Files already downloaded and verified
Files already downloaded and verified
Number of training samples:  50000
Number of testing samples:  10000
Image shape:  torch.Size([3, 64, 64])
Number of parameters:  5526346
Epoch 1, step 50, loss: 2.752, test_loss: 2.641, acc: 0.108, test_acc: 0.100
Epoch 1, step 100, loss: 2.593, test_loss: 2.265, acc: 0.105, test_acc: 0.126
Epoch 1, step 150, loss: 2.497, test_loss: 2.249, acc: 0.116, test_acc: 0.161
Epoch 1, step 200, loss: 2.432, test_loss: 2.169, acc: 0.127, test_acc: 0.180
Epoch 1, step 250, loss: 2.388, test_loss: 2.153, acc: 0.136, test_acc: 0.157
Epoch 1, step 300, loss: 2.348, test_loss: 2.323, acc: 0.146, test_acc: 0.126
Epoch 1, step 350, loss: 2.321, test_loss: 2.082, acc: 0.151, test_acc: 0.194
Epoch 1, step 400, loss: 2.297, test_loss: 2.098, acc: 0.157, test_acc: 0.196
Epoch 1, step 450, loss: 2.277, test_loss: 2.060, acc: 0.161, test_acc: 0.207
Epoch 1, step 500, loss: 2.258, test_loss: 2.054, acc: 0.164, test_acc: 0.228
Epoch 1, step 550, loss: 2.242, test_loss: 2.087, acc: 0.169, test_acc: 0.209
Epoch 1, step 600, loss: 2.227, test_loss: 2.077, acc: 0.174, test_acc: 0.217
Epoch 1, step 650, loss: 2.216, test_loss: 2.015, acc: 0.177, test_acc: 0.244
Epoch 1, step 700, loss: 2.206, test_loss: 2.192, acc: 0.180, test_acc: 0.176
Epoch 1, step 750, loss: 2.197, test_loss: 2.001, acc: 0.183, test_acc: 0.265
Epoch 2, step 50, loss: 2.030, test_loss: 2.021, acc: 0.231, test_acc: 0.240
Epoch 2, step 100, loss: 2.028, test_loss: 2.030, acc: 0.229, test_acc: 0.243
Epoch 2, step 150, loss: 2.029, test_loss: 1.976, acc: 0.229, test_acc: 0.268
Epoch 2, step 200, loss: 2.030, test_loss: 1.971, acc: 0.233, test_acc: 0.257
Epoch 2, step 250, loss: 2.027, test_loss: 1.971, acc: 0.232, test_acc: 0.278
Epoch 2, step 300, loss: 2.023, test_loss: 2.028, acc: 0.234, test_acc: 0.250
Epoch 2, step 350, loss: 2.022, test_loss: 1.930, acc: 0.235, test_acc: 0.282
Epoch 2, step 400, loss: 2.020, test_loss: 1.941, acc: 0.235, test_acc: 0.277
Epoch 2, step 450, loss: 2.016, test_loss: 1.924, acc: 0.238, test_acc: 0.281
Epoch 2, step 500, loss: 2.012, test_loss: 1.921, acc: 0.240, test_acc: 0.287
Epoch 2, step 550, loss: 2.010, test_loss: 1.968, acc: 0.242, test_acc: 0.263
Epoch 2, step 600, loss: 2.008, test_loss: 1.927, acc: 0.242, test_acc: 0.278
Epoch 2, step 650, loss: 2.005, test_loss: 1.892, acc: 0.243, test_acc: 0.298
Epoch 2, step 700, loss: 2.003, test_loss: 1.953, acc: 0.245, test_acc: 0.258
Epoch 2, step 750, loss: 1.999, test_loss: 1.907, acc: 0.246, test_acc: 0.284
Epoch 3, step 50, loss: 1.947, test_loss: 1.933, acc: 0.275, test_acc: 0.263
Epoch 3, step 100, loss: 1.954, test_loss: 1.894, acc: 0.268, test_acc: 0.298
Epoch 3, step 150, loss: 1.952, test_loss: 1.894, acc: 0.270, test_acc: 0.298
Epoch 3, step 200, loss: 1.952, test_loss: 1.900, acc: 0.272, test_acc: 0.300
Epoch 3, step 250, loss: 1.944, test_loss: 1.887, acc: 0.275, test_acc: 0.308
Epoch 3, step 300, loss: 1.940, test_loss: 1.867, acc: 0.277, test_acc: 0.304
Epoch 3, step 350, loss: 1.942, test_loss: 1.903, acc: 0.279, test_acc: 0.288
Epoch 3, step 400, loss: 1.935, test_loss: 1.860, acc: 0.280, test_acc: 0.312
Epoch 3, step 450, loss: 1.934, test_loss: 1.903, acc: 0.280, test_acc: 0.305
Epoch 3, step 500, loss: 1.932, test_loss: 1.867, acc: 0.281, test_acc: 0.306
Epoch 3, step 550, loss: 1.929, test_loss: 1.861, acc: 0.283, test_acc: 0.306
Epoch 3, step 600, loss: 1.928, test_loss: 1.835, acc: 0.283, test_acc: 0.334
Epoch 3, step 650, loss: 1.926, test_loss: 1.824, acc: 0.283, test_acc: 0.331
Epoch 3, step 700, loss: 1.924, test_loss: 1.833, acc: 0.284, test_acc: 0.328
Epoch 3, step 750, loss: 1.922, test_loss: 1.811, acc: 0.284, test_acc: 0.341
Epoch 4, step 50, loss: 1.881, test_loss: 1.880, acc: 0.299, test_acc: 0.320
Epoch 4, step 100, loss: 1.884, test_loss: 1.848, acc: 0.297, test_acc: 0.307
Epoch 4, step 150, loss: 1.883, test_loss: 1.823, acc: 0.298, test_acc: 0.320
Epoch 4, step 200, loss: 1.878, test_loss: 1.813, acc: 0.299, test_acc: 0.329
Epoch 4, step 250, loss: 1.877, test_loss: 1.802, acc: 0.301, test_acc: 0.328
Epoch 4, step 300, loss: 1.875, test_loss: 1.805, acc: 0.301, test_acc: 0.342
Epoch 4, step 350, loss: 1.876, test_loss: 1.819, acc: 0.302, test_acc: 0.332
Epoch 4, step 400, loss: 1.872, test_loss: 1.786, acc: 0.304, test_acc: 0.345
Epoch 4, step 450, loss: 1.866, test_loss: 1.775, acc: 0.308, test_acc: 0.343
Epoch 4, step 500, loss: 1.865, test_loss: 1.809, acc: 0.308, test_acc: 0.336
Epoch 4, step 550, loss: 1.863, test_loss: 1.931, acc: 0.308, test_acc: 0.295
Epoch 4, step 600, loss: 1.862, test_loss: 1.771, acc: 0.308, test_acc: 0.346
Epoch 4, step 650, loss: 1.861, test_loss: 1.787, acc: 0.310, test_acc: 0.335
Epoch 4, step 700, loss: 1.861, test_loss: 1.806, acc: 0.310, test_acc: 0.331
Epoch 4, step 750, loss: 1.860, test_loss: 1.783, acc: 0.311, test_acc: 0.347
Epoch 5, step 50, loss: 1.834, test_loss: 1.765, acc: 0.319, test_acc: 0.358
Epoch 5, step 100, loss: 1.831, test_loss: 1.769, acc: 0.317, test_acc: 0.346
Epoch 5, step 150, loss: 1.838, test_loss: 1.749, acc: 0.317, test_acc: 0.362
Epoch 5, step 200, loss: 1.832, test_loss: 1.773, acc: 0.323, test_acc: 0.352
Epoch 5, step 250, loss: 1.826, test_loss: 1.802, acc: 0.324, test_acc: 0.338
Epoch 5, step 300, loss: 1.822, test_loss: 1.756, acc: 0.326, test_acc: 0.348
Epoch 5, step 350, loss: 1.823, test_loss: 1.767, acc: 0.325, test_acc: 0.355
Epoch 5, step 400, loss: 1.823, test_loss: 1.772, acc: 0.326, test_acc: 0.351
Epoch 5, step 450, loss: 1.819, test_loss: 1.777, acc: 0.328, test_acc: 0.343
Epoch 5, step 500, loss: 1.815, test_loss: 1.785, acc: 0.330, test_acc: 0.340
Epoch 5, step 550, loss: 1.812, test_loss: 1.783, acc: 0.330, test_acc: 0.344
Epoch 5, step 600, loss: 1.812, test_loss: 1.743, acc: 0.330, test_acc: 0.351
Epoch 5, step 650, loss: 1.811, test_loss: 1.723, acc: 0.330, test_acc: 0.369
Epoch 5, step 700, loss: 1.809, test_loss: 1.717, acc: 0.331, test_acc: 0.377
Epoch 5, step 750, loss: 1.808, test_loss: 1.700, acc: 0.331, test_acc: 0.383
Epoch 6, step 50, loss: 1.772, test_loss: 1.721, acc: 0.343, test_acc: 0.369
Epoch 6, step 100, loss: 1.774, test_loss: 1.711, acc: 0.341, test_acc: 0.373
Epoch 6, step 150, loss: 1.778, test_loss: 1.718, acc: 0.343, test_acc: 0.366
Epoch 6, step 200, loss: 1.777, test_loss: 1.748, acc: 0.344, test_acc: 0.370
Epoch 6, step 250, loss: 1.778, test_loss: 1.706, acc: 0.345, test_acc: 0.375
Epoch 6, step 300, loss: 1.778, test_loss: 1.676, acc: 0.346, test_acc: 0.389
Epoch 6, step 350, loss: 1.777, test_loss: 1.717, acc: 0.346, test_acc: 0.372
Epoch 6, step 400, loss: 1.775, test_loss: 1.694, acc: 0.346, test_acc: 0.383
Epoch 6, step 450, loss: 1.776, test_loss: 1.719, acc: 0.346, test_acc: 0.365
Epoch 6, step 500, loss: 1.775, test_loss: 1.723, acc: 0.346, test_acc: 0.369
Epoch 6, step 550, loss: 1.773, test_loss: 1.661, acc: 0.346, test_acc: 0.392
Epoch 6, step 600, loss: 1.771, test_loss: 1.696, acc: 0.348, test_acc: 0.375
Epoch 6, step 650, loss: 1.769, test_loss: 1.822, acc: 0.348, test_acc: 0.333
Epoch 6, step 700, loss: 1.767, test_loss: 1.671, acc: 0.349, test_acc: 0.383
Epoch 6, step 750, loss: 1.768, test_loss: 1.684, acc: 0.349, test_acc: 0.379
Epoch 7, step 50, loss: 1.730, test_loss: 1.689, acc: 0.366, test_acc: 0.379
Epoch 7, step 100, loss: 1.736, test_loss: 1.715, acc: 0.362, test_acc: 0.373
Epoch 7, step 150, loss: 1.738, test_loss: 1.741, acc: 0.356, test_acc: 0.361
Epoch 7, step 200, loss: 1.735, test_loss: 1.658, acc: 0.359, test_acc: 0.391
Epoch 7, step 250, loss: 1.738, test_loss: 1.656, acc: 0.359, test_acc: 0.394
Epoch 7, step 300, loss: 1.739, test_loss: 1.691, acc: 0.360, test_acc: 0.378
Epoch 7, step 350, loss: 1.734, test_loss: 1.671, acc: 0.361, test_acc: 0.391
Epoch 7, step 400, loss: 1.733, test_loss: 1.655, acc: 0.362, test_acc: 0.392
Epoch 7, step 450, loss: 1.734, test_loss: 1.659, acc: 0.361, test_acc: 0.389
Epoch 7, step 500, loss: 1.732, test_loss: 1.648, acc: 0.361, test_acc: 0.391
Epoch 7, step 550, loss: 1.732, test_loss: 1.656, acc: 0.361, test_acc: 0.394
Epoch 7, step 600, loss: 1.732, test_loss: 1.668, acc: 0.361, test_acc: 0.388
Epoch 7, step 650, loss: 1.731, test_loss: 1.639, acc: 0.362, test_acc: 0.400
Epoch 7, step 700, loss: 1.731, test_loss: 1.652, acc: 0.362, test_acc: 0.400
Epoch 7, step 750, loss: 1.730, test_loss: 1.638, acc: 0.362, test_acc: 0.399
Epoch 8, step 50, loss: 1.713, test_loss: 1.646, acc: 0.375, test_acc: 0.399
Epoch 8, step 100, loss: 1.723, test_loss: 1.626, acc: 0.368, test_acc: 0.417
Epoch 8, step 150, loss: 1.719, test_loss: 1.663, acc: 0.365, test_acc: 0.385
Epoch 8, step 200, loss: 1.719, test_loss: 1.645, acc: 0.368, test_acc: 0.403
Epoch 8, step 250, loss: 1.721, test_loss: 1.633, acc: 0.370, test_acc: 0.409
Epoch 8, step 300, loss: 1.714, test_loss: 1.682, acc: 0.370, test_acc: 0.388
Epoch 8, step 350, loss: 1.712, test_loss: 1.662, acc: 0.372, test_acc: 0.392
Epoch 8, step 400, loss: 1.710, test_loss: 1.621, acc: 0.373, test_acc: 0.408
Epoch 8, step 450, loss: 1.708, test_loss: 1.608, acc: 0.374, test_acc: 0.422
Epoch 8, step 500, loss: 1.706, test_loss: 1.630, acc: 0.375, test_acc: 0.416
Epoch 8, step 550, loss: 1.707, test_loss: 1.629, acc: 0.374, test_acc: 0.407
Epoch 8, step 600, loss: 1.707, test_loss: 1.634, acc: 0.374, test_acc: 0.409
Epoch 8, step 650, loss: 1.706, test_loss: 1.622, acc: 0.374, test_acc: 0.412
Epoch 8, step 700, loss: 1.705, test_loss: 1.634, acc: 0.375, test_acc: 0.408
Epoch 8, step 750, loss: 1.702, test_loss: 1.633, acc: 0.376, test_acc: 0.400
Epoch 9, step 50, loss: 1.657, test_loss: 1.674, acc: 0.400, test_acc: 0.394
Epoch 9, step 100, loss: 1.669, test_loss: 1.629, acc: 0.390, test_acc: 0.409
Epoch 9, step 150, loss: 1.681, test_loss: 1.625, acc: 0.389, test_acc: 0.405
Epoch 9, step 200, loss: 1.673, test_loss: 1.642, acc: 0.390, test_acc: 0.399
Epoch 9, step 250, loss: 1.675, test_loss: 1.624, acc: 0.392, test_acc: 0.414
Epoch 9, step 300, loss: 1.670, test_loss: 1.589, acc: 0.393, test_acc: 0.422
Epoch 9, step 350, loss: 1.670, test_loss: 1.695, acc: 0.392, test_acc: 0.373
Epoch 9, step 400, loss: 1.671, test_loss: 1.590, acc: 0.391, test_acc: 0.419
Epoch 9, step 450, loss: 1.671, test_loss: 1.658, acc: 0.391, test_acc: 0.402
Epoch 9, step 500, loss: 1.673, test_loss: 1.621, acc: 0.390, test_acc: 0.400
Epoch 9, step 550, loss: 1.676, test_loss: 1.586, acc: 0.388, test_acc: 0.427
Epoch 9, step 600, loss: 1.675, test_loss: 1.583, acc: 0.388, test_acc: 0.429
Epoch 9, step 650, loss: 1.675, test_loss: 1.603, acc: 0.389, test_acc: 0.412
Epoch 9, step 700, loss: 1.674, test_loss: 1.655, acc: 0.389, test_acc: 0.389
Epoch 9, step 750, loss: 1.673, test_loss: 1.591, acc: 0.389, test_acc: 0.417
Epoch 10, step 50, loss: 1.671, test_loss: 1.594, acc: 0.377, test_acc: 0.418
Epoch 10, step 100, loss: 1.672, test_loss: 1.599, acc: 0.380, test_acc: 0.416
Epoch 10, step 150, loss: 1.669, test_loss: 1.594, acc: 0.383, test_acc: 0.410
Epoch 10, step 200, loss: 1.665, test_loss: 1.585, acc: 0.387, test_acc: 0.420
Epoch 10, step 250, loss: 1.661, test_loss: 1.622, acc: 0.390, test_acc: 0.402
Epoch 10, step 300, loss: 1.661, test_loss: 1.601, acc: 0.391, test_acc: 0.416
Epoch 10, step 350, loss: 1.660, test_loss: 1.554, acc: 0.392, test_acc: 0.437
Epoch 10, step 400, loss: 1.662, test_loss: 1.598, acc: 0.391, test_acc: 0.425
Epoch 10, step 450, loss: 1.661, test_loss: 1.582, acc: 0.392, test_acc: 0.427
Epoch 10, step 500, loss: 1.661, test_loss: 1.567, acc: 0.392, test_acc: 0.444
Epoch 10, step 550, loss: 1.660, test_loss: 1.615, acc: 0.393, test_acc: 0.424
Epoch 10, step 600, loss: 1.658, test_loss: 1.573, acc: 0.393, test_acc: 0.435
Epoch 10, step 650, loss: 1.657, test_loss: 1.577, acc: 0.394, test_acc: 0.432
Epoch 10, step 700, loss: 1.656, test_loss: 1.584, acc: 0.395, test_acc: 0.430
Epoch 10, step 750, loss: 1.653, test_loss: 1.569, acc: 0.395, test_acc: 0.433
Epoch 11, step 50, loss: 1.631, test_loss: 1.586, acc: 0.408, test_acc: 0.430
Epoch 11, step 100, loss: 1.631, test_loss: 1.547, acc: 0.406, test_acc: 0.434
Epoch 11, step 150, loss: 1.627, test_loss: 1.577, acc: 0.407, test_acc: 0.429
Epoch 11, step 200, loss: 1.633, test_loss: 1.589, acc: 0.406, test_acc: 0.417
Epoch 11, step 250, loss: 1.631, test_loss: 1.567, acc: 0.407, test_acc: 0.427
Epoch 11, step 300, loss: 1.629, test_loss: 1.543, acc: 0.408, test_acc: 0.439
Epoch 11, step 350, loss: 1.631, test_loss: 1.530, acc: 0.407, test_acc: 0.453
Epoch 11, step 400, loss: 1.629, test_loss: 1.606, acc: 0.407, test_acc: 0.411
Epoch 11, step 450, loss: 1.629, test_loss: 1.582, acc: 0.407, test_acc: 0.425
Epoch 11, step 500, loss: 1.628, test_loss: 1.545, acc: 0.408, test_acc: 0.441
Epoch 11, step 550, loss: 1.628, test_loss: 1.639, acc: 0.408, test_acc: 0.423
Epoch 11, step 600, loss: 1.627, test_loss: 1.546, acc: 0.408, test_acc: 0.442
Epoch 11, step 650, loss: 1.625, test_loss: 1.542, acc: 0.410, test_acc: 0.437
Epoch 11, step 700, loss: 1.623, test_loss: 1.513, acc: 0.410, test_acc: 0.451
Epoch 11, step 750, loss: 1.625, test_loss: 1.536, acc: 0.409, test_acc: 0.449
Epoch 12, step 50, loss: 1.576, test_loss: 1.598, acc: 0.423, test_acc: 0.427
Epoch 12, step 100, loss: 1.590, test_loss: 1.568, acc: 0.418, test_acc: 0.432
Epoch 12, step 150, loss: 1.588, test_loss: 1.547, acc: 0.421, test_acc: 0.437
Epoch 12, step 200, loss: 1.596, test_loss: 1.558, acc: 0.421, test_acc: 0.444
Epoch 12, step 250, loss: 1.596, test_loss: 1.553, acc: 0.420, test_acc: 0.440
Epoch 12, step 300, loss: 1.600, test_loss: 1.533, acc: 0.420, test_acc: 0.450
Epoch 12, step 350, loss: 1.600, test_loss: 1.553, acc: 0.418, test_acc: 0.438
Epoch 12, step 400, loss: 1.605, test_loss: 1.603, acc: 0.416, test_acc: 0.419
Epoch 12, step 450, loss: 1.607, test_loss: 1.533, acc: 0.415, test_acc: 0.449
Epoch 12, step 500, loss: 1.608, test_loss: 1.536, acc: 0.416, test_acc: 0.441
Epoch 12, step 550, loss: 1.607, test_loss: 1.604, acc: 0.416, test_acc: 0.420
Epoch 12, step 600, loss: 1.606, test_loss: 1.558, acc: 0.417, test_acc: 0.441
Epoch 12, step 650, loss: 1.605, test_loss: 1.497, acc: 0.419, test_acc: 0.459
Epoch 12, step 700, loss: 1.603, test_loss: 1.502, acc: 0.419, test_acc: 0.459
Epoch 12, step 750, loss: 1.602, test_loss: 1.501, acc: 0.420, test_acc: 0.458
Epoch 13, step 50, loss: 1.579, test_loss: 1.505, acc: 0.428, test_acc: 0.456
Epoch 13, step 100, loss: 1.590, test_loss: 1.507, acc: 0.422, test_acc: 0.459
Epoch 13, step 150, loss: 1.598, test_loss: 1.485, acc: 0.422, test_acc: 0.467
Epoch 13, step 200, loss: 1.593, test_loss: 1.523, acc: 0.423, test_acc: 0.448
Epoch 13, step 250, loss: 1.586, test_loss: 1.520, acc: 0.425, test_acc: 0.447
Epoch 13, step 300, loss: 1.582, test_loss: 1.485, acc: 0.426, test_acc: 0.460
Epoch 13, step 350, loss: 1.579, test_loss: 1.499, acc: 0.427, test_acc: 0.450
