch 708/2000
Train Loss 1.3005961179733276, Train Accuracy 89.91000366210938
==> Epoch 709/2000
Train Loss 1.2998230457305908, Train Accuracy 89.9183349609375
==> Epoch 710/2000
Train Loss 1.2990515232086182, Train Accuracy 89.92500305175781
==> Epoch 711/2000
Train Loss 1.2982813119888306, Train Accuracy 89.93333435058594
==> Epoch 712/2000
Train Loss 1.2975126504898071, Train Accuracy 89.94000244140625
==> Epoch 713/2000
Train Loss 1.2967451810836792, Train Accuracy 89.94833374023438
==> Epoch 714/2000
Train Loss 1.295979380607605, Train Accuracy 89.95333099365234
==> Epoch 715/2000
Train Loss 1.2952150106430054, Train Accuracy 89.95999908447266
==> Epoch 716/2000
Train Loss 1.29445219039917, Train Accuracy 89.96833038330078
==> Epoch 717/2000
Train Loss 1.2936904430389404, Train Accuracy 89.97333526611328
==> Epoch 718/2000
Train Loss 1.2929306030273438, Train Accuracy 89.97666931152344
==> Epoch 719/2000
Train Loss 1.292171597480774, Train Accuracy 89.9800033569336
==> Epoch 720/2000
Train Loss 1.291414499282837, Train Accuracy 89.98666381835938
==> Epoch 721/2000
Train Loss 1.290658712387085, Train Accuracy 89.98666381835938
==> Epoch 722/2000
Train Loss 1.2899041175842285, Train Accuracy 89.99333190917969
==> Epoch 723/2000
Train Loss 1.2891510725021362, Train Accuracy 89.99833679199219
==> Epoch 724/2000
Train Loss 1.288399577140808, Train Accuracy 90.00666809082031
==> Epoch 725/2000
Train Loss 1.2876490354537964, Train Accuracy 90.01000213623047
==> Epoch 726/2000
Train Loss 1.2869001626968384, Train Accuracy 90.01499938964844
==> Epoch 727/2000
Train Loss 1.2861526012420654, Train Accuracy 90.0199966430664
==> Epoch 728/2000
Train Loss 1.285406470298767, Train Accuracy 90.02166748046875
==> Epoch 729/2000
Train Loss 1.2846615314483643, Train Accuracy 90.02833557128906
==> Epoch 730/2000
Train Loss 1.2839182615280151, Train Accuracy 90.03166961669922
==> Epoch 731/2000
Train Loss 1.2831759452819824, Train Accuracy 90.04000091552734
==> Epoch 732/2000
Train Loss 1.2824351787567139, Train Accuracy 90.04499816894531
==> Epoch 733/2000
Train Loss 1.28169584274292, Train Accuracy 90.04833221435547
==> Epoch 734/2000
Train Loss 1.280957818031311, Train Accuracy 90.0566635131836
==> Epoch 735/2000
Train Loss 1.2802211046218872, Train Accuracy 90.0616683959961
==> Epoch 736/2000
Train Loss 1.2794855833053589, Train Accuracy 90.0683364868164
==> Epoch 737/2000
Train Loss 1.2787514925003052, Train Accuracy 90.07499694824219
==> Epoch 738/2000
Train Loss 1.278018832206726, Train Accuracy 90.0816650390625
==> Epoch 739/2000
Train Loss 1.277287244796753, Train Accuracy 90.086669921875
==> Epoch 740/2000
Train Loss 1.2765573263168335, Train Accuracy 90.09666442871094
==> Epoch 741/2000
Train Loss 1.275828242301941, Train Accuracy 90.0999984741211
==> Epoch 742/2000
Train Loss 1.275100827217102, Train Accuracy 90.10832977294922
==> Epoch 743/2000
Train Loss 1.2743744850158691, Train Accuracy 90.11499786376953
==> Epoch 744/2000
Train Loss 1.2736494541168213, Train Accuracy 90.12166595458984
==> Epoch 745/2000
Train Loss 1.272925853729248, Train Accuracy 90.12166595458984
==> Epoch 746/2000
Train Loss 1.2722034454345703, Train Accuracy 90.125
==> Epoch 747/2000
Train Loss 1.2714823484420776, Train Accuracy 90.12833404541016
==> Epoch 748/2000
Train Loss 1.27076256275177, Train Accuracy 90.13333129882812
==> Epoch 749/2000
Train Loss 1.270043969154358, Train Accuracy 90.13999938964844
==> Epoch 750/2000
Train Loss 1.2693265676498413, Train Accuracy 90.14666748046875
==> Epoch 751/2000
Train Loss 1.2686104774475098, Train Accuracy 90.14833068847656
==> Epoch 752/2000
Train Loss 1.2678956985473633, Train Accuracy 90.15666961669922
==> Epoch 753/2000
Train Loss 1.2671819925308228, Train Accuracy 90.163330078125
==> Epoch 754/2000
Train Loss 1.2664697170257568, Train Accuracy 90.17166900634766
==> Epoch 755/2000
Train Loss 1.265758752822876, Train Accuracy 90.17500305175781
==> Epoch 756/2000
Train Loss 1.2650489807128906, Train Accuracy 90.17833709716797
==> Epoch 757/2000
Train Loss 1.2643402814865112, Train Accuracy 90.1816635131836
==> Epoch 758/2000
Train Loss 1.263632893562317, Train Accuracy 90.1866683959961
==> Epoch 759/2000
Train Loss 1.2629268169403076, Train Accuracy 90.19499969482422
==> Epoch 760/2000
Train Loss 1.2622219324111938, Train Accuracy 90.19833374023438
==> Epoch 761/2000
Train Loss 1.261518120765686, Train Accuracy 90.20500183105469
==> Epoch 762/2000
Train Loss 1.2608156204223633, Train Accuracy 90.21333312988281
==> Epoch 763/2000
Train Loss 1.260114312171936, Train Accuracy 90.21666717529297
==> Epoch 764/2000
Train Loss 1.2594143152236938, Train Accuracy 90.22166442871094
==> Epoch 765/2000
Train Loss 1.258715271949768, Train Accuracy 90.22666931152344
==> Epoch 766/2000
Train Loss 1.2580175399780273, Train Accuracy 90.22833251953125
==> Epoch 767/2000
Train Loss 1.2573210000991821, Train Accuracy 90.23332977294922
==> Epoch 768/2000
Train Loss 1.2566256523132324, Train Accuracy 90.23500061035156
==> Epoch 769/2000
Train Loss 1.2559313774108887, Train Accuracy 90.23833465576172
==> Epoch 770/2000
Train Loss 1.2552385330200195, Train Accuracy 90.24500274658203
==> Epoch 771/2000
Train Loss 1.2545465230941772, Train Accuracy 90.24500274658203
==> Epoch 772/2000
Train Loss 1.2538560628890991, Train Accuracy 90.24666595458984
==> Epoch 773/2000
Train Loss 1.2531664371490479, Train Accuracy 90.25
==> Epoch 774/2000
Train Loss 1.252478003501892, Train Accuracy 90.25333404541016
==> Epoch 775/2000
Train Loss 1.2517908811569214, Train Accuracy 90.25499725341797
==> Epoch 776/2000
Train Loss 1.2511049509048462, Train Accuracy 90.25499725341797
==> Epoch 777/2000
Train Loss 1.2504199743270874, Train Accuracy 90.26333618164062
==> Epoch 778/2000
Train Loss 1.2497363090515137, Train Accuracy 90.26667022705078
==> Epoch 779/2000
Train Loss 1.2490535974502563, Train Accuracy 90.2683334350586
==> Epoch 780/2000
Train Loss 1.248372197151184, Train Accuracy 90.27166748046875
==> Epoch 781/2000
Train Loss 1.2476919889450073, Train Accuracy 90.2750015258789
==> Epoch 782/2000
Train Loss 1.2470126152038574, Train Accuracy 90.28166961669922
==> Epoch 783/2000
Train Loss 1.246334433555603, Train Accuracy 90.28666687011719
==> Epoch 784/2000
Train Loss 1.2456575632095337, Train Accuracy 90.29000091552734
==> Epoch 785/2000
Train Loss 1.2449816465377808, Train Accuracy 90.29666900634766
==> Epoch 786/2000
Train Loss 1.2443069219589233, Train Accuracy 90.29499816894531
==> Epoch 787/2000
Train Loss 1.2436332702636719, Train Accuracy 90.30333709716797
==> Epoch 788/2000
Train Loss 1.242960810661316, Train Accuracy 90.3116683959961
==> Epoch 789/2000
Train Loss 1.242289423942566, Train Accuracy 90.31999969482422
==> Epoch 790/2000
Train Loss 1.2416191101074219, Train Accuracy 90.31999969482422
==> Epoch 791/2000
Train Loss 1.2409497499465942, Train Accuracy 90.3183364868164
==> Epoch 792/2000
Train Loss 1.240281581878662, Train Accuracy 90.32333374023438
==> Epoch 793/2000
Train Loss 1.239614486694336, Train Accuracy 90.3316650390625
==> Epoch 794/2000
Train Loss 1.2389484643936157, Train Accuracy 90.33333587646484
==> Epoch 795/2000
Train Loss 1.2382835149765015, Train Accuracy 90.33833312988281
==> Epoch 796/2000
Train Loss 1.2376197576522827, Train Accuracy 90.34166717529297
==> Epoch 797/2000
Train Loss 1.2369569540023804, Train Accuracy 90.34500122070312
==> Epoch 798/2000
Train Loss 1.236295223236084, Train Accuracy 90.35333251953125
==> Epoch 799/2000
Train Loss 1.2356345653533936, Train Accuracy 90.35832977294922
==> Epoch 800/2000
Train Loss 1.234974980354309, Train Accuracy 90.36166381835938
==> Epoch 801/2000
Train Loss 1.2343164682388306, Train Accuracy 90.36166381835938
==> Epoch 802/2000
Train Loss 1.2336589097976685, Train Accuracy 90.36499786376953
==> Epoch 803/2000
Train Loss 1.2330026626586914, Train Accuracy 90.36833190917969
==> Epoch 804/2000
Train Loss 1.2323471307754517, Train Accuracy 90.375
==> Epoch 805/2000
Train Loss 1.2316927909851074, Train Accuracy 90.37666320800781
==> Epoch 806/2000
Train Loss 1.2310395240783691, Train Accuracy 90.37999725341797
==> Epoch 807/2000
Train Loss 1.2303869724273682, Train Accuracy 90.3933334350586
==> Epoch 808/2000
Train Loss 1.229736089706421, Train Accuracy 90.39666748046875
==> Epoch 809/2000
Train Loss 1.2290856838226318, Train Accuracy 90.40499877929688
==> Epoch 810/2000
Train Loss 1.2284364700317383, Train Accuracy 90.413330078125
==> Epoch 811/2000
Train Loss 1.2277883291244507, Train Accuracy 90.41999816894531
==> Epoch 812/2000
Train Loss 1.2271411418914795, Train Accuracy 90.42500305175781
==> Epoch 813/2000
Train Loss 1.2264951467514038, Train Accuracy 90.42833709716797
==> Epoch 814/2000
Train Loss 1.2258498668670654, Train Accuracy 90.43333435058594
==> Epoch 815/2000
Train Loss 1.2252057790756226, Train Accuracy 90.44000244140625
==> Epoch 816/2000
Train Loss 1.2245625257492065, Train Accuracy 90.44499969482422
==> Epoch 817/2000
Train Loss 1.223920464515686, Train Accuracy 90.44666290283203
==> Epoch 818/2000
Train Loss 1.2232794761657715, Train Accuracy 90.44999694824219
==> Epoch 819/2000
Train Loss 1.2226393222808838, Train Accuracy 90.45333099365234
==> Epoch 820/2000
Train Loss 1.2220001220703125, Train Accuracy 90.45999908447266
==> Epoch 821/2000
Train Loss 1.2213619947433472, Train Accuracy 90.461669921875
==> Epoch 822/2000
Train Loss 1.2207248210906982, Train Accuracy 90.461669921875
==> Epoch 823/2000
Train Loss 1.2200888395309448, Train Accuracy 90.46499633789062
==> Epoch 824/2000
Train Loss 1.2194533348083496, Train Accuracy 90.46666717529297
==> Epoch 825/2000
Train Loss 1.2188191413879395, Train Accuracy 90.46833038330078
==> Epoch 826/2000
Train Loss 1.2181859016418457, Train Accuracy 90.46666717529297
==> Epoch 827/2000
Train Loss 1.2175536155700684, Train Accuracy 90.47166442871094
==> Epoch 828/2000
Train Loss 1.2169222831726074, Train Accuracy 90.47333526611328
==> Epoch 829/2000
Train Loss 1.2162916660308838, Train Accuracy 90.47333526611328
==> Epoch 830/2000
Train Loss 1.2156622409820557, Train Accuracy 90.47333526611328
==> Epoch 831/2000
Train Loss 1.215033769607544, Train Accuracy 90.47833251953125
==> Epoch 832/2000
Train Loss 1.2144062519073486, Train Accuracy 90.48500061035156
==> Epoch 833/2000
Train Loss 1.2137798070907593, Train Accuracy 90.48833465576172
==> Epoch 834/2000
Train Loss 1.2131540775299072, Train Accuracy 90.49166870117188
==> Epoch 835/2000
Train Loss 1.2125294208526611, Train Accuracy 90.49166870117188
==> Epoch 836/2000
Train Loss 1.2119057178497314, Train Accuracy 90.49666595458984
==> Epoch 837/2000
Train Loss 1.2112828493118286, Train Accuracy 90.49500274658203
==> Epoch 838/2000
Train Loss 1.2106609344482422, Train Accuracy 90.49833679199219
==> Epoch 839/2000
Train Loss 1.2100398540496826, Train Accuracy 90.50499725341797
==> Epoch 840/2000
Train Loss 1.2094199657440186, Train Accuracy 90.51166534423828
==> Epoch 841/2000
Train Loss 1.2088007926940918, Train Accuracy 90.51499938964844
==> Epoch 842/2000
Train Loss 1.2081825733184814, Train Accuracy 90.51499938964844
==> Epoch 843/2000
Train Loss 1.2075653076171875, Train Accuracy 90.51667022705078
==> Epoch 844/2000
Train Loss 1.2069488763809204, Train Accuracy 90.52166748046875
==> Epoch 845/2000
Train Loss 1.2063333988189697, Train Accuracy 90.52999877929688
==> Epoch 846/2000
Train Loss 1.2057191133499146, Train Accuracy 90.53500366210938
==> Epoch 847/2000
Train Loss 1.2051054239273071, Train Accuracy 90.538330078125
==> Epoch 848/2000
Train Loss 1.2044926881790161, Train Accuracy 90.54000091552734
==> Epoch 849/2000
Train Loss 1.2038809061050415, Train Accuracy 90.54833221435547
==> Epoch 850/2000
Train Loss 1.2032697200775146, Train Accuracy 90.55500030517578
==> Epoch 851/2000
Train Loss 1.2026597261428833, Train Accuracy 90.55833435058594
==> Epoch 852/2000
Train Loss 1.202050805091858, Train Accuracy 90.55833435058594
==> Epoch 853/2000
Train Loss 1.2014424800872803, Train Accuracy 90.5616683959961
==> Epoch 854/2000
Train Loss 1.200835108757019, Train Accuracy 90.5683364868164
==> Epoch 855/2000
Train Loss 1.2002285718917847, Train Accuracy 90.57833099365234
==> Epoch 856/2000
Train Loss 1.1996231079101562, Train Accuracy 90.5816650390625
==> Epoch 857/2000
Train Loss 1.1990182399749756, Train Accuracy 90.586669921875
==> Epoch 858/2000
Train Loss 1.1984145641326904, Train Accuracy 90.58999633789062
==> Epoch 859/2000
Train Loss 1.1978116035461426, Train Accuracy 90.59333038330078
==> Epoch 860/2000
Train Loss 1.197209358215332, Train Accuracy 90.59833526611328
==> Epoch 861/2000
Train Loss 1.196608066558838, Train Accuracy 90.6050033569336
==> Epoch 862/2000
Train Loss 1.1960078477859497, Train Accuracy 90.62166595458984
==> Epoch 863/2000
Train Loss 1.1954082250595093, Train Accuracy 90.62333679199219
==> Epoch 864/2000
Train Loss 1.1948095560073853, Train Accuracy 90.63166809082031
==> Epoch 865/2000
Train Loss 1.1942118406295776, Train Accuracy 90.63500213623047
==> Epoch 866/2000
Train Loss 1.1936147212982178, Train Accuracy 90.63999938964844
==> Epoch 867/2000
Train Loss 1.1930187940597534, Train Accuracy 90.6449966430664
==> Epoch 868/2000
Train Loss 1.1924235820770264, Train Accuracy 90.64666748046875
==> Epoch 869/2000
Train Loss 1.191828966140747, Train Accuracy 90.65333557128906
==> Epoch 870/2000
Train Loss 1.1912355422973633, Train Accuracy 90.66000366210938
==> Epoch 871/2000
