train_logging.txt

Epoch 16/9999, Iters: 000100, loss: 43.3545, train_accuracy: 0.0000, time: 18.49 s/iter, learning rate: 0.001
Epoch 33/9999, Iters: 000200, loss: 37.1862, train_accuracy: 0.0000, time: 0.03 s/iter, learning rate: 0.001
Epoch 49/9999, Iters: 000300, loss: 30.6709, train_accuracy: 0.0000, time: 0.03 s/iter, learning rate: 0.001
Epoch 66/9999, Iters: 000400, loss: 24.1040, train_accuracy: 0.0000, time: 5.67 s/iter, learning rate: 0.001
Epoch 83/9999, Iters: 000500, loss: 22.1986, train_accuracy: 0.0000, time: 0.02 s/iter, learning rate: 0.001
Epoch 99/9999, Iters: 000600, loss: 18.5717, train_accuracy: 0.0000, time: 0.03 s/iter, learning rate: 0.001
Epoch 116/9999, Iters: 000700, loss: 14.6479, train_accuracy: 0.0000, time: 0.04 s/iter, learning rate: 0.001
Epoch 133/9999, Iters: 000800, loss: 13.6404, train_accuracy: 0.0000, time: 0.04 s/iter, learning rate: 0.001
Epoch 149/9999, Iters: 000900, loss: 11.2908, train_accuracy: 0.0000, time: 0.02 s/iter, learning rate: 0.001
Epoch 166/9999, Iters: 001000, loss: 9.0478, train_accuracy: 0.0000, time: 0.02 s/iter, learning rate: 0.001
Epoch 16/9999, Iters: 000100, loss: 44.7763, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 33/9999, Iters: 000200, loss: 36.8719, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 49/9999, Iters: 000300, loss: 28.8716, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 66/9999, Iters: 000400, loss: 27.4850, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 83/9999, Iters: 000500, loss: 21.4607, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 99/9999, Iters: 000600, loss: 16.7137, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 116/9999, Iters: 000700, loss: 16.4784, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 133/9999, Iters: 000800, loss: 13.8403, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 16/9999, Iters: 000100, loss: 44.6716, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 33/9999, Iters: 000200, loss: 36.1366, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 49/9999, Iters: 000300, loss: 32.9071, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 66/9999, Iters: 000400, loss: 29.7008, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 83/9999, Iters: 000500, loss: 22.4179, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 16/9999, Iters: 000100, loss: 43.4859, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 33/9999, Iters: 000200, loss: 35.0806, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 49/9999, Iters: 000300, loss: 30.9695, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 66/9999, Iters: 000400, loss: 26.1545, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 83/9999, Iters: 000500, loss: 20.1468, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 99/9999, Iters: 000600, loss: 18.2357, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 116/9999, Iters: 000700, loss: 14.9528, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 133/9999, Iters: 000800, loss: 11.2154, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 149/9999, Iters: 000900, loss: 10.4936, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 166/9999, Iters: 001000, loss: 8.7959, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 183/9999, Iters: 001100, loss: 6.7933, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 199/9999, Iters: 001200, loss: 6.5359, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 16/9999, Iters: 000100, loss: 44.6346, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 33/9999, Iters: 000200, loss: 37.4350, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 49/9999, Iters: 000300, loss: 30.5720, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 66/9999, Iters: 000400, loss: 28.5723, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 83/9999, Iters: 000500, loss: 22.9694, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 99/9999, Iters: 000600, loss: 19.3617, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 116/9999, Iters: 000700, loss: 17.2541, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 133/9999, Iters: 000800, loss: 15.6841, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 149/9999, Iters: 000900, loss: 12.6622, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 166/9999, Iters: 001000, loss: 11.8351, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 183/9999, Iters: 001100, loss: 10.3143, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 199/9999, Iters: 001200, loss: 8.3839, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 216/9999, Iters: 001300, loss: 8.0620, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 233/9999, Iters: 001400, loss: 7.7914, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 16/9999, Iters: 000100, loss: 43.5479, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 33/9999, Iters: 000200, loss: 37.0894, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 49/9999, Iters: 000300, loss: 31.9119, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 16/9999, Iters: 000100, loss: 43.6126, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 33/9999, Iters: 000200, loss: 34.5355, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 49/9999, Iters: 000300, loss: 30.8223, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 66/9999, Iters: 000400, loss: 25.6196, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 83/9999, Iters: 000500, loss: 19.2250, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 99/9999, Iters: 000600, loss: 17.8249, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 116/9999, Iters: 000700, loss: 14.5071, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 133/9999, Iters: 000800, loss: 12.0342, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 149/9999, Iters: 000900, loss: 10.7541, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 166/9999, Iters: 001000, loss: 9.2108, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 183/9999, Iters: 001100, loss: 6.7451, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 199/9999, Iters: 001200, loss: 6.9678, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 216/9999, Iters: 001300, loss: 5.7552, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 233/9999, Iters: 001400, loss: 4.4360, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 16/9999, Iters: 000100, loss: 67.5524, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 33/9999, Iters: 000200, loss: 59.7416, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 49/9999, Iters: 000300, loss: 53.2042, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 66/9999, Iters: 000400, loss: 46.1333, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 83/9999, Iters: 000500, loss: 41.2963, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 99/9999, Iters: 000600, loss: 34.9790, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 116/9999, Iters: 000700, loss: 30.4437, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 133/9999, Iters: 000800, loss: 28.2863, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 149/9999, Iters: 000900, loss: 23.7209, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 166/9999, Iters: 001000, loss: 21.3286, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 183/9999, Iters: 001100, loss: 19.0016, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 199/9999, Iters: 001200, loss: 16.3124, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 216/9999, Iters: 001300, loss: 15.3390, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 233/9999, Iters: 001400, loss: 14.3455, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 249/9999, Iters: 