Epoch 13, step 400, loss: 1.579, test_loss: 1.492, acc: 0.428, test_acc: 0.469
Epoch 13, step 450, loss: 1.579, test_loss: 1.520, acc: 0.428, test_acc: 0.452
Epoch 13, step 500, loss: 1.580, test_loss: 1.490, acc: 0.428, test_acc: 0.465
Epoch 13, step 550, loss: 1.581, test_loss: 1.518, acc: 0.428, test_acc: 0.461
Epoch 13, step 600, loss: 1.578, test_loss: 1.497, acc: 0.429, test_acc: 0.469
Epoch 13, step 650, loss: 1.580, test_loss: 1.519, acc: 0.429, test_acc: 0.461
Epoch 13, step 700, loss: 1.581, test_loss: 1.508, acc: 0.429, test_acc: 0.460
Epoch 13, step 750, loss: 1.579, test_loss: 1.476, acc: 0.429, test_acc: 0.470
Epoch 14, step 50, loss: 1.551, test_loss: 1.464, acc: 0.438, test_acc: 0.480
Epoch 14, step 100, loss: 1.545, test_loss: 1.574, acc: 0.442, test_acc: 0.439
Epoch 14, step 150, loss: 1.543, test_loss: 1.467, acc: 0.442, test_acc: 0.475
Epoch 14, step 200, loss: 1.546, test_loss: 1.462, acc: 0.440, test_acc: 0.477
Epoch 14, step 250, loss: 1.547, test_loss: 1.498, acc: 0.439, test_acc: 0.461
Epoch 14, step 300, loss: 1.554, test_loss: 1.493, acc: 0.437, test_acc: 0.461
Epoch 14, step 350, loss: 1.549, test_loss: 1.454, acc: 0.439, test_acc: 0.477
Epoch 14, step 400, loss: 1.548, test_loss: 1.487, acc: 0.440, test_acc: 0.467
Epoch 14, step 450, loss: 1.553, test_loss: 1.471, acc: 0.439, test_acc: 0.470
Epoch 14, step 500, loss: 1.555, test_loss: 1.450, acc: 0.438, test_acc: 0.476
Epoch 14, step 550, loss: 1.555, test_loss: 1.464, acc: 0.439, test_acc: 0.473
Epoch 14, step 600, loss: 1.555, test_loss: 1.462, acc: 0.438, test_acc: 0.475
Epoch 14, step 650, loss: 1.550, test_loss: 1.546, acc: 0.440, test_acc: 0.446
Epoch 14, step 700, loss: 1.550, test_loss: 1.486, acc: 0.441, test_acc: 0.463
Epoch 14, step 750, loss: 1.547, test_loss: 1.461, acc: 0.442, test_acc: 0.473
Epoch 15, step 50, loss: 1.542, test_loss: 1.479, acc: 0.443, test_acc: 0.466
Epoch 15, step 100, loss: 1.536, test_loss: 1.450, acc: 0.441, test_acc: 0.482
Epoch 15, step 150, loss: 1.533, test_loss: 1.485, acc: 0.443, test_acc: 0.473
Epoch 15, step 200, loss: 1.526, test_loss: 1.432, acc: 0.449, test_acc: 0.491
Epoch 15, step 250, loss: 1.534, test_loss: 1.450, acc: 0.446, test_acc: 0.480
Epoch 15, step 300, loss: 1.535, test_loss: 1.447, acc: 0.445, test_acc: 0.483
Epoch 15, step 350, loss: 1.539, test_loss: 1.429, acc: 0.444, test_acc: 0.487
Epoch 15, step 400, loss: 1.538, test_loss: 1.444, acc: 0.447, test_acc: 0.475
Epoch 15, step 450, loss: 1.534, test_loss: 1.427, acc: 0.448, test_acc: 0.489
Epoch 15, step 500, loss: 1.535, test_loss: 1.433, acc: 0.448, test_acc: 0.488
Epoch 15, step 550, loss: 1.536, test_loss: 1.444, acc: 0.447, test_acc: 0.475
Epoch 15, step 600, loss: 1.535, test_loss: 1.429, acc: 0.447, test_acc: 0.486
Epoch 15, step 650, loss: 1.534, test_loss: 1.463, acc: 0.447, test_acc: 0.468
Epoch 15, step 700, loss: 1.534, test_loss: 1.454, acc: 0.448, test_acc: 0.479
Epoch 15, step 750, loss: 1.532, test_loss: 1.433, acc: 0.449, test_acc: 0.484
Epoch 16, step 50, loss: 1.545, test_loss: 1.513, acc: 0.440, test_acc: 0.462
Epoch 16, step 100, loss: 1.533, test_loss: 1.436, acc: 0.449, test_acc: 0.484
Epoch 16, step 150, loss: 1.536, test_loss: 1.410, acc: 0.448, test_acc: 0.493
Epoch 16, step 200, loss: 1.534, test_loss: 1.414, acc: 0.449, test_acc: 0.494
Epoch 16, step 250, loss: 1.529, test_loss: 1.459, acc: 0.452, test_acc: 0.484
Epoch 16, step 300, loss: 1.526, test_loss: 1.399, acc: 0.453, test_acc: 0.498
Epoch 16, step 350, loss: 1.519, test_loss: 1.417, acc: 0.456, test_acc: 0.495
Epoch 16, step 400, loss: 1.516, test_loss: 1.396, acc: 0.457, test_acc: 0.495
Epoch 16, step 450, loss: 1.516, test_loss: 1.413, acc: 0.457, test_acc: 0.491
Epoch 16, step 500, loss: 1.517, test_loss: 1.455, acc: 0.457, test_acc: 0.474
Epoch 16, step 550, loss: 1.516, test_loss: 1.394, acc: 0.458, test_acc: 0.503
Epoch 16, step 600, loss: 1.517, test_loss: 1.411, acc: 0.458, test_acc: 0.489
Epoch 16, step 650, loss: 1.516, test_loss: 1.441, acc: 0.458, test_acc: 0.484
Epoch 16, step 700, loss: 1.516, test_loss: 1.440, acc: 0.457, test_acc: 0.485
Epoch 16, step 750, loss: 1.514, test_loss: 1.440, acc: 0.458, test_acc: 0.475
Epoch 17, step 50, loss: 1.505, test_loss: 1.445, acc: 0.458, test_acc: 0.482
Epoch 17, step 100, loss: 1.506, test_loss: 1.417, acc: 0.456, test_acc: 0.496
Epoch 17, step 150, loss: 1.493, test_loss: 1.445, acc: 0.463, test_acc: 0.482
Epoch 17, step 200, loss: 1.494, test_loss: 1.442, acc: 0.463, test_acc: 0.479
Epoch 17, step 250, loss: 1.497, test_loss: 1.372, acc: 0.463, test_acc: 0.504
Epoch 17, step 300, loss: 1.496, test_loss: 1.379, acc: 0.462, test_acc: 0.507
Epoch 17, step 350, loss: 1.497, test_loss: 1.423, acc: 0.462, test_acc: 0.494
Epoch 17, step 400, loss: 1.495, test_loss: 1.390, acc: 0.462, test_acc: 0.499
Epoch 17, step 450, loss: 1.498, test_loss: 1.397, acc: 0.460, test_acc: 0.495
Epoch 17, step 500, loss: 1.498, test_loss: 1.448, acc: 0.460, test_acc: 0.485
Epoch 17, step 550, loss: 1.496, test_loss: 1.477, acc: 0.461, test_acc: 0.478
Epoch 17, step 600, loss: 1.496, test_loss: 1.375, acc: 0.462, test_acc: 0.510
Epoch 17, step 650, loss: 1.494, test_loss: 1.413, acc: 0.463, test_acc: 0.492
Epoch 17, step 700, loss: 1.492, test_loss: 1.364, acc: 0.463, test_acc: 0.509
Epoch 17, step 750, loss: 1.491, test_loss: 1.414, acc: 0.464, test_acc: 0.490
Epoch 18, step 50, loss: 1.455, test_loss: 1.397, acc: 0.474, test_acc: 0.495
Epoch 18, step 100, loss: 1.462, test_loss: 1.351, acc: 0.472, test_acc: 0.517
Epoch 18, step 150, loss: 1.470, test_loss: 1.398, acc: 0.468, test_acc: 0.492
Epoch 18, step 200, loss: 1.474, test_loss: 1.359, acc: 0.468, test_acc: 0.513
Epoch 18, step 250, loss: 1.480, test_loss: 1.370, acc: 0.464, test_acc: 0.513
Epoch 18, step 300, loss: 1.477, test_loss: 1.420, acc: 0.467, test_acc: 0.487
Epoch 18, step 350, loss: 1.476, test_loss: 1.391, acc: 0.467, test_acc: 0.504
Epoch 18, step 400, loss: 1.473, test_loss: 1.431, acc: 0.469, test_acc: 0.487
Epoch 18, step 450, loss: 1.470, test_loss: 1.368, acc: 0.471, test_acc: 0.509
Epoch 18, step 500, loss: 1.472, test_loss: 1.390, acc: 0.470, test_acc: 0.503
Epoch 18, step 550, loss: 1.473, test_loss: 1.530, acc: 0.470, test_acc: 0.456
Epoch 18, step 600, loss: 1.472, test_loss: 1.387, acc: 0.471, test_acc: 0.508
Epoch 18, step 650, loss: 1.472, test_loss: 1.377, acc: 0.472, test_acc: 0.511
Epoch 18, step 700, loss: 1.471, test_loss: 1.391, acc: 0.472, test_acc: 0.503
Epoch 18, step 750, loss: 1.470, test_loss: 1.355, acc: 0.473, test_acc: 0.511
Epoch 19, step 50, loss: 1.504, test_loss: 1.352, acc: 0.473, test_acc: 0.514
Epoch 19, step 100, loss: 1.482, test_loss: 1.361, acc: 0.467, test_acc: 0.515
Epoch 19, step 150, loss: 1.460, test_loss: 1.391, acc: 0.475, test_acc: 0.509
Epoch 19, step 200, loss: 1.465, test_loss: 1.418, acc: 0.475, test_acc: 0.487
Epoch 19, step 250, loss: 1.457, test_loss: 1.342, acc: 0.479, test_acc: 0.510
Epoch 19, step 300, loss: 1.456, test_loss: 1.334, acc: 0.478, test_acc: 0.523
Epoch 19, step 350, loss: 1.451, test_loss: 1.359, acc: 0.479, test_acc: 0.508
Epoch 19, step 400, loss: 1.452, test_loss: 1.349, acc: 0.479, test_acc: 0.513
Epoch 19, step 450, loss: 1.456, test_loss: 1.331, acc: 0.478, test_acc: 0.523
Epoch 19, step 500, loss: 1.454, test_loss: 1.325, acc: 0.479, test_acc: 0.524
Epoch 19, step 550, loss: 1.455, test_loss: 1.344, acc: 0.479, test_acc: 0.516
Epoch 19, step 600, loss: 1.454, test_loss: 1.379, acc: 0.479, test_acc: 0.503
Epoch 19, step 650, loss: 1.457, test_loss: 1.343, acc: 0.477, test_acc: 0.521
Epoch 19, step 700, loss: 1.458, test_loss: 1.369, acc: 0.477, test_acc: 0.509
Epoch 19, step 750, loss: 1.456, test_loss: 1.406, acc: 0.477, test_acc: 0.494
Epoch 20, step 50, loss: 1.437, test_loss: 1.319, acc: 0.487, test_acc: 0.518
Epoch 20, step 100, loss: 1.429, test_loss: 1.313, acc: 0.488, test_acc: 0.532
Epoch 20, step 150, loss: 1.441, test_loss: 1.355, acc: 0.481, test_acc: 0.515
Epoch 20, step 200, loss: 1.443, test_loss: 1.342, acc: 0.480, test_acc: 0.520
Epoch 20, step 250, loss: 1.444, test_loss: 1.354, acc: 0.481, test_acc: 0.514
Epoch 20, step 300, loss: 1.446, test_loss: 1.334, acc: 0.482, test_acc: 0.521
Epoch 20, step 350, loss: 1.448, test_loss: 1.299, acc: 0.481, test_acc: 0.534
Epoch 20, step 400, loss: 1.441, test_loss: 1.379, acc: 0.483, test_acc: 0.506
Epoch 20, step 450, loss: 1.441, test_loss: 1.332, acc: 0.482, test_acc: 0.522
Epoch 20, step 500, loss: 1.436, test_loss: 1.329, acc: 0.484, test_acc: 0.521
Epoch 20, step 550, loss: 1.434, test_loss: 1.367, acc: 0.486, test_acc: 0.506
Epoch 20, step 600, loss: 1.436, test_loss: 1.325, acc: 0.484, test_acc: 0.521
Epoch 20, step 650, loss: 1.433, test_loss: 1.315, acc: 0.485, test_acc: 0.533
Epoch 20, step 700, loss: 1.432, test_loss: 1.374, acc: 0.486, test_acc: 0.509
Epoch 20, step 750, loss: 1.432, test_loss: 1.316, acc: 0.486, test_acc: 0.526
Epoch 21, step 50, loss: 1.413, test_loss: 1.313, acc: 0.489, test_acc: 0.529
Epoch 21, step 100, loss: 1.413, test_loss: 1.364, acc: 0.492, test_acc: 0.508
Epoch 21, step 150, loss: 1.416, test_loss: 1.305, acc: 0.489, test_acc: 0.526
Epoch 21, step 200, loss: 1.421, test_loss: 1.344, acc: 0.488, test_acc: 0.522
Epoch 21, step 250, loss: 1.419, test_loss: 1.321, acc: 0.490, test_acc: 0.525
Epoch 21, step 300, loss: 1.420, test_loss: 1.344, acc: 0.491, test_acc: 0.518
Epoch 21, step 350, loss: 1.418, test_loss: 1.297, acc: 0.493, test_acc: 0.539
Epoch 21, step 400, loss: 1.418, test_loss: 1.313, acc: 0.492, test_acc: 0.527
Epoch 21, step 450, loss: 1.418, test_loss: 1.313, acc: 0.491, test_acc: 0.534
Epoch 21, step 500, loss: 1.417, test_loss: 1.322, acc: 0.492, test_acc: 0.527
Epoch 21, step 550, loss: 1.417, test_loss: 1.357, acc: 0.491, test_acc: 0.512
Epoch 21, step 600, loss: 1.417, test_loss: 1.311, acc: 0.492, test_acc: 0.531
Epoch 21, step 650, loss: 1.418, test_loss: 1.310, acc: 0.491, test_acc: 0.530
Epoch 21, step 700, loss: 1.417, test_loss: 1.288, acc: 0.491, test_acc: 0.535
Epoch 21, step 750, loss: 1.415, test_loss: 1.320, acc: 0.492, test_acc: 0.527
Epoch 22, step 50, loss: 1.396, test_loss: 1.353, acc: 0.505, test_acc: 0.512
Epoch 22, step 100, loss: 1.401, test_loss: 1.382, acc: 0.498, test_acc: 0.509
Epoch 22, step 150, loss: 1.405, test_loss: 1.278, acc: 0.496, test_acc: 0.546
Epoch 22, step 200, loss: 1.406, test_loss: 1.370, acc: 0.497, test_acc: 0.510
Epoch 22, step 250, loss: 1.409, test_loss: 1.296, acc: 0.494, test_acc: 0.536
Epoch 22, step 300, loss: 1.411, test_loss: 1.294, acc: 0.495, test_acc: 0.540
Epoch 22, step 350, loss: 1.407, test_loss: 1.323, acc: 0.497, test_acc: 0.522
Epoch 22, step 400, loss: 1.404, test_loss: 1.349, acc: 0.499, test_acc: 0.519
Epoch 22, step 450, loss: 1.398, test_loss: 1.294, acc: 0.500, test_acc: 0.528
Epoch 22, step 500, loss: 1.398, test_loss: 1.297, acc: 0.499, test_acc: 0.533
Epoch 22, step 550, loss: 1.399, test_loss: 1.331, acc: 0.499, test_acc: 0.520
Epoch 22, step 600, loss: 1.399, test_loss: 1.313, acc: 0.499, test_acc: 0.530
Epoch 22, step 650, loss: 1.402, test_loss: 1.316, acc: 0.498, test_acc: 0.531
Epoch 22, step 700, loss: 1.402, test_loss: 1.286, acc: 0.498, test_acc: 0.538
Epoch 22, step 750, loss: 1.403, test_loss: 1.304, acc: 0.499, test_acc: 0.524
Epoch 23, step 50, loss: 1.392, test_loss: 1.291, acc: 0.505, test_acc: 0.535
Epoch 23, step 100, loss: 1.392, test_loss: 1.264, acc: 0.499, test_acc: 0.543
Epoch 23, step 150, loss: 1.384, test_loss: 1.312, acc: 0.502, test_acc: 0.530
Epoch 23, step 200, loss: 1.382, test_loss: 1.335, acc: 0.500, test_acc: 0.514
Epoch 23, step 250, loss: 1.383, test_loss: 1.292, acc: 0.501, test_acc: 0.535
Epoch 23, step 300, loss: 1.388, test_loss: 1.282, acc: 0.500, test_acc: 0.541
Epoch 23, step 350, loss: 1.384, test_loss: 1.306, acc: 0.504, test_acc: 0.535
Epoch 23, step 400, loss: 1.384, test_loss: 1.265, acc: 0.503, test_acc: 0.546
Epoch 23, step 450, loss: 1.385, test_loss: 1.281, acc: 0.502, test_acc: 0.534
Epoch 23, step 500, loss: 1.384, test_loss: 1.310, acc: 0.503, test_acc: 0.534
Epoch 23, step 550, loss: 1.384, test_loss: 1.308, acc: 0.502, test_acc: 0.526
Epoch 23, step 600, loss: 1.384, test_loss: 1.271, acc: 0.503, test_acc: 0.541
Epoch 23, step 650, loss: 1.382, test_loss: 1.258, acc: 0.503, test_acc: 0.547
Epoch 23, step 700, loss: 1.382, test_loss: 1.307, acc: 0.503, test_acc: 0.523
Epoch 23, step 750, loss: 1.382, test_loss: 1.314, acc: 0.503, test_acc: 0.526
Epoch 24, step 50, loss: 1.363, test_loss: 1.267, acc: 0.515, test_acc: 0.543
Epoch 24, step 100, loss: 1.382, test_loss: 1.276, acc: 0.510, test_acc: 0.542
Epoch 24, step 150, loss: 1.375, test_loss: 1.343, acc: 0.516, test_acc: 0.521
Epoch 24, step 200, loss: 1.379, test_loss: 1.253, acc: 0.513, test_acc: 0.550
Epoch 24, step 250, loss: 1.377, test_loss: 1.280, acc: 0.512, test_acc: 0.538
Epoch 24, step 300, loss: 1.377, test_loss: 1.359, acc: 0.512, test_acc: 0.509
Epoch 24, step 350, loss: 1.377, test_loss: 1.290, acc: 0.511, test_acc: 0.536
Epoch 24, step 400, loss: 1.375, test_loss: 1.320, acc: 0.512, test_acc: 0.532
Epoch 24, step 450, loss: 1.375, test_loss: 1.269, acc: 0.510, test_acc: 0.546
Epoch 24, step 500, loss: 1.376, test_loss: 1.301, acc: 0.510, test_acc: 0.531
Epoch 24, step 550, loss: 1.375, test_loss: 1.301, acc: 0.511, test_acc: 0.538
Epoch 24, step 600, loss: 1.376, test_loss: 1.280, acc: 0.511, test_acc: 0.542
Epoch 24, step 650, loss: 1.377, test_loss: 1.256, acc: 0.510, test_acc: 0.550
Epoch 24, step 700, loss: 1.375, test_loss: 1.296, acc: 0.510, test_acc: 0.538
Epoch 24, step 750, loss: 1.375, test_loss: 1.252, acc: 0.510, test_acc: 0.553
Epoch 25, step 50, loss: 1.370, test_loss: 1.268, acc: 0.506, test_acc: 0.542
Epoch 25, step 100, loss: 1.377, test_loss: 1.265, acc: 0.503, test_acc: 0.548
Epoch 25, step 150, loss: 1.376, test_loss: 1.259, acc: 0.506, test_acc: 0.546
Epoch 25, step 200, loss: 1.370, test_loss: 1.287, acc: 0.507, test_acc: 0.534
Epoch 25, step 250, loss: 1.362, test_loss: 1.288, acc: 0.509, test_acc: 0.540
Epoch 25, step 300, loss: 1.364, test_loss: 1.283, acc: 0.510, test_acc: 0.540
Epoch 25, step 350, loss: 1.364, test_loss: 1.233, acc: 0.511, test_acc: 0.555
Epoch 25, step 400, loss: 1.363, test_loss: 1.294, acc: 0.511, test_acc: 0.541
Epoch 25, step 450, loss: 1.362, test_loss: 1.289, acc: 0.511, test_acc: 0.534
Epoch 25, step 500, loss: 1.360, test_loss: 1.292, acc: 0.512, test_acc: 0.539
Epoch 25, step 550, loss: 1.356, test_loss: 1.262, acc: 0.512, test_acc: 0.548
Epoch 25, step 600, loss: 1.356, test_loss: 1.257, acc: 0.513, test_acc: 0.551
Epoch 25, step 650, loss: 1.357, test_loss: 1.261, acc: 0.514, test_acc: 0.544
Epoch 25, step 700, loss: 1.356, test_loss: 1.286, acc: 0.516, test_acc: 0.543