Train Loss 1.1906427145004272, Train Accuracy 90.66666412353516
==> Epoch 872/2000
Train Loss 1.1900508403778076, Train Accuracy 90.67166900634766
==> Epoch 873/2000
Train Loss 1.1894596815109253, Train Accuracy 90.67500305175781
==> Epoch 874/2000
Train Loss 1.188869595527649, Train Accuracy 90.67833709716797
==> Epoch 875/2000
Train Loss 1.1882802248001099, Train Accuracy 90.6866683959961
==> Epoch 876/2000
Train Loss 1.187691569328308, Train Accuracy 90.6866683959961
==> Epoch 877/2000
Train Loss 1.1871037483215332, Train Accuracy 90.69499969482422
==> Epoch 878/2000
Train Loss 1.1865168809890747, Train Accuracy 90.69499969482422
==> Epoch 879/2000
Train Loss 1.1859309673309326, Train Accuracy 90.69833374023438
==> Epoch 880/2000
Train Loss 1.1853455305099487, Train Accuracy 90.69999694824219
==> Epoch 881/2000
Train Loss 1.1847611665725708, Train Accuracy 90.7066650390625
==> Epoch 882/2000
Train Loss 1.1841773986816406, Train Accuracy 90.70999908447266
==> Epoch 883/2000
Train Loss 1.1835944652557373, Train Accuracy 90.71666717529297
==> Epoch 884/2000
Train Loss 1.1830124855041504, Train Accuracy 90.7249984741211
==> Epoch 885/2000
Train Loss 1.1824312210083008, Train Accuracy 90.7316665649414
==> Epoch 886/2000
Train Loss 1.181850790977478, Train Accuracy 90.7316665649414
==> Epoch 887/2000
Train Loss 1.1812711954116821, Train Accuracy 90.73332977294922
==> Epoch 888/2000
Train Loss 1.1806923151016235, Train Accuracy 90.73666381835938
==> Epoch 889/2000
Train Loss 1.1801142692565918, Train Accuracy 90.73833465576172
==> Epoch 890/2000
Train Loss 1.1795368194580078, Train Accuracy 90.74500274658203
==> Epoch 891/2000
Train Loss 1.1789604425430298, Train Accuracy 90.75333404541016
==> Epoch 892/2000
Train Loss 1.1783846616744995, Train Accuracy 90.75666809082031
==> Epoch 893/2000
Train Loss 1.1778098344802856, Train Accuracy 90.76000213623047
==> Epoch 894/2000
Train Loss 1.177235722541809, Train Accuracy 90.76166534423828
==> Epoch 895/2000
Train Loss 1.1766623258590698, Train Accuracy 90.7699966430664
==> Epoch 896/2000
Train Loss 1.1760900020599365, Train Accuracy 90.7750015258789
==> Epoch 897/2000
Train Loss 1.1755180358886719, Train Accuracy 90.77666473388672
==> Epoch 898/2000
Train Loss 1.1749470233917236, Train Accuracy 90.77833557128906
==> Epoch 899/2000
Train Loss 1.1743768453598022, Train Accuracy 90.77666473388672
==> Epoch 900/2000
Train Loss 1.1738072633743286, Train Accuracy 90.78333282470703
==> Epoch 901/2000
Train Loss 1.1732386350631714, Train Accuracy 90.788330078125
==> Epoch 902/2000
Train Loss 1.172670602798462, Train Accuracy 90.79000091552734
==> Epoch 903/2000
Train Loss 1.1721034049987793, Train Accuracy 90.7933349609375
==> Epoch 904/2000
Train Loss 1.171536922454834, Train Accuracy 90.79833221435547
==> Epoch 905/2000
Train Loss 1.1709712743759155, Train Accuracy 90.8066635131836
==> Epoch 906/2000
Train Loss 1.170406460762024, Train Accuracy 90.80999755859375
==> Epoch 907/2000
Train Loss 1.16984224319458, Train Accuracy 90.8183364868164
==> Epoch 908/2000
Train Loss 1.169278860092163, Train Accuracy 90.81999969482422
==> Epoch 909/2000
Train Loss 1.1687161922454834, Train Accuracy 90.82166290283203
==> Epoch 910/2000
Train Loss 1.168154001235962, Train Accuracy 90.82166290283203
==> Epoch 911/2000
Train Loss 1.167593002319336, Train Accuracy 90.82666778564453
==> Epoch 912/2000
Train Loss 1.1670325994491577, Train Accuracy 90.82499694824219
==> Epoch 913/2000
Train Loss 1.1664729118347168, Train Accuracy 90.82333374023438
==> Epoch 914/2000
Train Loss 1.1659138202667236, Train Accuracy 90.82833099365234
==> Epoch 915/2000
Train Loss 1.1653555631637573, Train Accuracy 90.8316650390625
==> Epoch 916/2000
Train Loss 1.1647980213165283, Train Accuracy 90.83333587646484
==> Epoch 917/2000
Train Loss 1.1642414331436157, Train Accuracy 90.83499908447266
==> Epoch 918/2000
Train Loss 1.1636852025985718, Train Accuracy 90.83833312988281
==> Epoch 919/2000
Train Loss 1.1631300449371338, Train Accuracy 90.83833312988281
==> Epoch 920/2000
Train Loss 1.162575364112854, Train Accuracy 90.84500122070312
==> Epoch 921/2000
Train Loss 1.1620213985443115, Train Accuracy 90.84666442871094
==> Epoch 922/2000
Train Loss 1.1614683866500854, Train Accuracy 90.84833526611328
==> Epoch 923/2000
Train Loss 1.1609159708023071, Train Accuracy 90.8566665649414
==> Epoch 924/2000
Train Loss 1.1603641510009766, Train Accuracy 90.86666870117188
==> Epoch 925/2000
Train Loss 1.1598130464553833, Train Accuracy 90.86666870117188
==> Epoch 926/2000
Train Loss 1.159262776374817, Train Accuracy 90.87000274658203
==> Epoch 927/2000
Train Loss 1.1587131023406982, Train Accuracy 90.875
==> Epoch 928/2000
Train Loss 1.1581642627716064, Train Accuracy 90.875
==> Epoch 929/2000
Train Loss 1.1576162576675415, Train Accuracy 90.87833404541016
==> Epoch 930/2000
Train Loss 1.1570686101913452, Train Accuracy 90.88333129882812
==> Epoch 931/2000
Train Loss 1.1565219163894653, Train Accuracy 90.88333129882812
==> Epoch 932/2000
Train Loss 1.1559758186340332, Train Accuracy 90.88500213623047
==> Epoch 933/2000
Train Loss 1.1554304361343384, Train Accuracy 90.89167022705078
==> Epoch 934/2000
Train Loss 1.1548857688903809, Train Accuracy 90.89666748046875
==> Epoch 935/2000
Train Loss 1.154341697692871, Train Accuracy 90.9000015258789
==> Epoch 936/2000
Train Loss 1.1537984609603882, Train Accuracy 90.90499877929688
==> Epoch 937/2000
Train Loss 1.153255820274353, Train Accuracy 90.90833282470703
==> Epoch 938/2000
Train Loss 1.152713656425476, Train Accuracy 90.91500091552734
==> Epoch 939/2000
Train Loss 1.152172565460205, Train Accuracy 90.91999816894531
==> Epoch 940/2000
Train Loss 1.1516319513320923, Train Accuracy 90.92833709716797
==> Epoch 941/2000
Train Loss 1.151092290878296, Train Accuracy 90.93000030517578
==> Epoch 942/2000
Train Loss 1.1505528688430786, Train Accuracy 90.92833709716797
==> Epoch 943/2000
Train Loss 1.1500144004821777, Train Accuracy 90.9316635131836
==> Epoch 944/2000
Train Loss 1.1494765281677246, Train Accuracy 90.93499755859375
==> Epoch 945/2000
Train Loss 1.1489392518997192, Train Accuracy 90.9383316040039
==> Epoch 946/2000
Train Loss 1.1484026908874512, Train Accuracy 90.9383316040039
==> Epoch 947/2000
Train Loss 1.1478668451309204, Train Accuracy 90.94499969482422
==> Epoch 948/2000
Train Loss 1.147331714630127, Train Accuracy 90.94666290283203
==> Epoch 949/2000
Train Loss 1.1467971801757812, Train Accuracy 90.94999694824219
==> Epoch 950/2000
Train Loss 1.1462634801864624, Train Accuracy 90.95500183105469
==> Epoch 951/2000
Train Loss 1.1457302570343018, Train Accuracy 90.9566650390625
==> Epoch 952/2000
Train Loss 1.1451977491378784, Train Accuracy 90.95833587646484
==> Epoch 953/2000
Train Loss 1.1446658372879028, Train Accuracy 90.96833038330078
==> Epoch 954/2000
Train Loss 1.1441346406936646, Train Accuracy 90.9800033569336
==> Epoch 955/2000
Train Loss 1.143604040145874, Train Accuracy 90.9800033569336
==> Epoch 956/2000
Train Loss 1.1430741548538208, Train Accuracy 90.98332977294922
==> Epoch 957/2000
Train Loss 1.1425448656082153, Train Accuracy 90.98666381835938
==> Epoch 958/2000
Train Loss 1.1420162916183472, Train Accuracy 90.99333190917969
==> Epoch 959/2000
Train Loss 1.1414884328842163, Train Accuracy 90.99333190917969
==> Epoch 960/2000
Train Loss 1.140960931777954, Train Accuracy 90.99833679199219
==> Epoch 961/2000
Train Loss 1.1404343843460083, Train Accuracy 91.00333404541016
==> Epoch 962/2000
Train Loss 1.1399081945419312, Train Accuracy 91.00833129882812
==> Epoch 963/2000
Train Loss 1.1393828392028809, Train Accuracy 91.00833129882812
==> Epoch 964/2000
Train Loss 1.1388580799102783, Train Accuracy 91.01499938964844
==> Epoch 965/2000
Train Loss 1.1383339166641235, Train Accuracy 91.0183334350586
==> Epoch 966/2000
Train Loss 1.137810468673706, Train Accuracy 91.0250015258789
==> Epoch 967/2000
Train Loss 1.1372877359390259, Train Accuracy 91.02833557128906
==> Epoch 968/2000
Train Loss 1.1367652416229248, Train Accuracy 91.03166961669922
==> Epoch 969/2000
Train Loss 1.1362437009811401, Train Accuracy 91.03500366210938
==> Epoch 970/2000
Train Loss 1.1357226371765137, Train Accuracy 91.04166412353516
==> Epoch 971/2000
Train Loss 1.1352026462554932, Train Accuracy 91.0433349609375
==> Epoch 972/2000
Train Loss 1.1346827745437622, Train Accuracy 91.05000305175781
==> Epoch 973/2000
Train Loss 1.134163737297058, Train Accuracy 91.05333709716797
==> Epoch 974/2000
Train Loss 1.1336452960968018, Train Accuracy 91.0566635131836
==> Epoch 975/2000
Train Loss 1.1331273317337036, Train Accuracy 91.0616683959961
==> Epoch 976/2000
Train Loss 1.1326100826263428, Train Accuracy 91.06500244140625
==> Epoch 977/2000
Train Loss 1.1320935487747192, Train Accuracy 91.07166290283203
==> Epoch 978/2000
Train Loss 1.131577491760254, Train Accuracy 91.07166290283203
==> Epoch 979/2000
Train Loss 1.1310620307922363, Train Accuracy 91.07333374023438
==> Epoch 980/2000
Train Loss 1.1305471658706665, Train Accuracy 91.07833099365234
==> Epoch 981/2000
Train Loss 1.1300331354141235, Train Accuracy 91.086669921875
==> Epoch 982/2000
Train Loss 1.1295194625854492, Train Accuracy 91.08833312988281
==> Epoch 983/2000
Train Loss 1.1290065050125122, Train Accuracy 91.09333038330078
==> Epoch 984/2000
Train Loss 1.128494381904602, Train Accuracy 91.09666442871094
==> Epoch 985/2000
Train Loss 1.127982497215271, Train Accuracy 91.09833526611328
==> Epoch 986/2000
Train Loss 1.1274712085723877, Train Accuracy 91.1050033569336
==> Epoch 987/2000
Train Loss 1.1269606351852417, Train Accuracy 91.11166381835938
==> Epoch 988/2000
Train Loss 1.1264506578445435, Train Accuracy 91.12000274658203
==> Epoch 989/2000
Train Loss 1.1259411573410034, Train Accuracy 91.12166595458984
==> Epoch 990/2000
Train Loss 1.1254324913024902, Train Accuracy 91.12333679199219
==> Epoch 991/2000
Train Loss 1.1249244213104248, Train Accuracy 91.13500213623047
==> Epoch 992/2000
Train Loss 1.124416708946228, Train Accuracy 91.13666534423828
==> Epoch 993/2000
Train Loss 1.123909831047058, Train Accuracy 91.1500015258789
==> Epoch 994/2000
Train Loss 1.1234034299850464, Train Accuracy 91.15333557128906
==> Epoch 995/2000
Train Loss 1.1228973865509033, Train Accuracy 91.16000366210938
==> Epoch 996/2000
Train Loss 1.122392177581787, Train Accuracy 91.163330078125
==> Epoch 997/2000
Train Loss 1.1218875646591187, Train Accuracy 91.16999816894531
==> Epoch 998/2000
Train Loss 1.1213834285736084, Train Accuracy 91.17500305175781
==> Epoch 999/2000
Train Loss 1.1208800077438354, Train Accuracy 91.17833709716797
==> Epoch 1000/2000
Train Loss 1.1203771829605103, Train Accuracy 91.17833709716797
==> Epoch 1001/2000
Train Loss 1.1198747158050537, Train Accuracy 91.1816635131836
==> Epoch 1002/2000
Train Loss 1.119372844696045, Train Accuracy 91.18499755859375
==> Epoch 1003/2000
Train Loss 1.118871808052063, Train Accuracy 91.1866683959961
==> Epoch 1004/2000
Train Loss 1.1183710098266602, Train Accuracy 91.19166564941406
==> Epoch 1005/2000
Train Loss 1.1178710460662842, Train Accuracy 91.19000244140625
==> Epoch 1006/2000
Train Loss 1.1173715591430664, Train Accuracy 91.1883316040039
==> Epoch 1007/2000
Train Loss 1.1168725490570068, Train Accuracy 91.1933364868164
==> Epoch 1008/2000
Train Loss 1.1163742542266846, Train Accuracy 91.19499969482422
==> Epoch 1009/2000
Train Loss 1.1158764362335205, Train Accuracy 91.19999694824219
==> Epoch 1010/2000
Train Loss 1.1153792142868042, Train Accuracy 91.2066650390625
==> Epoch 1011/2000
Train Loss 1.1148825883865356, Train Accuracy 91.211669921875
==> Epoch 1012/2000
Train Loss 1.1143865585327148, Train Accuracy 91.21499633789062
==> Epoch 1013/2000
Train Loss 1.1138910055160522, Train Accuracy 91.21833038330078
==> Epoch 1014/2000
Train Loss 1.1133960485458374, Train Accuracy 91.22166442871094
==> Epoch 1015/2000
Train Loss 1.1129015684127808, Train Accuracy 91.2249984741211
==> Epoch 1016/2000
Train Loss 1.1124075651168823, Train Accuracy 91.2316665649414
==> Epoch 1017/2000
Train Loss 1.1119143962860107, Train Accuracy 91.23833465576172
==> Epoch 1018/2000
Train Loss 1.1114215850830078, Train Accuracy 91.23833465576172
==> Epoch 1019/2000
Train Loss 1.1109294891357422, Train Accuracy 91.24666595458984
==> Epoch 1020/2000
Train Loss 1.1104378700256348, Train Accuracy 91.25333404541016
==> Epoch 1021/2000
Train Loss 1.109946608543396, Train Accuracy 91.25666809082031
==> Epoch 1022/2000
Train Loss 1.1094560623168945, Train Accuracy 91.25833129882812
==> Epoch 1023/2000
Train Loss 1.1089659929275513, Train Accuracy 91.26000213623047
==> Epoch 1024/2000
Train Loss 1.1084765195846558, Train Accuracy 91.26166534423828
==> Epoch 1025/2000
Train Loss 1.1079875230789185, Train Accuracy 91.26667022705078
==> Epoch 1026/2000
Train Loss 1.1074990034103394, Train Accuracy 91.2683334350586
==> Epoch 1027/2000
Train Loss 1.1070111989974976, Train Accuracy 91.27833557128906
==> Epoch 1028/2000
Train Loss 1.1065239906311035, Train Accuracy 91.28500366210938
==> Epoch 1029/2000
Train Loss 1.1060371398925781, Train Accuracy 91.28166961669922
==> Epoch 1030/2000
Train Loss 1.1055508852005005, Train Accuracy 91.28500366210938
==> Epoch 1031/2000
Train Loss 1.105065107345581, Train Accuracy 91.29166412353516
==> Epoch 1032/2000
Train Loss 1.104580044746399, Train Accuracy 91.29666900634766
==> Epoch 1033/2000
Train Loss 1.1040953397750854, Train Accuracy 91.30000305175781
==> Epoch 1034/2000