001500, loss: 11.4652, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 266/9999, Iters: 001600, loss: 10.9933, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 283/9999, Iters: 001700, loss: 9.2446, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 299/9999, Iters: 001800, loss: 8.9851, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 316/9999, Iters: 001900, loss: 8.1543, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 333/9999, Iters: 002000, loss: 8.2848, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 349/9999, Iters: 002100, loss: 7.5554, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 366/9999, Iters: 002200, loss: 7.1559, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 383/9999, Iters: 002300, loss: 5.1971, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 399/9999, Iters: 002400, loss: 6.0921, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 416/9999, Iters: 002500, loss: 5.5339, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 433/9999, Iters: 002600, loss: 5.7924, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 449/9999, Iters: 002700, loss: 5.2059, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 466/9999, Iters: 002800, loss: 4.9256, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 483/9999, Iters: 002900, loss: 3.0890, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 499/9999, Iters: 003000, loss: 3.8958, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 516/9999, Iters: 003100, loss: 3.1343, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 533/9999, Iters: 003200, loss: 2.8253, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 16/9999, Iters: 000100, loss: 5.3316, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 33/9999, Iters: 000200, loss: 3.5244, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 49/9999, Iters: 000300, loss: 2.4451, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 66/9999, Iters: 000400, loss: 1.9380, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 83/9999, Iters: 000500, loss: 1.4315, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 99/9999, Iters: 000600, loss: 1.1256, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 116/9999, Iters: 000700, loss: 0.9330, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 133/9999, Iters: 000800, loss: 0.7377, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 149/9999, Iters: 000900, loss: 0.6392, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 166/9999, Iters: 001000, loss: 0.5591, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 183/9999, Iters: 001100, loss: 0.4434, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 16/9999, Iters: 000100, loss: 5.6799, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 33/9999, Iters: 000200, loss: 3.9554, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 49/9999, Iters: 000300, loss: 2.4032, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 66/9999, Iters: 000400, loss: 1.8953, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 83/9999, Iters: 000500, loss: 1.7467, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 99/9999, Iters: 000600, loss: 1.1124, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 16/9999, Iters: 000100, loss: 5.7745, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 33/9999, Iters: 000200, loss: 3.7803, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 49/9999, Iters: 000300, loss: 2.5823, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 66/9999, Iters: 000400, loss: 2.0287, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 83/9999, Iters: 000500, loss: 1.5623, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.001
Epoch 99/9999, Iters: 000600, loss: 1.0684, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 116/9999, Iters: 000700, loss: 1.0608, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.001
Epoch 16/9999, Iters: 000100, loss: 6.1032, train_accuracy: 0.0078, time: 0.01 s/iter, learning rate: 0.001
Epoch 33/9999, Iters: 000200, loss: 3.8187, train_accuracy: 0.1172, time: 0.00 s/iter, learning rate: 0.001
Epoch 49/9999, Iters: 000300, loss: 2.6647, train_accuracy: 0.2232, time: 0.01 s/iter, learning rate: 0.001
Epoch 66/9999, Iters: 000400, loss: 1.9270, train_accuracy: 0.3281, time: 0.01 s/iter, learning rate: 0.001
Epoch 83/9999, Iters: 000500, loss: 1.4194, train_accuracy: 0.3594, time: 0.00 s/iter, learning rate: 0.001
Epoch 99/9999, Iters: 000600, loss: 1.0942, train_accuracy: 0.3393, time: 0.01 s/iter, learning rate: 0.001
Epoch 116/9999, Iters: 000700, loss: 0.9315, train_accuracy: 0.4688, time: 0.01 s/iter, learning rate: 0.001
Epoch 133/9999, Iters: 000800, loss: 0.7460, train_accuracy: 0.3984, time: 0.00 s/iter, learning rate: 0.001
Epoch 149/9999, Iters: 000900, loss: 0.6244, train_accuracy: 0.3929, time: 0.01 s/iter, learning rate: 0.001
Epoch 166/9999, Iters: 001000, loss: 0.5488, train_accuracy: 0.4922, time: 0.01 s/iter, learning rate: 0.001
Epoch 183/9999, Iters: 001100, loss: 0.4681, train_accuracy: 0.4219, time: 0.00 s/iter, learning rate: 0.001
Epoch 199/9999, Iters: 001200, loss: 0.3954, train_accuracy: 0.4286, time: 0.01 s/iter, learning rate: 0.001
Epoch 216/9999, Iters: 001300, loss: 0.3737, train_accuracy: 0.4688, time: 0.01 s/iter, learning rate: 0.001
Epoch 233/9999, Iters: 001400, loss: 0.3104, train_accuracy: 0.4062, time: 0.00 s/iter, learning rate: 0.001
Epoch 249/9999, Iters: 001500, loss: 0.2680, train_accuracy: 0.4464, time: 0.01 s/iter, learning rate: 0.001
Epoch 266/9999, Iters: 001600, loss: 0.2334, train_accuracy: 0.5000, time: 0.01 s/iter, learning rate: 0.001
Epoch 283/9999, Iters: 001700, loss: 0.2123, train_accuracy: 0.4297, time: 0.00 s/iter, learning rate: 0.001
Epoch 299/9999, Iters: 001800, loss: 0.1914, train_accuracy: 0.4554, time: 0.01 s/iter, learning rate: 0.001
Epoch 316/9999, Iters: 001900, loss: 0.1754, train_accuracy: 0.4766, time: 0.01 s/iter, learning rate: 0.001
Epoch 333/9999, Iters: 002000, loss: 0.1739, train_accuracy: 0.4062, time: 0.00 s/iter, learning rate: 0.001
Epoch 349/9999, Iters: 002100, loss: 0.1438, train_accuracy: 0.4732, time: 0.01 s/iter, learning rate: 0.001
Epoch 366/9999, Iters: 002200, loss: 0.1416, train_accuracy: 0.4922, time: 0.01 s/iter, learning rate: 0.001
Epoch 383/9999, Iters: 002300, loss: 0.1153, train_accuracy: 0.4375, time: 0.00 s/iter, learning rate: 0.001
Epoch 399/9999, Iters: 002400, loss: 0.1144, train_accuracy: 0.4821, time: 0.01 s/iter, learning rate: 0.001
Epoch 416/9999, Iters: 002500, loss: 0.1075, train_accuracy: 0.5156, time: 0.01 s/iter, learning rate: 0.001
Epoch 433/9999, Iters: 002600, loss: 0.0929, train_accuracy: 0.4609, time: 0.00 s/iter, learning rate: 0.001
Epoch 449/9999, Iters: 002700, loss: 0.0890, train_accuracy: 0.5268, time: 0.01 s/iter, learning rate: 0.001
Epoch 466/9999, Iters: 002800, loss: 0.0742, train_accuracy: 0.5156, time: 0.01 s/iter, learning rate: 0.001
Epoch 483/9999, Iters: 002900, loss: 0.0748, train_accuracy: 0.4609, time: 0.00 s/iter, learning rate: 0.001
Epoch 499/9999, Iters: 003000, loss: 0.0691, train_accuracy: 0.4643, time: 0.01 s/iter, learning rate: 0.001
Epoch 516/9999, Iters: 003100, loss: 0.0626, train_accuracy: 0.5156, time: 0.01 s/iter, learning rate: 0.001
Epoch 533/9999, Iters: 003200, loss: 0.0617, train_accuracy: 0.4766, time: 0.00 s/iter, learning rate: 0.001
Epoch 549/9999, Iters: 003300, loss: 0.0673, train_accuracy: 0.4911, time: 0.01 s/iter, learning rate: 0.001
Epoch 566/9999, Iters: 003400, loss: 0.0548, train_accuracy: 0.5391, time: 0.01 s/iter, learning rate: 0.001