Epoch 25, step 750, loss: 1.355, test_loss: 1.301, acc: 0.516, test_acc: 0.539
Epoch 26, step 50, loss: 1.313, test_loss: 1.253, acc: 0.529, test_acc: 0.551
Epoch 26, step 100, loss: 1.334, test_loss: 1.256, acc: 0.520, test_acc: 0.547
Epoch 26, step 150, loss: 1.337, test_loss: 1.258, acc: 0.522, test_acc: 0.550
Epoch 26, step 200, loss: 1.352, test_loss: 1.274, acc: 0.518, test_acc: 0.540
Epoch 26, step 250, loss: 1.353, test_loss: 1.253, acc: 0.517, test_acc: 0.545
Epoch 26, step 300, loss: 1.351, test_loss: 1.235, acc: 0.518, test_acc: 0.558
Epoch 26, step 350, loss: 1.347, test_loss: 1.239, acc: 0.520, test_acc: 0.553
Epoch 26, step 400, loss: 1.346, test_loss: 1.283, acc: 0.522, test_acc: 0.543
Epoch 26, step 450, loss: 1.347, test_loss: 1.246, acc: 0.520, test_acc: 0.556
Epoch 26, step 500, loss: 1.349, test_loss: 1.236, acc: 0.519, test_acc: 0.555
Epoch 26, step 550, loss: 1.349, test_loss: 1.264, acc: 0.519, test_acc: 0.546
Epoch 26, step 600, loss: 1.351, test_loss: 1.260, acc: 0.519, test_acc: 0.541
Epoch 26, step 650, loss: 1.351, test_loss: 1.261, acc: 0.520, test_acc: 0.551
Epoch 26, step 700, loss: 1.350, test_loss: 1.244, acc: 0.520, test_acc: 0.556
Epoch 26, step 750, loss: 1.346, test_loss: 1.270, acc: 0.521, test_acc: 0.545
Epoch 27, step 50, loss: 1.327, test_loss: 1.274, acc: 0.526, test_acc: 0.547
Epoch 27, step 100, loss: 1.329, test_loss: 1.238, acc: 0.530, test_acc: 0.557
Epoch 27, step 150, loss: 1.333, test_loss: 1.222, acc: 0.524, test_acc: 0.564
Epoch 27, step 200, loss: 1.326, test_loss: 1.278, acc: 0.524, test_acc: 0.540
Epoch 27, step 250, loss: 1.332, test_loss: 1.281, acc: 0.522, test_acc: 0.537
Epoch 27, step 300, loss: 1.331, test_loss: 1.251, acc: 0.524, test_acc: 0.547
Epoch 27, step 350, loss: 1.338, test_loss: 1.241, acc: 0.521, test_acc: 0.553
Epoch 27, step 400, loss: 1.341, test_loss: 1.236, acc: 0.522, test_acc: 0.553
Epoch 27, step 450, loss: 1.338, test_loss: 1.252, acc: 0.522, test_acc: 0.548
Epoch 27, step 500, loss: 1.335, test_loss: 1.226, acc: 0.523, test_acc: 0.562
Epoch 27, step 550, loss: 1.333, test_loss: 1.219, acc: 0.524, test_acc: 0.561
Epoch 27, step 600, loss: 1.334, test_loss: 1.237, acc: 0.525, test_acc: 0.556
Epoch 27, step 650, loss: 1.334, test_loss: 1.216, acc: 0.524, test_acc: 0.562
Epoch 27, step 700, loss: 1.333, test_loss: 1.236, acc: 0.525, test_acc: 0.556
Epoch 27, step 750, loss: 1.334, test_loss: 1.250, acc: 0.524, test_acc: 0.551
Epoch 28, step 50, loss: 1.319, test_loss: 1.217, acc: 0.522, test_acc: 0.560
Epoch 28, step 100, loss: 1.324, test_loss: 1.236, acc: 0.525, test_acc: 0.557
Epoch 28, step 150, loss: 1.309, test_loss: 1.245, acc: 0.533, test_acc: 0.556
Epoch 28, step 200, loss: 1.304, test_loss: 1.222, acc: 0.536, test_acc: 0.561
Epoch 28, step 250, loss: 1.304, test_loss: 1.233, acc: 0.537, test_acc: 0.563
Epoch 28, step 300, loss: 1.311, test_loss: 1.216, acc: 0.534, test_acc: 0.563
Epoch 28, step 350, loss: 1.316, test_loss: 1.201, acc: 0.534, test_acc: 0.569
Epoch 28, step 400, loss: 1.317, test_loss: 1.204, acc: 0.533, test_acc: 0.564
Epoch 28, step 450, loss: 1.317, test_loss: 1.226, acc: 0.533, test_acc: 0.563
Epoch 28, step 500, loss: 1.319, test_loss: 1.238, acc: 0.532, test_acc: 0.563
Epoch 28, step 550, loss: 1.319, test_loss: 1.214, acc: 0.532, test_acc: 0.565
Epoch 28, step 600, loss: 1.318, test_loss: 1.224, acc: 0.531, test_acc: 0.555
Epoch 28, step 650, loss: 1.318, test_loss: 1.197, acc: 0.530, test_acc: 0.567
Epoch 28, step 700, loss: 1.319, test_loss: 1.253, acc: 0.530, test_acc: 0.545
Epoch 28, step 750, loss: 1.320, test_loss: 1.241, acc: 0.530, test_acc: 0.557
Epoch 29, step 50, loss: 1.302, test_loss: 1.235, acc: 0.533, test_acc: 0.558
Epoch 29, step 100, loss: 1.295, test_loss: 1.214, acc: 0.536, test_acc: 0.562
Epoch 29, step 150, loss: 1.296, test_loss: 1.193, acc: 0.536, test_acc: 0.571
Epoch 29, step 200, loss: 1.292, test_loss: 1.253, acc: 0.537, test_acc: 0.562
Epoch 29, step 250, loss: 1.298, test_loss: 1.220, acc: 0.538, test_acc: 0.560
Epoch 29, step 300, loss: 1.299, test_loss: 1.210, acc: 0.537, test_acc: 0.566
Epoch 29, step 350, loss: 1.301, test_loss: 1.231, acc: 0.537, test_acc: 0.557
Epoch 29, step 400, loss: 1.302, test_loss: 1.225, acc: 0.537, test_acc: 0.562
Epoch 29, step 450, loss: 1.303, test_loss: 1.201, acc: 0.537, test_acc: 0.564
Epoch 29, step 500, loss: 1.304, test_loss: 1.207, acc: 0.536, test_acc: 0.563
Epoch 29, step 550, loss: 1.303, test_loss: 1.210, acc: 0.536, test_acc: 0.565
Epoch 29, step 600, loss: 1.303, test_loss: 1.213, acc: 0.535, test_acc: 0.568
Epoch 29, step 650, loss: 1.308, test_loss: 1.192, acc: 0.533, test_acc: 0.571
Epoch 29, step 700, loss: 1.309, test_loss: 1.210, acc: 0.532, test_acc: 0.564
Epoch 29, step 750, loss: 1.311, test_loss: 1.207, acc: 0.532, test_acc: 0.569
Epoch 30, step 50, loss: 1.275, test_loss: 1.179, acc: 0.544, test_acc: 0.578
Epoch 30, step 100, loss: 1.301, test_loss: 1.181, acc: 0.532, test_acc: 0.575
Epoch 30, step 150, loss: 1.295, test_loss: 1.224, acc: 0.537, test_acc: 0.557
Epoch 30, step 200, loss: 1.295, test_loss: 1.208, acc: 0.536, test_acc: 0.566
Epoch 30, step 250, loss: 1.295, test_loss: 1.233, acc: 0.536, test_acc: 0.561
Epoch 30, step 300, loss: 1.300, test_loss: 1.202, acc: 0.535, test_acc: 0.570
Epoch 30, step 350, loss: 1.298, test_loss: 1.197, acc: 0.536, test_acc: 0.572
Epoch 30, step 400, loss: 1.300, test_loss: 1.258, acc: 0.536, test_acc: 0.546
Epoch 30, step 450, loss: 1.299, test_loss: 1.192, acc: 0.538, test_acc: 0.576
Epoch 30, step 500, loss: 1.297, test_loss: 1.201, acc: 0.539, test_acc: 0.567
Epoch 30, step 550, loss: 1.299, test_loss: 1.235, acc: 0.538, test_acc: 0.561
Epoch 30, step 600, loss: 1.298, test_loss: 1.201, acc: 0.538, test_acc: 0.570
Epoch 30, step 650, loss: 1.298, test_loss: 1.191, acc: 0.538, test_acc: 0.571
Epoch 30, step 700, loss: 1.298, test_loss: 1.310, acc: 0.537, test_acc: 0.538
Epoch 30, step 750, loss: 1.300, test_loss: 1.174, acc: 0.536, test_acc: 0.579
Epoch 31, step 50, loss: 1.256, test_loss: 1.197, acc: 0.562, test_acc: 0.570
Epoch 31, step 100, loss: 1.271, test_loss: 1.193, acc: 0.553, test_acc: 0.578
Epoch 31, step 150, loss: 1.280, test_loss: 1.195, acc: 0.549, test_acc: 0.567
Epoch 31, step 200, loss: 1.287, test_loss: 1.213, acc: 0.543, test_acc: 0.565
Epoch 31, step 250, loss: 1.291, test_loss: 1.169, acc: 0.540, test_acc: 0.581
Epoch 31, step 300, loss: 1.293, test_loss: 1.195, acc: 0.539, test_acc: 0.572
Epoch 31, step 350, loss: 1.293, test_loss: 1.171, acc: 0.539, test_acc: 0.574
Epoch 31, step 400, loss: 1.292, test_loss: 1.194, acc: 0.539, test_acc: 0.564
Epoch 31, step 450, loss: 1.293, test_loss: 1.167, acc: 0.539, test_acc: 0.581
Epoch 31, step 500, loss: 1.290, test_loss: 1.152, acc: 0.540, test_acc: 0.587
Epoch 31, step 550, loss: 1.290, test_loss: 1.169, acc: 0.540, test_acc: 0.580
Epoch 31, step 600, loss: 1.289, test_loss: 1.169, acc: 0.541, test_acc: 0.581
Epoch 31, step 650, loss: 1.288, test_loss: 1.178, acc: 0.542, test_acc: 0.575
Epoch 31, step 700, loss: 1.288, test_loss: 1.177, acc: 0.542, test_acc: 0.572
Epoch 31, step 750, loss: 1.289, test_loss: 1.165, acc: 0.542, test_acc: 0.580
Epoch 32, step 50, loss: 1.275, test_loss: 1.177, acc: 0.548, test_acc: 0.578
Epoch 32, step 100, loss: 1.280, test_loss: 1.154, acc: 0.546, test_acc: 0.584
Epoch 32, step 150, loss: 1.284, test_loss: 1.167, acc: 0.548, test_acc: 0.578
Epoch 32, step 200, loss: 1.283, test_loss: 1.185, acc: 0.543, test_acc: 0.573
Epoch 32, step 250, loss: 1.284, test_loss: 1.199, acc: 0.542, test_acc: 0.575
Epoch 32, step 300, loss: 1.291, test_loss: 1.212, acc: 0.538, test_acc: 0.570
Epoch 32, step 350, loss: 1.288, test_loss: 1.198, acc: 0.539, test_acc: 0.576
Epoch 32, step 400, loss: 1.285, test_loss: 1.205, acc: 0.542, test_acc: 0.570
Epoch 32, step 450, loss: 1.286, test_loss: 1.172, acc: 0.541, test_acc: 0.575
Epoch 32, step 500, loss: 1.287, test_loss: 1.171, acc: 0.542, test_acc: 0.581
Epoch 32, step 550, loss: 1.285, test_loss: 1.159, acc: 0.542, test_acc: 0.582
Epoch 32, step 600, loss: 1.283, test_loss: 1.179, acc: 0.542, test_acc: 0.574
Epoch 32, step 650, loss: 1.281, test_loss: 1.185, acc: 0.544, test_acc: 0.579
Epoch 32, step 700, loss: 1.281, test_loss: 1.151, acc: 0.544, test_acc: 0.587
Epoch 32, step 750, loss: 1.279, test_loss: 1.175, acc: 0.546, test_acc: 0.580
Epoch 33, step 50, loss: 1.280, test_loss: 1.158, acc: 0.539, test_acc: 0.582
Epoch 33, step 100, loss: 1.272, test_loss: 1.150, acc: 0.549, test_acc: 0.588
Epoch 33, step 150, loss: 1.259, test_loss: 1.219, acc: 0.552, test_acc: 0.568
Epoch 33, step 200, loss: 1.263, test_loss: 1.174, acc: 0.549, test_acc: 0.577
Epoch 33, step 250, loss: 1.267, test_loss: 1.159, acc: 0.547, test_acc: 0.586
Epoch 33, step 300, loss: 1.262, test_loss: 1.197, acc: 0.548, test_acc: 0.572
Epoch 33, step 350, loss: 1.263, test_loss: 1.161, acc: 0.549, test_acc: 0.589
Epoch 33, step 400, loss: 1.263, test_loss: 1.197, acc: 0.549, test_acc: 0.565
Epoch 33, step 450, loss: 1.262, test_loss: 1.179, acc: 0.549, test_acc: 0.585
Epoch 33, step 500, loss: 1.260, test_loss: 1.180, acc: 0.550, test_acc: 0.576
Epoch 33, step 550, loss: 1.261, test_loss: 1.182, acc: 0.550, test_acc: 0.574
Epoch 33, step 600, loss: 1.263, test_loss: 1.177, acc: 0.550, test_acc: 0.577
Epoch 33, step 650, loss: 1.264, test_loss: 1.167, acc: 0.548, test_acc: 0.582
Epoch 33, step 700, loss: 1.265, test_loss: 1.139, acc: 0.548, test_acc: 0.586
Epoch 33, step 750, loss: 1.264, test_loss: 1.164, acc: 0.549, test_acc: 0.583
Epoch 34, step 50, loss: 1.249, test_loss: 1.231, acc: 0.552, test_acc: 0.567
Epoch 34, step 100, loss: 1.251, test_loss: 1.152, acc: 0.553, test_acc: 0.585
Epoch 34, step 150, loss: 1.250, test_loss: 1.175, acc: 0.559, test_acc: 0.579
Epoch 34, step 200, loss: 1.253, test_loss: 1.146, acc: 0.555, test_acc: 0.586
Epoch 34, step 250, loss: 1.255, test_loss: 1.155, acc: 0.555, test_acc: 0.589
Epoch 34, step 300, loss: 1.252, test_loss: 1.186, acc: 0.556, test_acc: 0.577
Epoch 34, step 350, loss: 1.252, test_loss: 1.166, acc: 0.555, test_acc: 0.583
Epoch 34, step 400, loss: 1.254, test_loss: 1.162, acc: 0.554, test_acc: 0.585
Epoch 34, step 450, loss: 1.254, test_loss: 1.165, acc: 0.554, test_acc: 0.582
Epoch 34, step 500, loss: 1.255, test_loss: 1.132, acc: 0.554, test_acc: 0.596
Epoch 34, step 550, loss: 1.254, test_loss: 1.171, acc: 0.554, test_acc: 0.578
Epoch 34, step 600, loss: 1.252, test_loss: 1.177, acc: 0.554, test_acc: 0.583
Epoch 34, step 650, loss: 1.251, test_loss: 1.177, acc: 0.555, test_acc: 0.577
Epoch 34, step 700, loss: 1.250, test_loss: 1.160, acc: 0.555, test_acc: 0.579
Epoch 34, step 750, loss: 1.250, test_loss: 1.160, acc: 0.555, test_acc: 0.589
Epoch 35, step 50, loss: 1.251, test_loss: 1.186, acc: 0.552, test_acc: 0.578
Epoch 35, step 100, loss: 1.249, test_loss: 1.125, acc: 0.557, test_acc: 0.600
Epoch 35, step 150, loss: 1.248, test_loss: 1.153, acc: 0.558, test_acc: 0.587
Epoch 35, step 200, loss: 1.247, test_loss: 1.135, acc: 0.558, test_acc: 0.596
Epoch 35, step 250, loss: 1.250, test_loss: 1.197, acc: 0.558, test_acc: 0.574
Epoch 35, step 300, loss: 1.248, test_loss: 1.123, acc: 0.558, test_acc: 0.594
Epoch 35, step 350, loss: 1.246, test_loss: 1.216, acc: 0.559, test_acc: 0.572
Epoch 35, step 400, loss: 1.247, test_loss: 1.156, acc: 0.559, test_acc: 0.586
Epoch 35, step 450, loss: 1.245, test_loss: 1.126, acc: 0.559, test_acc: 0.597
Epoch 35, step 500, loss: 1.246, test_loss: 1.169, acc: 0.557, test_acc: 0.582
Epoch 35, step 550, loss: 1.243, test_loss: 1.156, acc: 0.558, test_acc: 0.587
Epoch 35, step 600, loss: 1.244, test_loss: 1.152, acc: 0.559, test_acc: 0.587
Epoch 35, step 650, loss: 1.245, test_loss: 1.120, acc: 0.557, test_acc: 0.597
Epoch 35, step 700, loss: 1.245, test_loss: 1.119, acc: 0.558, test_acc: 0.596
Epoch 35, step 750, loss: 1.244, test_loss: 1.138, acc: 0.558, test_acc: 0.592
Epoch 36, step 50, loss: 1.216, test_loss: 1.190, acc: 0.558, test_acc: 0.576
Epoch 36, step 100, loss: 1.207, test_loss: 1.190, acc: 0.564, test_acc: 0.580
Epoch 36, step 150, loss: 1.213, test_loss: 1.126, acc: 0.564, test_acc: 0.594
Epoch 36, step 200, loss: 1.224, test_loss: 1.182, acc: 0.560, test_acc: 0.583
Epoch 36, step 250, loss: 1.229, test_loss: 1.163, acc: 0.560, test_acc: 0.584
Epoch 36, step 300, loss: 1.230, test_loss: 1.125, acc: 0.559, test_acc: 0.598
Epoch 36, step 350, loss: 1.229, test_loss: 1.158, acc: 0.560, test_acc: 0.589
Epoch 36, step 400, loss: 1.229, test_loss: 1.215, acc: 0.561, test_acc: 0.566
Epoch 36, step 450, loss: 1.232, test_loss: 1.141, acc: 0.559, test_acc: 0.590
Epoch 36, step 500, loss: 1.230, test_loss: 1.164, acc: 0.561, test_acc: 0.584
Epoch 36, step 550, loss: 1.233, test_loss: 1.124, acc: 0.560, test_acc: 0.597
Epoch 36, step 600, loss: 1.235, test_loss: 1.177, acc: 0.559, test_acc: 0.587
Epoch 36, step 650, loss: 1.233, test_loss: 1.145, acc: 0.560, test_acc: 0.588
Epoch 36, step 700, loss: 1.234, test_loss: 1.175, acc: 0.560, test_acc: 0.582
Epoch 36, step 750, loss: 1.233, test_loss: 1.106, acc: 0.561, test_acc: 0.604
Epoch 37, step 50, loss: 1.224, test_loss: 1.126, acc: 0.557, test_acc: 0.597
Epoch 37, step 100, loss: 1.247, test_loss: 1.165, acc: 0.556, test_acc: 0.583
Epoch 37, step 150, loss: 1.250, test_loss: 1.175, acc: 0.556, test_acc: 0.585
Epoch 37, step 200, loss: 1.248, test_loss: 1.134, acc: 0.555, test_acc: 0.594
Epoch 37, step 250, loss: 1.249, test_loss: 1.152, acc: 0.555, test_acc: 0.585
Epoch 37, step 300, loss: 1.250, test_loss: 1.121, acc: 0.553, test_acc: 0.598
Epoch 37, step 350, loss: 1.246, test_loss: 1.119, acc: 0.555, test_acc: 0.600
Epoch 37, step 400, loss: 1.237, test_loss: 1.244, acc: 0.560, test_acc: 0.562
Epoch 37, step 450, loss: 1.233, test_loss: 1.151, acc: 0.560, test_acc: 0.596
Epoch 37, step 500, loss: 1.233, test_loss: 1.157, acc: 0.560, test_acc: 0.590
Epoch 37, step 550, loss: 1.231, test_loss: 1.138, acc: 0.562, test_acc: 0.597
Epoch 37, step 600, loss: 1.230, test_loss: 1.146, acc: 0.562, test_acc: 0.588
Epoch 37, step 650, loss: 1.229, test_loss: 1.138, acc: 0.563, test_acc: 0.593
Epoch 37, step 700, loss: 1.228, test_loss: 1.126, acc: 0.564, test_acc: 0.594
Epoch 37, step 750, loss: 1.228, test_loss: 1.118, acc: 0.563, test_acc: 0.596
Epoch 38, step 50, loss: 1.220, test_loss: 1.117, acc: 0.561, test_acc: 0.604
Epoch 38, step 100, loss: 1.211, test_loss: 1.098, acc: 0.571, test_acc: 0.605
Epoch 38, step 150, loss: 1.207, test_loss: 1.115, acc: 0.570, test_acc: 0.604
Epoch 38, step 200, loss: 1.204, test_loss: 1.137, acc: 0.571, test_acc: 0.596
Epoch 38, step 250, loss: 1.208, test_loss: 1.139, acc: 0.569, test_acc: 0.597
Epoch 38, step 300, loss: 1.214, test_loss: 1.158, acc: 0.567, test_acc: 0.592
Epoch 38, step 350, loss: 1.213, test_loss: 1.126, acc: 0.566, test_acc: 0.603