Train Loss 1.1036109924316406, Train Accuracy 91.30166625976562
==> Epoch 1035/2000
Train Loss 1.1031274795532227, Train Accuracy 91.30333709716797
==> Epoch 1036/2000
Train Loss 1.1026443243026733, Train Accuracy 91.3066635131836
==> Epoch 1037/2000
Train Loss 1.1021620035171509, Train Accuracy 91.30833435058594
==> Epoch 1038/2000
Train Loss 1.101679801940918, Train Accuracy 91.3116683959961
==> Epoch 1039/2000
Train Loss 1.1011983156204224, Train Accuracy 91.31666564941406
==> Epoch 1040/2000
Train Loss 1.1007174253463745, Train Accuracy 91.32499694824219
==> Epoch 1041/2000
Train Loss 1.1002371311187744, Train Accuracy 91.33000183105469
==> Epoch 1042/2000
Train Loss 1.099757194519043, Train Accuracy 91.33000183105469
==> Epoch 1043/2000
Train Loss 1.0992774963378906, Train Accuracy 91.33000183105469
==> Epoch 1044/2000
Train Loss 1.0987986326217651, Train Accuracy 91.3316650390625
==> Epoch 1045/2000
Train Loss 1.0983203649520874, Train Accuracy 91.33333587646484
==> Epoch 1046/2000
Train Loss 1.0978423357009888, Train Accuracy 91.34166717529297
==> Epoch 1047/2000
Train Loss 1.0973650217056274, Train Accuracy 91.34333038330078
==> Epoch 1048/2000
Train Loss 1.0968880653381348, Train Accuracy 91.35166931152344
==> Epoch 1049/2000
Train Loss 1.0964118242263794, Train Accuracy 91.36000061035156
==> Epoch 1050/2000
Train Loss 1.0959360599517822, Train Accuracy 91.36166381835938
==> Epoch 1051/2000
Train Loss 1.0954605340957642, Train Accuracy 91.37000274658203
==> Epoch 1052/2000
Train Loss 1.0949859619140625, Train Accuracy 91.37666320800781
==> Epoch 1053/2000
Train Loss 1.0945115089416504, Train Accuracy 91.37999725341797
==> Epoch 1054/2000
Train Loss 1.0940377712249756, Train Accuracy 91.38500213623047
==> Epoch 1055/2000
Train Loss 1.0935643911361694, Train Accuracy 91.38999938964844
==> Epoch 1056/2000
Train Loss 1.0930914878845215, Train Accuracy 91.39167022705078
==> Epoch 1057/2000
Train Loss 1.0926191806793213, Train Accuracy 91.39167022705078
==> Epoch 1058/2000
Train Loss 1.0921475887298584, Train Accuracy 91.39833068847656
==> Epoch 1059/2000
Train Loss 1.0916762351989746, Train Accuracy 91.40166473388672
==> Epoch 1060/2000
Train Loss 1.0912054777145386, Train Accuracy 91.40333557128906
==> Epoch 1061/2000
Train Loss 1.0907350778579712, Train Accuracy 91.40499877929688
==> Epoch 1062/2000
Train Loss 1.0902652740478516, Train Accuracy 91.40833282470703
==> Epoch 1063/2000
Train Loss 1.0897958278656006, Train Accuracy 91.40833282470703
==> Epoch 1064/2000
Train Loss 1.089327096939087, Train Accuracy 91.40833282470703
==> Epoch 1065/2000
Train Loss 1.0888588428497314, Train Accuracy 91.41000366210938
==> Epoch 1066/2000
Train Loss 1.0883909463882446, Train Accuracy 91.413330078125
==> Epoch 1067/2000
Train Loss 1.087923526763916, Train Accuracy 91.41999816894531
==> Epoch 1068/2000
Train Loss 1.087456464767456, Train Accuracy 91.42666625976562
==> Epoch 1069/2000
Train Loss 1.0869901180267334, Train Accuracy 91.42833709716797
==> Epoch 1070/2000
Train Loss 1.0865243673324585, Train Accuracy 91.4366683959961
==> Epoch 1071/2000
Train Loss 1.0860586166381836, Train Accuracy 91.4383316040039
==> Epoch 1072/2000
Train Loss 1.0855937004089355, Train Accuracy 91.4433364868164
==> Epoch 1073/2000
Train Loss 1.0851293802261353, Train Accuracy 91.44666290283203
==> Epoch 1074/2000
Train Loss 1.0846655368804932, Train Accuracy 91.45166778564453
==> Epoch 1075/2000
Train Loss 1.084201693534851, Train Accuracy 91.45333099365234
==> Epoch 1076/2000
Train Loss 1.083738923072815, Train Accuracy 91.45333099365234
==> Epoch 1077/2000
Train Loss 1.083276391029358, Train Accuracy 91.45999908447266
==> Epoch 1078/2000
Train Loss 1.082814335823059, Train Accuracy 91.461669921875
==> Epoch 1079/2000
Train Loss 1.0823525190353394, Train Accuracy 91.46666717529297
==> Epoch 1080/2000
Train Loss 1.081891417503357, Train Accuracy 91.46666717529297
==> Epoch 1081/2000
Train Loss 1.0814307928085327, Train Accuracy 91.46833038330078
==> Epoch 1082/2000
Train Loss 1.0809706449508667, Train Accuracy 91.47000122070312
==> Epoch 1083/2000
Train Loss 1.0805109739303589, Train Accuracy 91.47333526611328
==> Epoch 1084/2000
Train Loss 1.0800517797470093, Train Accuracy 91.4749984741211
==> Epoch 1085/2000
Train Loss 1.0795929431915283, Train Accuracy 91.4800033569336
==> Epoch 1086/2000
Train Loss 1.0791345834732056, Train Accuracy 91.4800033569336
==> Epoch 1087/2000
Train Loss 1.078676700592041, Train Accuracy 91.4816665649414
==> Epoch 1088/2000
Train Loss 1.0782194137573242, Train Accuracy 91.48500061035156
==> Epoch 1089/2000
Train Loss 1.0777623653411865, Train Accuracy 91.49166870117188
==> Epoch 1090/2000
Train Loss 1.0773061513900757, Train Accuracy 91.49166870117188
==> Epoch 1091/2000
Train Loss 1.0768500566482544, Train Accuracy 91.49333190917969
==> Epoch 1092/2000
Train Loss 1.0763945579528809, Train Accuracy 91.49833679199219
==> Epoch 1093/2000
Train Loss 1.0759395360946655, Train Accuracy 91.50499725341797
==> Epoch 1094/2000
Train Loss 1.0754847526550293, Train Accuracy 91.51333618164062
==> Epoch 1095/2000
Train Loss 1.0750306844711304, Train Accuracy 91.52166748046875
==> Epoch 1096/2000
Train Loss 1.0745769739151, Train Accuracy 91.5250015258789
==> Epoch 1097/2000
Train Loss 1.074123740196228, Train Accuracy 91.52666473388672
==> Epoch 1098/2000
Train Loss 1.0736709833145142, Train Accuracy 91.52833557128906
==> Epoch 1099/2000
Train Loss 1.073218584060669, Train Accuracy 91.52833557128906
==> Epoch 1100/2000
Train Loss 1.072766661643982, Train Accuracy 91.52833557128906
==> Epoch 1101/2000
Train Loss 1.0723153352737427, Train Accuracy 91.53166961669922
==> Epoch 1102/2000
Train Loss 1.071864366531372, Train Accuracy 91.53166961669922
==> Epoch 1103/2000
Train Loss 1.0714137554168701, Train Accuracy 91.53166961669922
==> Epoch 1104/2000
Train Loss 1.070963740348816, Train Accuracy 91.53500366210938
==> Epoch 1105/2000
Train Loss 1.0705140829086304, Train Accuracy 91.538330078125
==> Epoch 1106/2000
Train Loss 1.0700647830963135, Train Accuracy 91.54000091552734
==> Epoch 1107/2000
Train Loss 1.0696159601211548, Train Accuracy 91.54499816894531
==> Epoch 1108/2000
Train Loss 1.0691678524017334, Train Accuracy 91.55166625976562
==> Epoch 1109/2000
Train Loss 1.068719744682312, Train Accuracy 91.55166625976562
==> Epoch 1110/2000
Train Loss 1.0682724714279175, Train Accuracy 91.55000305175781
==> Epoch 1111/2000
Train Loss 1.067825436592102, Train Accuracy 91.5566635131836
==> Epoch 1112/2000
Train Loss 1.0673788785934448, Train Accuracy 91.55999755859375
==> Epoch 1113/2000
Train Loss 1.0669327974319458, Train Accuracy 91.5633316040039
==> Epoch 1114/2000
Train Loss 1.0664873123168945, Train Accuracy 91.5683364868164
==> Epoch 1115/2000
Train Loss 1.0660419464111328, Train Accuracy 91.57166290283203
==> Epoch 1116/2000
Train Loss 1.0655970573425293, Train Accuracy 91.57333374023438
==> Epoch 1117/2000
Train Loss 1.0651527643203735, Train Accuracy 91.57666778564453
==> Epoch 1118/2000
Train Loss 1.0647087097167969, Train Accuracy 91.57833099365234
==> Epoch 1119/2000
Train Loss 1.0642653703689575, Train Accuracy 91.57833099365234
==> Epoch 1120/2000
Train Loss 1.0638222694396973, Train Accuracy 91.5816650390625
==> Epoch 1121/2000
Train Loss 1.0633796453475952, Train Accuracy 91.58499908447266
==> Epoch 1122/2000
Train Loss 1.0629373788833618, Train Accuracy 91.58833312988281
==> Epoch 1123/2000
Train Loss 1.0624958276748657, Train Accuracy 91.58999633789062
==> Epoch 1124/2000
Train Loss 1.0620543956756592, Train Accuracy 91.59333038330078
==> Epoch 1125/2000
Train Loss 1.0616133213043213, Train Accuracy 91.59833526611328
==> Epoch 1126/2000
Train Loss 1.0611729621887207, Train Accuracy 91.60832977294922
==> Epoch 1127/2000
Train Loss 1.0607328414916992, Train Accuracy 91.61166381835938
==> Epoch 1128/2000
Train Loss 1.060293197631836, Train Accuracy 91.61499786376953
==> Epoch 1129/2000
Train Loss 1.0598541498184204, Train Accuracy 91.61666870117188
==> Epoch 1130/2000
Train Loss 1.0594152212142944, Train Accuracy 91.61666870117188
==> Epoch 1131/2000
Train Loss 1.0589768886566162, Train Accuracy 91.61666870117188
==> Epoch 1132/2000
Train Loss 1.0585390329360962, Train Accuracy 91.62166595458984
==> Epoch 1133/2000
Train Loss 1.0581014156341553, Train Accuracy 91.62333679199219
==> Epoch 1134/2000
Train Loss 1.057664394378662, Train Accuracy 91.62666320800781
==> Epoch 1135/2000
Train Loss 1.0572277307510376, Train Accuracy 91.63166809082031
==> Epoch 1136/2000
Train Loss 1.0567913055419922, Train Accuracy 91.63500213623047
==> Epoch 1137/2000
Train Loss 1.0563554763793945, Train Accuracy 91.63833618164062
==> Epoch 1138/2000
Train Loss 1.0559200048446655, Train Accuracy 91.63999938964844
==> Epoch 1139/2000
Train Loss 1.0554850101470947, Train Accuracy 91.6500015258789
==> Epoch 1140/2000
Train Loss 1.0550503730773926, Train Accuracy 91.65333557128906
==> Epoch 1141/2000
Train Loss 1.0546163320541382, Train Accuracy 91.65666961669922
==> Epoch 1142/2000
Train Loss 1.054182529449463, Train Accuracy 91.65833282470703
==> Epoch 1143/2000
Train Loss 1.0537493228912354, Train Accuracy 91.66666412353516
==> Epoch 1144/2000
Train Loss 1.0533161163330078, Train Accuracy 91.6683349609375
==> Epoch 1145/2000
Train Loss 1.0528836250305176, Train Accuracy 91.67333221435547
==> Epoch 1146/2000
Train Loss 1.0524513721466064, Train Accuracy 91.67666625976562
==> Epoch 1147/2000
Train Loss 1.052019715309143, Train Accuracy 91.68333435058594
==> Epoch 1148/2000
Train Loss 1.0515884160995483, Train Accuracy 91.6933364868164
==> Epoch 1149/2000
Train Loss 1.0511574745178223, Train Accuracy 91.69499969482422
==> Epoch 1150/2000
Train Loss 1.0507268905639648, Train Accuracy 91.69666290283203
==> Epoch 1151/2000
Train Loss 1.0502967834472656, Train Accuracy 91.69999694824219
==> Epoch 1152/2000
Train Loss 1.0498669147491455, Train Accuracy 91.70166778564453
==> Epoch 1153/2000
Train Loss 1.0494377613067627, Train Accuracy 91.70333099365234
==> Epoch 1154/2000
Train Loss 1.0490087270736694, Train Accuracy 91.7066650390625
==> Epoch 1155/2000
Train Loss 1.0485804080963135, Train Accuracy 91.70833587646484
==> Epoch 1156/2000
Train Loss 1.048152208328247, Train Accuracy 91.71333312988281
==> Epoch 1157/2000
Train Loss 1.0477243661880493, Train Accuracy 91.71333312988281
==> Epoch 1158/2000
Train Loss 1.0472972393035889, Train Accuracy 91.71499633789062
==> Epoch 1159/2000
Train Loss 1.0468701124191284, Train Accuracy 91.71833038330078
==> Epoch 1160/2000
Train Loss 1.0464437007904053, Train Accuracy 91.72000122070312
==> Epoch 1161/2000
Train Loss 1.0460175275802612, Train Accuracy 91.72166442871094
==> Epoch 1162/2000
Train Loss 1.0455918312072754, Train Accuracy 91.72333526611328
==> Epoch 1163/2000
Train Loss 1.0451664924621582, Train Accuracy 91.7300033569336
==> Epoch 1164/2000
Train Loss 1.0447415113449097, Train Accuracy 91.7316665649414
==> Epoch 1165/2000
Train Loss 1.0443171262741089, Train Accuracy 91.73332977294922
==> Epoch 1166/2000
Train Loss 1.0438928604125977, Train Accuracy 91.74166870117188
==> Epoch 1167/2000
Train Loss 1.0434690713882446, Train Accuracy 91.74666595458984
==> Epoch 1168/2000
Train Loss 1.0430456399917603, Train Accuracy 91.74833679199219
==> Epoch 1169/2000
Train Loss 1.0426225662231445, Train Accuracy 91.75
==> Epoch 1170/2000
Train Loss 1.042199969291687, Train Accuracy 91.75
==> Epoch 1171/2000
Train Loss 1.0417778491973877, Train Accuracy 91.75333404541016
==> Epoch 1172/2000
Train Loss 1.041356086730957, Train Accuracy 91.75499725341797
==> Epoch 1173/2000
Train Loss 1.0409345626831055, Train Accuracy 91.75833129882812
==> Epoch 1174/2000
Train Loss 1.0405133962631226, Train Accuracy 91.76166534423828
==> Epoch 1175/2000
Train Loss 1.040092945098877, Train Accuracy 91.76333618164062
==> Epoch 1176/2000
Train Loss 1.0396727323532104, Train Accuracy 91.76333618164062
==> Epoch 1177/2000
Train Loss 1.0392526388168335, Train Accuracy 91.76333618164062
==> Epoch 1178/2000
Train Loss 1.0388331413269043, Train Accuracy 91.76333618164062
==> Epoch 1179/2000
Train Loss 1.0384140014648438, Train Accuracy 91.7699966430664
==> Epoch 1180/2000
Train Loss 1.0379953384399414, Train Accuracy 91.7750015258789
==> Epoch 1181/2000
Train Loss 1.0375770330429077, Train Accuracy 91.78500366210938
==> Epoch 1182/2000
Train Loss 1.037158727645874, Train Accuracy 91.788330078125
==> Epoch 1183/2000
Train Loss 1.0367411375045776, Train Accuracy 91.788330078125
==> Epoch 1184/2000
Train Loss 1.0363240242004395, Train Accuracy 91.7933349609375
==> Epoch 1185/2000
Train Loss 1.03590726852417, Train Accuracy 91.79499816894531
==> Epoch 1186/2000
Train Loss 1.03549063205719, Train Accuracy 91.79833221435547
==> Epoch 1187/2000
Train Loss 1.0350745916366577, Train Accuracy 91.79833221435547
==> Epoch 1188/2000
Train Loss 1.0346587896347046, Train Accuracy 91.79833221435547
==> Epoch 1189/2000
Train Loss 1.0342433452606201, Train Accuracy 91.79833221435547
==> Epoch 1190/2000
Train Loss 1.0338283777236938, Train Accuracy 91.80333709716797
==> Epoch 1191/2000
Train Loss 1.0334137678146362, Train Accuracy 91.8066635131836
==> Epoch 1192/2000
Train Loss 1.0329996347427368, Train Accuracy 91.8066635131836
==> Epoch 1193/2000
Train Loss 1.032585620880127, Train Accuracy 91.8133316040039
==> Epoch 1194/2000
Train Loss 1.0321722030639648, Train Accuracy 91.80999755859375
==> Epoch 1195/2000
Train Loss 1.0317590236663818, Train Accuracy 91.8133316040039