Epoch 583/9999, Iters: 003500, loss: 0.0538, train_accuracy: 0.4453, time: 0.00 s/iter, learning rate: 0.001
Epoch 599/9999, Iters: 003600, loss: 0.0479, train_accuracy: 0.5000, time: 0.01 s/iter, learning rate: 0.001
Epoch 616/9999, Iters: 003700, loss: 0.0540, train_accuracy: 0.4766, time: 0.01 s/iter, learning rate: 0.001
Epoch 633/9999, Iters: 003800, loss: 0.0454, train_accuracy: 0.4453, time: 0.00 s/iter, learning rate: 0.001
Epoch 649/9999, Iters: 003900, loss: 0.0337, train_accuracy: 0.4911, time: 0.01 s/iter, learning rate: 0.001
Epoch 666/9999, Iters: 004000, loss: 0.0379, train_accuracy: 0.5312, time: 0.01 s/iter, learning rate: 0.001
Epoch 683/9999, Iters: 004100, loss: 0.0448, train_accuracy: 0.4688, time: 0.00 s/iter, learning rate: 0.001
Epoch 699/9999, Iters: 004200, loss: 0.0417, train_accuracy: 0.4911, time: 0.01 s/iter, learning rate: 0.001
Epoch 716/9999, Iters: 004300, loss: 0.0339, train_accuracy: 0.5156, time: 0.01 s/iter, learning rate: 0.001
Epoch 733/9999, Iters: 004400, loss: 0.0328, train_accuracy: 0.4688, time: 0.00 s/iter, learning rate: 0.001
Epoch 749/9999, Iters: 004500, loss: 0.0405, train_accuracy: 0.4732, time: 0.01 s/iter, learning rate: 0.001
Epoch 766/9999, Iters: 004600, loss: 0.0323, train_accuracy: 0.5469, time: 0.01 s/iter, learning rate: 0.001
Epoch 783/9999, Iters: 004700, loss: 0.0326, train_accuracy: 0.4531, time: 0.00 s/iter, learning rate: 0.001
Epoch 799/9999, Iters: 004800, loss: 0.0295, train_accuracy: 0.5000, time: 0.01 s/iter, learning rate: 0.001
Epoch 816/9999, Iters: 004900, loss: 0.0299, train_accuracy: 0.5156, time: 0.01 s/iter, learning rate: 0.001
Epoch 833/9999, Iters: 005000, loss: 0.0282, train_accuracy: 0.4531, time: 0.00 s/iter, learning rate: 0.001
Epoch 849/9999, Iters: 005100, loss: 0.0351, train_accuracy: 0.4732, time: 0.01 s/iter, learning rate: 0.001
Epoch 866/9999, Iters: 005200, loss: 0.1003, train_accuracy: 0.4453, time: 0.01 s/iter, learning rate: 0.001
Epoch 883/9999, Iters: 005300, loss: 0.0286, train_accuracy: 0.4141, time: 0.00 s/iter, learning rate: 0.001
Epoch 899/9999, Iters: 005400, loss: 0.0219, train_accuracy: 0.4821, time: 0.01 s/iter, learning rate: 0.001
Epoch 916/9999, Iters: 005500, loss: 0.0162, train_accuracy: 0.4844, time: 0.01 s/iter, learning rate: 0.001
Epoch 933/9999, Iters: 005600, loss: 0.0296, train_accuracy: 0.4141, time: 0.00 s/iter, learning rate: 0.001
Epoch 949/9999, Iters: 005700, loss: 0.0423, train_accuracy: 0.4375, time: 0.01 s/iter, learning rate: 0.001
Epoch 966/9999, Iters: 005800, loss: 0.0236, train_accuracy: 0.5000, time: 0.01 s/iter, learning rate: 0.001
Epoch 983/9999, Iters: 005900, loss: 0.0126, train_accuracy: 0.4219, time: 0.00 s/iter, learning rate: 0.001
Epoch 999/9999, Iters: 006000, loss: 0.0113, train_accuracy: 0.4375, time: 0.01 s/iter, learning rate: 0.001
Epoch 1016/9999, Iters: 006100, loss: 0.0104, train_accuracy: 0.5000, time: 0.01 s/iter, learning rate: 0.001
Epoch 1033/9999, Iters: 006200, loss: 0.0152, train_accuracy: 0.4297, time: 0.00 s/iter, learning rate: 0.001
Epoch 1049/9999, Iters: 006300, loss: 0.0177, train_accuracy: 0.4375, time: 0.01 s/iter, learning rate: 0.001
Epoch 1066/9999, Iters: 006400, loss: 0.0422, train_accuracy: 0.4375, time: 0.01 s/iter, learning rate: 0.001
Epoch 1083/9999, Iters: 006500, loss: 0.0133, train_accuracy: 0.4375, time: 0.00 s/iter, learning rate: 0.001
Epoch 1099/9999, Iters: 006600, loss: 0.0127, train_accuracy: 0.4464, time: 0.01 s/iter, learning rate: 0.001
Epoch 1116/9999, Iters: 006700, loss: 0.0098, train_accuracy: 0.4766, time: 0.01 s/iter, learning rate: 0.001
Epoch 1133/9999, Iters: 006800, loss: 0.0104, train_accuracy: 0.4297, time: 0.00 s/iter, learning rate: 0.001
Epoch 1149/9999, Iters: 006900, loss: 0.0078, train_accuracy: 0.4286, time: 0.01 s/iter, learning rate: 0.001
Epoch 1166/9999, Iters: 007000, loss: 0.0090, train_accuracy: 0.5000, time: 0.01 s/iter, learning rate: 0.001
Epoch 1183/9999, Iters: 007100, loss: 0.0070, train_accuracy: 0.4609, time: 0.00 s/iter, learning rate: 0.001
Epoch 1199/9999, Iters: 007200, loss: 0.1363, train_accuracy: 0.3393, time: 0.01 s/iter, learning rate: 0.001
Epoch 1216/9999, Iters: 007300, loss: 0.0176, train_accuracy: 0.4766, time: 0.01 s/iter, learning rate: 0.001
Epoch 1233/9999, Iters: 007400, loss: 0.0092, train_accuracy: 0.3828, time: 0.00 s/iter, learning rate: 0.001
Epoch 1249/9999, Iters: 007500, loss: 0.0076, train_accuracy: 0.4464, time: 0.01 s/iter, learning rate: 0.001
Epoch 1266/9999, Iters: 007600, loss: 0.0087, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.001
Epoch 1283/9999, Iters: 007700, loss: 0.0082, train_accuracy: 0.3906, time: 0.00 s/iter, learning rate: 0.001
Epoch 1299/9999, Iters: 007800, loss: 0.0167, train_accuracy: 0.4018, time: 0.01 s/iter, learning rate: 0.001
Epoch 1316/9999, Iters: 007900, loss: 0.0135, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.001
Epoch 1333/9999, Iters: 008000, loss: 0.0060, train_accuracy: 0.3516, time: 0.00 s/iter, learning rate: 0.001
Epoch 1349/9999, Iters: 008100, loss: 0.0105, train_accuracy: 0.4018, time: 0.01 s/iter, learning rate: 0.001
Epoch 1366/9999, Iters: 008200, loss: 0.0154, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.001
Epoch 1383/9999, Iters: 008300, loss: 0.0054, train_accuracy: 0.4219, time: 0.00 s/iter, learning rate: 0.001
Epoch 1399/9999, Iters: 008400, loss: 0.0053, train_accuracy: 0.3929, time: 0.01 s/iter, learning rate: 0.001
Epoch 1416/9999, Iters: 008500, loss: 0.0049, train_accuracy: 0.4219, time: 0.01 s/iter, learning rate: 0.001
Epoch 1433/9999, Iters: 008600, loss: 0.0089, train_accuracy: 0.3828, time: 0.00 s/iter, learning rate: 0.001
Epoch 1449/9999, Iters: 008700, loss: 0.0606, train_accuracy: 0.2946, time: 0.01 s/iter, learning rate: 0.001
Epoch 1466/9999, Iters: 008800, loss: 0.0082, train_accuracy: 0.3672, time: 0.01 s/iter, learning rate: 0.001
Epoch 1483/9999, Iters: 008900, loss: 0.0071, train_accuracy: 0.3594, time: 0.00 s/iter, learning rate: 0.001
Epoch 1499/9999, Iters: 009000, loss: 0.0051, train_accuracy: 0.4107, time: 0.01 s/iter, learning rate: 0.001
Epoch 1516/9999, Iters: 009100, loss: 0.0046, train_accuracy: 0.4688, time: 0.01 s/iter, learning rate: 0.001
Epoch 1533/9999, Iters: 009200, loss: 0.0036, train_accuracy: 0.3438, time: 0.00 s/iter, learning rate: 0.001
Epoch 1549/9999, Iters: 009300, loss: 0.0043, train_accuracy: 0.3929, time: 0.01 s/iter, learning rate: 0.001
Epoch 1566/9999, Iters: 009400, loss: 0.0031, train_accuracy: 0.4297, time: 0.01 s/iter, learning rate: 0.001
Epoch 1583/9999, Iters: 009500, loss: 0.0073, train_accuracy: 0.3125, time: 0.00 s/iter, learning rate: 0.001
Epoch 1599/9999, Iters: 009600, loss: 0.0085, train_accuracy: 0.3214, time: 0.01 s/iter, learning rate: 0.001
Epoch 1616/9999, Iters: 009700, loss: 0.0122, train_accuracy: 0.3828, time: 0.01 s/iter, learning rate: 0.001
Epoch 1633/9999, Iters: 009800, loss: 0.0400, train_accuracy: 0.2578, time: 0.00 s/iter, learning rate: 0.001
Epoch 1649/9999, Iters: 009900, loss: 0.0226, train_accuracy: 0.2500, time: 0.01 s/iter, learning rate: 0.001
Epoch 1666/9999, Iters: 010000, loss: 0.0057, train_accuracy: 0.3594, time: 0.01 s/iter, learning rate: 0.001
Epoch 1683/9999, Iters: 010100, loss: 0.0035, train_accuracy: 0.2969, time: 0.00 s/iter, learning rate: 0.001
Epoch 1699/9999, Iters: 010200, loss: 0.0025, train_accuracy: 0.3036, time: 0.01 s/iter, learning rate: 0.001
Epoch 1716/9999, Iters: 010300, loss: 0.0022, train_accuracy: 0.3828, time: 0.01 s/iter, learning rate: 0.001
Epoch 1733/9999, Iters: 010400, loss: 0.0040, train_accuracy: 0.3203, time: 0.00 s/iter, learning rate: 0.001