Epoch 38, step 400, loss: 1.210, test_loss: 1.133, acc: 0.567, test_acc: 0.592
Epoch 38, step 450, loss: 1.213, test_loss: 1.133, acc: 0.566, test_acc: 0.594
Epoch 38, step 500, loss: 1.215, test_loss: 1.103, acc: 0.566, test_acc: 0.605
Epoch 38, step 550, loss: 1.215, test_loss: 1.080, acc: 0.565, test_acc: 0.615
Epoch 38, step 600, loss: 1.219, test_loss: 1.093, acc: 0.564, test_acc: 0.610
Epoch 38, step 650, loss: 1.220, test_loss: 1.103, acc: 0.564, test_acc: 0.605
Epoch 38, step 700, loss: 1.219, test_loss: 1.079, acc: 0.565, test_acc: 0.616
Epoch 38, step 750, loss: 1.218, test_loss: 1.132, acc: 0.565, test_acc: 0.597
Epoch 39, step 50, loss: 1.188, test_loss: 1.146, acc: 0.573, test_acc: 0.598
Epoch 39, step 100, loss: 1.186, test_loss: 1.147, acc: 0.580, test_acc: 0.594
Epoch 39, step 150, loss: 1.186, test_loss: 1.096, acc: 0.582, test_acc: 0.608
Epoch 39, step 200, loss: 1.192, test_loss: 1.127, acc: 0.579, test_acc: 0.594
Epoch 39, step 250, loss: 1.197, test_loss: 1.109, acc: 0.578, test_acc: 0.600
Epoch 39, step 300, loss: 1.199, test_loss: 1.113, acc: 0.575, test_acc: 0.593
Epoch 39, step 350, loss: 1.200, test_loss: 1.120, acc: 0.575, test_acc: 0.599
Epoch 39, step 400, loss: 1.196, test_loss: 1.105, acc: 0.576, test_acc: 0.603
Epoch 39, step 450, loss: 1.196, test_loss: 1.157, acc: 0.576, test_acc: 0.594
Epoch 39, step 500, loss: 1.196, test_loss: 1.100, acc: 0.576, test_acc: 0.602
Epoch 39, step 550, loss: 1.197, test_loss: 1.164, acc: 0.575, test_acc: 0.587
Epoch 39, step 600, loss: 1.197, test_loss: 1.144, acc: 0.575, test_acc: 0.591
Epoch 39, step 650, loss: 1.198, test_loss: 1.132, acc: 0.575, test_acc: 0.603
Epoch 39, step 700, loss: 1.199, test_loss: 1.130, acc: 0.575, test_acc: 0.599
Epoch 39, step 750, loss: 1.199, test_loss: 1.116, acc: 0.575, test_acc: 0.597
Epoch 40, step 50, loss: 1.249, test_loss: 1.130, acc: 0.551, test_acc: 0.595
Epoch 40, step 100, loss: 1.217, test_loss: 1.121, acc: 0.567, test_acc: 0.602
Epoch 40, step 150, loss: 1.215, test_loss: 1.106, acc: 0.565, test_acc: 0.604
Epoch 40, step 200, loss: 1.208, test_loss: 1.090, acc: 0.569, test_acc: 0.608
Epoch 40, step 250, loss: 1.209, test_loss: 1.101, acc: 0.569, test_acc: 0.600
Epoch 40, step 300, loss: 1.203, test_loss: 1.122, acc: 0.571, test_acc: 0.601
Epoch 40, step 350, loss: 1.199, test_loss: 1.109, acc: 0.570, test_acc: 0.604
Epoch 40, step 400, loss: 1.200, test_loss: 1.098, acc: 0.569, test_acc: 0.610
Epoch 40, step 450, loss: 1.199, test_loss: 1.097, acc: 0.570, test_acc: 0.607
Epoch 40, step 500, loss: 1.197, test_loss: 1.120, acc: 0.571, test_acc: 0.601
Epoch 40, step 550, loss: 1.196, test_loss: 1.104, acc: 0.572, test_acc: 0.604
Epoch 40, step 600, loss: 1.197, test_loss: 1.096, acc: 0.573, test_acc: 0.611
Epoch 40, step 650, loss: 1.195, test_loss: 1.100, acc: 0.574, test_acc: 0.604
Epoch 40, step 700, loss: 1.195, test_loss: 1.089, acc: 0.574, test_acc: 0.610
Epoch 40, step 750, loss: 1.195, test_loss: 1.101, acc: 0.574, test_acc: 0.611
Epoch 41, step 50, loss: 1.184, test_loss: 1.079, acc: 0.576, test_acc: 0.606
Epoch 41, step 100, loss: 1.186, test_loss: 1.114, acc: 0.576, test_acc: 0.603
Epoch 41, step 150, loss: 1.196, test_loss: 1.104, acc: 0.574, test_acc: 0.604
Epoch 41, step 200, loss: 1.191, test_loss: 1.090, acc: 0.578, test_acc: 0.608
Epoch 41, step 250, loss: 1.188, test_loss: 1.070, acc: 0.578, test_acc: 0.618
Epoch 41, step 300, loss: 1.186, test_loss: 1.079, acc: 0.578, test_acc: 0.621
Epoch 41, step 350, loss: 1.184, test_loss: 1.113, acc: 0.579, test_acc: 0.604
Epoch 41, step 400, loss: 1.183, test_loss: 1.125, acc: 0.580, test_acc: 0.603
Epoch 41, step 450, loss: 1.190, test_loss: 1.113, acc: 0.577, test_acc: 0.601
Epoch 41, step 500, loss: 1.189, test_loss: 1.084, acc: 0.578, test_acc: 0.611
Epoch 41, step 550, loss: 1.188, test_loss: 1.104, acc: 0.579, test_acc: 0.604
Epoch 41, step 600, loss: 1.190, test_loss: 1.125, acc: 0.577, test_acc: 0.604
Epoch 41, step 650, loss: 1.191, test_loss: 1.077, acc: 0.577, test_acc: 0.613
Epoch 41, step 700, loss: 1.190, test_loss: 1.107, acc: 0.577, test_acc: 0.605
Epoch 41, step 750, loss: 1.192, test_loss: 1.085, acc: 0.577, test_acc: 0.617
Epoch 42, step 50, loss: 1.191, test_loss: 1.075, acc: 0.587, test_acc: 0.617
Epoch 42, step 100, loss: 1.182, test_loss: 1.100, acc: 0.585, test_acc: 0.605
Epoch 42, step 150, loss: 1.181, test_loss: 1.093, acc: 0.579, test_acc: 0.614
Epoch 42, step 200, loss: 1.179, test_loss: 1.119, acc: 0.578, test_acc: 0.606
Epoch 42, step 250, loss: 1.172, test_loss: 1.119, acc: 0.579, test_acc: 0.610
Epoch 42, step 300, loss: 1.175, test_loss: 1.133, acc: 0.578, test_acc: 0.597
Epoch 42, step 350, loss: 1.178, test_loss: 1.083, acc: 0.578, test_acc: 0.614
Epoch 42, step 400, loss: 1.183, test_loss: 1.120, acc: 0.576, test_acc: 0.599
Epoch 42, step 450, loss: 1.182, test_loss: 1.105, acc: 0.579, test_acc: 0.607
Epoch 42, step 500, loss: 1.182, test_loss: 1.107, acc: 0.579, test_acc: 0.609
Epoch 42, step 550, loss: 1.181, test_loss: 1.086, acc: 0.579, test_acc: 0.617
Epoch 42, step 600, loss: 1.181, test_loss: 1.091, acc: 0.580, test_acc: 0.615
Epoch 42, step 650, loss: 1.179, test_loss: 1.068, acc: 0.580, test_acc: 0.621
Epoch 42, step 700, loss: 1.179, test_loss: 1.073, acc: 0.580, test_acc: 0.614
Epoch 42, step 750, loss: 1.179, test_loss: 1.101, acc: 0.580, test_acc: 0.602
Epoch 43, step 50, loss: 1.202, test_loss: 1.073, acc: 0.568, test_acc: 0.621
Epoch 43, step 100, loss: 1.189, test_loss: 1.076, acc: 0.576, test_acc: 0.619
Epoch 43, step 150, loss: 1.185, test_loss: 1.081, acc: 0.576, test_acc: 0.612
Epoch 43, step 200, loss: 1.184, test_loss: 1.088, acc: 0.576, test_acc: 0.607
Epoch 43, step 250, loss: 1.185, test_loss: 1.069, acc: 0.576, test_acc: 0.614
Epoch 43, step 300, loss: 1.181, test_loss: 1.073, acc: 0.576, test_acc: 0.618
Epoch 43, step 350, loss: 1.183, test_loss: 1.069, acc: 0.576, test_acc: 0.613
Epoch 43, step 400, loss: 1.180, test_loss: 1.067, acc: 0.575, test_acc: 0.616
Epoch 43, step 450, loss: 1.179, test_loss: 1.069, acc: 0.576, test_acc: 0.616
Epoch 43, step 500, loss: 1.179, test_loss: 1.086, acc: 0.576, test_acc: 0.609
Epoch 43, step 550, loss: 1.177, test_loss: 1.105, acc: 0.577, test_acc: 0.610
Epoch 43, step 600, loss: 1.178, test_loss: 1.064, acc: 0.578, test_acc: 0.618
Epoch 43, step 650, loss: 1.179, test_loss: 1.071, acc: 0.577, test_acc: 0.619
Epoch 43, step 700, loss: 1.180, test_loss: 1.064, acc: 0.576, test_acc: 0.622
Epoch 43, step 750, loss: 1.179, test_loss: 1.046, acc: 0.576, test_acc: 0.626
Epoch 44, step 50, loss: 1.183, test_loss: 1.102, acc: 0.580, test_acc: 0.603
Epoch 44, step 100, loss: 1.166, test_loss: 1.054, acc: 0.588, test_acc: 0.628
Epoch 44, step 150, loss: 1.161, test_loss: 1.062, acc: 0.588, test_acc: 0.623
Epoch 44, step 200, loss: 1.163, test_loss: 1.056, acc: 0.587, test_acc: 0.620
Epoch 44, step 250, loss: 1.166, test_loss: 1.101, acc: 0.586, test_acc: 0.608
Epoch 44, step 300, loss: 1.163, test_loss: 1.084, acc: 0.586, test_acc: 0.613
Epoch 44, step 350, loss: 1.164, test_loss: 1.067, acc: 0.585, test_acc: 0.618
Epoch 44, step 400, loss: 1.161, test_loss: 1.060, acc: 0.587, test_acc: 0.618
Epoch 44, step 450, loss: 1.163, test_loss: 1.064, acc: 0.588, test_acc: 0.618
Epoch 44, step 500, loss: 1.162, test_loss: 1.091, acc: 0.588, test_acc: 0.611
Epoch 44, step 550, loss: 1.163, test_loss: 1.119, acc: 0.588, test_acc: 0.599
Epoch 44, step 600, loss: 1.163, test_loss: 1.076, acc: 0.587, test_acc: 0.619
Epoch 44, step 650, loss: 1.163, test_loss: 1.069, acc: 0.587, test_acc: 0.621
Epoch 44, step 700, loss: 1.163, test_loss: 1.079, acc: 0.588, test_acc: 0.613
Epoch 44, step 750, loss: 1.163, test_loss: 1.070, acc: 0.588, test_acc: 0.616
Epoch 45, step 50, loss: 1.140, test_loss: 1.115, acc: 0.600, test_acc: 0.608
Epoch 45, step 100, loss: 1.142, test_loss: 1.100, acc: 0.601, test_acc: 0.609
Epoch 45, step 150, loss: 1.144, test_loss: 1.078, acc: 0.600, test_acc: 0.623
Epoch 45, step 200, loss: 1.146, test_loss: 1.050, acc: 0.595, test_acc: 0.625
Epoch 45, step 250, loss: 1.149, test_loss: 1.088, acc: 0.594, test_acc: 0.617
Epoch 45, step 300, loss: 1.152, test_loss: 1.073, acc: 0.592, test_acc: 0.621
Epoch 45, step 350, loss: 1.157, test_loss: 1.117, acc: 0.587, test_acc: 0.602
Epoch 45, step 400, loss: 1.158, test_loss: 1.103, acc: 0.585, test_acc: 0.609
Epoch 45, step 450, loss: 1.157, test_loss: 1.094, acc: 0.586, test_acc: 0.612
Epoch 45, step 500, loss: 1.158, test_loss: 1.100, acc: 0.586, test_acc: 0.604
Epoch 45, step 550, loss: 1.158, test_loss: 1.070, acc: 0.586, test_acc: 0.621
Epoch 45, step 600, loss: 1.159, test_loss: 1.093, acc: 0.585, test_acc: 0.615
Epoch 45, step 650, loss: 1.161, test_loss: 1.071, acc: 0.585, test_acc: 0.620
Epoch 45, step 700, loss: 1.160, test_loss: 1.082, acc: 0.585, test_acc: 0.612
Epoch 45, step 750, loss: 1.160, test_loss: 1.054, acc: 0.585, test_acc: 0.624
Epoch 46, step 50, loss: 1.142, test_loss: 1.102, acc: 0.593, test_acc: 0.611
Epoch 46, step 100, loss: 1.154, test_loss: 1.087, acc: 0.590, test_acc: 0.614
Epoch 46, step 150, loss: 1.152, test_loss: 1.077, acc: 0.591, test_acc: 0.615
Epoch 46, step 200, loss: 1.149, test_loss: 1.080, acc: 0.590, test_acc: 0.620
Epoch 46, step 250, loss: 1.155, test_loss: 1.042, acc: 0.588, test_acc: 0.628
Epoch 46, step 300, loss: 1.155, test_loss: 1.053, acc: 0.588, test_acc: 0.622
Epoch 46, step 350, loss: 1.153, test_loss: 1.047, acc: 0.590, test_acc: 0.627
Epoch 46, step 400, loss: 1.156, test_loss: 1.066, acc: 0.589, test_acc: 0.619
Epoch 46, step 450, loss: 1.156, test_loss: 1.086, acc: 0.589, test_acc: 0.612
Epoch 46, step 500, loss: 1.153, test_loss: 1.079, acc: 0.591, test_acc: 0.620
Epoch 46, step 550, loss: 1.149, test_loss: 1.109, acc: 0.592, test_acc: 0.612
Epoch 46, step 600, loss: 1.148, test_loss: 1.065, acc: 0.593, test_acc: 0.619
Epoch 46, step 650, loss: 1.149, test_loss: 1.104, acc: 0.592, test_acc: 0.608
Epoch 46, step 700, loss: 1.147, test_loss: 1.040, acc: 0.593, test_acc: 0.630
Epoch 46, step 750, loss: 1.147, test_loss: 1.046, acc: 0.593, test_acc: 0.632
Epoch 47, step 50, loss: 1.137, test_loss: 1.056, acc: 0.601, test_acc: 0.625
Epoch 47, step 100, loss: 1.135, test_loss: 1.047, acc: 0.602, test_acc: 0.626
Epoch 47, step 150, loss: 1.144, test_loss: 1.041, acc: 0.594, test_acc: 0.625
Epoch 47, step 200, loss: 1.141, test_loss: 1.085, acc: 0.594, test_acc: 0.618
Epoch 47, step 250, loss: 1.147, test_loss: 1.047, acc: 0.593, test_acc: 0.628
Epoch 47, step 300, loss: 1.144, test_loss: 1.086, acc: 0.595, test_acc: 0.618
Epoch 47, step 350, loss: 1.146, test_loss: 1.068, acc: 0.593, test_acc: 0.620
Epoch 47, step 400, loss: 1.145, test_loss: 1.080, acc: 0.593, test_acc: 0.615
Epoch 47, step 450, loss: 1.144, test_loss: 1.088, acc: 0.594, test_acc: 0.618
Epoch 47, step 500, loss: 1.146, test_loss: 1.035, acc: 0.593, test_acc: 0.636
Epoch 47, step 550, loss: 1.149, test_loss: 1.059, acc: 0.593, test_acc: 0.622
Epoch 47, step 600, loss: 1.147, test_loss: 1.043, acc: 0.593, test_acc: 0.628
Epoch 47, step 650, loss: 1.145, test_loss: 1.057, acc: 0.594, test_acc: 0.620
Epoch 47, step 700, loss: 1.146, test_loss: 1.060, acc: 0.594, test_acc: 0.627
Epoch 47, step 750, loss: 1.145, test_loss: 1.068, acc: 0.594, test_acc: 0.624
Epoch 48, step 50, loss: 1.125, test_loss: 1.038, acc: 0.586, test_acc: 0.628
Epoch 48, step 100, loss: 1.149, test_loss: 1.058, acc: 0.584, test_acc: 0.626
Epoch 48, step 150, loss: 1.142, test_loss: 1.036, acc: 0.591, test_acc: 0.629
Epoch 48, step 200, loss: 1.140, test_loss: 1.044, acc: 0.595, test_acc: 0.630
Epoch 48, step 250, loss: 1.139, test_loss: 1.051, acc: 0.595, test_acc: 0.631
Epoch 48, step 300, loss: 1.138, test_loss: 1.032, acc: 0.597, test_acc: 0.637
Epoch 48, step 350, loss: 1.140, test_loss: 1.047, acc: 0.594, test_acc: 0.628
Epoch 48, step 400, loss: 1.136, test_loss: 1.116, acc: 0.595, test_acc: 0.612
Epoch 48, step 450, loss: 1.135, test_loss: 1.070, acc: 0.595, test_acc: 0.617
Epoch 48, step 500, loss: 1.137, test_loss: 1.062, acc: 0.596, test_acc: 0.624
Epoch 48, step 550, loss: 1.136, test_loss: 1.045, acc: 0.596, test_acc: 0.627
Epoch 48, step 600, loss: 1.133, test_loss: 1.041, acc: 0.597, test_acc: 0.638
Epoch 48, step 650, loss: 1.135, test_loss: 1.056, acc: 0.598, test_acc: 0.625
Epoch 48, step 700, loss: 1.136, test_loss: 1.052, acc: 0.597, test_acc: 0.624
Epoch 48, step 750, loss: 1.137, test_loss: 1.058, acc: 0.597, test_acc: 0.620
Epoch 49, step 50, loss: 1.138, test_loss: 1.078, acc: 0.603, test_acc: 0.622
Epoch 49, step 100, loss: 1.121, test_loss: 1.031, acc: 0.605, test_acc: 0.635
Epoch 49, step 150, loss: 1.118, test_loss: 1.052, acc: 0.604, test_acc: 0.627
Epoch 49, step 200, loss: 1.126, test_loss: 1.028, acc: 0.601, test_acc: 0.633
Epoch 49, step 250, loss: 1.126, test_loss: 1.051, acc: 0.599, test_acc: 0.627
Epoch 49, step 300, loss: 1.125, test_loss: 1.054, acc: 0.599, test_acc: 0.624
Epoch 49, step 350, loss: 1.135, test_loss: 1.042, acc: 0.594, test_acc: 0.632
Epoch 49, step 400, loss: 1.133, test_loss: 1.051, acc: 0.595, test_acc: 0.632
Epoch 49, step 450, loss: 1.129, test_loss: 1.029, acc: 0.596, test_acc: 0.640
Epoch 49, step 500, loss: 1.127, test_loss: 1.070, acc: 0.597, test_acc: 0.627
Epoch 49, step 550, loss: 1.127, test_loss: 1.074, acc: 0.598, test_acc: 0.619
Epoch 49, step 600, loss: 1.128, test_loss: 1.026, acc: 0.599, test_acc: 0.637
Epoch 49, step 650, loss: 1.129, test_loss: 1.053, acc: 0.599, test_acc: 0.624
Epoch 49, step 700, loss: 1.128, test_loss: 1.062, acc: 0.600, test_acc: 0.620
Epoch 49, step 750, loss: 1.128, test_loss: 1.063, acc: 0.599, test_acc: 0.626
Epoch 50, step 50, loss: 1.101, test_loss: 1.032, acc: 0.608, test_acc: 0.635
Epoch 50, step 100, loss: 1.083, test_loss: 1.049, acc: 0.616, test_acc: 0.634
Epoch 50, step 150, loss: 1.093, test_loss: 1.061, acc: 0.613, test_acc: 0.628
Epoch 50, step 200, loss: 1.105, test_loss: 1.055, acc: 0.608, test_acc: 0.628
Epoch 50, step 250, loss: 1.111, test_loss: 1.021, acc: 0.604, test_acc: 0.636
Epoch 50, step 300, loss: 1.113, test_loss: 1.050, acc: 0.604, test_acc: 0.626
Epoch 50, step 350, loss: 1.106, test_loss: 1.053, acc: 0.607, test_acc: 0.628
Epoch 50, step 400, loss: 1.113, test_loss: 1.080, acc: 0.605, test_acc: 0.619
Epoch 50, step 450, loss: 1.115, test_loss: 1.066, acc: 0.605, test_acc: 0.618
Epoch 50, step 500, loss: 1.114, test_loss: 1.046, acc: 0.605, test_acc: 0.630
Epoch 50, step 550, loss: 1.114, test_loss: 1.042, acc: 0.605, test_acc: 0.632
Epoch 50, step 600, loss: 1.117, test_loss: 1.031, acc: 0.604, test_acc: 0.637
Epoch 50, step 650, loss: 1.119, test_loss: 1.023, acc: 0.604, test_acc: 0.634
Epoch 50, step 700, loss: 1.118, test_loss: 1.033, acc: 0.604, test_acc: 0.637
Epoch 50, step 750, loss: 1.118, test_loss: 1.058, acc: 0.604, test_acc: 0.629