==> Epoch 1196/2000
Train Loss 1.031346321105957, Train Accuracy 91.8133316040039
==> Epoch 1197/2000
Train Loss 1.0309339761734009, Train Accuracy 91.8133316040039
==> Epoch 1198/2000
Train Loss 1.0305218696594238, Train Accuracy 91.81500244140625
==> Epoch 1199/2000
Train Loss 1.030110239982605, Train Accuracy 91.81500244140625
==> Epoch 1200/2000
Train Loss 1.0296988487243652, Train Accuracy 91.8183364868164
==> Epoch 1201/2000
Train Loss 1.0292880535125732, Train Accuracy 91.81999969482422
==> Epoch 1202/2000
Train Loss 1.0288773775100708, Train Accuracy 91.82166290283203
==> Epoch 1203/2000
Train Loss 1.0284671783447266, Train Accuracy 91.8316650390625
==> Epoch 1204/2000
Train Loss 1.028057336807251, Train Accuracy 91.836669921875
==> Epoch 1205/2000
Train Loss 1.027647852897644, Train Accuracy 91.84166717529297
==> Epoch 1206/2000
Train Loss 1.0272388458251953, Train Accuracy 91.84333038330078
==> Epoch 1207/2000
Train Loss 1.0268301963806152, Train Accuracy 91.84833526611328
==> Epoch 1208/2000
Train Loss 1.0264216661453247, Train Accuracy 91.84833526611328
==> Epoch 1209/2000
Train Loss 1.026013731956482, Train Accuracy 91.8499984741211
==> Epoch 1210/2000
Train Loss 1.0256059169769287, Train Accuracy 91.84833526611328
==> Epoch 1211/2000
Train Loss 1.0251986980438232, Train Accuracy 91.85166931152344
==> Epoch 1212/2000
Train Loss 1.0247915983200073, Train Accuracy 91.85333251953125
==> Epoch 1213/2000
Train Loss 1.0243850946426392, Train Accuracy 91.8566665649414
==> Epoch 1214/2000
Train Loss 1.02397882938385, Train Accuracy 91.85832977294922
==> Epoch 1215/2000
Train Loss 1.0235730409622192, Train Accuracy 91.86000061035156
==> Epoch 1216/2000
Train Loss 1.023167371749878, Train Accuracy 91.86333465576172
==> Epoch 1217/2000
Train Loss 1.0227621793746948, Train Accuracy 91.86833190917969
==> Epoch 1218/2000
Train Loss 1.02235746383667, Train Accuracy 91.86833190917969
==> Epoch 1219/2000
Train Loss 1.0219528675079346, Train Accuracy 91.87000274658203
==> Epoch 1220/2000
Train Loss 1.0215489864349365, Train Accuracy 91.87333679199219
==> Epoch 1221/2000
Train Loss 1.0211451053619385, Train Accuracy 91.87833404541016
==> Epoch 1222/2000
Train Loss 1.0207417011260986, Train Accuracy 91.88333129882812
==> Epoch 1223/2000
Train Loss 1.020338535308838, Train Accuracy 91.88666534423828
==> Epoch 1224/2000
Train Loss 1.0199358463287354, Train Accuracy 91.88833618164062
==> Epoch 1225/2000
Train Loss 1.0195335149765015, Train Accuracy 91.88666534423828
==> Epoch 1226/2000
Train Loss 1.0191316604614258, Train Accuracy 91.88833618164062
==> Epoch 1227/2000
Train Loss 1.0187296867370605, Train Accuracy 91.8933334350586
==> Epoch 1228/2000
Train Loss 1.0183285474777222, Train Accuracy 91.89833068847656
==> Epoch 1229/2000
Train Loss 1.0179275274276733, Train Accuracy 91.90333557128906
==> Epoch 1230/2000
Train Loss 1.0175269842147827, Train Accuracy 91.90666961669922
==> Epoch 1231/2000
Train Loss 1.0171265602111816, Train Accuracy 91.90833282470703
==> Epoch 1232/2000
Train Loss 1.0167267322540283, Train Accuracy 91.90833282470703
==> Epoch 1233/2000
Train Loss 1.016327142715454, Train Accuracy 91.90833282470703
==> Epoch 1234/2000
Train Loss 1.0159279108047485, Train Accuracy 91.91000366210938
==> Epoch 1235/2000
Train Loss 1.015528917312622, Train Accuracy 91.91500091552734
==> Epoch 1236/2000
Train Loss 1.0151305198669434, Train Accuracy 91.91666412353516
==> Epoch 1237/2000
Train Loss 1.014732003211975, Train Accuracy 91.91999816894531
==> Epoch 1238/2000
Train Loss 1.0143343210220337, Train Accuracy 91.92500305175781
==> Epoch 1239/2000
Train Loss 1.0139366388320923, Train Accuracy 91.92666625976562
==> Epoch 1240/2000
Train Loss 1.0135396718978882, Train Accuracy 91.92833709716797
==> Epoch 1241/2000
Train Loss 1.013142704963684, Train Accuracy 91.93000030517578
==> Epoch 1242/2000
Train Loss 1.0127462148666382, Train Accuracy 91.93499755859375
==> Epoch 1243/2000
Train Loss 1.0123499631881714, Train Accuracy 91.9366683959961
==> Epoch 1244/2000
Train Loss 1.0119539499282837, Train Accuracy 91.94000244140625
==> Epoch 1245/2000
Train Loss 1.0115585327148438, Train Accuracy 91.94166564941406
==> Epoch 1246/2000
Train Loss 1.0111634731292725, Train Accuracy 91.94166564941406
==> Epoch 1247/2000
Train Loss 1.0107685327529907, Train Accuracy 91.94499969482422
==> Epoch 1248/2000
Train Loss 1.0103740692138672, Train Accuracy 91.95500183105469
==> Epoch 1249/2000
Train Loss 1.0099799633026123, Train Accuracy 91.95999908447266
==> Epoch 1250/2000
Train Loss 1.009585976600647, Train Accuracy 91.96499633789062
==> Epoch 1251/2000
Train Loss 1.0091925859451294, Train Accuracy 91.96833038330078
==> Epoch 1252/2000
Train Loss 1.0087993144989014, Train Accuracy 91.97000122070312
==> Epoch 1253/2000
Train Loss 1.0084065198898315, Train Accuracy 91.97333526611328
==> Epoch 1254/2000
Train Loss 1.0080140829086304, Train Accuracy 91.97666931152344
==> Epoch 1255/2000
Train Loss 1.0076217651367188, Train Accuracy 91.97833251953125
==> Epoch 1256/2000
Train Loss 1.0072300434112549, Train Accuracy 91.97833251953125
==> Epoch 1257/2000
Train Loss 1.0068384408950806, Train Accuracy 91.9816665649414
==> Epoch 1258/2000
Train Loss 1.0064473152160645, Train Accuracy 91.98666381835938
==> Epoch 1259/2000
Train Loss 1.006056547164917, Train Accuracy 91.99166870117188
==> Epoch 1260/2000
Train Loss 1.005665898323059, Train Accuracy 91.99666595458984
==> Epoch 1261/2000
Train Loss 1.0052759647369385, Train Accuracy 92.0
==> Epoch 1262/2000
Train Loss 1.0048857927322388, Train Accuracy 92.00333404541016
==> Epoch 1263/2000
Train Loss 1.0044962167739868, Train Accuracy 92.00666809082031
==> Epoch 1264/2000
Train Loss 1.004107117652893, Train Accuracy 92.01499938964844
==> Epoch 1265/2000
Train Loss 1.0037181377410889, Train Accuracy 92.0199966430664
==> Epoch 1266/2000
Train Loss 1.0033296346664429, Train Accuracy 92.02333068847656
==> Epoch 1267/2000
Train Loss 1.0029414892196655, Train Accuracy 92.02666473388672
==> Epoch 1268/2000
Train Loss 1.0025534629821777, Train Accuracy 92.02666473388672
==> Epoch 1269/2000
Train Loss 1.0021659135818481, Train Accuracy 92.03166961669922
==> Epoch 1270/2000
Train Loss 1.0017786026000977, Train Accuracy 92.03500366210938
==> Epoch 1271/2000
Train Loss 1.0013916492462158, Train Accuracy 92.04000091552734
==> Epoch 1272/2000
Train Loss 1.0010050535202026, Train Accuracy 92.04166412353516
==> Epoch 1273/2000
Train Loss 1.0006186962127686, Train Accuracy 92.04499816894531
==> Epoch 1274/2000
Train Loss 1.0002326965332031, Train Accuracy 92.04833221435547
==> Epoch 1275/2000
Train Loss 0.9998470544815063, Train Accuracy 92.05000305175781
==> Epoch 1276/2000
Train Loss 0.9994616508483887, Train Accuracy 92.0616683959961
==> Epoch 1277/2000
Train Loss 0.9990766048431396, Train Accuracy 92.0616683959961
==> Epoch 1278/2000
Train Loss 0.9986918568611145, Train Accuracy 92.0616683959961
==> Epoch 1279/2000
Train Loss 0.998307466506958, Train Accuracy 92.0633316040039
==> Epoch 1280/2000
Train Loss 0.9979233145713806, Train Accuracy 92.0616683959961
==> Epoch 1281/2000
Train Loss 0.9975395798683167, Train Accuracy 92.06500244140625
==> Epoch 1282/2000
Train Loss 0.9971562623977661, Train Accuracy 92.06500244140625
==> Epoch 1283/2000
Train Loss 0.9967730045318604, Train Accuracy 92.06999969482422
==> Epoch 1284/2000
Train Loss 0.996390163898468, Train Accuracy 92.07666778564453
==> Epoch 1285/2000
Train Loss 0.9960076212882996, Train Accuracy 92.07666778564453
==> Epoch 1286/2000
Train Loss 0.9956254959106445, Train Accuracy 92.0816650390625
==> Epoch 1287/2000
Train Loss 0.9952436089515686, Train Accuracy 92.08333587646484
==> Epoch 1288/2000
Train Loss 0.9948621988296509, Train Accuracy 92.08833312988281
==> Epoch 1289/2000
Train Loss 0.9944807887077332, Train Accuracy 92.08999633789062
==> Epoch 1290/2000
Train Loss 0.9940997958183289, Train Accuracy 92.09500122070312
==> Epoch 1291/2000
Train Loss 0.9937193393707275, Train Accuracy 92.09666442871094
==> Epoch 1292/2000
Train Loss 0.9933388829231262, Train Accuracy 92.09833526611328
==> Epoch 1293/2000
Train Loss 0.9929589629173279, Train Accuracy 92.10166931152344
==> Epoch 1294/2000
Train Loss 0.9925792813301086, Train Accuracy 92.1050033569336
==> Epoch 1295/2000
Train Loss 0.9921998977661133, Train Accuracy 92.11499786376953
==> Epoch 1296/2000
Train Loss 0.9918208718299866, Train Accuracy 92.12166595458984
==> Epoch 1297/2000
Train Loss 0.9914420247077942, Train Accuracy 92.12333679199219
==> Epoch 1298/2000
Train Loss 0.9910635352134705, Train Accuracy 92.12666320800781
==> Epoch 1299/2000
Train Loss 0.9906854629516602, Train Accuracy 92.12833404541016
==> Epoch 1300/2000
Train Loss 0.9903074502944946, Train Accuracy 92.13333129882812
==> Epoch 1301/2000
Train Loss 0.9899299740791321, Train Accuracy 92.13666534423828
==> Epoch 1302/2000
Train Loss 0.9895528554916382, Train Accuracy 92.14167022705078
==> Epoch 1303/2000
Train Loss 0.9891758561134338, Train Accuracy 92.1433334350586
==> Epoch 1304/2000
Train Loss 0.9887992143630981, Train Accuracy 92.14666748046875
==> Epoch 1305/2000
Train Loss 0.9884229302406311, Train Accuracy 92.15499877929688
==> Epoch 1306/2000
Train Loss 0.9880468249320984, Train Accuracy 92.16000366210938
==> Epoch 1307/2000
Train Loss 0.9876712560653687, Train Accuracy 92.16500091552734
==> Epoch 1308/2000
Train Loss 0.9872958660125732, Train Accuracy 92.17166900634766
==> Epoch 1309/2000
Train Loss 0.9869207739830017, Train Accuracy 92.17666625976562
==> Epoch 1310/2000
Train Loss 0.9865458011627197, Train Accuracy 92.18000030517578
==> Epoch 1311/2000
Train Loss 0.9861713647842407, Train Accuracy 92.1866683959961
==> Epoch 1312/2000
Train Loss 0.9857971668243408, Train Accuracy 92.19166564941406
==> Epoch 1313/2000
Train Loss 0.9854231476783752, Train Accuracy 92.19499969482422
==> Epoch 1314/2000
Train Loss 0.9850496649742126, Train Accuracy 92.19833374023438
==> Epoch 1315/2000
Train Loss 0.9846763014793396, Train Accuracy 92.20166778564453
==> Epoch 1316/2000
Train Loss 0.9843034148216248, Train Accuracy 92.2066650390625
==> Epoch 1317/2000
Train Loss 0.983930766582489, Train Accuracy 92.20833587646484
==> Epoch 1318/2000
Train Loss 0.9835582375526428, Train Accuracy 92.21499633789062
==> Epoch 1319/2000
Train Loss 0.9831862449645996, Train Accuracy 92.22000122070312
==> Epoch 1320/2000
Train Loss 0.9828143119812012, Train Accuracy 92.22333526611328
==> Epoch 1321/2000
Train Loss 0.9824429750442505, Train Accuracy 92.22666931152344
==> Epoch 1322/2000
Train Loss 0.9820716381072998, Train Accuracy 92.2316665649414
==> Epoch 1323/2000
Train Loss 0.9817007184028625, Train Accuracy 92.23332977294922
==> Epoch 1324/2000
Train Loss 0.9813299775123596, Train Accuracy 92.23500061035156
==> Epoch 1325/2000
Train Loss 0.9809597134590149, Train Accuracy 92.23500061035156
==> Epoch 1326/2000
Train Loss 0.980589747428894, Train Accuracy 92.24333190917969
==> Epoch 1327/2000
Train Loss 0.9802200198173523, Train Accuracy 92.24500274658203
==> Epoch 1328/2000
Train Loss 0.9798505306243896, Train Accuracy 92.25
==> Epoch 1329/2000
Train Loss 0.9794814586639404, Train Accuracy 92.25666809082031
==> Epoch 1330/2000
Train Loss 0.9791125655174255, Train Accuracy 92.26166534423828
==> Epoch 1331/2000
Train Loss 0.9787439703941345, Train Accuracy 92.26333618164062
==> Epoch 1332/2000
Train Loss 0.9783756136894226, Train Accuracy 92.26667022705078
==> Epoch 1333/2000
Train Loss 0.9780077934265137, Train Accuracy 92.26667022705078
==> Epoch 1334/2000
Train Loss 0.9776399731636047, Train Accuracy 92.26667022705078
==> Epoch 1335/2000
Train Loss 0.977272629737854, Train Accuracy 92.2699966430664
==> Epoch 1336/2000
Train Loss 0.9769054651260376, Train Accuracy 92.27166748046875
==> Epoch 1337/2000
Train Loss 0.9765386581420898, Train Accuracy 92.27166748046875
==> Epoch 1338/2000
Train Loss 0.9761722087860107, Train Accuracy 92.27333068847656
==> Epoch 1339/2000
Train Loss 0.9758058786392212, Train Accuracy 92.27666473388672
==> Epoch 1340/2000
Train Loss 0.9754400253295898, Train Accuracy 92.2750015258789
==> Epoch 1341/2000
Train Loss 0.9750744104385376, Train Accuracy 92.28333282470703
==> Epoch 1342/2000
Train Loss 0.9747089147567749, Train Accuracy 92.288330078125
==> Epoch 1343/2000
Train Loss 0.9743438959121704, Train Accuracy 92.288330078125
==> Epoch 1344/2000
Train Loss 0.973979115486145, Train Accuracy 92.2933349609375
==> Epoch 1345/2000
Train Loss 0.9736146330833435, Train Accuracy 92.2933349609375
==> Epoch 1346/2000
Train Loss 0.9732503890991211, Train Accuracy 92.2933349609375
==> Epoch 1347/2000
Train Loss 0.9728863835334778, Train Accuracy 92.30000305175781
==> Epoch 1348/2000
Train Loss 0.9725227355957031, Train Accuracy 92.30500030517578
==> Epoch 1349/2000
Train Loss 0.9721593856811523, Train Accuracy 92.3066635131836
==> Epoch 1350/2000
Train Loss 0.9717962145805359, Train Accuracy 92.3133316040039
==> Epoch 1351/2000
Train Loss 0.9714334011077881, Train Accuracy 92.32166290283203
==> Epoch 1352/2000
Train Loss 0.9710710644721985, Train Accuracy 92.32666778564453
==> Epoch 1353/2000
Train Loss 0.9707086682319641, Train Accuracy 92.3316650390625
==> Epoch 1354/2000
Train Loss 0.9703465700149536, Train Accuracy 92.33499908447266
==> Epoch 1355/2000
Train Loss 0.9699850082397461, Train Accuracy 92.34166717529297
==> Epoch 1356/2000
Train Loss 0.9696235656738281, Train Accuracy 92.34333038330078