Epoch 1749/9999, Iters: 010500, loss: 0.0024, train_accuracy: 0.3393, time: 0.01 s/iter, learning rate: 0.001
Epoch 1766/9999, Iters: 010600, loss: 0.0021, train_accuracy: 0.3906, time: 0.01 s/iter, learning rate: 0.001
Epoch 1783/9999, Iters: 010700, loss: 0.0032, train_accuracy: 0.3125, time: 0.00 s/iter, learning rate: 0.001
Epoch 1799/9999, Iters: 010800, loss: 0.0025, train_accuracy: 0.2857, time: 0.01 s/iter, learning rate: 0.001
Epoch 1816/9999, Iters: 010900, loss: 0.0032, train_accuracy: 0.3672, time: 0.01 s/iter, learning rate: 0.001
Epoch 1833/9999, Iters: 011000, loss: 0.0019, train_accuracy: 0.3594, time: 0.00 s/iter, learning rate: 0.001
Epoch 1849/9999, Iters: 011100, loss: 0.0134, train_accuracy: 0.3661, time: 0.01 s/iter, learning rate: 0.001
Epoch 1866/9999, Iters: 011200, loss: 0.0160, train_accuracy: 0.1562, time: 0.01 s/iter, learning rate: 0.001
Epoch 1883/9999, Iters: 011300, loss: 0.0042, train_accuracy: 0.2109, time: 0.00 s/iter, learning rate: 0.001
Epoch 1899/9999, Iters: 011400, loss: 0.0036, train_accuracy: 0.2857, time: 0.01 s/iter, learning rate: 0.001
Epoch 1916/9999, Iters: 011500, loss: 0.0039, train_accuracy: 0.2109, time: 0.01 s/iter, learning rate: 0.001
Epoch 1933/9999, Iters: 011600, loss: 0.0022, train_accuracy: 0.2344, time: 0.00 s/iter, learning rate: 0.001
Epoch 1949/9999, Iters: 011700, loss: 0.0022, train_accuracy: 0.2500, time: 0.01 s/iter, learning rate: 0.001
Epoch 1966/9999, Iters: 011800, loss: 0.0022, train_accuracy: 0.2500, time: 0.01 s/iter, learning rate: 0.001
Epoch 1983/9999, Iters: 011900, loss: 0.0053, train_accuracy: 0.1875, time: 0.00 s/iter, learning rate: 0.001
Epoch 1999/9999, Iters: 012000, loss: 0.0328, train_accuracy: 0.2321, time: 0.01 s/iter, learning rate: 0.001
Epoch 2016/9999, Iters: 012100, loss: 0.0035, train_accuracy: 0.2188, time: 0.01 s/iter, learning rate: 0.001
Epoch 2033/9999, Iters: 012200, loss: 0.0017, train_accuracy: 0.1875, time: 0.00 s/iter, learning rate: 0.001
Epoch 2049/9999, Iters: 012300, loss: 0.0028, train_accuracy: 0.2143, time: 0.01 s/iter, learning rate: 0.001
Epoch 2066/9999, Iters: 012400, loss: 0.0018, train_accuracy: 0.2266, time: 0.01 s/iter, learning rate: 0.001
Epoch 2083/9999, Iters: 012500, loss: 0.0013, train_accuracy: 0.2578, time: 0.00 s/iter, learning rate: 0.001
Epoch 2099/9999, Iters: 012600, loss: 0.0017, train_accuracy: 0.2589, time: 0.01 s/iter, learning rate: 0.001
Epoch 2116/9999, Iters: 012700, loss: 0.0023, train_accuracy: 0.1797, time: 0.01 s/iter, learning rate: 0.001
Epoch 2133/9999, Iters: 012800, loss: 0.0017, train_accuracy: 0.1953, time: 0.00 s/iter, learning rate: 0.001
Epoch 2149/9999, Iters: 012900, loss: 0.0020, train_accuracy: 0.2321, time: 0.01 s/iter, learning rate: 0.001
Epoch 2166/9999, Iters: 013000, loss: 0.0013, train_accuracy: 0.2109, time: 0.01 s/iter, learning rate: 0.001
Epoch 16/1999, Iters: 000100, loss: 8.5614, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.0001
Epoch 33/1999, Iters: 000200, loss: 7.3138, train_accuracy: 0.0078, time: 0.00 s/iter, learning rate: 0.0001
Epoch 49/1999, Iters: 000300, loss: 6.5297, train_accuracy: 0.0179, time: 0.01 s/iter, learning rate: 0.0001
Epoch 66/1999, Iters: 000400, loss: 5.8036, train_accuracy: 0.0156, time: 0.01 s/iter, learning rate: 0.0001
Epoch 83/1999, Iters: 000500, loss: 5.3625, train_accuracy: 0.0703, time: 0.00 s/iter, learning rate: 0.0001
Epoch 99/1999, Iters: 000600, loss: 5.1286, train_accuracy: 0.0625, time: 0.01 s/iter, learning rate: 0.0001
Epoch 116/1999, Iters: 000700, loss: 4.6927, train_accuracy: 0.1016, time: 0.01 s/iter, learning rate: 0.0001
Epoch 133/1999, Iters: 000800, loss: 4.4134, train_accuracy: 0.1719, time: 0.00 s/iter, learning rate: 0.0001
Epoch 149/1999, Iters: 000900, loss: 4.4323, train_accuracy: 0.1339, time: 0.01 s/iter, learning rate: 0.0001
Epoch 166/1999, Iters: 001000, loss: 4.0322, train_accuracy: 0.1406, time: 0.01 s/iter, learning rate: 0.0001
Epoch 183/1999, Iters: 001100, loss: 3.8309, train_accuracy: 0.2266, time: 0.00 s/iter, learning rate: 0.0001
Epoch 199/1999, Iters: 001200, loss: 3.8376, train_accuracy: 0.1607, time: 0.01 s/iter, learning rate: 0.0001
Epoch 216/1999, Iters: 001300, loss: 3.5431, train_accuracy: 0.2891, time: 0.01 s/iter, learning rate: 0.0001
Epoch 233/1999, Iters: 001400, loss: 3.4380, train_accuracy: 0.2266, time: 0.00 s/iter, learning rate: 0.0001
Epoch 249/1999, Iters: 001500, loss: 3.4441, train_accuracy: 0.2054, time: 0.01 s/iter, learning rate: 0.0001
Epoch 266/1999, Iters: 001600, loss: 3.1072, train_accuracy: 0.2656, time: 0.01 s/iter, learning rate: 0.0001
Epoch 283/1999, Iters: 001700, loss: 3.0737, train_accuracy: 0.3047, time: 0.00 s/iter, learning rate: 0.0001
Epoch 299/1999, Iters: 001800, loss: 3.0557, train_accuracy: 0.2500, time: 0.01 s/iter, learning rate: 0.0001
Epoch 316/1999, Iters: 001900, loss: 2.7750, train_accuracy: 0.3281, time: 0.01 s/iter, learning rate: 0.0001
Epoch 333/1999, Iters: 002000, loss: 2.7408, train_accuracy: 0.3125, time: 0.00 s/iter, learning rate: 0.0001
Epoch 349/1999, Iters: 002100, loss: 2.7500, train_accuracy: 0.2500, time: 0.01 s/iter, learning rate: 0.0001
Epoch 366/1999, Iters: 002200, loss: 2.4954, train_accuracy: 0.3828, time: 0.01 s/iter, learning rate: 0.0001
Epoch 383/1999, Iters: 002300, loss: 2.4726, train_accuracy: 0.3594, time: 0.00 s/iter, learning rate: 0.0001
Epoch 399/1999, Iters: 002400, loss: 2.4656, train_accuracy: 0.2768, time: 0.01 s/iter, learning rate: 0.0001
Epoch 416/1999, Iters: 002500, loss: 2.2192, train_accuracy: 0.4297, time: 0.01 s/iter, learning rate: 0.0001
Epoch 433/1999, Iters: 002600, loss: 2.1932, train_accuracy: 0.3594, time: 0.00 s/iter, learning rate: 0.0001
Epoch 449/1999, Iters: 002700, loss: 2.1535, train_accuracy: 0.2857, time: 0.01 s/iter, learning rate: 0.0001
Epoch 466/1999, Iters: 002800, loss: 2.0293, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.0001
Epoch 483/1999, Iters: 002900, loss: 2.0081, train_accuracy: 0.3984, time: 0.00 s/iter, learning rate: 0.0001
Epoch 499/1999, Iters: 003000, loss: 2.0460, train_accuracy: 0.2500, time: 0.01 s/iter, learning rate: 0.0001
Epoch 516/1999, Iters: 003100, loss: 1.8362, train_accuracy: 0.4766, time: 0.01 s/iter, learning rate: 0.0001
Epoch 533/1999, Iters: 003200, loss: 1.8461, train_accuracy: 0.3984, time: 0.00 s/iter, learning rate: 0.0001
Epoch 549/1999, Iters: 003300, loss: 1.8196, train_accuracy: 0.3036, time: 0.01 s/iter, learning rate: 0.0001
Epoch 566/1999, Iters: 003400, loss: 1.6436, train_accuracy: 0.4688, time: 0.01 s/iter, learning rate: 0.0001
Epoch 583/1999, Iters: 003500, loss: 1.6469, train_accuracy: 0.4141, time: 0.00 s/iter, learning rate: 0.0001
Epoch 599/1999, Iters: 003600, loss: 1.6495, train_accuracy: 0.3125, time: 0.01 s/iter, learning rate: 0.0001
Epoch 616/1999, Iters: 003700, loss: 1.5268, train_accuracy: 0.4375, time: 0.01 s/iter, learning rate: 0.0001
Epoch 633/1999, Iters: 003800, loss: 1.5550, train_accuracy: 0.4297, time: 0.00 s/iter, learning rate: 0.0001
Epoch 649/1999, Iters: 003900, loss: 1.5034, train_accuracy: 0.3304, time: 0.01 s/iter, learning rate: 0.0001
Epoch 666/1999, Iters: 004000, loss: 1.4317, train_accuracy: 0.4766, time: 0.01 s/iter, learning rate: 0.0001
Epoch 683/1999, Iters: 004100, loss: 1.3621, train_accuracy: 0.3984, time: 0.00 s/iter, learning rate: 0.0001
Epoch 699/1999, Iters: 004200, loss: 1.3563, train_accuracy: 0.3571, time: 0.01 s/iter, learning rate: 0.0001
Epoch 716/1999, Iters: 004300, loss: 1.2970, train_accuracy: 0.4922, time: 0.01 s/iter, learning rate: 0.0001