Epoch 51, step 50, loss: 1.100, test_loss: 1.070, acc: 0.614, test_acc: 0.624
Epoch 51, step 100, loss: 1.085, test_loss: 1.081, acc: 0.620, test_acc: 0.624
Epoch 51, step 150, loss: 1.099, test_loss: 1.043, acc: 0.613, test_acc: 0.631
Epoch 51, step 200, loss: 1.098, test_loss: 1.057, acc: 0.612, test_acc: 0.633
Epoch 51, step 250, loss: 1.094, test_loss: 1.071, acc: 0.613, test_acc: 0.620
Epoch 51, step 300, loss: 1.096, test_loss: 1.027, acc: 0.612, test_acc: 0.636
Epoch 51, step 350, loss: 1.098, test_loss: 1.024, acc: 0.612, test_acc: 0.641
Epoch 51, step 400, loss: 1.102, test_loss: 1.010, acc: 0.611, test_acc: 0.643
Epoch 51, step 450, loss: 1.104, test_loss: 1.059, acc: 0.611, test_acc: 0.623
Epoch 51, step 500, loss: 1.107, test_loss: 1.024, acc: 0.609, test_acc: 0.635
Epoch 51, step 550, loss: 1.108, test_loss: 1.037, acc: 0.608, test_acc: 0.630
Epoch 51, step 600, loss: 1.107, test_loss: 1.010, acc: 0.608, test_acc: 0.640
Epoch 51, step 650, loss: 1.109, test_loss: 1.033, acc: 0.607, test_acc: 0.636
Epoch 51, step 700, loss: 1.110, test_loss: 1.004, acc: 0.606, test_acc: 0.642
Epoch 51, step 750, loss: 1.109, test_loss: 1.044, acc: 0.606, test_acc: 0.632
Epoch 52, step 50, loss: 1.103, test_loss: 1.007, acc: 0.608, test_acc: 0.642
Epoch 52, step 100, loss: 1.093, test_loss: 1.050, acc: 0.612, test_acc: 0.625
Epoch 52, step 150, loss: 1.097, test_loss: 1.021, acc: 0.610, test_acc: 0.639
Epoch 52, step 200, loss: 1.100, test_loss: 1.026, acc: 0.612, test_acc: 0.637
Epoch 52, step 250, loss: 1.104, test_loss: 1.014, acc: 0.611, test_acc: 0.641
Epoch 52, step 300, loss: 1.103, test_loss: 1.044, acc: 0.610, test_acc: 0.629
Epoch 52, step 350, loss: 1.102, test_loss: 1.044, acc: 0.608, test_acc: 0.629
Epoch 52, step 400, loss: 1.096, test_loss: 1.021, acc: 0.611, test_acc: 0.635
Epoch 52, step 450, loss: 1.097, test_loss: 1.011, acc: 0.611, test_acc: 0.641
Epoch 52, step 500, loss: 1.096, test_loss: 1.021, acc: 0.611, test_acc: 0.640
Epoch 52, step 550, loss: 1.096, test_loss: 1.031, acc: 0.612, test_acc: 0.640
Epoch 52, step 600, loss: 1.099, test_loss: 1.007, acc: 0.610, test_acc: 0.647
Epoch 52, step 650, loss: 1.104, test_loss: 1.010, acc: 0.608, test_acc: 0.643
Epoch 52, step 700, loss: 1.105, test_loss: 1.009, acc: 0.608, test_acc: 0.643
Epoch 52, step 750, loss: 1.105, test_loss: 1.005, acc: 0.608, test_acc: 0.640
Epoch 53, step 50, loss: 1.104, test_loss: 1.009, acc: 0.604, test_acc: 0.642
Epoch 53, step 100, loss: 1.103, test_loss: 1.006, acc: 0.605, test_acc: 0.648
Epoch 53, step 150, loss: 1.096, test_loss: 1.049, acc: 0.608, test_acc: 0.632
Epoch 53, step 200, loss: 1.103, test_loss: 1.015, acc: 0.608, test_acc: 0.643
Epoch 53, step 250, loss: 1.100, test_loss: 1.026, acc: 0.609, test_acc: 0.639
Epoch 53, step 300, loss: 1.102, test_loss: 1.028, acc: 0.610, test_acc: 0.639
Epoch 53, step 350, loss: 1.101, test_loss: 1.012, acc: 0.610, test_acc: 0.645
Epoch 53, step 400, loss: 1.100, test_loss: 1.012, acc: 0.611, test_acc: 0.640
Epoch 53, step 450, loss: 1.101, test_loss: 1.034, acc: 0.610, test_acc: 0.633
Epoch 53, step 500, loss: 1.102, test_loss: 0.994, acc: 0.610, test_acc: 0.644
Epoch 53, step 550, loss: 1.104, test_loss: 1.058, acc: 0.609, test_acc: 0.623
Epoch 53, step 600, loss: 1.104, test_loss: 1.004, acc: 0.609, test_acc: 0.645
Epoch 53, step 650, loss: 1.103, test_loss: 1.042, acc: 0.610, test_acc: 0.634
Epoch 53, step 700, loss: 1.102, test_loss: 1.016, acc: 0.610, test_acc: 0.636
Epoch 53, step 750, loss: 1.101, test_loss: 1.005, acc: 0.610, test_acc: 0.644
Epoch 54, step 50, loss: 1.066, test_loss: 1.014, acc: 0.627, test_acc: 0.640
Epoch 54, step 100, loss: 1.081, test_loss: 0.992, acc: 0.616, test_acc: 0.650
Epoch 54, step 150, loss: 1.084, test_loss: 1.006, acc: 0.617, test_acc: 0.643
Epoch 54, step 200, loss: 1.088, test_loss: 1.036, acc: 0.615, test_acc: 0.633
Epoch 54, step 250, loss: 1.100, test_loss: 1.016, acc: 0.611, test_acc: 0.635
Epoch 54, step 300, loss: 1.104, test_loss: 1.018, acc: 0.608, test_acc: 0.638
Epoch 54, step 350, loss: 1.102, test_loss: 1.036, acc: 0.610, test_acc: 0.629
Epoch 54, step 400, loss: 1.101, test_loss: 1.003, acc: 0.609, test_acc: 0.640
Epoch 54, step 450, loss: 1.099, test_loss: 1.019, acc: 0.610, test_acc: 0.637
Epoch 54, step 500, loss: 1.097, test_loss: 1.018, acc: 0.611, test_acc: 0.640
Epoch 54, step 550, loss: 1.099, test_loss: 1.010, acc: 0.611, test_acc: 0.648
Epoch 54, step 600, loss: 1.097, test_loss: 1.002, acc: 0.611, test_acc: 0.649
Epoch 54, step 650, loss: 1.097, test_loss: 1.019, acc: 0.612, test_acc: 0.636
Epoch 54, step 700, loss: 1.097, test_loss: 0.978, acc: 0.612, test_acc: 0.653
Epoch 54, step 750, loss: 1.093, test_loss: 1.007, acc: 0.613, test_acc: 0.647
Epoch 55, step 50, loss: 1.068, test_loss: 1.002, acc: 0.620, test_acc: 0.647
Epoch 55, step 100, loss: 1.068, test_loss: 0.998, acc: 0.622, test_acc: 0.648
Epoch 55, step 150, loss: 1.080, test_loss: 1.035, acc: 0.616, test_acc: 0.638
Epoch 55, step 200, loss: 1.087, test_loss: 1.016, acc: 0.613, test_acc: 0.644
Epoch 55, step 250, loss: 1.089, test_loss: 1.004, acc: 0.615, test_acc: 0.648
Epoch 55, step 300, loss: 1.088, test_loss: 1.004, acc: 0.616, test_acc: 0.646
Epoch 55, step 350, loss: 1.094, test_loss: 1.004, acc: 0.613, test_acc: 0.654
Epoch 55, step 400, loss: 1.095, test_loss: 1.023, acc: 0.614, test_acc: 0.646
Epoch 55, step 450, loss: 1.092, test_loss: 1.023, acc: 0.616, test_acc: 0.644
Epoch 55, step 500, loss: 1.089, test_loss: 1.009, acc: 0.617, test_acc: 0.647
Epoch 55, step 550, loss: 1.089, test_loss: 1.027, acc: 0.616, test_acc: 0.638
Epoch 55, step 600, loss: 1.086, test_loss: 1.043, acc: 0.617, test_acc: 0.630
Epoch 55, step 650, loss: 1.086, test_loss: 0.992, acc: 0.618, test_acc: 0.651
Epoch 55, step 700, loss: 1.087, test_loss: 1.013, acc: 0.617, test_acc: 0.643
Epoch 55, step 750, loss: 1.086, test_loss: 0.982, acc: 0.618, test_acc: 0.649
Epoch 56, step 50, loss: 1.094, test_loss: 0.991, acc: 0.613, test_acc: 0.648
Epoch 56, step 100, loss: 1.094, test_loss: 0.985, acc: 0.613, test_acc: 0.652
Epoch 56, step 150, loss: 1.083, test_loss: 1.019, acc: 0.617, test_acc: 0.642
Epoch 56, step 200, loss: 1.084, test_loss: 1.066, acc: 0.617, test_acc: 0.629
Epoch 56, step 250, loss: 1.086, test_loss: 1.033, acc: 0.615, test_acc: 0.635
Epoch 56, step 300, loss: 1.085, test_loss: 1.004, acc: 0.616, test_acc: 0.652
Epoch 56, step 350, loss: 1.083, test_loss: 1.006, acc: 0.615, test_acc: 0.647
Epoch 56, step 400, loss: 1.080, test_loss: 0.995, acc: 0.617, test_acc: 0.643
Epoch 56, step 450, loss: 1.078, test_loss: 0.972, acc: 0.619, test_acc: 0.653
Epoch 56, step 500, loss: 1.079, test_loss: 1.004, acc: 0.618, test_acc: 0.647
Epoch 56, step 550, loss: 1.078, test_loss: 1.015, acc: 0.618, test_acc: 0.645
Epoch 56, step 600, loss: 1.079, test_loss: 0.986, acc: 0.618, test_acc: 0.650
Epoch 56, step 650, loss: 1.075, test_loss: 1.028, acc: 0.620, test_acc: 0.635
Epoch 56, step 700, loss: 1.076, test_loss: 0.982, acc: 0.619, test_acc: 0.655
Epoch 56, step 750, loss: 1.074, test_loss: 0.982, acc: 0.620, test_acc: 0.655
Epoch 57, step 50, loss: 1.077, test_loss: 1.036, acc: 0.621, test_acc: 0.638
Epoch 57, step 100, loss: 1.059, test_loss: 1.036, acc: 0.618, test_acc: 0.637
Epoch 57, step 150, loss: 1.065, test_loss: 1.019, acc: 0.618, test_acc: 0.646
Epoch 57, step 200, loss: 1.056, test_loss: 1.008, acc: 0.623, test_acc: 0.651
Epoch 57, step 250, loss: 1.059, test_loss: 0.970, acc: 0.621, test_acc: 0.656
Epoch 57, step 300, loss: 1.060, test_loss: 1.043, acc: 0.622, test_acc: 0.641
Epoch 57, step 350, loss: 1.061, test_loss: 1.003, acc: 0.622, test_acc: 0.646
Epoch 57, step 400, loss: 1.064, test_loss: 1.011, acc: 0.622, test_acc: 0.642
Epoch 57, step 450, loss: 1.064, test_loss: 1.007, acc: 0.622, test_acc: 0.640
Epoch 57, step 500, loss: 1.067, test_loss: 1.024, acc: 0.622, test_acc: 0.638
Epoch 57, step 550, loss: 1.065, test_loss: 1.038, acc: 0.624, test_acc: 0.639
Epoch 57, step 600, loss: 1.067, test_loss: 0.978, acc: 0.623, test_acc: 0.654
Epoch 57, step 650, loss: 1.065, test_loss: 1.011, acc: 0.623, test_acc: 0.647
Epoch 57, step 700, loss: 1.065, test_loss: 1.010, acc: 0.624, test_acc: 0.643
Epoch 57, step 750, loss: 1.067, test_loss: 0.974, acc: 0.622, test_acc: 0.658
Epoch 58, step 50, loss: 1.068, test_loss: 1.034, acc: 0.627, test_acc: 0.637
Epoch 58, step 100, loss: 1.081, test_loss: 0.987, acc: 0.618, test_acc: 0.656
Epoch 58, step 150, loss: 1.066, test_loss: 0.971, acc: 0.622, test_acc: 0.658
Epoch 58, step 200, loss: 1.065, test_loss: 0.983, acc: 0.620, test_acc: 0.655
Epoch 58, step 250, loss: 1.064, test_loss: 1.027, acc: 0.620, test_acc: 0.647
Epoch 58, step 300, loss: 1.067, test_loss: 1.014, acc: 0.618, test_acc: 0.645
Epoch 58, step 350, loss: 1.066, test_loss: 0.968, acc: 0.619, test_acc: 0.658
Epoch 58, step 400, loss: 1.065, test_loss: 1.000, acc: 0.620, test_acc: 0.645
Epoch 58, step 450, loss: 1.065, test_loss: 1.010, acc: 0.621, test_acc: 0.644
Epoch 58, step 500, loss: 1.063, test_loss: 1.015, acc: 0.622, test_acc: 0.646
Epoch 58, step 550, loss: 1.064, test_loss: 0.989, acc: 0.622, test_acc: 0.654
Epoch 58, step 600, loss: 1.063, test_loss: 0.997, acc: 0.623, test_acc: 0.649
Epoch 58, step 650, loss: 1.060, test_loss: 0.998, acc: 0.623, test_acc: 0.650
Epoch 58, step 700, loss: 1.061, test_loss: 1.004, acc: 0.623, test_acc: 0.645
Epoch 58, step 750, loss: 1.062, test_loss: 0.985, acc: 0.623, test_acc: 0.658
Epoch 59, step 50, loss: 1.088, test_loss: 1.014, acc: 0.611, test_acc: 0.654
Epoch 59, step 100, loss: 1.057, test_loss: 0.968, acc: 0.623, test_acc: 0.659
Epoch 59, step 150, loss: 1.065, test_loss: 0.969, acc: 0.619, test_acc: 0.657
Epoch 59, step 200, loss: 1.061, test_loss: 0.984, acc: 0.622, test_acc: 0.659
Epoch 59, step 250, loss: 1.060, test_loss: 0.993, acc: 0.623, test_acc: 0.650
Epoch 59, step 300, loss: 1.069, test_loss: 0.969, acc: 0.619, test_acc: 0.659
Epoch 59, step 350, loss: 1.063, test_loss: 0.975, acc: 0.622, test_acc: 0.659
Epoch 59, step 400, loss: 1.060, test_loss: 0.984, acc: 0.623, test_acc: 0.656
Epoch 59, step 450, loss: 1.057, test_loss: 0.984, acc: 0.624, test_acc: 0.656
Epoch 59, step 500, loss: 1.060, test_loss: 0.998, acc: 0.624, test_acc: 0.648
Epoch 59, step 550, loss: 1.061, test_loss: 0.969, acc: 0.624, test_acc: 0.663
Epoch 59, step 600, loss: 1.063, test_loss: 1.003, acc: 0.623, test_acc: 0.651
Epoch 59, step 650, loss: 1.064, test_loss: 0.978, acc: 0.624, test_acc: 0.654
Epoch 59, step 700, loss: 1.062, test_loss: 0.977, acc: 0.625, test_acc: 0.654
Epoch 59, step 750, loss: 1.063, test_loss: 0.984, acc: 0.624, test_acc: 0.656
Epoch 60, step 50, loss: 1.046, test_loss: 0.976, acc: 0.643, test_acc: 0.654
Epoch 60, step 100, loss: 1.054, test_loss: 1.005, acc: 0.634, test_acc: 0.645
Epoch 60, step 150, loss: 1.047, test_loss: 0.966, acc: 0.636, test_acc: 0.664
Epoch 60, step 200, loss: 1.040, test_loss: 0.973, acc: 0.637, test_acc: 0.651
Epoch 60, step 250, loss: 1.044, test_loss: 0.992, acc: 0.635, test_acc: 0.651
Epoch 60, step 300, loss: 1.045, test_loss: 0.987, acc: 0.633, test_acc: 0.645
Epoch 60, step 350, loss: 1.046, test_loss: 0.966, acc: 0.633, test_acc: 0.658
Epoch 60, step 400, loss: 1.048, test_loss: 0.994, acc: 0.630, test_acc: 0.648
Epoch 60, step 450, loss: 1.049, test_loss: 1.004, acc: 0.629, test_acc: 0.645
Epoch 60, step 500, loss: 1.049, test_loss: 0.961, acc: 0.628, test_acc: 0.661
Epoch 60, step 550, loss: 1.047, test_loss: 0.981, acc: 0.630, test_acc: 0.662
Epoch 60, step 600, loss: 1.047, test_loss: 0.980, acc: 0.630, test_acc: 0.657
Epoch 60, step 650, loss: 1.049, test_loss: 0.958, acc: 0.630, test_acc: 0.664
Epoch 60, step 700, loss: 1.049, test_loss: 1.003, acc: 0.630, test_acc: 0.648
Epoch 60, step 750, loss: 1.050, test_loss: 0.976, acc: 0.630, test_acc: 0.660
Epoch 61, step 50, loss: 1.045, test_loss: 0.996, acc: 0.634, test_acc: 0.653
Epoch 61, step 100, loss: 1.034, test_loss: 0.976, acc: 0.636, test_acc: 0.660
Epoch 61, step 150, loss: 1.040, test_loss: 0.971, acc: 0.633, test_acc: 0.658
Epoch 61, step 200, loss: 1.037, test_loss: 1.005, acc: 0.636, test_acc: 0.656
Epoch 61, step 250, loss: 1.038, test_loss: 0.997, acc: 0.635, test_acc: 0.647
Epoch 61, step 300, loss: 1.034, test_loss: 0.957, acc: 0.635, test_acc: 0.663
Epoch 61, step 350, loss: 1.036, test_loss: 0.973, acc: 0.634, test_acc: 0.656
Epoch 61, step 400, loss: 1.034, test_loss: 0.982, acc: 0.635, test_acc: 0.655
Epoch 61, step 450, loss: 1.039, test_loss: 0.961, acc: 0.633, test_acc: 0.667
Epoch 61, step 500, loss: 1.040, test_loss: 0.987, acc: 0.632, test_acc: 0.658
Epoch 61, step 550, loss: 1.040, test_loss: 0.972, acc: 0.633, test_acc: 0.662
Epoch 61, step 600, loss: 1.039, test_loss: 0.997, acc: 0.634, test_acc: 0.653
Epoch 61, step 650, loss: 1.038, test_loss: 0.993, acc: 0.634, test_acc: 0.651
Epoch 61, step 700, loss: 1.037, test_loss: 0.965, acc: 0.634, test_acc: 0.666
Epoch 61, step 750, loss: 1.039, test_loss: 0.971, acc: 0.633, test_acc: 0.659
Epoch 62, step 50, loss: 1.018, test_loss: 0.962, acc: 0.639, test_acc: 0.667
Epoch 62, step 100, loss: 1.042, test_loss: 0.961, acc: 0.634, test_acc: 0.658
Epoch 62, step 150, loss: 1.036, test_loss: 1.011, acc: 0.634, test_acc: 0.649
Epoch 62, step 200, loss: 1.031, test_loss: 0.955, acc: 0.635, test_acc: 0.666
Epoch 62, step 250, loss: 1.039, test_loss: 0.973, acc: 0.632, test_acc: 0.655
Epoch 62, step 300, loss: 1.037, test_loss: 0.988, acc: 0.633, test_acc: 0.657
Epoch 62, step 350, loss: 1.041, test_loss: 0.975, acc: 0.632, test_acc: 0.659
Epoch 62, step 400, loss: 1.038, test_loss: 0.988, acc: 0.634, test_acc: 0.653
Epoch 62, step 450, loss: 1.044, test_loss: 0.960, acc: 0.633, test_acc: 0.662
Epoch 62, step 500, loss: 1.038, test_loss: 0.970, acc: 0.634, test_acc: 0.660
Epoch 62, step 550, loss: 1.040, test_loss: 1.004, acc: 0.634, test_acc: 0.650
Epoch 62, step 600, loss: 1.039, test_loss: 1.014, acc: 0.634, test_acc: 0.651
Epoch 62, step 650, loss: 1.037, test_loss: 0.955, acc: 0.634, test_acc: 0.667
Epoch 62, step 700, loss: 1.036, test_loss: 0.962, acc: 0.635, test_acc: 0.667
Epoch 62, step 750, loss: 1.037, test_loss: 0.931, acc: 0.635, test_acc: 0.667
Epoch 63, step 50, loss: 1.040, test_loss: 0.984, acc: 0.633, test_acc: 0.654
Epoch 63, step 100, loss: 1.036, test_loss: 1.024, acc: 0.633, test_acc: 0.648
Epoch 63, step 150, loss: 1.047, test_loss: 0.962, acc: 0.627, test_acc: 0.664
Epoch 63, step 200, loss: 1.047, test_loss: 0.961, acc: 0.624, test_acc: 0.662
Epoch 63, step 250, loss: 1.039, test_loss: 0.978, acc: 0.629, test_acc: 0.656
Epoch 63, step 300, loss: 1.041, test_loss: 0.967, acc: 0.631, test_acc: 0.664
Epoch 63, step 350, loss: 1.045, test_loss: 0.923, acc: 0.631, test_acc: 0.675