==> Epoch 1357/2000
Train Loss 0.9692625403404236, Train Accuracy 92.34500122070312
==> Epoch 1358/2000
Train Loss 0.9689018130302429, Train Accuracy 92.34333038330078
==> Epoch 1359/2000
Train Loss 0.968541145324707, Train Accuracy 92.34833526611328
==> Epoch 1360/2000
Train Loss 0.9681808948516846, Train Accuracy 92.3499984741211
==> Epoch 1361/2000
Train Loss 0.967820942401886, Train Accuracy 92.35166931152344
==> Epoch 1362/2000
Train Loss 0.9674611687660217, Train Accuracy 92.35333251953125
==> Epoch 1363/2000
Train Loss 0.9671018123626709, Train Accuracy 92.35333251953125
==> Epoch 1364/2000
Train Loss 0.9667425751686096, Train Accuracy 92.3550033569336
==> Epoch 1365/2000
Train Loss 0.9663838744163513, Train Accuracy 92.3550033569336
==> Epoch 1366/2000
Train Loss 0.9660251140594482, Train Accuracy 92.35832977294922
==> Epoch 1367/2000
Train Loss 0.9656669497489929, Train Accuracy 92.35832977294922
==> Epoch 1368/2000
Train Loss 0.9653090238571167, Train Accuracy 92.36166381835938
==> Epoch 1369/2000
Train Loss 0.9649511575698853, Train Accuracy 92.36333465576172
==> Epoch 1370/2000
Train Loss 0.9645935297012329, Train Accuracy 92.36833190917969
==> Epoch 1371/2000
Train Loss 0.9642364978790283, Train Accuracy 92.37666320800781
==> Epoch 1372/2000
Train Loss 0.9638795256614685, Train Accuracy 92.37833404541016
==> Epoch 1373/2000
Train Loss 0.9635226726531982, Train Accuracy 92.37833404541016
==> Epoch 1374/2000
Train Loss 0.9631665349006653, Train Accuracy 92.38166809082031
==> Epoch 1375/2000
Train Loss 0.9628103971481323, Train Accuracy 92.38333129882812
==> Epoch 1376/2000
Train Loss 0.9624545574188232, Train Accuracy 92.38500213623047
==> Epoch 1377/2000
Train Loss 0.9620988965034485, Train Accuracy 92.38500213623047
==> Epoch 1378/2000
Train Loss 0.9617436528205872, Train Accuracy 92.38333129882812
==> Epoch 1379/2000
Train Loss 0.9613887667655945, Train Accuracy 92.38166809082031
==> Epoch 1380/2000
Train Loss 0.9610339403152466, Train Accuracy 92.38333129882812
==> Epoch 1381/2000
Train Loss 0.9606794118881226, Train Accuracy 92.38333129882812
==> Epoch 1382/2000
Train Loss 0.960325300693512, Train Accuracy 92.38999938964844
==> Epoch 1383/2000
Train Loss 0.9599713683128357, Train Accuracy 92.3933334350586
==> Epoch 1384/2000
Train Loss 0.9596176743507385, Train Accuracy 92.3933334350586
==> Epoch 1385/2000
Train Loss 0.9592643976211548, Train Accuracy 92.3949966430664
==> Epoch 1386/2000
Train Loss 0.9589111804962158, Train Accuracy 92.3949966430664
==> Epoch 1387/2000
Train Loss 0.9585583806037903, Train Accuracy 92.39666748046875
==> Epoch 1388/2000
Train Loss 0.9582056999206543, Train Accuracy 92.39833068847656
==> Epoch 1389/2000
Train Loss 0.9578534960746765, Train Accuracy 92.4000015258789
==> Epoch 1390/2000
Train Loss 0.9575014710426331, Train Accuracy 92.40166473388672
==> Epoch 1391/2000
Train Loss 0.9571497440338135, Train Accuracy 92.40833282470703
==> Epoch 1392/2000
Train Loss 0.956798255443573, Train Accuracy 92.41166687011719
==> Epoch 1393/2000
Train Loss 0.9564470052719116, Train Accuracy 92.413330078125
==> Epoch 1394/2000
Train Loss 0.9560960531234741, Train Accuracy 92.41500091552734
==> Epoch 1395/2000
Train Loss 0.9557453989982605, Train Accuracy 92.41666412353516
==> Epoch 1396/2000
Train Loss 0.955394983291626, Train Accuracy 92.4183349609375
==> Epoch 1397/2000
Train Loss 0.955044686794281, Train Accuracy 92.42500305175781
==> Epoch 1398/2000
Train Loss 0.9546948671340942, Train Accuracy 92.42500305175781
==> Epoch 1399/2000
Train Loss 0.9543452262878418, Train Accuracy 92.42500305175781
==> Epoch 1400/2000
Train Loss 0.9539958238601685, Train Accuracy 92.42666625976562
==> Epoch 1401/2000
Train Loss 0.9536467790603638, Train Accuracy 92.42666625976562
==> Epoch 1402/2000
Train Loss 0.9532978534698486, Train Accuracy 92.4316635131836
==> Epoch 1403/2000
Train Loss 0.9529494047164917, Train Accuracy 92.4383316040039
==> Epoch 1404/2000
Train Loss 0.9526011347770691, Train Accuracy 92.44166564941406
==> Epoch 1405/2000
Train Loss 0.9522529244422913, Train Accuracy 92.4433364868164
==> Epoch 1406/2000
Train Loss 0.9519051909446716, Train Accuracy 92.4433364868164
==> Epoch 1407/2000
Train Loss 0.9515576362609863, Train Accuracy 92.44999694824219
==> Epoch 1408/2000
Train Loss 0.9512103796005249, Train Accuracy 92.45333099365234
==> Epoch 1409/2000
Train Loss 0.9508634805679321, Train Accuracy 92.45833587646484
==> Epoch 1410/2000
Train Loss 0.9505167603492737, Train Accuracy 92.45833587646484
==> Epoch 1411/2000
Train Loss 0.9501702189445496, Train Accuracy 92.45833587646484
==> Epoch 1412/2000
Train Loss 0.9498240351676941, Train Accuracy 92.45999908447266
==> Epoch 1413/2000
Train Loss 0.9494781494140625, Train Accuracy 92.46666717529297
==> Epoch 1414/2000
Train Loss 0.94913250207901, Train Accuracy 92.46833038330078
==> Epoch 1415/2000
Train Loss 0.9487869739532471, Train Accuracy 92.47000122070312
==> Epoch 1416/2000
Train Loss 0.9484418630599976, Train Accuracy 92.4749984741211
==> Epoch 1417/2000
Train Loss 0.9480968713760376, Train Accuracy 92.47833251953125
==> Epoch 1418/2000
Train Loss 0.9477524757385254, Train Accuracy 92.4816665649414
==> Epoch 1419/2000
Train Loss 0.9474079608917236, Train Accuracy 92.48500061035156
==> Epoch 1420/2000
Train Loss 0.9470638632774353, Train Accuracy 92.48666381835938
==> Epoch 1421/2000
Train Loss 0.9467200040817261, Train Accuracy 92.48999786376953
==> Epoch 1422/2000
Train Loss 0.9463763236999512, Train Accuracy 92.49666595458984
==> Epoch 1423/2000
Train Loss 0.9460329413414001, Train Accuracy 92.50166320800781
==> Epoch 1424/2000
Train Loss 0.945689857006073, Train Accuracy 92.5
==> Epoch 1425/2000
Train Loss 0.945347011089325, Train Accuracy 92.5
==> Epoch 1426/2000
Train Loss 0.9450045228004456, Train Accuracy 92.5
==> Epoch 1427/2000
Train Loss 0.9446621537208557, Train Accuracy 92.5
==> Epoch 1428/2000
Train Loss 0.9443199634552002, Train Accuracy 92.50166320800781
==> Epoch 1429/2000
Train Loss 0.9439782500267029, Train Accuracy 92.50333404541016
==> Epoch 1430/2000
Train Loss 0.9436367154121399, Train Accuracy 92.50499725341797
==> Epoch 1431/2000
Train Loss 0.9432955384254456, Train Accuracy 92.50499725341797
==> Epoch 1432/2000
Train Loss 0.9429543614387512, Train Accuracy 92.50666809082031
==> Epoch 1433/2000
Train Loss 0.9426136016845703, Train Accuracy 92.50833129882812
==> Epoch 1434/2000
Train Loss 0.9422730207443237, Train Accuracy 92.51000213623047
==> Epoch 1435/2000
Train Loss 0.9419326782226562, Train Accuracy 92.51499938964844
==> Epoch 1436/2000
Train Loss 0.9415925741195679, Train Accuracy 92.51667022705078
==> Epoch 1437/2000
Train Loss 0.9412528872489929, Train Accuracy 92.5183334350586
==> Epoch 1438/2000
Train Loss 0.9409134387969971, Train Accuracy 92.5199966430664
==> Epoch 1439/2000
Train Loss 0.9405741095542908, Train Accuracy 92.52166748046875
==> Epoch 1440/2000
Train Loss 0.9402350783348083, Train Accuracy 92.5250015258789
==> Epoch 1441/2000
Train Loss 0.939896285533905, Train Accuracy 92.52833557128906
==> Epoch 1442/2000
Train Loss 0.9395578503608704, Train Accuracy 92.53500366210938
==> Epoch 1443/2000
Train Loss 0.93921959400177, Train Accuracy 92.538330078125
==> Epoch 1444/2000
Train Loss 0.9388814568519592, Train Accuracy 92.538330078125
==> Epoch 1445/2000
Train Loss 0.9385437369346619, Train Accuracy 92.54000091552734
==> Epoch 1446/2000
Train Loss 0.9382061958312988, Train Accuracy 92.54166412353516
==> Epoch 1447/2000
Train Loss 0.9378689527511597, Train Accuracy 92.5433349609375
==> Epoch 1448/2000
Train Loss 0.9375320672988892, Train Accuracy 92.54666900634766
==> Epoch 1449/2000
Train Loss 0.9371951818466187, Train Accuracy 92.55000305175781
==> Epoch 1450/2000
Train Loss 0.936858594417572, Train Accuracy 92.55166625976562
==> Epoch 1451/2000
Train Loss 0.936522364616394, Train Accuracy 92.55999755859375
==> Epoch 1452/2000
Train Loss 0.9361864328384399, Train Accuracy 92.5633316040039
==> Epoch 1453/2000
Train Loss 0.9358506798744202, Train Accuracy 92.56666564941406
==> Epoch 1454/2000
Train Loss 0.9355151057243347, Train Accuracy 92.56999969482422
==> Epoch 1455/2000
Train Loss 0.9351798892021179, Train Accuracy 92.57166290283203
==> Epoch 1456/2000
Train Loss 0.9348447918891907, Train Accuracy 92.57499694824219
==> Epoch 1457/2000
Train Loss 0.9345101118087769, Train Accuracy 92.57666778564453
==> Epoch 1458/2000
Train Loss 0.9341754913330078, Train Accuracy 92.57833099365234
==> Epoch 1459/2000
Train Loss 0.9338412284851074, Train Accuracy 92.586669921875
==> Epoch 1460/2000
Train Loss 0.9335072636604309, Train Accuracy 92.58999633789062
==> Epoch 1461/2000
Train Loss 0.9331732988357544, Train Accuracy 92.59166717529297
==> Epoch 1462/2000
Train Loss 0.9328397512435913, Train Accuracy 92.59500122070312
==> Epoch 1463/2000
Train Loss 0.9325065612792969, Train Accuracy 92.59833526611328
==> Epoch 1464/2000
Train Loss 0.9321734309196472, Train Accuracy 92.60333251953125
==> Epoch 1465/2000
Train Loss 0.9318406581878662, Train Accuracy 92.6066665649414
==> Epoch 1466/2000
Train Loss 0.9315081834793091, Train Accuracy 92.60832977294922
==> Epoch 1467/2000
Train Loss 0.9311757683753967, Train Accuracy 92.6066665649414
==> Epoch 1468/2000
Train Loss 0.9308435916900635, Train Accuracy 92.61000061035156
==> Epoch 1469/2000
Train Loss 0.9305118322372437, Train Accuracy 92.61000061035156
==> Epoch 1470/2000
Train Loss 0.9301801919937134, Train Accuracy 92.61333465576172
==> Epoch 1471/2000
Train Loss 0.9298489093780518, Train Accuracy 92.61333465576172
==> Epoch 1472/2000
Train Loss 0.9295178055763245, Train Accuracy 92.61333465576172
==> Epoch 1473/2000
Train Loss 0.9291868805885315, Train Accuracy 92.61666870117188
==> Epoch 1474/2000
Train Loss 0.9288563132286072, Train Accuracy 92.62000274658203
==> Epoch 1475/2000
Train Loss 0.9285258650779724, Train Accuracy 92.62000274658203
==> Epoch 1476/2000
Train Loss 0.9281958341598511, Train Accuracy 92.62166595458984
==> Epoch 1477/2000
Train Loss 0.927865743637085, Train Accuracy 92.62166595458984
==> Epoch 1478/2000
Train Loss 0.9275361895561218, Train Accuracy 92.62666320800781
==> Epoch 1479/2000
Train Loss 0.9272067546844482, Train Accuracy 92.62833404541016
==> Epoch 1480/2000
Train Loss 0.9268776178359985, Train Accuracy 92.63166809082031
==> Epoch 1481/2000
Train Loss 0.9265486598014832, Train Accuracy 92.63333129882812
==> Epoch 1482/2000
Train Loss 0.9262199401855469, Train Accuracy 92.63500213623047
==> Epoch 1483/2000
Train Loss 0.9258915185928345, Train Accuracy 92.63500213623047
==> Epoch 1484/2000
Train Loss 0.9255633354187012, Train Accuracy 92.64167022705078
==> Epoch 1485/2000
Train Loss 0.925235390663147, Train Accuracy 92.6433334350586
==> Epoch 1486/2000
Train Loss 0.9249076247215271, Train Accuracy 92.64666748046875
==> Epoch 1487/2000
Train Loss 0.9245800375938416, Train Accuracy 92.64833068847656
==> Epoch 1488/2000
Train Loss 0.9242528080940247, Train Accuracy 92.65166473388672
==> Epoch 1489/2000
Train Loss 0.9239259958267212, Train Accuracy 92.65666961669922
==> Epoch 1490/2000
Train Loss 0.9235990047454834, Train Accuracy 92.65833282470703
==> Epoch 1491/2000
Train Loss 0.9232724905014038, Train Accuracy 92.66166687011719
==> Epoch 1492/2000
Train Loss 0.9229462146759033, Train Accuracy 92.66166687011719
==> Epoch 1493/2000
Train Loss 0.9226201772689819, Train Accuracy 92.66000366210938
==> Epoch 1494/2000
Train Loss 0.9222942590713501, Train Accuracy 92.66166687011719
==> Epoch 1495/2000
Train Loss 0.9219687581062317, Train Accuracy 92.663330078125
==> Epoch 1496/2000
Train Loss 0.9216434359550476, Train Accuracy 92.66500091552734
==> Epoch 1497/2000
Train Loss 0.9213182926177979, Train Accuracy 92.6683349609375
==> Epoch 1498/2000
Train Loss 0.9209933876991272, Train Accuracy 92.66999816894531
==> Epoch 1499/2000
Train Loss 0.9206688404083252, Train Accuracy 92.67333221435547
==> Epoch 1500/2000
Train Loss 0.9203441739082336, Train Accuracy 92.67833709716797
==> Epoch 1501/2000
Train Loss 0.9200202226638794, Train Accuracy 92.68000030517578
==> Epoch 1502/2000
Train Loss 0.9196960926055908, Train Accuracy 92.68000030517578
==> Epoch 1503/2000
Train Loss 0.9193723201751709, Train Accuracy 92.68333435058594
==> Epoch 1504/2000
Train Loss 0.9190489053726196, Train Accuracy 92.68499755859375
==> Epoch 1505/2000
Train Loss 0.9187256693840027, Train Accuracy 92.6866683959961
==> Epoch 1506/2000
Train Loss 0.9184027314186096, Train Accuracy 92.6933364868164
==> Epoch 1507/2000
Train Loss 0.9180800318717957, Train Accuracy 92.69666290283203
==> Epoch 1508/2000
Train Loss 0.9177573323249817, Train Accuracy 92.69833374023438
==> Epoch 1509/2000
Train Loss 0.9174351692199707, Train Accuracy 92.70333099365234
==> Epoch 1510/2000
Train Loss 0.9171130061149597, Train Accuracy 92.70333099365234
==> Epoch 1511/2000
Train Loss 0.9167911410331726, Train Accuracy 92.70333099365234
==> Epoch 1512/2000
Train Loss 0.9164695739746094, Train Accuracy 92.7066650390625
==> Epoch 1513/2000
Train Loss 0.9161480665206909, Train Accuracy 92.70833587646484
==> Epoch 1514/2000
Train Loss 0.9158269166946411, Train Accuracy 92.71333312988281
==> Epoch 1515/2000
Train Loss 0.9155059456825256, Train Accuracy 92.71666717529297
==> Epoch 1516/2000
Train Loss 0.915185272693634, Train Accuracy 92.71666717529297
==> Epoch 1517/2000
Train Loss 0.9148649573326111, Train Accuracy 92.71833038330078
==> Epoch 1518/2000