Epoch 733/1999, Iters: 004400, loss: 1.2107, train_accuracy: 0.3906, time: 0.00 s/iter, learning rate: 0.0001
Epoch 749/1999, Iters: 004500, loss: 1.2914, train_accuracy: 0.2946, time: 0.01 s/iter, learning rate: 0.0001
Epoch 766/1999, Iters: 004600, loss: 1.1948, train_accuracy: 0.4375, time: 0.01 s/iter, learning rate: 0.0001
Epoch 783/1999, Iters: 004700, loss: 1.1436, train_accuracy: 0.3750, time: 0.00 s/iter, learning rate: 0.0001
Epoch 799/1999, Iters: 004800, loss: 1.1841, train_accuracy: 0.3482, time: 0.01 s/iter, learning rate: 0.0001
Epoch 816/1999, Iters: 004900, loss: 1.1128, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.0001
Epoch 833/1999, Iters: 005000, loss: 1.0764, train_accuracy: 0.3906, time: 0.00 s/iter, learning rate: 0.0001
Epoch 849/1999, Iters: 005100, loss: 1.0314, train_accuracy: 0.3750, time: 0.01 s/iter, learning rate: 0.0001
Epoch 866/1999, Iters: 005200, loss: 1.0303, train_accuracy: 0.4609, time: 0.01 s/iter, learning rate: 0.0001
Epoch 883/1999, Iters: 005300, loss: 0.9609, train_accuracy: 0.4062, time: 0.00 s/iter, learning rate: 0.0001
Epoch 899/1999, Iters: 005400, loss: 0.9705, train_accuracy: 0.3304, time: 0.01 s/iter, learning rate: 0.0001
Epoch 916/1999, Iters: 005500, loss: 0.9202, train_accuracy: 0.4609, time: 0.01 s/iter, learning rate: 0.0001
Epoch 933/1999, Iters: 005600, loss: 0.8751, train_accuracy: 0.4141, time: 0.00 s/iter, learning rate: 0.0001
Epoch 949/1999, Iters: 005700, loss: 0.9005, train_accuracy: 0.3661, time: 0.01 s/iter, learning rate: 0.0001
Epoch 966/1999, Iters: 005800, loss: 0.8857, train_accuracy: 0.4766, time: 0.01 s/iter, learning rate: 0.0001
Epoch 983/1999, Iters: 005900, loss: 0.8051, train_accuracy: 0.3984, time: 0.00 s/iter, learning rate: 0.0001
Epoch 999/1999, Iters: 006000, loss: 0.7862, train_accuracy: 0.4107, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1016/1999, Iters: 006100, loss: 0.7973, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1033/1999, Iters: 006200, loss: 0.7597, train_accuracy: 0.4141, time: 0.00 s/iter, learning rate: 0.0001
Epoch 1049/1999, Iters: 006300, loss: 0.7724, train_accuracy: 0.3482, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1066/1999, Iters: 006400, loss: 0.7907, train_accuracy: 0.4609, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1083/1999, Iters: 006500, loss: 0.6791, train_accuracy: 0.4453, time: 0.00 s/iter, learning rate: 0.0001
Epoch 1099/1999, Iters: 006600, loss: 0.6850, train_accuracy: 0.4018, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1116/1999, Iters: 006700, loss: 0.7110, train_accuracy: 0.4766, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1133/1999, Iters: 006800, loss: 0.6459, train_accuracy: 0.4219, time: 0.00 s/iter, learning rate: 0.0001
Epoch 1149/1999, Iters: 006900, loss: 0.6078, train_accuracy: 0.3839, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1166/1999, Iters: 007000, loss: 0.6716, train_accuracy: 0.4844, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1183/1999, Iters: 007100, loss: 0.5787, train_accuracy: 0.4219, time: 0.00 s/iter, learning rate: 0.0001
Epoch 1199/1999, Iters: 007200, loss: 0.5979, train_accuracy: 0.4018, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1216/1999, Iters: 007300, loss: 0.5997, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1233/1999, Iters: 007400, loss: 0.5440, train_accuracy: 0.4062, time: 0.00 s/iter, learning rate: 0.0001
Epoch 1249/1999, Iters: 007500, loss: 0.5353, train_accuracy: 0.3750, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1266/1999, Iters: 007600, loss: 0.5406, train_accuracy: 0.4766, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1283/1999, Iters: 007700, loss: 0.4870, train_accuracy: 0.4453, time: 0.00 s/iter, learning rate: 0.0001
Epoch 1299/1999, Iters: 007800, loss: 0.4895, train_accuracy: 0.3929, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1316/1999, Iters: 007900, loss: 0.5064, train_accuracy: 0.4609, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1333/1999, Iters: 008000, loss: 0.4542, train_accuracy: 0.4141, time: 0.00 s/iter, learning rate: 0.0001
Epoch 1349/1999, Iters: 008100, loss: 0.4488, train_accuracy: 0.3304, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1366/1999, Iters: 008200, loss: 0.4452, train_accuracy: 0.4688, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1383/1999, Iters: 008300, loss: 0.4362, train_accuracy: 0.4141, time: 0.00 s/iter, learning rate: 0.0001
Epoch 1399/1999, Iters: 008400, loss: 0.4282, train_accuracy: 0.3929, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1416/1999, Iters: 008500, loss: 0.4358, train_accuracy: 0.4844, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1433/1999, Iters: 008600, loss: 0.4185, train_accuracy: 0.4219, time: 0.00 s/iter, learning rate: 0.0001
Epoch 1449/1999, Iters: 008700, loss: 0.3771, train_accuracy: 0.3750, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1466/1999, Iters: 008800, loss: 0.4193, train_accuracy: 0.4766, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1483/1999, Iters: 008900, loss: 0.3714, train_accuracy: 0.4062, time: 0.00 s/iter, learning rate: 0.0001
Epoch 1499/1999, Iters: 009000, loss: 0.3669, train_accuracy: 0.3929, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1516/1999, Iters: 009100, loss: 0.3688, train_accuracy: 0.4609, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1533/1999, Iters: 009200, loss: 0.3315, train_accuracy: 0.3984, time: 0.00 s/iter, learning rate: 0.0001
Epoch 1549/1999, Iters: 009300, loss: 0.3319, train_accuracy: 0.4107, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1566/1999, Iters: 009400, loss: 0.3666, train_accuracy: 0.4609, time: 0.01 s/iter, learning rate: 0.0001
Epoch 1583/1999, Iters: 009500, loss: 0.3173, train_accuracy: 0.4062, time: 0.00 s/iter, learning rate: 0.0001
Epoch 16/1999, Iters: 000100, loss: 8.7094, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.0001
Epoch 33/1999, Iters: 000200, loss: 7.3169, train_accuracy: 0.0000, time: 0.00 s/iter, learning rate: 0.0001
Epoch 49/1999, Iters: 000300, loss: 6.2920, train_accuracy: 0.0000, time: 0.01 s/iter, learning rate: 0.0001
Epoch 66/1999, Iters: 000400, loss: 5.4849, train_accuracy: 0.0469, time: 0.01 s/iter, learning rate: 0.0001
Epoch 83/1999, Iters: 000500, loss: 4.8437, train_accuracy: 0.1094, time: 0.00 s/iter, learning rate: 0.0001
Epoch 99/1999, Iters: 000600, loss: 4.6675, train_accuracy: 0.1518, time: 0.01 s/iter, learning rate: 0.0001
Epoch 116/1999, Iters: 000700, loss: 4.1723, train_accuracy: 0.2109, time: 0.01 s/iter, learning rate: 0.0001
Epoch 133/1999, Iters: 000800, loss: 3.7635, train_accuracy: 0.2500, time: 0.00 s/iter, learning rate: 0.0001
Epoch 149/1999, Iters: 000900, loss: 3.7858, train_accuracy: 0.2589, time: 0.01 s/iter, learning rate: 0.0001
Epoch 166/1999, Iters: 001000, loss: 3.4571, train_accuracy: 0.2422, time: 0.01 s/iter, learning rate: 0.0001
Epoch 183/1999, Iters: 001100, loss: 3.0782, train_accuracy: 0.3594, time: 0.00 s/iter, learning rate: 0.0001
Epoch 199/1999, Iters: 001200, loss: 3.1755, train_accuracy: 0.3125, time: 0.01 s/iter, learning rate: 0.0001
Epoch 216/1999, Iters: 001300, loss: 2.9746, train_accuracy: 0.3047, time: 0.01 s/iter, learning rate: 0.0001
Epoch 233/1999, Iters: 001400, loss: 2.6062, train_accuracy: 0.3594, time: 0.00 s/iter, learning rate: 0.0001
Epoch 249/1999, Iters: 001500, loss: 2.7052, train_accuracy: 0.3393, time: 0.01 s/iter, learning rate: 0.0001
Epoch 266/1999, Iters: 001600, loss: 2.5912, train_accuracy: 0.3359, time: 0.01 s/iter, learning rate: 0.0001