Epoch 63, step 400, loss: 1.040, test_loss: 0.995, acc: 0.634, test_acc: 0.648
Epoch 63, step 450, loss: 1.038, test_loss: 0.986, acc: 0.635, test_acc: 0.657
Epoch 63, step 500, loss: 1.037, test_loss: 0.990, acc: 0.636, test_acc: 0.657
Epoch 63, step 550, loss: 1.037, test_loss: 0.955, acc: 0.637, test_acc: 0.661
Epoch 63, step 600, loss: 1.035, test_loss: 0.996, acc: 0.637, test_acc: 0.658
Epoch 63, step 650, loss: 1.035, test_loss: 0.975, acc: 0.637, test_acc: 0.656
Epoch 63, step 700, loss: 1.032, test_loss: 0.956, acc: 0.637, test_acc: 0.666
Epoch 63, step 750, loss: 1.032, test_loss: 0.975, acc: 0.637, test_acc: 0.658
Epoch 64, step 50, loss: 0.987, test_loss: 0.974, acc: 0.657, test_acc: 0.662
Epoch 64, step 100, loss: 0.996, test_loss: 0.948, acc: 0.650, test_acc: 0.662
Epoch 64, step 150, loss: 1.011, test_loss: 0.981, acc: 0.644, test_acc: 0.657
Epoch 64, step 200, loss: 1.016, test_loss: 0.954, acc: 0.640, test_acc: 0.660
Epoch 64, step 250, loss: 1.020, test_loss: 0.933, acc: 0.638, test_acc: 0.675
Epoch 64, step 300, loss: 1.015, test_loss: 0.951, acc: 0.640, test_acc: 0.666
Epoch 64, step 350, loss: 1.013, test_loss: 0.966, acc: 0.640, test_acc: 0.660
Epoch 64, step 400, loss: 1.015, test_loss: 0.975, acc: 0.640, test_acc: 0.662
Epoch 64, step 450, loss: 1.017, test_loss: 0.965, acc: 0.639, test_acc: 0.659
Epoch 64, step 500, loss: 1.017, test_loss: 0.972, acc: 0.639, test_acc: 0.659
Epoch 64, step 550, loss: 1.019, test_loss: 0.958, acc: 0.638, test_acc: 0.662
Epoch 64, step 600, loss: 1.019, test_loss: 0.948, acc: 0.638, test_acc: 0.670
Epoch 64, step 650, loss: 1.018, test_loss: 0.971, acc: 0.638, test_acc: 0.653
Epoch 64, step 700, loss: 1.020, test_loss: 0.991, acc: 0.638, test_acc: 0.656
Epoch 64, step 750, loss: 1.022, test_loss: 0.933, acc: 0.637, test_acc: 0.672
Epoch 65, step 50, loss: 1.047, test_loss: 0.959, acc: 0.631, test_acc: 0.666
Epoch 65, step 100, loss: 1.054, test_loss: 0.932, acc: 0.627, test_acc: 0.673
Epoch 65, step 150, loss: 1.037, test_loss: 0.954, acc: 0.634, test_acc: 0.666
Epoch 65, step 200, loss: 1.021, test_loss: 0.962, acc: 0.638, test_acc: 0.661
Epoch 65, step 250, loss: 1.019, test_loss: 0.944, acc: 0.638, test_acc: 0.668
Epoch 65, step 300, loss: 1.021, test_loss: 0.936, acc: 0.638, test_acc: 0.672
Epoch 65, step 350, loss: 1.015, test_loss: 0.990, acc: 0.641, test_acc: 0.653
Epoch 65, step 400, loss: 1.019, test_loss: 0.957, acc: 0.639, test_acc: 0.663
Epoch 65, step 450, loss: 1.018, test_loss: 0.929, acc: 0.640, test_acc: 0.674
Epoch 65, step 500, loss: 1.017, test_loss: 0.947, acc: 0.640, test_acc: 0.671
Epoch 65, step 550, loss: 1.016, test_loss: 0.959, acc: 0.640, test_acc: 0.668
Epoch 65, step 600, loss: 1.015, test_loss: 0.980, acc: 0.640, test_acc: 0.659
Epoch 65, step 650, loss: 1.016, test_loss: 0.957, acc: 0.641, test_acc: 0.662
Epoch 65, step 700, loss: 1.015, test_loss: 0.925, acc: 0.641, test_acc: 0.678
Epoch 65, step 750, loss: 1.017, test_loss: 0.937, acc: 0.641, test_acc: 0.675
Epoch 66, step 50, loss: 0.989, test_loss: 0.959, acc: 0.655, test_acc: 0.670
Epoch 66, step 100, loss: 1.002, test_loss: 0.938, acc: 0.649, test_acc: 0.668
Epoch 66, step 150, loss: 1.004, test_loss: 0.965, acc: 0.651, test_acc: 0.663
Epoch 66, step 200, loss: 1.001, test_loss: 0.947, acc: 0.651, test_acc: 0.666
Epoch 66, step 250, loss: 0.992, test_loss: 0.983, acc: 0.652, test_acc: 0.664
Epoch 66, step 300, loss: 0.999, test_loss: 0.942, acc: 0.650, test_acc: 0.672
Epoch 66, step 350, loss: 1.002, test_loss: 0.953, acc: 0.648, test_acc: 0.666
Epoch 66, step 400, loss: 1.001, test_loss: 0.953, acc: 0.648, test_acc: 0.667
Epoch 66, step 450, loss: 1.003, test_loss: 0.963, acc: 0.648, test_acc: 0.661
Epoch 66, step 500, loss: 1.002, test_loss: 0.947, acc: 0.648, test_acc: 0.666
Epoch 66, step 550, loss: 1.004, test_loss: 0.949, acc: 0.647, test_acc: 0.668
Epoch 66, step 600, loss: 1.002, test_loss: 0.977, acc: 0.647, test_acc: 0.658
Epoch 66, step 650, loss: 1.004, test_loss: 0.942, acc: 0.646, test_acc: 0.672
Epoch 66, step 700, loss: 1.003, test_loss: 0.969, acc: 0.647, test_acc: 0.667
Epoch 66, step 750, loss: 1.005, test_loss: 0.931, acc: 0.647, test_acc: 0.673
Epoch 67, step 50, loss: 0.998, test_loss: 0.941, acc: 0.636, test_acc: 0.671
Epoch 67, step 100, loss: 0.987, test_loss: 0.968, acc: 0.645, test_acc: 0.662
Epoch 67, step 150, loss: 1.000, test_loss: 0.956, acc: 0.639, test_acc: 0.662
Epoch 67, step 200, loss: 0.997, test_loss: 0.949, acc: 0.641, test_acc: 0.666
Epoch 67, step 250, loss: 1.002, test_loss: 0.961, acc: 0.640, test_acc: 0.661
Epoch 67, step 300, loss: 1.001, test_loss: 0.949, acc: 0.642, test_acc: 0.664
Epoch 67, step 350, loss: 1.003, test_loss: 0.921, acc: 0.643, test_acc: 0.677
Epoch 67, step 400, loss: 1.004, test_loss: 0.945, acc: 0.644, test_acc: 0.671
Epoch 67, step 450, loss: 1.005, test_loss: 0.934, acc: 0.643, test_acc: 0.672
Epoch 67, step 500, loss: 1.003, test_loss: 0.922, acc: 0.644, test_acc: 0.678
Epoch 67, step 550, loss: 1.006, test_loss: 0.933, acc: 0.643, test_acc: 0.671
Epoch 67, step 600, loss: 1.007, test_loss: 0.938, acc: 0.643, test_acc: 0.672
Epoch 67, step 650, loss: 1.005, test_loss: 0.947, acc: 0.644, test_acc: 0.668
Epoch 67, step 700, loss: 1.005, test_loss: 0.915, acc: 0.644, test_acc: 0.680
Epoch 67, step 750, loss: 1.005, test_loss: 0.937, acc: 0.643, test_acc: 0.669
Epoch 68, step 50, loss: 1.016, test_loss: 0.926, acc: 0.645, test_acc: 0.682
Epoch 68, step 100, loss: 0.996, test_loss: 0.949, acc: 0.648, test_acc: 0.673
Epoch 68, step 150, loss: 0.988, test_loss: 1.000, acc: 0.651, test_acc: 0.652
Epoch 68, step 200, loss: 0.992, test_loss: 0.944, acc: 0.652, test_acc: 0.672
Epoch 68, step 250, loss: 0.993, test_loss: 0.939, acc: 0.651, test_acc: 0.671
Epoch 68, step 300, loss: 0.996, test_loss: 0.957, acc: 0.650, test_acc: 0.658
Epoch 68, step 350, loss: 0.994, test_loss: 0.952, acc: 0.650, test_acc: 0.673
Epoch 68, step 400, loss: 0.997, test_loss: 0.948, acc: 0.650, test_acc: 0.673
Epoch 68, step 450, loss: 0.997, test_loss: 0.943, acc: 0.650, test_acc: 0.670
Epoch 68, step 500, loss: 0.998, test_loss: 0.946, acc: 0.650, test_acc: 0.670
Epoch 68, step 550, loss: 0.999, test_loss: 0.968, acc: 0.649, test_acc: 0.664
Epoch 68, step 600, loss: 0.999, test_loss: 0.955, acc: 0.648, test_acc: 0.671
Epoch 68, step 650, loss: 0.997, test_loss: 0.979, acc: 0.649, test_acc: 0.660
Epoch 68, step 700, loss: 0.997, test_loss: 0.929, acc: 0.648, test_acc: 0.673
Epoch 68, step 750, loss: 0.997, test_loss: 0.979, acc: 0.648, test_acc: 0.665
Epoch 69, step 50, loss: 1.009, test_loss: 0.945, acc: 0.642, test_acc: 0.668
Epoch 69, step 100, loss: 1.016, test_loss: 0.931, acc: 0.640, test_acc: 0.676
Epoch 69, step 150, loss: 1.009, test_loss: 0.944, acc: 0.643, test_acc: 0.674
Epoch 69, step 200, loss: 1.003, test_loss: 0.923, acc: 0.648, test_acc: 0.680
Epoch 69, step 250, loss: 0.996, test_loss: 0.926, acc: 0.650, test_acc: 0.676
Epoch 69, step 300, loss: 0.997, test_loss: 0.945, acc: 0.651, test_acc: 0.668
Epoch 69, step 350, loss: 0.999, test_loss: 0.971, acc: 0.649, test_acc: 0.657
Epoch 69, step 400, loss: 0.996, test_loss: 0.966, acc: 0.649, test_acc: 0.665
Epoch 69, step 450, loss: 0.999, test_loss: 0.976, acc: 0.648, test_acc: 0.664
Epoch 69, step 500, loss: 1.002, test_loss: 0.931, acc: 0.647, test_acc: 0.676
Epoch 69, step 550, loss: 1.004, test_loss: 0.914, acc: 0.647, test_acc: 0.678
Epoch 69, step 600, loss: 1.003, test_loss: 0.951, acc: 0.648, test_acc: 0.667
Epoch 69, step 650, loss: 1.003, test_loss: 0.951, acc: 0.647, test_acc: 0.671
Epoch 69, step 700, loss: 1.001, test_loss: 0.955, acc: 0.647, test_acc: 0.664
Epoch 69, step 750, loss: 1.000, test_loss: 0.947, acc: 0.647, test_acc: 0.671
Epoch 70, step 50, loss: 0.965, test_loss: 0.927, acc: 0.667, test_acc: 0.677
Epoch 70, step 100, loss: 0.973, test_loss: 0.942, acc: 0.664, test_acc: 0.669
Epoch 70, step 150, loss: 0.977, test_loss: 0.933, acc: 0.663, test_acc: 0.676
Epoch 70, step 200, loss: 0.981, test_loss: 0.974, acc: 0.662, test_acc: 0.661
Epoch 70, step 250, loss: 0.986, test_loss: 0.931, acc: 0.659, test_acc: 0.681
Epoch 70, step 300, loss: 0.987, test_loss: 0.932, acc: 0.658, test_acc: 0.672
Epoch 70, step 350, loss: 0.985, test_loss: 0.932, acc: 0.658, test_acc: 0.670
Epoch 70, step 400, loss: 0.988, test_loss: 0.928, acc: 0.655, test_acc: 0.674
Epoch 70, step 450, loss: 0.990, test_loss: 0.923, acc: 0.654, test_acc: 0.677
Epoch 70, step 500, loss: 0.989, test_loss: 0.962, acc: 0.653, test_acc: 0.669
Epoch 70, step 550, loss: 0.991, test_loss: 0.914, acc: 0.652, test_acc: 0.681
Epoch 70, step 600, loss: 0.992, test_loss: 0.903, acc: 0.652, test_acc: 0.681
Epoch 70, step 650, loss: 0.990, test_loss: 0.931, acc: 0.653, test_acc: 0.668
Epoch 70, step 700, loss: 0.992, test_loss: 0.904, acc: 0.651, test_acc: 0.679
Epoch 70, step 750, loss: 0.994, test_loss: 0.925, acc: 0.650, test_acc: 0.677
Epoch 71, step 50, loss: 0.992, test_loss: 0.945, acc: 0.650, test_acc: 0.669
Epoch 71, step 100, loss: 0.992, test_loss: 0.927, acc: 0.651, test_acc: 0.676
Epoch 71, step 150, loss: 0.988, test_loss: 0.931, acc: 0.654, test_acc: 0.675
Epoch 71, step 200, loss: 0.987, test_loss: 0.942, acc: 0.652, test_acc: 0.671
Epoch 71, step 250, loss: 0.983, test_loss: 0.943, acc: 0.653, test_acc: 0.672
Epoch 71, step 300, loss: 0.983, test_loss: 0.933, acc: 0.655, test_acc: 0.674
Epoch 71, step 350, loss: 0.983, test_loss: 0.897, acc: 0.655, test_acc: 0.689
Epoch 71, step 400, loss: 0.979, test_loss: 0.938, acc: 0.656, test_acc: 0.671
Epoch 71, step 450, loss: 0.975, test_loss: 0.935, acc: 0.658, test_acc: 0.674
Epoch 71, step 500, loss: 0.976, test_loss: 0.951, acc: 0.658, test_acc: 0.671
Epoch 71, step 550, loss: 0.976, test_loss: 0.927, acc: 0.659, test_acc: 0.677
Epoch 71, step 600, loss: 0.978, test_loss: 0.919, acc: 0.657, test_acc: 0.683
Epoch 71, step 650, loss: 0.976, test_loss: 0.924, acc: 0.658, test_acc: 0.679
Epoch 71, step 700, loss: 0.976, test_loss: 0.909, acc: 0.658, test_acc: 0.680
Epoch 71, step 750, loss: 0.977, test_loss: 0.919, acc: 0.658, test_acc: 0.680
Epoch 72, step 50, loss: 0.986, test_loss: 0.929, acc: 0.652, test_acc: 0.679
Epoch 72, step 100, loss: 0.974, test_loss: 0.911, acc: 0.652, test_acc: 0.685
Epoch 72, step 150, loss: 0.978, test_loss: 0.923, acc: 0.655, test_acc: 0.679
Epoch 72, step 200, loss: 0.986, test_loss: 0.914, acc: 0.652, test_acc: 0.680
Epoch 72, step 250, loss: 0.983, test_loss: 0.949, acc: 0.653, test_acc: 0.670
Epoch 72, step 300, loss: 0.981, test_loss: 0.924, acc: 0.654, test_acc: 0.681
Epoch 72, step 350, loss: 0.981, test_loss: 0.915, acc: 0.653, test_acc: 0.682
Epoch 72, step 400, loss: 0.980, test_loss: 0.940, acc: 0.655, test_acc: 0.678
Epoch 72, step 450, loss: 0.980, test_loss: 0.938, acc: 0.654, test_acc: 0.677
Epoch 72, step 500, loss: 0.980, test_loss: 0.948, acc: 0.655, test_acc: 0.668
Epoch 72, step 550, loss: 0.981, test_loss: 0.949, acc: 0.655, test_acc: 0.674
Epoch 72, step 600, loss: 0.982, test_loss: 0.914, acc: 0.654, test_acc: 0.680
Epoch 72, step 650, loss: 0.981, test_loss: 0.944, acc: 0.655, test_acc: 0.675
Epoch 72, step 700, loss: 0.981, test_loss: 0.922, acc: 0.655, test_acc: 0.681
Epoch 72, step 750, loss: 0.982, test_loss: 0.904, acc: 0.656, test_acc: 0.683
Epoch 73, step 50, loss: 0.996, test_loss: 0.949, acc: 0.648, test_acc: 0.669
Epoch 73, step 100, loss: 0.977, test_loss: 0.927, acc: 0.651, test_acc: 0.683
Epoch 73, step 150, loss: 0.978, test_loss: 0.935, acc: 0.651, test_acc: 0.678
Epoch 73, step 200, loss: 0.965, test_loss: 0.940, acc: 0.656, test_acc: 0.678
Epoch 73, step 250, loss: 0.965, test_loss: 0.917, acc: 0.656, test_acc: 0.682
Epoch 73, step 300, loss: 0.966, test_loss: 0.937, acc: 0.655, test_acc: 0.675
Epoch 73, step 350, loss: 0.968, test_loss: 0.900, acc: 0.653, test_acc: 0.685
Epoch 73, step 400, loss: 0.968, test_loss: 0.950, acc: 0.655, test_acc: 0.674
Epoch 73, step 450, loss: 0.970, test_loss: 0.940, acc: 0.655, test_acc: 0.671
Epoch 73, step 500, loss: 0.969, test_loss: 0.935, acc: 0.656, test_acc: 0.673
Epoch 73, step 550, loss: 0.969, test_loss: 0.917, acc: 0.656, test_acc: 0.678
Epoch 73, step 600, loss: 0.970, test_loss: 0.898, acc: 0.655, test_acc: 0.687
Epoch 73, step 650, loss: 0.970, test_loss: 0.899, acc: 0.655, test_acc: 0.684
Epoch 73, step 700, loss: 0.969, test_loss: 0.914, acc: 0.656, test_acc: 0.680
Epoch 73, step 750, loss: 0.969, test_loss: 0.896, acc: 0.656, test_acc: 0.692
Epoch 74, step 50, loss: 0.973, test_loss: 0.939, acc: 0.661, test_acc: 0.675
Epoch 74, step 100, loss: 0.968, test_loss: 0.933, acc: 0.662, test_acc: 0.679
Epoch 74, step 150, loss: 0.970, test_loss: 0.922, acc: 0.660, test_acc: 0.681
Epoch 74, step 200, loss: 0.972, test_loss: 0.922, acc: 0.657, test_acc: 0.680
Epoch 74, step 250, loss: 0.973, test_loss: 0.913, acc: 0.657, test_acc: 0.684
Epoch 74, step 300, loss: 0.969, test_loss: 0.910, acc: 0.658, test_acc: 0.686
Epoch 74, step 350, loss: 0.967, test_loss: 0.897, acc: 0.660, test_acc: 0.686
Epoch 74, step 400, loss: 0.965, test_loss: 0.899, acc: 0.661, test_acc: 0.684
Epoch 74, step 450, loss: 0.964, test_loss: 0.919, acc: 0.663, test_acc: 0.686
Epoch 74, step 500, loss: 0.966, test_loss: 0.961, acc: 0.662, test_acc: 0.666
Epoch 74, step 550, loss: 0.969, test_loss: 0.927, acc: 0.661, test_acc: 0.683
Epoch 74, step 600, loss: 0.969, test_loss: 0.938, acc: 0.662, test_acc: 0.673
Epoch 74, step 650, loss: 0.969, test_loss: 0.926, acc: 0.662, test_acc: 0.684
Epoch 74, step 700, loss: 0.969, test_loss: 0.901, acc: 0.661, test_acc: 0.688
Epoch 74, step 750, loss: 0.970, test_loss: 0.927, acc: 0.661, test_acc: 0.682
Epoch 75, step 50, loss: 0.981, test_loss: 0.912, acc: 0.652, test_acc: 0.682
Epoch 75, step 100, loss: 0.966, test_loss: 0.905, acc: 0.661, test_acc: 0.682
Epoch 75, step 150, loss: 0.970, test_loss: 0.931, acc: 0.658, test_acc: 0.676
Epoch 75, step 200, loss: 0.972, test_loss: 0.926, acc: 0.658, test_acc: 0.679
Epoch 75, step 250, loss: 0.979, test_loss: 0.938, acc: 0.655, test_acc: 0.673
Epoch 75, step 300, loss: 0.974, test_loss: 0.896, acc: 0.657, test_acc: 0.689
Epoch 75, step 350, loss: 0.972, test_loss: 0.897, acc: 0.657, test_acc: 0.687
Epoch 75, step 400, loss: 0.969, test_loss: 0.918, acc: 0.658, test_acc: 0.683
Epoch 75, step 450, loss: 0.971, test_loss: 0.901, acc: 0.658, test_acc: 0.688
Epoch 75, step 500, loss: 0.972, test_loss: 0.908, acc: 0.658, test_acc: 0.679
Epoch 75, step 550, loss: 0.968, test_loss: 0.933, acc: 0.659, test_acc: 0.680
Epoch 75, step 600, loss: 0.966, test_loss: 0.897, acc: 0.660, test_acc: 0.689
Epoch 75, step 650, loss: 0.965, test_loss: 0.918, acc: 0.660, test_acc: 0.680
Epoch 75, step 700, loss: 0.969, test_loss: 0.920, acc: 0.658, test_acc: 0.686
Epoch 75, step 750, loss: 0.967, test_loss: 0.939, acc: 0.659, test_acc: 0.674