Train Loss 0.9145447015762329, Train Accuracy 92.72000122070312
==> Epoch 1519/2000
Train Loss 0.9142248034477234, Train Accuracy 92.7249984741211
==> Epoch 1520/2000
Train Loss 0.9139049053192139, Train Accuracy 92.7249984741211
==> Epoch 1521/2000
Train Loss 0.913585364818573, Train Accuracy 92.7249984741211
==> Epoch 1522/2000
Train Loss 0.9132660031318665, Train Accuracy 92.7249984741211
==> Epoch 1523/2000
Train Loss 0.9129469990730286, Train Accuracy 92.72833251953125
==> Epoch 1524/2000
Train Loss 0.9126281142234802, Train Accuracy 92.73332977294922
==> Epoch 1525/2000
Train Loss 0.912309467792511, Train Accuracy 92.73500061035156
==> Epoch 1526/2000
Train Loss 0.9119910597801208, Train Accuracy 92.73833465576172
==> Epoch 1527/2000
Train Loss 0.9116730093955994, Train Accuracy 92.73999786376953
==> Epoch 1528/2000
Train Loss 0.9113548994064331, Train Accuracy 92.74166870117188
==> Epoch 1529/2000
Train Loss 0.9110373258590698, Train Accuracy 92.74666595458984
==> Epoch 1530/2000
Train Loss 0.9107198715209961, Train Accuracy 92.75166320800781
==> Epoch 1531/2000
Train Loss 0.9104025959968567, Train Accuracy 92.75333404541016
==> Epoch 1532/2000
Train Loss 0.9100855588912964, Train Accuracy 92.75499725341797
==> Epoch 1533/2000
Train Loss 0.9097687005996704, Train Accuracy 92.75833129882812
==> Epoch 1534/2000
Train Loss 0.9094521403312683, Train Accuracy 92.75833129882812
==> Epoch 1535/2000
Train Loss 0.9091356992721558, Train Accuracy 92.76000213623047
==> Epoch 1536/2000
Train Loss 0.9088196158409119, Train Accuracy 92.76499938964844
==> Epoch 1537/2000
Train Loss 0.9085037708282471, Train Accuracy 92.76667022705078
==> Epoch 1538/2000
Train Loss 0.9081882238388062, Train Accuracy 92.76667022705078
==> Epoch 1539/2000
Train Loss 0.90787273645401, Train Accuracy 92.77166748046875
==> Epoch 1540/2000
Train Loss 0.907557487487793, Train Accuracy 92.77166748046875
==> Epoch 1541/2000
Train Loss 0.907242476940155, Train Accuracy 92.7699966430664
==> Epoch 1542/2000
Train Loss 0.9069277048110962, Train Accuracy 92.77166748046875
==> Epoch 1543/2000
Train Loss 0.9066131114959717, Train Accuracy 92.77666473388672
==> Epoch 1544/2000
Train Loss 0.906298816204071, Train Accuracy 92.77666473388672
==> Epoch 1545/2000
Train Loss 0.9059847593307495, Train Accuracy 92.7750015258789
==> Epoch 1546/2000
Train Loss 0.9056709408760071, Train Accuracy 92.7750015258789
==> Epoch 1547/2000
Train Loss 0.9053571820259094, Train Accuracy 92.77666473388672
==> Epoch 1548/2000
Train Loss 0.9050438404083252, Train Accuracy 92.77666473388672
==> Epoch 1549/2000
Train Loss 0.9047306180000305, Train Accuracy 92.78166961669922
==> Epoch 1550/2000
Train Loss 0.9044176340103149, Train Accuracy 92.78500366210938
==> Epoch 1551/2000
Train Loss 0.9041049480438232, Train Accuracy 92.78666687011719
==> Epoch 1552/2000
Train Loss 0.9037923216819763, Train Accuracy 92.79000091552734
==> Epoch 1553/2000
Train Loss 0.903480052947998, Train Accuracy 92.78666687011719
==> Epoch 1554/2000
Train Loss 0.9031679630279541, Train Accuracy 92.79000091552734
==> Epoch 1555/2000
Train Loss 0.9028560519218445, Train Accuracy 92.79166412353516
==> Epoch 1556/2000
Train Loss 0.9025444984436035, Train Accuracy 92.79166412353516
==> Epoch 1557/2000
Train Loss 0.9022331237792969, Train Accuracy 92.7933349609375
==> Epoch 1558/2000
Train Loss 0.901921808719635, Train Accuracy 92.79666900634766
==> Epoch 1559/2000
Train Loss 0.9016108512878418, Train Accuracy 92.80000305175781
==> Epoch 1560/2000
Train Loss 0.9013001918792725, Train Accuracy 92.80500030517578
==> Epoch 1561/2000
Train Loss 0.9009895920753479, Train Accuracy 92.80999755859375
==> Epoch 1562/2000
Train Loss 0.900679349899292, Train Accuracy 92.8133316040039
==> Epoch 1563/2000
Train Loss 0.9003691673278809, Train Accuracy 92.8133316040039
==> Epoch 1564/2000
Train Loss 0.9000592231750488, Train Accuracy 92.81500244140625
==> Epoch 1565/2000
Train Loss 0.8997496366500854, Train Accuracy 92.8183364868164
==> Epoch 1566/2000
Train Loss 0.8994401693344116, Train Accuracy 92.8183364868164
==> Epoch 1567/2000
Train Loss 0.8991309404373169, Train Accuracy 92.82166290283203
==> Epoch 1568/2000
Train Loss 0.898822009563446, Train Accuracy 92.8183364868164
==> Epoch 1569/2000
Train Loss 0.89851313829422, Train Accuracy 92.82333374023438
==> Epoch 1570/2000
Train Loss 0.8982045650482178, Train Accuracy 92.82666778564453
==> Epoch 1571/2000
Train Loss 0.8978962302207947, Train Accuracy 92.83499908447266
==> Epoch 1572/2000
Train Loss 0.8975881934165955, Train Accuracy 92.83833312988281
==> Epoch 1573/2000
Train Loss 0.897280216217041, Train Accuracy 92.83999633789062
==> Epoch 1574/2000
Train Loss 0.8969725370407104, Train Accuracy 92.83999633789062
==> Epoch 1575/2000
Train Loss 0.896665096282959, Train Accuracy 92.84500122070312
==> Epoch 1576/2000
Train Loss 0.8963578343391418, Train Accuracy 92.84500122070312
==> Epoch 1577/2000
Train Loss 0.8960508108139038, Train Accuracy 92.8499984741211
==> Epoch 1578/2000
Train Loss 0.8957439661026001, Train Accuracy 92.8550033569336
==> Epoch 1579/2000
Train Loss 0.8954373002052307, Train Accuracy 92.86000061035156
==> Epoch 1580/2000
Train Loss 0.89513099193573, Train Accuracy 92.86000061035156
==> Epoch 1581/2000
Train Loss 0.8948248624801636, Train Accuracy 92.86333465576172
==> Epoch 1582/2000
Train Loss 0.8945189118385315, Train Accuracy 92.86333465576172
==> Epoch 1583/2000
Train Loss 0.8942131400108337, Train Accuracy 92.86666870117188
==> Epoch 1584/2000
Train Loss 0.8939074873924255, Train Accuracy 92.86666870117188
==> Epoch 1585/2000
Train Loss 0.8936021327972412, Train Accuracy 92.86666870117188
==> Epoch 1586/2000
Train Loss 0.8932971954345703, Train Accuracy 92.86833190917969
==> Epoch 1587/2000
Train Loss 0.8929922580718994, Train Accuracy 92.87000274658203
==> Epoch 1588/2000
Train Loss 0.8926875591278076, Train Accuracy 92.87833404541016
==> Epoch 1589/2000
Train Loss 0.8923831582069397, Train Accuracy 92.87999725341797
==> Epoch 1590/2000
Train Loss 0.8920789361000061, Train Accuracy 92.87999725341797
==> Epoch 1591/2000
Train Loss 0.8917748928070068, Train Accuracy 92.88166809082031
==> Epoch 1592/2000
Train Loss 0.8914711475372314, Train Accuracy 92.88500213623047
==> Epoch 1593/2000
Train Loss 0.8911674618721008, Train Accuracy 92.88999938964844
==> Epoch 1594/2000
Train Loss 0.8908640742301941, Train Accuracy 92.8933334350586
==> Epoch 1595/2000
Train Loss 0.8905609250068665, Train Accuracy 92.89666748046875
==> Epoch 1596/2000
Train Loss 0.8902579545974731, Train Accuracy 92.9000015258789
==> Epoch 1597/2000
Train Loss 0.8899552226066589, Train Accuracy 92.90499877929688
==> Epoch 1598/2000
Train Loss 0.8896527290344238, Train Accuracy 92.91000366210938
==> Epoch 1599/2000
Train Loss 0.8893502950668335, Train Accuracy 92.91000366210938
==> Epoch 1600/2000
Train Loss 0.8890483379364014, Train Accuracy 92.913330078125
==> Epoch 1601/2000
Train Loss 0.8887462615966797, Train Accuracy 92.91666412353516
==> Epoch 1602/2000
Train Loss 0.8884446620941162, Train Accuracy 92.91666412353516
==> Epoch 1603/2000
Train Loss 0.8881431818008423, Train Accuracy 92.9183349609375
==> Epoch 1604/2000
Train Loss 0.8878419399261475, Train Accuracy 92.91999816894531
==> Epoch 1605/2000
Train Loss 0.8875408172607422, Train Accuracy 92.92333221435547
==> Epoch 1606/2000
Train Loss 0.8872399926185608, Train Accuracy 92.92666625976562
==> Epoch 1607/2000
Train Loss 0.8869394659996033, Train Accuracy 92.92833709716797
==> Epoch 1608/2000
Train Loss 0.8866390585899353, Train Accuracy 92.92833709716797
==> Epoch 1609/2000
Train Loss 0.8863387107849121, Train Accuracy 92.92833709716797
==> Epoch 1610/2000
Train Loss 0.8860387206077576, Train Accuracy 92.9316635131836
==> Epoch 1611/2000
Train Loss 0.8857390284538269, Train Accuracy 92.94000244140625
==> Epoch 1612/2000
Train Loss 0.8854394555091858, Train Accuracy 92.9433364868164
==> Epoch 1613/2000
Train Loss 0.885140061378479, Train Accuracy 92.94499969482422
==> Epoch 1614/2000
Train Loss 0.8848408460617065, Train Accuracy 92.94499969482422
==> Epoch 1615/2000
Train Loss 0.884541928768158, Train Accuracy 92.94666290283203
==> Epoch 1616/2000
Train Loss 0.8842431306838989, Train Accuracy 92.94666290283203
==> Epoch 1617/2000
Train Loss 0.8839446902275085, Train Accuracy 92.94833374023438
==> Epoch 1618/2000
Train Loss 0.8836463689804077, Train Accuracy 92.94833374023438
==> Epoch 1619/2000
Train Loss 0.8833482265472412, Train Accuracy 92.94833374023438
==> Epoch 1620/2000
Train Loss 0.8830503821372986, Train Accuracy 92.94999694824219
==> Epoch 1621/2000
Train Loss 0.8827525973320007, Train Accuracy 92.95333099365234
==> Epoch 1622/2000
Train Loss 0.8824551701545715, Train Accuracy 92.95833587646484
==> Epoch 1623/2000
Train Loss 0.8821578621864319, Train Accuracy 92.95833587646484
==> Epoch 1624/2000
Train Loss 0.8818607330322266, Train Accuracy 92.96499633789062
==> Epoch 1625/2000
Train Loss 0.8815639019012451, Train Accuracy 92.96499633789062
==> Epoch 1626/2000
Train Loss 0.8812673091888428, Train Accuracy 92.96666717529297
==> Epoch 1627/2000
Train Loss 0.88097083568573, Train Accuracy 92.97166442871094
==> Epoch 1628/2000
Train Loss 0.8806745409965515, Train Accuracy 92.97166442871094
==> Epoch 1629/2000
Train Loss 0.8803784847259521, Train Accuracy 92.97166442871094
==> Epoch 1630/2000
Train Loss 0.8800827264785767, Train Accuracy 92.97333526611328
==> Epoch 1631/2000
Train Loss 0.879787027835846, Train Accuracy 92.97666931152344
==> Epoch 1632/2000
Train Loss 0.8794916868209839, Train Accuracy 92.9800033569336
==> Epoch 1633/2000
Train Loss 0.8791965246200562, Train Accuracy 92.9800033569336
==> Epoch 1634/2000
Train Loss 0.878901481628418, Train Accuracy 92.98500061035156
==> Epoch 1635/2000
Train Loss 0.8786064386367798, Train Accuracy 92.98500061035156
==> Epoch 1636/2000
Train Loss 0.8783120512962341, Train Accuracy 92.98500061035156
==> Epoch 1637/2000
Train Loss 0.8780175447463989, Train Accuracy 92.98500061035156
==> Epoch 1638/2000
Train Loss 0.8777233958244324, Train Accuracy 92.98500061035156
==> Epoch 1639/2000
Train Loss 0.8774294853210449, Train Accuracy 92.98833465576172
==> Epoch 1640/2000
Train Loss 0.8771355748176575, Train Accuracy 92.98999786376953
==> Epoch 1641/2000
Train Loss 0.8768420219421387, Train Accuracy 92.98833465576172
==> Epoch 1642/2000
Train Loss 0.8765486478805542, Train Accuracy 92.98999786376953
==> Epoch 1643/2000
Train Loss 0.8762555122375488, Train Accuracy 92.99166870117188
==> Epoch 1644/2000
Train Loss 0.875962495803833, Train Accuracy 92.99666595458984
==> Epoch 1645/2000
Train Loss 0.8756698369979858, Train Accuracy 92.99833679199219
==> Epoch 1646/2000
Train Loss 0.8753772377967834, Train Accuracy 93.00333404541016
==> Epoch 1647/2000
Train Loss 0.8750849366188049, Train Accuracy 93.00499725341797
==> Epoch 1648/2000
Train Loss 0.8747926950454712, Train Accuracy 93.01499938964844
==> Epoch 1649/2000
Train Loss 0.8745007514953613, Train Accuracy 93.01667022705078
==> Epoch 1650/2000
Train Loss 0.8742089867591858, Train Accuracy 93.0183334350586
==> Epoch 1651/2000
Train Loss 0.8739174604415894, Train Accuracy 93.0250015258789
==> Epoch 1652/2000
Train Loss 0.8736261129379272, Train Accuracy 93.02666473388672
==> Epoch 1653/2000
Train Loss 0.8733350038528442, Train Accuracy 93.02833557128906
==> Epoch 1654/2000
Train Loss 0.8730440139770508, Train Accuracy 93.02999877929688
==> Epoch 1655/2000
Train Loss 0.8727532625198364, Train Accuracy 93.03500366210938
==> Epoch 1656/2000
Train Loss 0.8724626302719116, Train Accuracy 93.03500366210938
==> Epoch 1657/2000
Train Loss 0.8721722960472107, Train Accuracy 93.04000091552734
==> Epoch 1658/2000
Train Loss 0.8718823194503784, Train Accuracy 93.0433349609375
==> Epoch 1659/2000
Train Loss 0.8715922236442566, Train Accuracy 93.05166625976562
==> Epoch 1660/2000
Train Loss 0.8713025450706482, Train Accuracy 93.05333709716797
==> Epoch 1661/2000
Train Loss 0.8710130453109741, Train Accuracy 93.0566635131836
==> Epoch 1662/2000
Train Loss 0.8707236051559448, Train Accuracy 93.05833435058594
==> Epoch 1663/2000
Train Loss 0.8704346418380737, Train Accuracy 93.05999755859375
==> Epoch 1664/2000
Train Loss 0.8701455593109131, Train Accuracy 93.0616683959961
==> Epoch 1665/2000
Train Loss 0.8698568344116211, Train Accuracy 93.06500244140625
==> Epoch 1666/2000
Train Loss 0.8695682287216187, Train Accuracy 93.06666564941406
==> Epoch 1667/2000
Train Loss 0.8692799210548401, Train Accuracy 93.06999969482422
==> Epoch 1668/2000
Train Loss 0.8689919114112854, Train Accuracy 93.07166290283203
==> Epoch 1669/2000
Train Loss 0.8687039017677307, Train Accuracy 93.06999969482422
==> Epoch 1670/2000
Train Loss 0.8684161305427551, Train Accuracy 93.07666778564453
==> Epoch 1671/2000
Train Loss 0.8681285381317139, Train Accuracy 93.07833099365234
==> Epoch 1672/2000
Train Loss 0.8678412437438965, Train Accuracy 93.08000183105469
==> Epoch 1673/2000
Train Loss 0.8675541281700134, Train Accuracy 93.0816650390625
==> Epoch 1674/2000
Train Loss 0.8672671914100647, Train Accuracy 93.08333587646484
==> Epoch 1675/2000
Train Loss 0.8669803738594055, Train Accuracy 93.08499908447266
==> Epoch 1676/2000
Train Loss 0.8666937351226807, Train Accuracy 93.09166717529297
==> Epoch 1677/2000
Train Loss 0.8664075136184692, Train Accuracy 93.09666442871094
==> Epoch 1678/2000
Train Loss 0.8661212921142578, Train Accuracy 93.09666442871094
==> Epoch 1679/2000