Epoch 283/1999, Iters: 001700, loss: 2.2888, train_accuracy: 0.3672, time: 0.00 s/iter, learning rate: 0.0001
Epoch 299/1999, Iters: 001800, loss: 2.3672, train_accuracy: 0.3839, time: 0.01 s/iter, learning rate: 0.0001
Epoch 316/1999, Iters: 001900, loss: 2.2899, train_accuracy: 0.3438, time: 0.01 s/iter, learning rate: 0.0001
Epoch 333/1999, Iters: 002000, loss: 1.9864, train_accuracy: 0.4062, time: 0.00 s/iter, learning rate: 0.0001
Epoch 349/1999, Iters: 002100, loss: 2.0954, train_accuracy: 0.3839, time: 0.01 s/iter, learning rate: 0.0001
Epoch 366/1999, Iters: 002200, loss: 2.0545, train_accuracy: 0.3281, time: 0.01 s/iter, learning rate: 0.0001
Epoch 383/1999, Iters: 002300, loss: 1.7545, train_accuracy: 0.4219, time: 0.00 s/iter, learning rate: 0.0001
Epoch 399/1999, Iters: 002400, loss: 1.8641, train_accuracy: 0.3661, time: 0.01 s/iter, learning rate: 0.0001
Epoch 416/1999, Iters: 002500, loss: 1.8277, train_accuracy: 0.3594, time: 0.01 s/iter, learning rate: 0.0001
Epoch 433/1999, Iters: 002600, loss: 1.5593, train_accuracy: 0.3828, time: 0.00 s/iter, learning rate: 0.0001
Epoch 449/1999, Iters: 002700, loss: 1.6724, train_accuracy: 0.3482, time: 0.01 s/iter, learning rate: 0.0001
Epoch 466/1999, Iters: 002800, loss: 1.6329, train_accuracy: 0.3203, time: 0.01 s/iter, learning rate: 0.0001
Epoch 483/1999, Iters: 002900, loss: 1.3797, train_accuracy: 0.3906, time: 0.00 s/iter, learning rate: 0.0001
Epoch 499/1999, Iters: 003000, loss: 1.5167, train_accuracy: 0.3750, time: 0.01 s/iter, learning rate: 0.0001
Epoch 516/1999, Iters: 003100, loss: 1.4966, train_accuracy: 0.3438, time: 0.01 s/iter, learning rate: 0.0001
Epoch 533/1999, Iters: 003200, loss: 1.2646, train_accuracy: 0.3672, time: 0.00 s/iter, learning rate: 0.0001
Epoch 549/1999, Iters: 003300, loss: 1.3685, train_accuracy: 0.3750, time: 0.01 s/iter, learning rate: 0.0001
Epoch 566/1999, Iters: 003400, loss: 1.3610, train_accuracy: 0.3516, time: 0.01 s/iter, learning rate: 0.0001
Epoch 583/1999, Iters: 003500, loss: 1.1242, train_accuracy: 0.3672, time: 0.00 s/iter, learning rate: 0.0001
Epoch 599/1999, Iters: 003600, loss: 1.2373, train_accuracy: 0.3482, time: 0.01 s/iter, learning rate: 0.0001
Epoch 616/1999, Iters: 003700, loss: 1.2506, train_accuracy: 0.3359, time: 0.01 s/iter, learning rate: 0.0001
Epoch 16/1999, Iters: 000100, loss: 5.6041, train_accuracy: 0.0078, time: 0.01 s/iter, learning rate: 0.001
Epoch 33/1999, Iters: 000200, loss: 3.1608, train_accuracy: 0.2656, time: 0.00 s/iter, learning rate: 0.001
Epoch 49/1999, Iters: 000300, loss: 2.1946, train_accuracy: 0.3393, time: 0.01 s/iter, learning rate: 0.001
Epoch 66/1999, Iters: 000400, loss: 1.7919, train_accuracy: 0.3438, time: 0.01 s/iter, learning rate: 0.001
Epoch 83/1999, Iters: 000500, loss: 1.1664, train_accuracy: 0.4141, time: 0.00 s/iter, learning rate: 0.001
Epoch 99/1999, Iters: 000600, loss: 0.9472, train_accuracy: 0.4643, time: 0.01 s/iter, learning rate: 0.001
Epoch 116/1999, Iters: 000700, loss: 0.9496, train_accuracy: 0.4297, time: 0.01 s/iter, learning rate: 0.001
Epoch 133/1999, Iters: 000800, loss: 0.5962, train_accuracy: 0.5078, time: 0.00 s/iter, learning rate: 0.001
Epoch 149/1999, Iters: 000900, loss: 0.5096, train_accuracy: 0.5179, time: 0.01 s/iter, learning rate: 0.001
Epoch 166/1999, Iters: 001000, loss: 0.5802, train_accuracy: 0.4219, time: 0.01 s/iter, learning rate: 0.001
Epoch 183/1999, Iters: 001100, loss: 0.3659, train_accuracy: 0.5156, time: 0.00 s/iter, learning rate: 0.001
Epoch 199/1999, Iters: 001200, loss: 0.3127, train_accuracy: 0.5536, time: 0.01 s/iter, learning rate: 0.001
Epoch 216/1999, Iters: 001300, loss: 0.3603, train_accuracy: 0.4453, time: 0.01 s/iter, learning rate: 0.001
Epoch 233/1999, Iters: 001400, loss: 0.2483, train_accuracy: 0.5234, time: 0.00 s/iter, learning rate: 0.001
Epoch 249/1999, Iters: 001500, loss: 0.2239, train_accuracy: 0.5089, time: 0.01 s/iter, learning rate: 0.001
Epoch 266/1999, Iters: 001600, loss: 0.2451, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.001
Epoch 283/1999, Iters: 001700, loss: 0.1727, train_accuracy: 0.5391, time: 0.00 s/iter, learning rate: 0.001
Epoch 299/1999, Iters: 001800, loss: 0.1521, train_accuracy: 0.5179, time: 0.01 s/iter, learning rate: 0.001
Epoch 316/1999, Iters: 001900, loss: 0.1794, train_accuracy: 0.4688, time: 0.01 s/iter, learning rate: 0.001
Epoch 333/1999, Iters: 002000, loss: 0.1233, train_accuracy: 0.5547, time: 0.00 s/iter, learning rate: 0.001
Epoch 349/1999, Iters: 002100, loss: 0.1101, train_accuracy: 0.5446, time: 0.01 s/iter, learning rate: 0.001
Epoch 366/1999, Iters: 002200, loss: 0.1303, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.001
Epoch 383/1999, Iters: 002300, loss: 0.0896, train_accuracy: 0.5156, time: 0.00 s/iter, learning rate: 0.001
Epoch 399/1999, Iters: 002400, loss: 0.0815, train_accuracy: 0.5357, time: 0.01 s/iter, learning rate: 0.001
Epoch 416/1999, Iters: 002500, loss: 0.0941, train_accuracy: 0.4844, time: 0.01 s/iter, learning rate: 0.001
Epoch 433/1999, Iters: 002600, loss: 0.0706, train_accuracy: 0.5312, time: 0.00 s/iter, learning rate: 0.001
Epoch 449/1999, Iters: 002700, loss: 0.0599, train_accuracy: 0.5357, time: 0.01 s/iter, learning rate: 0.001
Epoch 466/1999, Iters: 002800, loss: 0.0749, train_accuracy: 0.4766, time: 0.01 s/iter, learning rate: 0.001
Epoch 483/1999, Iters: 002900, loss: 0.0650, train_accuracy: 0.5391, time: 0.00 s/iter, learning rate: 0.001
Epoch 499/1999, Iters: 003000, loss: 0.0500, train_accuracy: 0.5268, time: 0.01 s/iter, learning rate: 0.001
Epoch 516/1999, Iters: 003100, loss: 0.0608, train_accuracy: 0.4297, time: 0.01 s/iter, learning rate: 0.001
Epoch 533/1999, Iters: 003200, loss: 0.0444, train_accuracy: 0.5547, time: 0.00 s/iter, learning rate: 0.001
Epoch 549/1999, Iters: 003300, loss: 0.0428, train_accuracy: 0.5268, time: 0.01 s/iter, learning rate: 0.001
Epoch 566/1999, Iters: 003400, loss: 0.0634, train_accuracy: 0.4453, time: 0.01 s/iter, learning rate: 0.001
Epoch 583/1999, Iters: 003500, loss: 0.0378, train_accuracy: 0.5391, time: 0.00 s/iter, learning rate: 0.001
Epoch 599/1999, Iters: 003600, loss: 0.0334, train_accuracy: 0.5268, time: 0.01 s/iter, learning rate: 0.001
Epoch 616/1999, Iters: 003700, loss: 0.0349, train_accuracy: 0.4453, time: 0.01 s/iter, learning rate: 0.001
Epoch 633/1999, Iters: 003800, loss: 0.0308, train_accuracy: 0.5391, time: 0.00 s/iter, learning rate: 0.001
Epoch 649/1999, Iters: 003900, loss: 0.0272, train_accuracy: 0.5357, time: 0.01 s/iter, learning rate: 0.001
Epoch 666/1999, Iters: 004000, loss: 0.0337, train_accuracy: 0.4688, time: 0.01 s/iter, learning rate: 0.001
Epoch 683/1999, Iters: 004100, loss: 0.0234, train_accuracy: 0.5156, time: 0.00 s/iter, learning rate: 0.001
Epoch 699/1999, Iters: 004200, loss: 0.0236, train_accuracy: 0.5536, time: 0.01 s/iter, learning rate: 0.001
Epoch 716/1999, Iters: 004300, loss: 0.0279, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.001
Epoch 733/1999, Iters: 004400, loss: 0.0748, train_accuracy: 0.5156, time: 0.00 s/iter, learning rate: 0.001
Epoch 749/1999, Iters: 004500, loss: 0.0289, train_accuracy: 0.5000, time: 0.01 s/iter, learning rate: 0.001
Epoch 766/1999, Iters: 004600, loss: 0.0222, train_accuracy: 0.4609, time: 0.01 s/iter, learning rate: 0.001
Epoch 783/1999, Iters: 004700, loss: 0.0157, train_accuracy: 0.5156, time: 0.00 s/iter, learning rate: 0.001
Epoch 799/1999, Iters: 004800, loss: 0.0155, train_accuracy: 0.5268, time: 0.01 s/iter, learning rate: 0.001
Epoch 816/1999, Iters: 004900, loss: 0.0177, train_accuracy: 0.4766, time: 0.01 s/iter, learning rate: 0.001