Epoch 76, step 50, loss: 0.940, test_loss: 0.908, acc: 0.660, test_acc: 0.685
Epoch 76, step 100, loss: 0.955, test_loss: 0.924, acc: 0.660, test_acc: 0.680
Epoch 76, step 150, loss: 0.953, test_loss: 0.911, acc: 0.662, test_acc: 0.681
Epoch 76, step 200, loss: 0.950, test_loss: 0.934, acc: 0.662, test_acc: 0.680
Epoch 76, step 250, loss: 0.949, test_loss: 0.943, acc: 0.663, test_acc: 0.677
Epoch 76, step 300, loss: 0.953, test_loss: 0.921, acc: 0.663, test_acc: 0.680
Epoch 76, step 350, loss: 0.955, test_loss: 0.929, acc: 0.662, test_acc: 0.682
Epoch 76, step 400, loss: 0.953, test_loss: 0.934, acc: 0.663, test_acc: 0.673
Epoch 76, step 450, loss: 0.954, test_loss: 0.915, acc: 0.664, test_acc: 0.679
Epoch 76, step 500, loss: 0.955, test_loss: 0.898, acc: 0.664, test_acc: 0.685
Epoch 76, step 550, loss: 0.956, test_loss: 0.917, acc: 0.663, test_acc: 0.681
Epoch 76, step 600, loss: 0.959, test_loss: 0.911, acc: 0.661, test_acc: 0.678
Epoch 76, step 650, loss: 0.957, test_loss: 0.910, acc: 0.662, test_acc: 0.686
Epoch 76, step 700, loss: 0.954, test_loss: 0.912, acc: 0.663, test_acc: 0.682
Epoch 76, step 750, loss: 0.954, test_loss: 0.911, acc: 0.663, test_acc: 0.682
Epoch 77, step 50, loss: 0.910, test_loss: 0.921, acc: 0.682, test_acc: 0.684
Epoch 77, step 100, loss: 0.924, test_loss: 0.901, acc: 0.672, test_acc: 0.689
Epoch 77, step 150, loss: 0.929, test_loss: 0.914, acc: 0.673, test_acc: 0.684
Epoch 77, step 200, loss: 0.932, test_loss: 0.893, acc: 0.672, test_acc: 0.695
Epoch 77, step 250, loss: 0.934, test_loss: 0.933, acc: 0.671, test_acc: 0.676
Epoch 77, step 300, loss: 0.939, test_loss: 0.915, acc: 0.670, test_acc: 0.686
Epoch 77, step 350, loss: 0.934, test_loss: 0.946, acc: 0.671, test_acc: 0.669
Epoch 77, step 400, loss: 0.938, test_loss: 0.887, acc: 0.671, test_acc: 0.692
Epoch 77, step 450, loss: 0.938, test_loss: 0.898, acc: 0.671, test_acc: 0.685
Epoch 77, step 500, loss: 0.939, test_loss: 0.900, acc: 0.670, test_acc: 0.688
Epoch 77, step 550, loss: 0.941, test_loss: 0.904, acc: 0.669, test_acc: 0.683
Epoch 77, step 600, loss: 0.944, test_loss: 0.907, acc: 0.669, test_acc: 0.685
Epoch 77, step 650, loss: 0.946, test_loss: 0.905, acc: 0.668, test_acc: 0.686
Epoch 77, step 700, loss: 0.947, test_loss: 0.914, acc: 0.668, test_acc: 0.686
Epoch 77, step 750, loss: 0.948, test_loss: 0.904, acc: 0.667, test_acc: 0.691
Epoch 78, step 50, loss: 0.958, test_loss: 0.902, acc: 0.660, test_acc: 0.688
Epoch 78, step 100, loss: 0.951, test_loss: 0.933, acc: 0.661, test_acc: 0.679
Epoch 78, step 150, loss: 0.955, test_loss: 0.888, acc: 0.661, test_acc: 0.690
Epoch 78, step 200, loss: 0.952, test_loss: 0.922, acc: 0.664, test_acc: 0.682
Epoch 78, step 250, loss: 0.943, test_loss: 0.919, acc: 0.666, test_acc: 0.683
Epoch 78, step 300, loss: 0.941, test_loss: 0.888, acc: 0.669, test_acc: 0.692
Epoch 78, step 350, loss: 0.940, test_loss: 0.886, acc: 0.670, test_acc: 0.688
Epoch 78, step 400, loss: 0.941, test_loss: 0.912, acc: 0.669, test_acc: 0.683
Epoch 78, step 450, loss: 0.943, test_loss: 0.910, acc: 0.669, test_acc: 0.688
Epoch 78, step 500, loss: 0.942, test_loss: 0.929, acc: 0.668, test_acc: 0.680
Epoch 78, step 550, loss: 0.945, test_loss: 0.920, acc: 0.666, test_acc: 0.676
Epoch 78, step 600, loss: 0.942, test_loss: 0.909, acc: 0.667, test_acc: 0.688
Epoch 78, step 650, loss: 0.944, test_loss: 0.926, acc: 0.667, test_acc: 0.678
Epoch 78, step 700, loss: 0.946, test_loss: 0.888, acc: 0.667, test_acc: 0.691
Epoch 78, step 750, loss: 0.945, test_loss: 0.915, acc: 0.667, test_acc: 0.683
Epoch 79, step 50, loss: 0.950, test_loss: 0.928, acc: 0.661, test_acc: 0.678
Epoch 79, step 100, loss: 0.944, test_loss: 0.914, acc: 0.664, test_acc: 0.685
Epoch 79, step 150, loss: 0.943, test_loss: 0.891, acc: 0.663, test_acc: 0.692
Epoch 79, step 200, loss: 0.937, test_loss: 0.946, acc: 0.668, test_acc: 0.677
Epoch 79, step 250, loss: 0.936, test_loss: 0.896, acc: 0.668, test_acc: 0.690
Epoch 79, step 300, loss: 0.938, test_loss: 0.955, acc: 0.668, test_acc: 0.669
Epoch 79, step 350, loss: 0.936, test_loss: 0.927, acc: 0.669, test_acc: 0.681
Epoch 79, step 400, loss: 0.931, test_loss: 0.930, acc: 0.671, test_acc: 0.679
Epoch 79, step 450, loss: 0.938, test_loss: 0.914, acc: 0.669, test_acc: 0.682
Epoch 79, step 500, loss: 0.937, test_loss: 0.915, acc: 0.669, test_acc: 0.690
Epoch 79, step 550, loss: 0.939, test_loss: 0.894, acc: 0.668, test_acc: 0.690
Epoch 79, step 600, loss: 0.939, test_loss: 0.909, acc: 0.668, test_acc: 0.687
Epoch 79, step 650, loss: 0.938, test_loss: 0.881, acc: 0.669, test_acc: 0.691
Epoch 79, step 700, loss: 0.938, test_loss: 0.888, acc: 0.669, test_acc: 0.691
Epoch 79, step 750, loss: 0.936, test_loss: 0.903, acc: 0.670, test_acc: 0.689
Epoch 80, step 50, loss: 0.911, test_loss: 0.901, acc: 0.673, test_acc: 0.692
Epoch 80, step 100, loss: 0.940, test_loss: 0.889, acc: 0.666, test_acc: 0.686
Epoch 80, step 150, loss: 0.933, test_loss: 0.917, acc: 0.668, test_acc: 0.684
Epoch 80, step 200, loss: 0.932, test_loss: 0.944, acc: 0.670, test_acc: 0.681
Epoch 80, step 250, loss: 0.933, test_loss: 0.880, acc: 0.669, test_acc: 0.699
Epoch 80, step 300, loss: 0.934, test_loss: 0.859, acc: 0.669, test_acc: 0.698
Epoch 80, step 350, loss: 0.934, test_loss: 0.894, acc: 0.670, test_acc: 0.687
Epoch 80, step 400, loss: 0.932, test_loss: 0.874, acc: 0.671, test_acc: 0.696
Epoch 80, step 450, loss: 0.932, test_loss: 0.914, acc: 0.672, test_acc: 0.686
Epoch 80, step 500, loss: 0.932, test_loss: 0.899, acc: 0.671, test_acc: 0.687
Epoch 80, step 550, loss: 0.932, test_loss: 0.913, acc: 0.671, test_acc: 0.686
Epoch 80, step 600, loss: 0.933, test_loss: 0.907, acc: 0.671, test_acc: 0.689
Epoch 80, step 650, loss: 0.932, test_loss: 0.883, acc: 0.671, test_acc: 0.691
Epoch 80, step 700, loss: 0.933, test_loss: 0.908, acc: 0.670, test_acc: 0.685
Epoch 80, step 750, loss: 0.934, test_loss: 0.888, acc: 0.670, test_acc: 0.697
Epoch 81, step 50, loss: 0.932, test_loss: 0.916, acc: 0.669, test_acc: 0.681
Epoch 81, step 100, loss: 0.915, test_loss: 0.928, acc: 0.675, test_acc: 0.686
Epoch 81, step 150, loss: 0.924, test_loss: 0.905, acc: 0.672, test_acc: 0.689
Epoch 81, step 200, loss: 0.924, test_loss: 0.919, acc: 0.674, test_acc: 0.684
Epoch 81, step 250, loss: 0.931, test_loss: 0.897, acc: 0.672, test_acc: 0.696
Epoch 81, step 300, loss: 0.924, test_loss: 0.894, acc: 0.674, test_acc: 0.695
Epoch 81, step 350, loss: 0.929, test_loss: 0.906, acc: 0.672, test_acc: 0.691
Epoch 81, step 400, loss: 0.933, test_loss: 0.887, acc: 0.671, test_acc: 0.692
Epoch 81, step 450, loss: 0.934, test_loss: 0.897, acc: 0.670, test_acc: 0.688
Epoch 81, step 500, loss: 0.937, test_loss: 0.895, acc: 0.668, test_acc: 0.686
Epoch 81, step 550, loss: 0.939, test_loss: 0.894, acc: 0.667, test_acc: 0.690
Epoch 81, step 600, loss: 0.942, test_loss: 0.873, acc: 0.667, test_acc: 0.700
Epoch 81, step 650, loss: 0.942, test_loss: 0.897, acc: 0.667, test_acc: 0.686
Epoch 81, step 700, loss: 0.942, test_loss: 0.906, acc: 0.668, test_acc: 0.690
Epoch 81, step 750, loss: 0.941, test_loss: 0.909, acc: 0.668, test_acc: 0.686
Epoch 82, step 50, loss: 0.912, test_loss: 0.921, acc: 0.687, test_acc: 0.686
Epoch 82, step 100, loss: 0.921, test_loss: 0.921, acc: 0.680, test_acc: 0.686
Epoch 82, step 150, loss: 0.915, test_loss: 0.926, acc: 0.681, test_acc: 0.683
Epoch 82, step 200, loss: 0.909, test_loss: 0.905, acc: 0.682, test_acc: 0.690
Epoch 82, step 250, loss: 0.917, test_loss: 0.892, acc: 0.679, test_acc: 0.689
Epoch 82, step 300, loss: 0.917, test_loss: 0.900, acc: 0.680, test_acc: 0.687
Epoch 82, step 350, loss: 0.921, test_loss: 0.967, acc: 0.678, test_acc: 0.672
Epoch 82, step 400, loss: 0.921, test_loss: 0.885, acc: 0.678, test_acc: 0.696
Epoch 82, step 450, loss: 0.925, test_loss: 0.906, acc: 0.676, test_acc: 0.689
Epoch 82, step 500, loss: 0.929, test_loss: 0.919, acc: 0.674, test_acc: 0.692
Epoch 82, step 550, loss: 0.925, test_loss: 0.911, acc: 0.675, test_acc: 0.691
Epoch 82, step 600, loss: 0.924, test_loss: 0.884, acc: 0.676, test_acc: 0.692
Epoch 82, step 650, loss: 0.924, test_loss: 0.875, acc: 0.675, test_acc: 0.697
Epoch 82, step 700, loss: 0.923, test_loss: 0.882, acc: 0.676, test_acc: 0.699
Epoch 82, step 750, loss: 0.923, test_loss: 0.895, acc: 0.676, test_acc: 0.691
Epoch 83, step 50, loss: 0.904, test_loss: 0.904, acc: 0.687, test_acc: 0.687
Epoch 83, step 100, loss: 0.922, test_loss: 0.887, acc: 0.680, test_acc: 0.694
Epoch 83, step 150, loss: 0.923, test_loss: 0.890, acc: 0.678, test_acc: 0.689
Epoch 83, step 200, loss: 0.920, test_loss: 0.901, acc: 0.678, test_acc: 0.695
Epoch 83, step 250, loss: 0.914, test_loss: 0.894, acc: 0.681, test_acc: 0.694
Epoch 83, step 300, loss: 0.915, test_loss: 0.885, acc: 0.680, test_acc: 0.695
Epoch 83, step 350, loss: 0.916, test_loss: 0.878, acc: 0.679, test_acc: 0.699
Epoch 83, step 400, loss: 0.917, test_loss: 0.940, acc: 0.678, test_acc: 0.682
Epoch 83, step 450, loss: 0.917, test_loss: 0.913, acc: 0.677, test_acc: 0.685
Epoch 83, step 500, loss: 0.918, test_loss: 0.887, acc: 0.676, test_acc: 0.693
Epoch 83, step 550, loss: 0.917, test_loss: 0.880, acc: 0.676, test_acc: 0.699
Epoch 83, step 600, loss: 0.917, test_loss: 0.931, acc: 0.676, test_acc: 0.685
Epoch 83, step 650, loss: 0.920, test_loss: 0.857, acc: 0.676, test_acc: 0.705
Epoch 83, step 700, loss: 0.919, test_loss: 0.900, acc: 0.676, test_acc: 0.693
Epoch 83, step 750, loss: 0.921, test_loss: 0.879, acc: 0.676, test_acc: 0.702
Epoch 84, step 50, loss: 0.940, test_loss: 0.897, acc: 0.662, test_acc: 0.696
Epoch 84, step 100, loss: 0.930, test_loss: 0.886, acc: 0.669, test_acc: 0.697
Epoch 84, step 150, loss: 0.917, test_loss: 0.893, acc: 0.671, test_acc: 0.688
Epoch 84, step 200, loss: 0.922, test_loss: 0.938, acc: 0.671, test_acc: 0.680
Epoch 84, step 250, loss: 0.926, test_loss: 0.869, acc: 0.671, test_acc: 0.700
Epoch 84, step 300, loss: 0.926, test_loss: 0.897, acc: 0.673, test_acc: 0.691
Epoch 84, step 350, loss: 0.928, test_loss: 0.888, acc: 0.671, test_acc: 0.695
Epoch 84, step 400, loss: 0.927, test_loss: 0.911, acc: 0.671, test_acc: 0.688
Epoch 84, step 450, loss: 0.929, test_loss: 0.891, acc: 0.670, test_acc: 0.689
Epoch 84, step 500, loss: 0.928, test_loss: 0.874, acc: 0.671, test_acc: 0.702
Epoch 84, step 550, loss: 0.925, test_loss: 0.907, acc: 0.672, test_acc: 0.693
Epoch 84, step 600, loss: 0.923, test_loss: 0.896, acc: 0.673, test_acc: 0.690
Epoch 84, step 650, loss: 0.922, test_loss: 0.876, acc: 0.673, test_acc: 0.699
Epoch 84, step 700, loss: 0.920, test_loss: 0.882, acc: 0.674, test_acc: 0.697
Epoch 84, step 750, loss: 0.920, test_loss: 0.921, acc: 0.673, test_acc: 0.684
Epoch 85, step 50, loss: 0.869, test_loss: 0.894, acc: 0.701, test_acc: 0.694
Epoch 85, step 100, loss: 0.896, test_loss: 0.916, acc: 0.690, test_acc: 0.686
Epoch 85, step 150, loss: 0.900, test_loss: 0.907, acc: 0.688, test_acc: 0.689
Epoch 85, step 200, loss: 0.904, test_loss: 0.937, acc: 0.686, test_acc: 0.682
Epoch 85, step 250, loss: 0.900, test_loss: 0.893, acc: 0.686, test_acc: 0.696
Epoch 85, step 300, loss: 0.901, test_loss: 0.881, acc: 0.685, test_acc: 0.702
Epoch 85, step 350, loss: 0.904, test_loss: 0.900, acc: 0.683, test_acc: 0.690
Epoch 85, step 400, loss: 0.906, test_loss: 0.909, acc: 0.682, test_acc: 0.689
Epoch 85, step 450, loss: 0.907, test_loss: 0.907, acc: 0.681, test_acc: 0.690
Epoch 85, step 500, loss: 0.907, test_loss: 0.925, acc: 0.681, test_acc: 0.686
Epoch 85, step 550, loss: 0.908, test_loss: 0.889, acc: 0.681, test_acc: 0.689
Epoch 85, step 600, loss: 0.908, test_loss: 0.893, acc: 0.681, test_acc: 0.691
Epoch 85, step 650, loss: 0.909, test_loss: 0.891, acc: 0.681, test_acc: 0.693
Epoch 85, step 700, loss: 0.907, test_loss: 0.886, acc: 0.681, test_acc: 0.690
Epoch 85, step 750, loss: 0.906, test_loss: 0.871, acc: 0.682, test_acc: 0.702
Epoch 86, step 50, loss: 0.895, test_loss: 0.868, acc: 0.688, test_acc: 0.698
Epoch 86, step 100, loss: 0.895, test_loss: 0.891, acc: 0.692, test_acc: 0.692
Epoch 86, step 150, loss: 0.896, test_loss: 0.888, acc: 0.688, test_acc: 0.698
Epoch 86, step 200, loss: 0.891, test_loss: 0.895, acc: 0.687, test_acc: 0.696
Epoch 86, step 250, loss: 0.893, test_loss: 0.919, acc: 0.688, test_acc: 0.686
Epoch 86, step 300, loss: 0.898, test_loss: 0.885, acc: 0.685, test_acc: 0.694
Epoch 86, step 350, loss: 0.896, test_loss: 0.898, acc: 0.685, test_acc: 0.692
Epoch 86, step 400, loss: 0.901, test_loss: 0.896, acc: 0.684, test_acc: 0.695
Epoch 86, step 450, loss: 0.904, test_loss: 0.888, acc: 0.682, test_acc: 0.691
Epoch 86, step 500, loss: 0.908, test_loss: 0.858, acc: 0.681, test_acc: 0.700
Epoch 86, step 550, loss: 0.905, test_loss: 0.884, acc: 0.681, test_acc: 0.699
Epoch 86, step 600, loss: 0.905, test_loss: 0.866, acc: 0.681, test_acc: 0.698
Epoch 86, step 650, loss: 0.908, test_loss: 0.881, acc: 0.680, test_acc: 0.696
Epoch 86, step 700, loss: 0.907, test_loss: 0.864, acc: 0.681, test_acc: 0.701
Epoch 86, step 750, loss: 0.908, test_loss: 0.908, acc: 0.680, test_acc: 0.688
Epoch 87, step 50, loss: 0.902, test_loss: 0.894, acc: 0.680, test_acc: 0.693
Epoch 87, step 100, loss: 0.894, test_loss: 0.880, acc: 0.683, test_acc: 0.696
Epoch 87, step 150, loss: 0.890, test_loss: 0.897, acc: 0.686, test_acc: 0.694
Epoch 87, step 200, loss: 0.887, test_loss: 0.925, acc: 0.688, test_acc: 0.681
Epoch 87, step 250, loss: 0.888, test_loss: 0.873, acc: 0.688, test_acc: 0.701
Epoch 87, step 300, loss: 0.888, test_loss: 0.873, acc: 0.688, test_acc: 0.698
Epoch 87, step 350, loss: 0.882, test_loss: 0.877, acc: 0.689, test_acc: 0.697
Epoch 87, step 400, loss: 0.887, test_loss: 0.876, acc: 0.688, test_acc: 0.701
Epoch 87, step 450, loss: 0.888, test_loss: 0.858, acc: 0.687, test_acc: 0.702
Epoch 87, step 500, loss: 0.891, test_loss: 0.888, acc: 0.685, test_acc: 0.693
Epoch 87, step 550, loss: 0.892, test_loss: 0.904, acc: 0.685, test_acc: 0.694
Epoch 87, step 600, loss: 0.892, test_loss: 0.923, acc: 0.686, test_acc: 0.693
Epoch 87, step 650, loss: 0.893, test_loss: 0.902, acc: 0.685, test_acc: 0.692
Epoch 87, step 700, loss: 0.893, test_loss: 0.873, acc: 0.685, test_acc: 0.701
Epoch 87, step 750, loss: 0.894, test_loss: 0.868, acc: 0.684, test_acc: 0.706
Epoch 88, step 50, loss: 0.865, test_loss: 0.885, acc: 0.701, test_acc: 0.697
Epoch 88, step 100, loss: 0.884, test_loss: 0.878, acc: 0.692, test_acc: 0.698
Epoch 88, step 150, loss: 0.872, test_loss: 0.898, acc: 0.696, test_acc: 0.696
Epoch 88, step 200, loss: 0.879, test_loss: 0.895, acc: 0.695, test_acc: 0.699
Epoch 88, step 250, loss: 0.882, test_loss: 0.873, acc: 0.693, test_acc: 0.701
Epoch 88, step 300, loss: 0.885, test_loss: 0.866, acc: 0.692, test_acc: 0.702
Epoch 88, step 350, loss: 0.888, test_loss: 0.893, acc: 0.690, test_acc: 0.703
Epoch 88, step 400, loss: 0.888, test_loss: 0.903, acc: 0.689, test_acc: 0.691