Train Loss 0.8658353090286255, Train Accuracy 93.09666442871094
==> Epoch 1680/2000
Train Loss 0.8655495047569275, Train Accuracy 93.1050033569336
==> Epoch 1681/2000
Train Loss 0.8652639985084534, Train Accuracy 93.10832977294922
==> Epoch 1682/2000
Train Loss 0.8649786710739136, Train Accuracy 93.11000061035156
==> Epoch 1683/2000
Train Loss 0.8646934032440186, Train Accuracy 93.11333465576172
==> Epoch 1684/2000
Train Loss 0.8644084930419922, Train Accuracy 93.11333465576172
==> Epoch 1685/2000
Train Loss 0.8641237020492554, Train Accuracy 93.12000274658203
==> Epoch 1686/2000
Train Loss 0.8638390302658081, Train Accuracy 93.12000274658203
==> Epoch 1687/2000
Train Loss 0.8635545969009399, Train Accuracy 93.12166595458984
==> Epoch 1688/2000
Train Loss 0.8632705211639404, Train Accuracy 93.12333679199219
==> Epoch 1689/2000
Train Loss 0.8629865646362305, Train Accuracy 93.125
==> Epoch 1690/2000
Train Loss 0.8627027273178101, Train Accuracy 93.125
==> Epoch 1691/2000
Train Loss 0.862419068813324, Train Accuracy 93.125
==> Epoch 1692/2000
Train Loss 0.8621357083320618, Train Accuracy 93.12666320800781
==> Epoch 1693/2000
Train Loss 0.8618524074554443, Train Accuracy 93.12666320800781
==> Epoch 1694/2000
Train Loss 0.8615694046020508, Train Accuracy 93.13166809082031
==> Epoch 1695/2000
Train Loss 0.8612865209579468, Train Accuracy 93.13333129882812
==> Epoch 1696/2000
Train Loss 0.8610039353370667, Train Accuracy 93.13500213623047
==> Epoch 1697/2000
Train Loss 0.8607214689254761, Train Accuracy 93.13999938964844
==> Epoch 1698/2000
Train Loss 0.8604393005371094, Train Accuracy 93.14666748046875
==> Epoch 1699/2000
Train Loss 0.8601571917533875, Train Accuracy 93.14666748046875
==> Epoch 1700/2000
Train Loss 0.8598753809928894, Train Accuracy 93.1449966430664
==> Epoch 1701/2000
Train Loss 0.8595937490463257, Train Accuracy 93.1449966430664
==> Epoch 1702/2000
Train Loss 0.8593122959136963, Train Accuracy 93.14833068847656
==> Epoch 1703/2000
Train Loss 0.8590309619903564, Train Accuracy 93.1500015258789
==> Epoch 1704/2000
Train Loss 0.8587499260902405, Train Accuracy 93.15166473388672
==> Epoch 1705/2000
Train Loss 0.8584688901901245, Train Accuracy 93.15333557128906
==> Epoch 1706/2000
Train Loss 0.858188271522522, Train Accuracy 93.15499877929688
==> Epoch 1707/2000
Train Loss 0.8579076528549194, Train Accuracy 93.15499877929688
==> Epoch 1708/2000
Train Loss 0.8576273322105408, Train Accuracy 93.15499877929688
==> Epoch 1709/2000
Train Loss 0.8573471903800964, Train Accuracy 93.15666961669922
==> Epoch 1710/2000
Train Loss 0.857067346572876, Train Accuracy 93.15833282470703
==> Epoch 1711/2000
Train Loss 0.8567875623703003, Train Accuracy 93.16000366210938
==> Epoch 1712/2000
Train Loss 0.8565080165863037, Train Accuracy 93.16500091552734
==> Epoch 1713/2000
Train Loss 0.8562286496162415, Train Accuracy 93.16666412353516
==> Epoch 1714/2000
Train Loss 0.8559494614601135, Train Accuracy 93.1683349609375
==> Epoch 1715/2000
Train Loss 0.8556705117225647, Train Accuracy 93.17500305175781
==> Epoch 1716/2000
Train Loss 0.8553917407989502, Train Accuracy 93.18000030517578
==> Epoch 1717/2000
Train Loss 0.8551132082939148, Train Accuracy 93.18333435058594
==> Epoch 1718/2000
Train Loss 0.8548347353935242, Train Accuracy 93.18499755859375
==> Epoch 1719/2000
Train Loss 0.8545565605163574, Train Accuracy 93.19000244140625
==> Epoch 1720/2000
Train Loss 0.8542785048484802, Train Accuracy 93.19000244140625
==> Epoch 1721/2000
Train Loss 0.8540006279945374, Train Accuracy 93.19499969482422
==> Epoch 1722/2000
Train Loss 0.8537229895591736, Train Accuracy 93.1933364868164
==> Epoch 1723/2000
Train Loss 0.8534455299377441, Train Accuracy 93.19499969482422
==> Epoch 1724/2000
Train Loss 0.8531683087348938, Train Accuracy 93.19999694824219
==> Epoch 1725/2000
Train Loss 0.8528911471366882, Train Accuracy 93.19999694824219
==> Epoch 1726/2000
Train Loss 0.8526142835617065, Train Accuracy 93.20166778564453
==> Epoch 1727/2000
Train Loss 0.8523375391960144, Train Accuracy 93.20333099365234
==> Epoch 1728/2000
Train Loss 0.8520609736442566, Train Accuracy 93.20333099365234
==> Epoch 1729/2000
Train Loss 0.8517847657203674, Train Accuracy 93.20333099365234
==> Epoch 1730/2000
Train Loss 0.8515084981918335, Train Accuracy 93.20833587646484
==> Epoch 1731/2000
Train Loss 0.851232647895813, Train Accuracy 93.211669921875
==> Epoch 1732/2000
Train Loss 0.8509568572044373, Train Accuracy 93.21499633789062
==> Epoch 1733/2000
Train Loss 0.8506812453269958, Train Accuracy 93.21666717529297
==> Epoch 1734/2000
Train Loss 0.8504059314727783, Train Accuracy 93.22000122070312
==> Epoch 1735/2000
Train Loss 0.8501306772232056, Train Accuracy 93.22166442871094
==> Epoch 1736/2000
Train Loss 0.8498557806015015, Train Accuracy 93.22333526611328
==> Epoch 1737/2000
Train Loss 0.8495808839797974, Train Accuracy 93.2249984741211
==> Epoch 1738/2000
Train Loss 0.8493062853813171, Train Accuracy 93.22666931152344
==> Epoch 1739/2000
Train Loss 0.8490318655967712, Train Accuracy 93.22666931152344
==> Epoch 1740/2000
Train Loss 0.8487575650215149, Train Accuracy 93.22833251953125
==> Epoch 1741/2000
Train Loss 0.8484834432601929, Train Accuracy 93.23332977294922
==> Epoch 1742/2000
Train Loss 0.8482095003128052, Train Accuracy 93.23500061035156
==> Epoch 1743/2000
Train Loss 0.8479359149932861, Train Accuracy 93.23500061035156
==> Epoch 1744/2000
Train Loss 0.8476624488830566, Train Accuracy 93.23833465576172
==> Epoch 1745/2000
Train Loss 0.8473890423774719, Train Accuracy 93.23999786376953
==> Epoch 1746/2000
Train Loss 0.8471158742904663, Train Accuracy 93.24333190917969
==> Epoch 1747/2000
Train Loss 0.8468429446220398, Train Accuracy 93.24833679199219
==> Epoch 1748/2000
Train Loss 0.8465700745582581, Train Accuracy 93.25333404541016
==> Epoch 1749/2000
Train Loss 0.846297562122345, Train Accuracy 93.25666809082031
==> Epoch 1750/2000
Train Loss 0.8460251688957214, Train Accuracy 93.26000213623047
==> Epoch 1751/2000
Train Loss 0.8457530736923218, Train Accuracy 93.26499938964844
==> Epoch 1752/2000
Train Loss 0.8454807996749878, Train Accuracy 93.27166748046875
==> Epoch 1753/2000
Train Loss 0.8452090620994568, Train Accuracy 93.27333068847656
==> Epoch 1754/2000
Train Loss 0.8449374437332153, Train Accuracy 93.27333068847656
==> Epoch 1755/2000
Train Loss 0.8446659445762634, Train Accuracy 93.27833557128906
==> Epoch 1756/2000
Train Loss 0.8443946242332458, Train Accuracy 93.28333282470703
==> Epoch 1757/2000
Train Loss 0.8441234827041626, Train Accuracy 93.28500366210938
==> Epoch 1758/2000
Train Loss 0.8438525795936584, Train Accuracy 93.28666687011719
==> Epoch 1759/2000
Train Loss 0.8435818552970886, Train Accuracy 93.28666687011719
==> Epoch 1760/2000
Train Loss 0.8433111906051636, Train Accuracy 93.29166412353516
==> Epoch 1761/2000
Train Loss 0.843040943145752, Train Accuracy 93.2933349609375
==> Epoch 1762/2000
Train Loss 0.8427706956863403, Train Accuracy 93.29499816894531
==> Epoch 1763/2000
Train Loss 0.8425006866455078, Train Accuracy 93.29666900634766
==> Epoch 1764/2000
Train Loss 0.8422309160232544, Train Accuracy 93.29666900634766
==> Epoch 1765/2000
Train Loss 0.841961145401001, Train Accuracy 93.30000305175781
==> Epoch 1766/2000
Train Loss 0.8416917324066162, Train Accuracy 93.30833435058594
==> Epoch 1767/2000
Train Loss 0.8414225578308105, Train Accuracy 93.30999755859375
==> Epoch 1768/2000
Train Loss 0.8411533236503601, Train Accuracy 93.30833435058594
==> Epoch 1769/2000
Train Loss 0.8408843874931335, Train Accuracy 93.30833435058594
==> Epoch 1770/2000
Train Loss 0.8406156897544861, Train Accuracy 93.3066635131836
==> Epoch 1771/2000
Train Loss 0.8403472304344177, Train Accuracy 93.3066635131836
==> Epoch 1772/2000
Train Loss 0.8400788307189941, Train Accuracy 93.30999755859375
==> Epoch 1773/2000
Train Loss 0.8398105502128601, Train Accuracy 93.3116683959961
==> Epoch 1774/2000
Train Loss 0.83954256772995, Train Accuracy 93.31500244140625
==> Epoch 1775/2000
Train Loss 0.8392747640609741, Train Accuracy 93.3183364868164
==> Epoch 1776/2000
Train Loss 0.8390070199966431, Train Accuracy 93.31999969482422
==> Epoch 1777/2000
Train Loss 0.8387396335601807, Train Accuracy 93.32333374023438
==> Epoch 1778/2000
Train Loss 0.8384723663330078, Train Accuracy 93.32333374023438
==> Epoch 1779/2000
Train Loss 0.8382053971290588, Train Accuracy 93.32833099365234
==> Epoch 1780/2000
Train Loss 0.8379382491111755, Train Accuracy 93.32833099365234
==> Epoch 1781/2000
Train Loss 0.8376716375350952, Train Accuracy 93.33000183105469
==> Epoch 1782/2000
Train Loss 0.8374050855636597, Train Accuracy 93.33000183105469
==> Epoch 1783/2000
Train Loss 0.8371387720108032, Train Accuracy 93.336669921875
==> Epoch 1784/2000
Train Loss 0.8368725180625916, Train Accuracy 93.33999633789062
==> Epoch 1785/2000
Train Loss 0.836606502532959, Train Accuracy 93.34166717529297
==> Epoch 1786/2000
Train Loss 0.8363406658172607, Train Accuracy 93.34333038330078
==> Epoch 1787/2000
Train Loss 0.8360750079154968, Train Accuracy 93.34166717529297
==> Epoch 1788/2000
Train Loss 0.8358095288276672, Train Accuracy 93.34500122070312
==> Epoch 1789/2000
Train Loss 0.8355441689491272, Train Accuracy 93.34500122070312
==> Epoch 1790/2000
Train Loss 0.835279107093811, Train Accuracy 93.34500122070312
==> Epoch 1791/2000
Train Loss 0.8350141644477844, Train Accuracy 93.34666442871094
==> Epoch 1792/2000
Train Loss 0.8347494006156921, Train Accuracy 93.34833526611328
==> Epoch 1793/2000
Train Loss 0.8344847559928894, Train Accuracy 93.3499984741211
==> Epoch 1794/2000
Train Loss 0.8342203497886658, Train Accuracy 93.35333251953125
==> Epoch 1795/2000
Train Loss 0.8339561820030212, Train Accuracy 93.35333251953125
==> Epoch 1796/2000
Train Loss 0.8336920142173767, Train Accuracy 93.3550033569336
==> Epoch 1797/2000
Train Loss 0.833428144454956, Train Accuracy 93.35333251953125
==> Epoch 1798/2000
Train Loss 0.8331644535064697, Train Accuracy 93.3550033569336
==> Epoch 1799/2000
Train Loss 0.8329010009765625, Train Accuracy 93.3566665649414
==> Epoch 1800/2000
Train Loss 0.8326376676559448, Train Accuracy 93.36000061035156
==> Epoch 1801/2000
Train Loss 0.8323743939399719, Train Accuracy 93.36166381835938
==> Epoch 1802/2000
Train Loss 0.8321114182472229, Train Accuracy 93.36333465576172
==> Epoch 1803/2000
Train Loss 0.831848680973053, Train Accuracy 93.36499786376953
==> Epoch 1804/2000
Train Loss 0.8315859436988831, Train Accuracy 93.36666870117188
==> Epoch 1805/2000
Train Loss 0.8313234448432922, Train Accuracy 93.36833190917969
==> Epoch 1806/2000
Train Loss 0.8310613036155701, Train Accuracy 93.36833190917969
==> Epoch 1807/2000
Train Loss 0.8307992219924927, Train Accuracy 93.37000274658203
==> Epoch 1808/2000
Train Loss 0.8305372595787048, Train Accuracy 93.37000274658203
==> Epoch 1809/2000
Train Loss 0.8302754759788513, Train Accuracy 93.36833190917969
==> Epoch 1810/2000
Train Loss 0.8300138115882874, Train Accuracy 93.37166595458984
==> Epoch 1811/2000
Train Loss 0.829752504825592, Train Accuracy 93.37166595458984
==> Epoch 1812/2000
Train Loss 0.8294913172721863, Train Accuracy 93.37166595458984
==> Epoch 1813/2000
Train Loss 0.8292301893234253, Train Accuracy 93.37166595458984
==> Epoch 1814/2000
Train Loss 0.8289692997932434, Train Accuracy 93.37333679199219
==> Epoch 1815/2000
Train Loss 0.8287085294723511, Train Accuracy 93.37333679199219
==> Epoch 1816/2000
Train Loss 0.8284479975700378, Train Accuracy 93.37666320800781
==> Epoch 1817/2000
Train Loss 0.8281876444816589, Train Accuracy 93.37833404541016
==> Epoch 1818/2000
Train Loss 0.8279275298118591, Train Accuracy 93.37833404541016
==> Epoch 1819/2000
Train Loss 0.8276675343513489, Train Accuracy 93.37666320800781
==> Epoch 1820/2000
Train Loss 0.8274076581001282, Train Accuracy 93.37833404541016
==> Epoch 1821/2000
Train Loss 0.8271479606628418, Train Accuracy 93.38500213623047
==> Epoch 1822/2000
Train Loss 0.8268885016441345, Train Accuracy 93.38333129882812
==> Epoch 1823/2000
Train Loss 0.8266292810440063, Train Accuracy 93.38333129882812
==> Epoch 1824/2000
Train Loss 0.8263700604438782, Train Accuracy 93.38500213623047
==> Epoch 1825/2000
Train Loss 0.8261111378669739, Train Accuracy 93.38500213623047
==> Epoch 1826/2000
Train Loss 0.8258523941040039, Train Accuracy 93.38666534423828
==> Epoch 1827/2000
Train Loss 0.8255937099456787, Train Accuracy 93.38666534423828
==> Epoch 1828/2000
Train Loss 0.8253353238105774, Train Accuracy 93.38666534423828
==> Epoch 1829/2000
Train Loss 0.8250769972801208, Train Accuracy 93.39167022705078
==> Epoch 1830/2000
Train Loss 0.8248189091682434, Train Accuracy 93.39833068847656
==> Epoch 1831/2000
Train Loss 0.8245609998703003, Train Accuracy 93.39833068847656
==> Epoch 1832/2000
Train Loss 0.8243032693862915, Train Accuracy 93.4000015258789
==> Epoch 1833/2000
Train Loss 0.8240455985069275, Train Accuracy 93.40166473388672
==> Epoch 1834/2000
Train Loss 0.8237882852554321, Train Accuracy 93.40166473388672
==> Epoch 1835/2000
Train Loss 0.8235309720039368, Train Accuracy 93.40666961669922
==> Epoch 1836/2000
Train Loss 0.8232740163803101, Train Accuracy 93.41000366210938
==> Epoch 1837/2000
Train Loss 0.8230170607566833, Train Accuracy 93.41000366210938
==> Epoch 1838/2000
Train Loss 0.8227603435516357, Train Accuracy 93.41166687011719
==> Epoch 1839/2000
Train Loss 0.8225038647651672, Train Accuracy 93.413330078125
==> Epoch 1840/2000