Epoch 833/1999, Iters: 005000, loss: 0.0135, train_accuracy: 0.5469, time: 0.00 s/iter, learning rate: 0.001
Epoch 849/1999, Iters: 005100, loss: 0.0117, train_accuracy: 0.5089, time: 0.01 s/iter, learning rate: 0.001
Epoch 866/1999, Iters: 005200, loss: 0.0161, train_accuracy: 0.4766, time: 0.01 s/iter, learning rate: 0.001
Epoch 883/1999, Iters: 005300, loss: 0.0112, train_accuracy: 0.5547, time: 0.00 s/iter, learning rate: 0.001
Epoch 899/1999, Iters: 005400, loss: 0.0096, train_accuracy: 0.5179, time: 0.01 s/iter, learning rate: 0.001
Epoch 916/1999, Iters: 005500, loss: 0.0132, train_accuracy: 0.4844, time: 0.01 s/iter, learning rate: 0.001
Epoch 933/1999, Iters: 005600, loss: 0.0105, train_accuracy: 0.5312, time: 0.00 s/iter, learning rate: 0.001
Epoch 949/1999, Iters: 005700, loss: 0.0092, train_accuracy: 0.5357, time: 0.01 s/iter, learning rate: 0.001
Epoch 966/1999, Iters: 005800, loss: 0.1055, train_accuracy: 0.3750, time: 0.01 s/iter, learning rate: 0.001
Epoch 983/1999, Iters: 005900, loss: 0.0147, train_accuracy: 0.4844, time: 0.00 s/iter, learning rate: 0.001
Epoch 999/1999, Iters: 006000, loss: 0.0113, train_accuracy: 0.5089, time: 0.01 s/iter, learning rate: 0.001
Epoch 1016/1999, Iters: 006100, loss: 0.0110, train_accuracy: 0.4219, time: 0.01 s/iter, learning rate: 0.001
Epoch 1033/1999, Iters: 006200, loss: 0.0081, train_accuracy: 0.5391, time: 0.00 s/iter, learning rate: 0.001
Epoch 1049/1999, Iters: 006300, loss: 0.0071, train_accuracy: 0.5089, time: 0.01 s/iter, learning rate: 0.001
Epoch 1066/1999, Iters: 006400, loss: 0.0084, train_accuracy: 0.4375, time: 0.01 s/iter, learning rate: 0.001
Epoch 1083/1999, Iters: 006500, loss: 0.0058, train_accuracy: 0.5469, time: 0.00 s/iter, learning rate: 0.001
Epoch 1099/1999, Iters: 006600, loss: 0.0056, train_accuracy: 0.5179, time: 0.01 s/iter, learning rate: 0.001
Epoch 1116/1999, Iters: 006700, loss: 0.0060, train_accuracy: 0.4609, time: 0.01 s/iter, learning rate: 0.001
Epoch 1133/1999, Iters: 006800, loss: 0.0049, train_accuracy: 0.5000, time: 0.00 s/iter, learning rate: 0.001
Epoch 1149/1999, Iters: 006900, loss: 0.0065, train_accuracy: 0.5179, time: 0.01 s/iter, learning rate: 0.001
Epoch 1166/1999, Iters: 007000, loss: 0.0548, train_accuracy: 0.3672, time: 0.01 s/iter, learning rate: 0.001
Epoch 1183/1999, Iters: 007100, loss: 0.0074, train_accuracy: 0.4766, time: 0.00 s/iter, learning rate: 0.001
Epoch 1199/1999, Iters: 007200, loss: 0.0053, train_accuracy: 0.4821, time: 0.01 s/iter, learning rate: 0.001
Epoch 1216/1999, Iters: 007300, loss: 0.0057, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.001
Epoch 1233/1999, Iters: 007400, loss: 0.0041, train_accuracy: 0.5391, time: 0.00 s/iter, learning rate: 0.001
Epoch 1249/1999, Iters: 007500, loss: 0.0039, train_accuracy: 0.5089, time: 0.01 s/iter, learning rate: 0.001
Epoch 1266/1999, Iters: 007600, loss: 0.0038, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.001
Epoch 1283/1999, Iters: 007700, loss: 0.0033, train_accuracy: 0.5234, time: 0.00 s/iter, learning rate: 0.001
Epoch 1299/1999, Iters: 007800, loss: 0.0030, train_accuracy: 0.5268, time: 0.01 s/iter, learning rate: 0.001
Epoch 1316/1999, Iters: 007900, loss: 0.0035, train_accuracy: 0.4609, time: 0.01 s/iter, learning rate: 0.001
Epoch 1333/1999, Iters: 008000, loss: 0.0027, train_accuracy: 0.4922, time: 0.00 s/iter, learning rate: 0.001
Epoch 1349/1999, Iters: 008100, loss: 0.0026, train_accuracy: 0.5268, time: 0.01 s/iter, learning rate: 0.001
Epoch 1366/1999, Iters: 008200, loss: 0.0029, train_accuracy: 0.4453, time: 0.01 s/iter, learning rate: 0.001
Epoch 1383/1999, Iters: 008300, loss: 0.0052, train_accuracy: 0.5000, time: 0.00 s/iter, learning rate: 0.001
Epoch 1399/1999, Iters: 008400, loss: 0.0020, train_accuracy: 0.5089, time: 0.01 s/iter, learning rate: 0.001
Epoch 1416/1999, Iters: 008500, loss: 0.2493, train_accuracy: 0.2344, time: 0.01 s/iter, learning rate: 0.001
Epoch 1433/1999, Iters: 008600, loss: 0.0096, train_accuracy: 0.3984, time: 0.00 s/iter, learning rate: 0.001
Epoch 1449/1999, Iters: 008700, loss: 0.0055, train_accuracy: 0.3750, time: 0.01 s/iter, learning rate: 0.001
Epoch 1466/1999, Iters: 008800, loss: 0.0048, train_accuracy: 0.3594, time: 0.01 s/iter, learning rate: 0.001
Epoch 1483/1999, Iters: 008900, loss: 0.0030, train_accuracy: 0.3906, time: 0.00 s/iter, learning rate: 0.001
Epoch 1499/1999, Iters: 009000, loss: 0.0070, train_accuracy: 0.4018, time: 0.01 s/iter, learning rate: 0.001
Epoch 1516/1999, Iters: 009100, loss: 0.0032, train_accuracy: 0.3672, time: 0.01 s/iter, learning rate: 0.001
Epoch 1533/1999, Iters: 009200, loss: 0.0025, train_accuracy: 0.4297, time: 0.00 s/iter, learning rate: 0.001
Epoch 1549/1999, Iters: 009300, loss: 0.0021, train_accuracy: 0.4464, time: 0.01 s/iter, learning rate: 0.001
Epoch 1566/1999, Iters: 009400, loss: 0.0022, train_accuracy: 0.3906, time: 0.01 s/iter, learning rate: 0.001
Epoch 1583/1999, Iters: 009500, loss: 0.0018, train_accuracy: 0.4453, time: 0.00 s/iter, learning rate: 0.001
Epoch 1599/1999, Iters: 009600, loss: 0.0017, train_accuracy: 0.4196, time: 0.01 s/iter, learning rate: 0.001
Epoch 1616/1999, Iters: 009700, loss: 0.0019, train_accuracy: 0.3984, time: 0.01 s/iter, learning rate: 0.001
Epoch 1633/1999, Iters: 009800, loss: 0.0015, train_accuracy: 0.4219, time: 0.00 s/iter, learning rate: 0.001
Epoch 1649/1999, Iters: 009900, loss: 0.0013, train_accuracy: 0.4732, time: 0.01 s/iter, learning rate: 0.001
Epoch 1666/1999, Iters: 010000, loss: 0.0014, train_accuracy: 0.4062, time: 0.01 s/iter, learning rate: 0.001
Epoch 1683/1999, Iters: 010100, loss: 0.0014, train_accuracy: 0.4453, time: 0.00 s/iter, learning rate: 0.001
Epoch 1699/1999, Iters: 010200, loss: 0.0011, train_accuracy: 0.4643, time: 0.01 s/iter, learning rate: 0.001
Epoch 1716/1999, Iters: 010300, loss: 0.0013, train_accuracy: 0.4062, time: 0.01 s/iter, learning rate: 0.001
Epoch 1733/1999, Iters: 010400, loss: 0.0010, train_accuracy: 0.4766, time: 0.00 s/iter, learning rate: 0.001
Epoch 1749/1999, Iters: 010500, loss: 0.0010, train_accuracy: 0.4911, time: 0.01 s/iter, learning rate: 0.001
Epoch 1766/1999, Iters: 010600, loss: 0.0011, train_accuracy: 0.4219, time: 0.01 s/iter, learning rate: 0.001
Epoch 1783/1999, Iters: 010700, loss: 0.0011, train_accuracy: 0.4766, time: 0.00 s/iter, learning rate: 0.001
Epoch 1799/1999, Iters: 010800, loss: 0.0008, train_accuracy: 0.4643, time: 0.01 s/iter, learning rate: 0.001
Epoch 1816/1999, Iters: 010900, loss: 0.5415, train_accuracy: 0.1016, time: 0.01 s/iter, learning rate: 0.001
Epoch 1833/1999, Iters: 011000, loss: 0.0125, train_accuracy: 0.1484, time: 0.00 s/iter, learning rate: 0.001
Epoch 0/1999, Iters: 000100, loss: 4.3875, train_accuracy: 0.0000, time: 0.11 s/iter, learning rate: 0.001
Epoch 1/1999, Iters: 000200, loss: 2.1485, train_accuracy: 0.0111, time: 0.11 s/iter, learning rate: 0.001
Epoch 2/1999, Iters: 000300, loss: 1.3913, train_accuracy: 0.0111, time: 0.11 s/iter, learning rate: 0.001
Epoch 3/1999, Iters: 000400, loss: 0.9562, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 4/1999, Iters: 000500, loss: 0.7686, train_accuracy: 0.0111, time: 0.11 s/iter, learning rate: 0.001
Epoch 5/1999, Iters: 000600, loss: 0.6459, train_accuracy: 0.0111, time: 0.11 s/iter, learning rate: 0.001
Epoch 6/1999, Iters: 000700, loss: 0.5658, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 7/1999, Iters: 000800, loss: 0.4919, train_accuracy: 0.0111, time: 0.11 s/iter, learning rate: 0.001
Epoch 8/1999, Iters: 000900, loss: 0.4403, train_accuracy: 0.0111, time: 0.11 s/iter, learning rate: 0.001