Epoch 88, step 450, loss: 0.890, test_loss: 0.884, acc: 0.688, test_acc: 0.695
Epoch 88, step 500, loss: 0.889, test_loss: 0.888, acc: 0.689, test_acc: 0.700
Epoch 88, step 550, loss: 0.891, test_loss: 0.888, acc: 0.688, test_acc: 0.694
Epoch 88, step 600, loss: 0.893, test_loss: 0.905, acc: 0.686, test_acc: 0.689
Epoch 88, step 650, loss: 0.894, test_loss: 0.871, acc: 0.686, test_acc: 0.697
Epoch 88, step 700, loss: 0.891, test_loss: 0.868, acc: 0.687, test_acc: 0.704
Epoch 88, step 750, loss: 0.892, test_loss: 0.889, acc: 0.687, test_acc: 0.697
Epoch 89, step 50, loss: 0.869, test_loss: 0.866, acc: 0.698, test_acc: 0.702
Epoch 89, step 100, loss: 0.866, test_loss: 0.869, acc: 0.698, test_acc: 0.703
Epoch 89, step 150, loss: 0.874, test_loss: 0.880, acc: 0.693, test_acc: 0.703
Epoch 89, step 200, loss: 0.876, test_loss: 0.910, acc: 0.690, test_acc: 0.691
Epoch 89, step 250, loss: 0.884, test_loss: 0.867, acc: 0.688, test_acc: 0.703
Epoch 89, step 300, loss: 0.890, test_loss: 0.878, acc: 0.684, test_acc: 0.701
Epoch 89, step 350, loss: 0.885, test_loss: 0.876, acc: 0.686, test_acc: 0.704
Epoch 89, step 400, loss: 0.887, test_loss: 0.883, acc: 0.686, test_acc: 0.697
Epoch 89, step 450, loss: 0.891, test_loss: 0.885, acc: 0.685, test_acc: 0.700
Epoch 89, step 500, loss: 0.889, test_loss: 0.897, acc: 0.686, test_acc: 0.696
Epoch 89, step 550, loss: 0.888, test_loss: 0.861, acc: 0.686, test_acc: 0.703
Epoch 89, step 600, loss: 0.891, test_loss: 0.874, acc: 0.685, test_acc: 0.696
Epoch 89, step 650, loss: 0.893, test_loss: 0.911, acc: 0.684, test_acc: 0.691
Epoch 89, step 700, loss: 0.894, test_loss: 0.870, acc: 0.684, test_acc: 0.700
Epoch 89, step 750, loss: 0.893, test_loss: 0.878, acc: 0.684, test_acc: 0.699
Epoch 90, step 50, loss: 0.901, test_loss: 0.871, acc: 0.687, test_acc: 0.699
Epoch 90, step 100, loss: 0.887, test_loss: 0.870, acc: 0.685, test_acc: 0.701
Epoch 90, step 150, loss: 0.886, test_loss: 0.923, acc: 0.683, test_acc: 0.687
Epoch 90, step 200, loss: 0.883, test_loss: 0.911, acc: 0.687, test_acc: 0.688
Epoch 90, step 250, loss: 0.889, test_loss: 0.901, acc: 0.685, test_acc: 0.693
Epoch 90, step 300, loss: 0.891, test_loss: 0.885, acc: 0.686, test_acc: 0.692
Epoch 90, step 350, loss: 0.894, test_loss: 0.862, acc: 0.685, test_acc: 0.705
Epoch 90, step 400, loss: 0.893, test_loss: 0.854, acc: 0.685, test_acc: 0.708
Epoch 90, step 450, loss: 0.891, test_loss: 0.908, acc: 0.686, test_acc: 0.693
Epoch 90, step 500, loss: 0.890, test_loss: 0.880, acc: 0.686, test_acc: 0.703
Epoch 90, step 550, loss: 0.892, test_loss: 0.881, acc: 0.685, test_acc: 0.702
Epoch 90, step 600, loss: 0.894, test_loss: 0.899, acc: 0.685, test_acc: 0.697
Epoch 90, step 650, loss: 0.892, test_loss: 0.851, acc: 0.686, test_acc: 0.709
Epoch 90, step 700, loss: 0.891, test_loss: 0.856, acc: 0.686, test_acc: 0.707
Epoch 90, step 750, loss: 0.890, test_loss: 0.867, acc: 0.686, test_acc: 0.707
Epoch 91, step 50, loss: 0.825, test_loss: 0.909, acc: 0.712, test_acc: 0.696
Epoch 91, step 100, loss: 0.844, test_loss: 0.917, acc: 0.704, test_acc: 0.690
Epoch 91, step 150, loss: 0.857, test_loss: 0.897, acc: 0.700, test_acc: 0.692
Epoch 91, step 200, loss: 0.865, test_loss: 0.862, acc: 0.695, test_acc: 0.708
Epoch 91, step 250, loss: 0.871, test_loss: 0.887, acc: 0.694, test_acc: 0.699
Epoch 91, step 300, loss: 0.874, test_loss: 0.880, acc: 0.690, test_acc: 0.698
Epoch 91, step 350, loss: 0.877, test_loss: 0.865, acc: 0.689, test_acc: 0.699
Epoch 91, step 400, loss: 0.879, test_loss: 0.844, acc: 0.689, test_acc: 0.708
Epoch 91, step 450, loss: 0.880, test_loss: 0.864, acc: 0.687, test_acc: 0.703
Epoch 91, step 500, loss: 0.879, test_loss: 0.854, acc: 0.688, test_acc: 0.707
Epoch 91, step 550, loss: 0.879, test_loss: 0.862, acc: 0.688, test_acc: 0.701
Epoch 91, step 600, loss: 0.880, test_loss: 0.866, acc: 0.688, test_acc: 0.702
Epoch 91, step 650, loss: 0.881, test_loss: 0.879, acc: 0.688, test_acc: 0.701
Epoch 91, step 700, loss: 0.882, test_loss: 0.872, acc: 0.689, test_acc: 0.702
Epoch 91, step 750, loss: 0.883, test_loss: 0.871, acc: 0.689, test_acc: 0.703
Epoch 92, step 50, loss: 0.886, test_loss: 0.864, acc: 0.686, test_acc: 0.700
Epoch 92, step 100, loss: 0.883, test_loss: 0.848, acc: 0.684, test_acc: 0.714
Epoch 92, step 150, loss: 0.870, test_loss: 0.895, acc: 0.689, test_acc: 0.703
Epoch 92, step 200, loss: 0.873, test_loss: 0.878, acc: 0.687, test_acc: 0.702
Epoch 92, step 250, loss: 0.875, test_loss: 0.869, acc: 0.688, test_acc: 0.699
Epoch 92, step 300, loss: 0.876, test_loss: 0.862, acc: 0.688, test_acc: 0.704
Epoch 92, step 350, loss: 0.877, test_loss: 0.868, acc: 0.687, test_acc: 0.709
Epoch 92, step 400, loss: 0.876, test_loss: 0.868, acc: 0.688, test_acc: 0.710
Epoch 92, step 450, loss: 0.877, test_loss: 0.886, acc: 0.688, test_acc: 0.700
Epoch 92, step 500, loss: 0.877, test_loss: 0.870, acc: 0.689, test_acc: 0.705
Epoch 92, step 550, loss: 0.878, test_loss: 0.873, acc: 0.689, test_acc: 0.700
Epoch 92, step 600, loss: 0.876, test_loss: 0.890, acc: 0.690, test_acc: 0.690
Epoch 92, step 650, loss: 0.876, test_loss: 0.867, acc: 0.690, test_acc: 0.708
Epoch 92, step 700, loss: 0.875, test_loss: 0.892, acc: 0.690, test_acc: 0.698
Epoch 92, step 750, loss: 0.875, test_loss: 0.864, acc: 0.690, test_acc: 0.710
Epoch 93, step 50, loss: 0.863, test_loss: 0.880, acc: 0.699, test_acc: 0.700
Epoch 93, step 100, loss: 0.868, test_loss: 0.863, acc: 0.696, test_acc: 0.702
Epoch 93, step 150, loss: 0.871, test_loss: 0.876, acc: 0.693, test_acc: 0.703
Epoch 93, step 200, loss: 0.879, test_loss: 0.871, acc: 0.691, test_acc: 0.697
Epoch 93, step 250, loss: 0.877, test_loss: 0.857, acc: 0.691, test_acc: 0.707
Epoch 93, step 300, loss: 0.878, test_loss: 0.865, acc: 0.691, test_acc: 0.705
Epoch 93, step 350, loss: 0.875, test_loss: 0.853, acc: 0.692, test_acc: 0.714
Epoch 93, step 400, loss: 0.876, test_loss: 0.865, acc: 0.690, test_acc: 0.706
Epoch 93, step 450, loss: 0.876, test_loss: 0.862, acc: 0.690, test_acc: 0.709
Epoch 93, step 500, loss: 0.880, test_loss: 0.855, acc: 0.689, test_acc: 0.708
Epoch 93, step 550, loss: 0.880, test_loss: 0.869, acc: 0.689, test_acc: 0.708
Epoch 93, step 600, loss: 0.880, test_loss: 0.871, acc: 0.688, test_acc: 0.703
Epoch 93, step 650, loss: 0.882, test_loss: 0.852, acc: 0.688, test_acc: 0.712
Epoch 93, step 700, loss: 0.883, test_loss: 0.862, acc: 0.688, test_acc: 0.705
Epoch 93, step 750, loss: 0.882, test_loss: 0.857, acc: 0.688, test_acc: 0.712
Epoch 94, step 50, loss: 0.855, test_loss: 0.864, acc: 0.692, test_acc: 0.709
Epoch 94, step 100, loss: 0.864, test_loss: 0.876, acc: 0.686, test_acc: 0.699
Epoch 94, step 150, loss: 0.866, test_loss: 0.877, acc: 0.689, test_acc: 0.701
Epoch 94, step 200, loss: 0.870, test_loss: 0.885, acc: 0.688, test_acc: 0.701
Epoch 94, step 250, loss: 0.869, test_loss: 0.885, acc: 0.690, test_acc: 0.697
Epoch 94, step 300, loss: 0.866, test_loss: 0.853, acc: 0.691, test_acc: 0.705
Epoch 94, step 350, loss: 0.873, test_loss: 0.861, acc: 0.689, test_acc: 0.710
Epoch 94, step 400, loss: 0.877, test_loss: 0.861, acc: 0.687, test_acc: 0.703
Epoch 94, step 450, loss: 0.873, test_loss: 0.859, acc: 0.689, test_acc: 0.706
Epoch 94, step 500, loss: 0.874, test_loss: 0.844, acc: 0.689, test_acc: 0.713
Epoch 94, step 550, loss: 0.873, test_loss: 0.866, acc: 0.689, test_acc: 0.705
Epoch 94, step 600, loss: 0.873, test_loss: 0.854, acc: 0.690, test_acc: 0.708
Epoch 94, step 650, loss: 0.872, test_loss: 0.849, acc: 0.691, test_acc: 0.707
Epoch 94, step 700, loss: 0.871, test_loss: 0.858, acc: 0.691, test_acc: 0.708
Epoch 94, step 750, loss: 0.873, test_loss: 0.887, acc: 0.691, test_acc: 0.700
Epoch 95, step 50, loss: 0.889, test_loss: 0.856, acc: 0.677, test_acc: 0.706
Epoch 95, step 100, loss: 0.864, test_loss: 0.886, acc: 0.693, test_acc: 0.705
Epoch 95, step 150, loss: 0.859, test_loss: 0.870, acc: 0.694, test_acc: 0.701
Epoch 95, step 200, loss: 0.859, test_loss: 0.882, acc: 0.694, test_acc: 0.702
Epoch 95, step 250, loss: 0.856, test_loss: 0.871, acc: 0.696, test_acc: 0.702
Epoch 95, step 300, loss: 0.862, test_loss: 0.847, acc: 0.694, test_acc: 0.711
Epoch 95, step 350, loss: 0.864, test_loss: 0.876, acc: 0.694, test_acc: 0.701
Epoch 95, step 400, loss: 0.865, test_loss: 0.888, acc: 0.694, test_acc: 0.700
Epoch 95, step 450, loss: 0.863, test_loss: 0.880, acc: 0.695, test_acc: 0.709
Epoch 95, step 500, loss: 0.865, test_loss: 0.872, acc: 0.694, test_acc: 0.715
Epoch 95, step 550, loss: 0.868, test_loss: 0.855, acc: 0.694, test_acc: 0.711
Epoch 95, step 600, loss: 0.864, test_loss: 0.870, acc: 0.695, test_acc: 0.707
Epoch 95, step 650, loss: 0.862, test_loss: 0.854, acc: 0.696, test_acc: 0.707
Epoch 95, step 700, loss: 0.862, test_loss: 0.849, acc: 0.696, test_acc: 0.708
Epoch 95, step 750, loss: 0.862, test_loss: 0.862, acc: 0.696, test_acc: 0.704
Epoch 96, step 50, loss: 0.841, test_loss: 0.864, acc: 0.713, test_acc: 0.704
Epoch 96, step 100, loss: 0.835, test_loss: 0.852, acc: 0.707, test_acc: 0.711
Epoch 96, step 150, loss: 0.847, test_loss: 0.888, acc: 0.700, test_acc: 0.699
Epoch 96, step 200, loss: 0.849, test_loss: 0.860, acc: 0.698, test_acc: 0.710
Epoch 96, step 250, loss: 0.849, test_loss: 0.873, acc: 0.698, test_acc: 0.710
Epoch 96, step 300, loss: 0.853, test_loss: 0.853, acc: 0.697, test_acc: 0.712
Epoch 96, step 350, loss: 0.854, test_loss: 0.873, acc: 0.699, test_acc: 0.703
Epoch 96, step 400, loss: 0.852, test_loss: 0.852, acc: 0.699, test_acc: 0.709
Epoch 96, step 450, loss: 0.852, test_loss: 0.870, acc: 0.698, test_acc: 0.705
Epoch 96, step 500, loss: 0.851, test_loss: 0.874, acc: 0.699, test_acc: 0.705
Epoch 96, step 550, loss: 0.852, test_loss: 0.862, acc: 0.699, test_acc: 0.705
Epoch 96, step 600, loss: 0.854, test_loss: 0.860, acc: 0.698, test_acc: 0.707
Epoch 96, step 650, loss: 0.858, test_loss: 0.862, acc: 0.697, test_acc: 0.702
Epoch 96, step 700, loss: 0.858, test_loss: 0.878, acc: 0.698, test_acc: 0.701
Epoch 96, step 750, loss: 0.860, test_loss: 0.850, acc: 0.697, test_acc: 0.710
Epoch 97, step 50, loss: 0.829, test_loss: 0.869, acc: 0.707, test_acc: 0.707
Epoch 97, step 100, loss: 0.820, test_loss: 0.872, acc: 0.710, test_acc: 0.709
Epoch 97, step 150, loss: 0.841, test_loss: 0.859, acc: 0.703, test_acc: 0.708
Epoch 97, step 200, loss: 0.838, test_loss: 0.847, acc: 0.705, test_acc: 0.713
Epoch 97, step 250, loss: 0.844, test_loss: 0.877, acc: 0.703, test_acc: 0.706
Epoch 97, step 300, loss: 0.852, test_loss: 0.892, acc: 0.700, test_acc: 0.697
Epoch 97, step 350, loss: 0.851, test_loss: 0.857, acc: 0.700, test_acc: 0.705
Epoch 97, step 400, loss: 0.849, test_loss: 0.870, acc: 0.701, test_acc: 0.706
Epoch 97, step 450, loss: 0.847, test_loss: 0.876, acc: 0.701, test_acc: 0.703
Epoch 97, step 500, loss: 0.847, test_loss: 0.861, acc: 0.702, test_acc: 0.700
Epoch 97, step 550, loss: 0.849, test_loss: 0.861, acc: 0.700, test_acc: 0.706
Epoch 97, step 600, loss: 0.851, test_loss: 0.857, acc: 0.700, test_acc: 0.703
Epoch 97, step 650, loss: 0.851, test_loss: 0.845, acc: 0.700, test_acc: 0.708
Epoch 97, step 700, loss: 0.853, test_loss: 0.877, acc: 0.699, test_acc: 0.705
Epoch 97, step 750, loss: 0.854, test_loss: 0.846, acc: 0.700, test_acc: 0.712
Epoch 98, step 50, loss: 0.846, test_loss: 0.836, acc: 0.699, test_acc: 0.713
Epoch 98, step 100, loss: 0.841, test_loss: 0.857, acc: 0.696, test_acc: 0.709
Epoch 98, step 150, loss: 0.853, test_loss: 0.862, acc: 0.697, test_acc: 0.707
Epoch 98, step 200, loss: 0.857, test_loss: 0.853, acc: 0.697, test_acc: 0.708
Epoch 98, step 250, loss: 0.864, test_loss: 0.841, acc: 0.695, test_acc: 0.714
Epoch 98, step 300, loss: 0.858, test_loss: 0.868, acc: 0.697, test_acc: 0.706
Epoch 98, step 350, loss: 0.857, test_loss: 0.863, acc: 0.697, test_acc: 0.712
Epoch 98, step 400, loss: 0.858, test_loss: 0.844, acc: 0.697, test_acc: 0.714
Epoch 98, step 450, loss: 0.859, test_loss: 0.846, acc: 0.698, test_acc: 0.712
Epoch 98, step 500, loss: 0.860, test_loss: 0.851, acc: 0.697, test_acc: 0.711
Epoch 98, step 550, loss: 0.858, test_loss: 0.861, acc: 0.697, test_acc: 0.716
Epoch 98, step 600, loss: 0.859, test_loss: 0.866, acc: 0.697, test_acc: 0.705
Epoch 98, step 650, loss: 0.857, test_loss: 0.854, acc: 0.697, test_acc: 0.707
Epoch 98, step 700, loss: 0.856, test_loss: 0.865, acc: 0.698, test_acc: 0.707
Epoch 98, step 750, loss: 0.856, test_loss: 0.871, acc: 0.698, test_acc: 0.702
Epoch 99, step 50, loss: 0.832, test_loss: 0.848, acc: 0.705, test_acc: 0.715
Epoch 99, step 100, loss: 0.841, test_loss: 0.856, acc: 0.697, test_acc: 0.706
Epoch 99, step 150, loss: 0.837, test_loss: 0.845, acc: 0.701, test_acc: 0.714
Epoch 99, step 200, loss: 0.839, test_loss: 0.835, acc: 0.701, test_acc: 0.715
Epoch 99, step 250, loss: 0.833, test_loss: 0.860, acc: 0.703, test_acc: 0.710
Epoch 99, step 300, loss: 0.835, test_loss: 0.880, acc: 0.703, test_acc: 0.707
Epoch 99, step 350, loss: 0.832, test_loss: 0.863, acc: 0.705, test_acc: 0.708
Epoch 99, step 400, loss: 0.834, test_loss: 0.837, acc: 0.703, test_acc: 0.717
Epoch 99, step 450, loss: 0.838, test_loss: 0.848, acc: 0.702, test_acc: 0.710
Epoch 99, step 500, loss: 0.837, test_loss: 0.849, acc: 0.702, test_acc: 0.712
Epoch 99, step 550, loss: 0.840, test_loss: 0.871, acc: 0.701, test_acc: 0.701
Epoch 99, step 600, loss: 0.843, test_loss: 0.844, acc: 0.700, test_acc: 0.712
Epoch 99, step 650, loss: 0.846, test_loss: 0.843, acc: 0.698, test_acc: 0.712
Epoch 99, step 700, loss: 0.845, test_loss: 0.847, acc: 0.698, test_acc: 0.719
Epoch 99, step 750, loss: 0.848, test_loss: 0.860, acc: 0.698, test_acc: 0.708
Epoch 100, step 50, loss: 0.865, test_loss: 0.841, acc: 0.693, test_acc: 0.712
Epoch 100, step 100, loss: 0.848, test_loss: 0.829, acc: 0.696, test_acc: 0.721
Epoch 100, step 150, loss: 0.837, test_loss: 0.880, acc: 0.699, test_acc: 0.702
Epoch 100, step 200, loss: 0.836, test_loss: 0.858, acc: 0.702, test_acc: 0.712
Epoch 100, step 250, loss: 0.835, test_loss: 0.859, acc: 0.704, test_acc: 0.715
Epoch 100, step 300, loss: 0.833, test_loss: 0.871, acc: 0.706, test_acc: 0.706
Epoch 100, step 350, loss: 0.835, test_loss: 0.827, acc: 0.706, test_acc: 0.714
Epoch 100, step 400, loss: 0.832, test_loss: 0.859, acc: 0.707, test_acc: 0.708
Epoch 100, step 450, loss: 0.833, test_loss: 0.828, acc: 0.706, test_acc: 0.715
Epoch 100, step 500, loss: 0.836, test_loss: 0.840, acc: 0.705, test_acc: 0.717
Epoch 100, step 550, loss: 0.838, test_loss: 0.846, acc: 0.704, test_acc: 0.709
Epoch 100, step 600, loss: 0.840, test_loss: 0.841, acc: 0.704, test_acc: 0.713
Epoch 100, step 650, loss: 0.844, test_loss: 0.839, acc: 0.702, test_acc: 0.718
Epoch 100, step 700, loss: 0.840, test_loss: 0.865, acc: 0.703, test_acc: 0.711
Epoch 100, step 750, loss: 0.842, test_loss: 0.867, acc: 0.702, test_acc: 0.704