Train Loss 0.8222473859786987, Train Accuracy 93.41500091552734
==> Epoch 1841/2000
Train Loss 0.8219912648200989, Train Accuracy 93.413330078125
==> Epoch 1842/2000
Train Loss 0.8217352032661438, Train Accuracy 93.41500091552734
==> Epoch 1843/2000
Train Loss 0.8214792609214783, Train Accuracy 93.41500091552734
==> Epoch 1844/2000
Train Loss 0.8212235569953918, Train Accuracy 93.4183349609375
==> Epoch 1845/2000
Train Loss 0.8209681510925293, Train Accuracy 93.42333221435547
==> Epoch 1846/2000
Train Loss 0.8207127451896667, Train Accuracy 93.42333221435547
==> Epoch 1847/2000
Train Loss 0.8204575777053833, Train Accuracy 93.42166900634766
==> Epoch 1848/2000
Train Loss 0.8202024698257446, Train Accuracy 93.42500305175781
==> Epoch 1849/2000
Train Loss 0.8199477195739746, Train Accuracy 93.42500305175781
==> Epoch 1850/2000
Train Loss 0.8196930289268494, Train Accuracy 93.42500305175781
==> Epoch 1851/2000
Train Loss 0.8194385170936584, Train Accuracy 93.42666625976562
==> Epoch 1852/2000
Train Loss 0.8191842436790466, Train Accuracy 93.42666625976562
==> Epoch 1853/2000
Train Loss 0.8189300894737244, Train Accuracy 93.42833709716797
==> Epoch 1854/2000
Train Loss 0.8186759948730469, Train Accuracy 93.4316635131836
==> Epoch 1855/2000
Train Loss 0.8184221982955933, Train Accuracy 93.43333435058594
==> Epoch 1856/2000
Train Loss 0.818168580532074, Train Accuracy 93.43333435058594
==> Epoch 1857/2000
Train Loss 0.8179150223731995, Train Accuracy 93.4366683959961
==> Epoch 1858/2000
Train Loss 0.817661702632904, Train Accuracy 93.4383316040039
==> Epoch 1859/2000
Train Loss 0.8174086213111877, Train Accuracy 93.4433364868164
==> Epoch 1860/2000
Train Loss 0.8171557188034058, Train Accuracy 93.44666290283203
==> Epoch 1861/2000
Train Loss 0.8169029355049133, Train Accuracy 93.44999694824219
==> Epoch 1862/2000
Train Loss 0.8166502118110657, Train Accuracy 93.4566650390625
==> Epoch 1863/2000
Train Loss 0.8163977861404419, Train Accuracy 93.46333312988281
==> Epoch 1864/2000
Train Loss 0.8161454200744629, Train Accuracy 93.46666717529297
==> Epoch 1865/2000
Train Loss 0.815893292427063, Train Accuracy 93.47000122070312
==> Epoch 1866/2000
Train Loss 0.8156412839889526, Train Accuracy 93.47000122070312
==> Epoch 1867/2000
Train Loss 0.8153895139694214, Train Accuracy 93.47166442871094
==> Epoch 1868/2000
Train Loss 0.8151378035545349, Train Accuracy 93.47333526611328
==> Epoch 1869/2000
Train Loss 0.8148863911628723, Train Accuracy 93.4816665649414
==> Epoch 1870/2000
Train Loss 0.814635157585144, Train Accuracy 93.48332977294922
==> Epoch 1871/2000
Train Loss 0.8143839836120605, Train Accuracy 93.48833465576172
==> Epoch 1872/2000
Train Loss 0.8141331076622009, Train Accuracy 93.48833465576172
==> Epoch 1873/2000
Train Loss 0.8138822317123413, Train Accuracy 93.49333190917969
==> Epoch 1874/2000
Train Loss 0.8136315941810608, Train Accuracy 93.49333190917969
==> Epoch 1875/2000
Train Loss 0.8133811950683594, Train Accuracy 93.49333190917969
==> Epoch 1876/2000
Train Loss 0.8131308555603027, Train Accuracy 93.49500274658203
==> Epoch 1877/2000
Train Loss 0.8128806948661804, Train Accuracy 93.49666595458984
==> Epoch 1878/2000
Train Loss 0.8126307129859924, Train Accuracy 93.5
==> Epoch 1879/2000
Train Loss 0.8123809695243835, Train Accuracy 93.50333404541016
==> Epoch 1880/2000
Train Loss 0.8121313452720642, Train Accuracy 93.50499725341797
==> Epoch 1881/2000
Train Loss 0.8118818402290344, Train Accuracy 93.50833129882812
==> Epoch 1882/2000
Train Loss 0.811632513999939, Train Accuracy 93.51000213623047
==> Epoch 1883/2000
Train Loss 0.8113833665847778, Train Accuracy 93.51000213623047
==> Epoch 1884/2000
Train Loss 0.8111344575881958, Train Accuracy 93.51000213623047
==> Epoch 1885/2000
Train Loss 0.8108856081962585, Train Accuracy 93.51166534423828
==> Epoch 1886/2000
Train Loss 0.8106369376182556, Train Accuracy 93.51166534423828
==> Epoch 1887/2000
Train Loss 0.8103885054588318, Train Accuracy 93.51333618164062
==> Epoch 1888/2000
Train Loss 0.8101401329040527, Train Accuracy 93.5183334350586
==> Epoch 1889/2000
Train Loss 0.8098920583724976, Train Accuracy 93.5199966430664
==> Epoch 1890/2000
Train Loss 0.8096441030502319, Train Accuracy 93.5250015258789
==> Epoch 1891/2000
Train Loss 0.8093962669372559, Train Accuracy 93.5250015258789
==> Epoch 1892/2000
Train Loss 0.8091485500335693, Train Accuracy 93.52666473388672
==> Epoch 1893/2000
Train Loss 0.8089010119438171, Train Accuracy 93.53166961669922
==> Epoch 1894/2000
Train Loss 0.808653712272644, Train Accuracy 93.53333282470703
==> Epoch 1895/2000
Train Loss 0.8084065318107605, Train Accuracy 93.53333282470703
==> Epoch 1896/2000
Train Loss 0.8081595301628113, Train Accuracy 93.53666687011719
==> Epoch 1897/2000
Train Loss 0.8079127073287964, Train Accuracy 93.538330078125
==> Epoch 1898/2000
Train Loss 0.807666003704071, Train Accuracy 93.5433349609375
==> Epoch 1899/2000
Train Loss 0.8074195384979248, Train Accuracy 93.54666900634766
==> Epoch 1900/2000
Train Loss 0.8071731328964233, Train Accuracy 93.55000305175781
==> Epoch 1901/2000
Train Loss 0.806926965713501, Train Accuracy 93.55166625976562
==> Epoch 1902/2000
Train Loss 0.8066809773445129, Train Accuracy 93.55500030517578
==> Epoch 1903/2000
Train Loss 0.8064350485801697, Train Accuracy 93.5566635131836
==> Epoch 1904/2000
Train Loss 0.8061894178390503, Train Accuracy 93.5566635131836
==> Epoch 1905/2000
Train Loss 0.8059438467025757, Train Accuracy 93.55999755859375
==> Epoch 1906/2000
Train Loss 0.8056985139846802, Train Accuracy 93.56500244140625
==> Epoch 1907/2000
Train Loss 0.805453360080719, Train Accuracy 93.56500244140625
==> Epoch 1908/2000
Train Loss 0.8052082061767578, Train Accuracy 93.5633316040039
==> Epoch 1909/2000
Train Loss 0.8049633502960205, Train Accuracy 93.56666564941406
==> Epoch 1910/2000
Train Loss 0.8047186136245728, Train Accuracy 93.56666564941406
==> Epoch 1911/2000
Train Loss 0.8044740557670593, Train Accuracy 93.56666564941406
==> Epoch 1912/2000
Train Loss 0.8042295575141907, Train Accuracy 93.56666564941406
==> Epoch 1913/2000
Train Loss 0.8039853572845459, Train Accuracy 93.5683364868164
==> Epoch 1914/2000
Train Loss 0.8037413358688354, Train Accuracy 93.57333374023438
==> Epoch 1915/2000
Train Loss 0.8034973740577698, Train Accuracy 93.57333374023438
==> Epoch 1916/2000
Train Loss 0.8032536506652832, Train Accuracy 93.57666778564453
==> Epoch 1917/2000
Train Loss 0.8030099868774414, Train Accuracy 93.57833099365234
==> Epoch 1918/2000
Train Loss 0.8027666211128235, Train Accuracy 93.5816650390625
==> Epoch 1919/2000
Train Loss 0.8025232553482056, Train Accuracy 93.58333587646484
==> Epoch 1920/2000
Train Loss 0.8022802472114563, Train Accuracy 93.58499908447266
==> Epoch 1921/2000
Train Loss 0.802037239074707, Train Accuracy 93.586669921875
==> Epoch 1922/2000
Train Loss 0.8017944097518921, Train Accuracy 93.58999633789062
==> Epoch 1923/2000
Train Loss 0.8015517592430115, Train Accuracy 93.59333038330078
==> Epoch 1924/2000
Train Loss 0.80130934715271, Train Accuracy 93.59333038330078
==> Epoch 1925/2000
Train Loss 0.8010669350624084, Train Accuracy 93.59333038330078
==> Epoch 1926/2000
Train Loss 0.800824761390686, Train Accuracy 93.59500122070312
==> Epoch 1927/2000
Train Loss 0.8005828261375427, Train Accuracy 93.59500122070312
==> Epoch 1928/2000
Train Loss 0.8003409504890442, Train Accuracy 93.59666442871094
==> Epoch 1929/2000
Train Loss 0.8000993132591248, Train Accuracy 93.59833526611328
==> Epoch 1930/2000
Train Loss 0.7998577356338501, Train Accuracy 93.60166931152344
==> Epoch 1931/2000
Train Loss 0.7996163964271545, Train Accuracy 93.60166931152344
==> Epoch 1932/2000
Train Loss 0.7993751168251038, Train Accuracy 93.60333251953125
==> Epoch 1933/2000
Train Loss 0.7991340756416321, Train Accuracy 93.60333251953125
==> Epoch 1934/2000
Train Loss 0.7988932132720947, Train Accuracy 93.6050033569336
==> Epoch 1935/2000
Train Loss 0.7986524701118469, Train Accuracy 93.6066665649414
==> Epoch 1936/2000
Train Loss 0.7984119057655334, Train Accuracy 93.61000061035156
==> Epoch 1937/2000
Train Loss 0.7981715798377991, Train Accuracy 93.61166381835938
==> Epoch 1938/2000
Train Loss 0.7979312539100647, Train Accuracy 93.61333465576172
==> Epoch 1939/2000
Train Loss 0.7976911664009094, Train Accuracy 93.61666870117188
==> Epoch 1940/2000
Train Loss 0.7974511384963989, Train Accuracy 93.62000274658203
==> Epoch 1941/2000
Train Loss 0.7972113490104675, Train Accuracy 93.62166595458984
==> Epoch 1942/2000
Train Loss 0.7969717383384705, Train Accuracy 93.62333679199219
==> Epoch 1943/2000
Train Loss 0.7967323064804077, Train Accuracy 93.625
==> Epoch 1944/2000
Train Loss 0.7964929938316345, Train Accuracy 93.62666320800781
==> Epoch 1945/2000
Train Loss 0.7962538003921509, Train Accuracy 93.62833404541016
==> Epoch 1946/2000
Train Loss 0.7960147857666016, Train Accuracy 93.62833404541016
==> Epoch 1947/2000
Train Loss 0.7957758903503418, Train Accuracy 93.62999725341797
==> Epoch 1948/2000
Train Loss 0.7955372929573059, Train Accuracy 93.63166809082031
==> Epoch 1949/2000
Train Loss 0.79529869556427, Train Accuracy 93.63333129882812
==> Epoch 1950/2000
Train Loss 0.7950603365898132, Train Accuracy 93.63500213623047
==> Epoch 1951/2000
Train Loss 0.7948221564292908, Train Accuracy 93.63500213623047
==> Epoch 1952/2000
Train Loss 0.7945840358734131, Train Accuracy 93.63500213623047
==> Epoch 1953/2000
Train Loss 0.7943461537361145, Train Accuracy 93.63666534423828
==> Epoch 1954/2000
Train Loss 0.7941083312034607, Train Accuracy 93.63833618164062
==> Epoch 1955/2000
Train Loss 0.7938708662986755, Train Accuracy 93.63999938964844
==> Epoch 1956/2000
Train Loss 0.7936333417892456, Train Accuracy 93.64167022705078
==> Epoch 1957/2000
Train Loss 0.7933960556983948, Train Accuracy 93.6433334350586
==> Epoch 1958/2000
Train Loss 0.7931588888168335, Train Accuracy 93.6449966430664
==> Epoch 1959/2000
Train Loss 0.7929219007492065, Train Accuracy 93.6500015258789
==> Epoch 1960/2000
Train Loss 0.7926850318908691, Train Accuracy 93.65333557128906
==> Epoch 1961/2000
Train Loss 0.7924484610557556, Train Accuracy 93.65499877929688
==> Epoch 1962/2000
Train Loss 0.7922120094299316, Train Accuracy 93.65833282470703
==> Epoch 1963/2000
Train Loss 0.7919756174087524, Train Accuracy 93.66000366210938
==> Epoch 1964/2000
Train Loss 0.7917393445968628, Train Accuracy 93.66000366210938
==> Epoch 1965/2000
Train Loss 0.7915033102035522, Train Accuracy 93.66666412353516
==> Epoch 1966/2000
Train Loss 0.791267454624176, Train Accuracy 93.6683349609375
==> Epoch 1967/2000
Train Loss 0.7910317182540894, Train Accuracy 93.67333221435547
==> Epoch 1968/2000
Train Loss 0.7907961010932922, Train Accuracy 93.67500305175781
==> Epoch 1969/2000
Train Loss 0.7905606627464294, Train Accuracy 93.68000030517578
==> Epoch 1970/2000
Train Loss 0.7903253436088562, Train Accuracy 93.68000030517578
==> Epoch 1971/2000
Train Loss 0.7900902628898621, Train Accuracy 93.68000030517578
==> Epoch 1972/2000
Train Loss 0.7898552417755127, Train Accuracy 93.6883316040039
==> Epoch 1973/2000
Train Loss 0.7896203994750977, Train Accuracy 93.6883316040039
==> Epoch 1974/2000
Train Loss 0.7893857955932617, Train Accuracy 93.69000244140625
==> Epoch 1975/2000
Train Loss 0.7891513109207153, Train Accuracy 93.69166564941406
==> Epoch 1976/2000
Train Loss 0.7889168858528137, Train Accuracy 93.69166564941406
==> Epoch 1977/2000
Train Loss 0.7886826992034912, Train Accuracy 93.6933364868164
==> Epoch 1978/2000
Train Loss 0.7884485721588135, Train Accuracy 93.69666290283203
==> Epoch 1979/2000
Train Loss 0.7882146835327148, Train Accuracy 93.69833374023438
==> Epoch 1980/2000
Train Loss 0.7879809737205505, Train Accuracy 93.70166778564453
==> Epoch 1981/2000
Train Loss 0.7877473831176758, Train Accuracy 93.70166778564453
==> Epoch 1982/2000
Train Loss 0.7875138521194458, Train Accuracy 93.70166778564453
==> Epoch 1983/2000
Train Loss 0.7872806191444397, Train Accuracy 93.70833587646484
==> Epoch 1984/2000
Train Loss 0.7870473861694336, Train Accuracy 93.70999908447266
==> Epoch 1985/2000
Train Loss 0.7868145108222961, Train Accuracy 93.71333312988281
==> Epoch 1986/2000
Train Loss 0.7865816950798035, Train Accuracy 93.71333312988281
==> Epoch 1987/2000
Train Loss 0.7863488793373108, Train Accuracy 93.71333312988281
==> Epoch 1988/2000
Train Loss 0.786116361618042, Train Accuracy 93.71499633789062
==> Epoch 1989/2000
Train Loss 0.7858839631080627, Train Accuracy 93.71666717529297
==> Epoch 1990/2000
Train Loss 0.785651683807373, Train Accuracy 93.71666717529297
==> Epoch 1991/2000
Train Loss 0.7854197025299072, Train Accuracy 93.71666717529297
==> Epoch 1992/2000
Train Loss 0.7851877212524414, Train Accuracy 93.71666717529297
==> Epoch 1993/2000
Train Loss 0.7849558591842651, Train Accuracy 93.72166442871094
==> Epoch 1994/2000
Train Loss 0.7847242951393127, Train Accuracy 93.72666931152344
==> Epoch 1995/2000
Train Loss 0.7844926714897156, Train Accuracy 93.72833251953125
==> Epoch 1996/2000
Train Loss 0.7842614054679871, Train Accuracy 93.7300033569336
==> Epoch 1997/2000
Train Loss 0.7840303182601929, Train Accuracy 93.7316665649414
==> Epoch 1998/2000
Train Loss 0.7837991714477539, Train Accuracy 93.73332977294922
==> Epoch 1999/2000
Train Loss 0.7835683226585388, Train Accuracy 93.73666381835938
==> Epoch 2000/2000
Train Loss 0.7833375334739685, Train Accuracy 93.74166870117188
Finished. Total elapsed time (h:m:s): 4:39:56