Epoch 9/1999, Iters: 001000, loss: 0.3815, train_accuracy: 0.0333, time: 0.11 s/iter, learning rate: 0.001
Epoch 10/1999, Iters: 001100, loss: 0.3349, train_accuracy: 0.0000, time: 0.11 s/iter, learning rate: 0.001
Epoch 11/1999, Iters: 001200, loss: 0.3087, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 12/1999, Iters: 001300, loss: 0.2597, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 13/1999, Iters: 001400, loss: 0.2418, train_accuracy: 0.0111, time: 0.11 s/iter, learning rate: 0.001
Epoch 14/1999, Iters: 001500, loss: 0.2192, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 15/1999, Iters: 001600, loss: 0.2027, train_accuracy: 0.0111, time: 0.11 s/iter, learning rate: 0.001
Epoch 16/1999, Iters: 001700, loss: 0.1709, train_accuracy: 0.0333, time: 0.11 s/iter, learning rate: 0.001
Epoch 17/1999, Iters: 001800, loss: 0.1666, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 18/1999, Iters: 001900, loss: 0.1506, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 19/1999, Iters: 002000, loss: 0.1408, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 20/1999, Iters: 002100, loss: 0.1320, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 21/1999, Iters: 002200, loss: 0.1226, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 22/1999, Iters: 002300, loss: 0.1182, train_accuracy: 0.0333, time: 0.11 s/iter, learning rate: 0.001
Epoch 23/1999, Iters: 002400, loss: 0.1122, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 24/1999, Iters: 002500, loss: 0.1021, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 25/1999, Iters: 002600, loss: 0.1016, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 26/1999, Iters: 002700, loss: 0.0944, train_accuracy: 0.0333, time: 0.11 s/iter, learning rate: 0.001
Epoch 27/1999, Iters: 002800, loss: 0.0904, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 28/1999, Iters: 002900, loss: 0.0873, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 29/1999, Iters: 003000, loss: 0.0850, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 30/1999, Iters: 003100, loss: 0.0804, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 31/1999, Iters: 003200, loss: 0.0785, train_accuracy: 0.0333, time: 0.11 s/iter, learning rate: 0.001
Epoch 32/1999, Iters: 003300, loss: 0.0776, train_accuracy: 0.0333, time: 0.11 s/iter, learning rate: 0.001
Epoch 33/1999, Iters: 003400, loss: 0.0715, train_accuracy: 0.0333, time: 0.11 s/iter, learning rate: 0.001
Epoch 34/1999, Iters: 003500, loss: 0.0763, train_accuracy: 0.0333, time: 0.11 s/iter, learning rate: 0.001
Epoch 35/1999, Iters: 003600, loss: 0.0715, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 36/1999, Iters: 003700, loss: 0.0699, train_accuracy: 0.0222, time: 0.11 s/iter, learning rate: 0.001
Epoch 0/1999, Iters: 000100, loss: 2.1544, train_accuracy: 0.0111, time: 0.10 s/iter, learning rate: 0.001
Epoch 1/1999, Iters: 000200, loss: 1.1324, train_accuracy: 0.0222, time: 0.10 s/iter, learning rate: 0.001
Epoch 2/1999, Iters: 000300, loss: 0.7996, train_accuracy: 0.0222, time: 0.09 s/iter, learning rate: 0.001
Epoch 3/1999, Iters: 000400, loss: 0.6379, train_accuracy: 0.0222, time: 0.10 s/iter, learning rate: 0.001
Epoch 4/1999, Iters: 000500, loss: 0.5451, train_accuracy: 0.0222, time: 0.09 s/iter, learning rate: 0.001
Epoch 5/1999, Iters: 000600, loss: 0.4760, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 6/1999, Iters: 000700, loss: 0.4166, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 7/1999, Iters: 000800, loss: 0.3715, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 8/1999, Iters: 000900, loss: 0.3522, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 9/1999, Iters: 001000, loss: 0.3189, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 10/1999, Iters: 001100, loss: 0.2962, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 11/1999, Iters: 001200, loss: 0.2759, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 12/1999, Iters: 001300, loss: 0.2785, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 13/1999, Iters: 001400, loss: 0.2516, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 14/1999, Iters: 001500, loss: 0.2574, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 15/1999, Iters: 001600, loss: 0.2282, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 16/1999, Iters: 001700, loss: 0.2228, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 17/1999, Iters: 001800, loss: 0.2289, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 18/1999, Iters: 001900, loss: 0.2107, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 19/1999, Iters: 002000, loss: 0.1943, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 20/1999, Iters: 002100, loss: 0.1984, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 21/1999, Iters: 002200, loss: 0.1748, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 22/1999, Iters: 002300, loss: 0.1798, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 23/1999, Iters: 002400, loss: 0.1651, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 24/1999, Iters: 002500, loss: 0.1498, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 25/1999, Iters: 002600, loss: 0.1549, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 26/1999, Iters: 002700, loss: 0.1543, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 27/1999, Iters: 002800, loss: 0.1477, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 28/1999, Iters: 002900, loss: 0.1376, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 29/1999, Iters: 003000, loss: 0.1449, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 30/1999, Iters: 003100, loss: 0.1304, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 31/1999, Iters: 003200, loss: 0.1274, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 32/1999, Iters: 003300, loss: 0.1266, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 33/1999, Iters: 003400, loss: 0.1276, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 34/1999, Iters: 003500, loss: 0.1065, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 35/1999, Iters: 003600, loss: 0.1163, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 36/1999, Iters: 003700, loss: 0.1132, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 37/1999, Iters: 003800, loss: 0.0974, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 38/1999, Iters: 003900, loss: 0.1069, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 39/1999, Iters: 004000, loss: 0.1064, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 40/1999, Iters: 004100, loss: 0.1018, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 41/1999, Iters: 004200, loss: 0.0891, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 42/1999, Iters: 004300, loss: 0.0913, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 43/1999, Iters: 004400, loss: 0.0935, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 44/1999, Iters: 004500, loss: 0.0801, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 45/1999, Iters: 004600, loss: 0.0728, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 46/1999, Iters: 004700, loss: 0.0782, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 47/1999, Iters: 004800, loss: 0.0835, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 48/1999, Iters: 004900, loss: 0.0733, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 49/1999, Iters: 005000, loss: 0.0770, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 50/1999, Iters: 005100, loss: 0.0717, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 51/1999, Iters: 005200, loss: 0.0711, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 52/1999, Iters: 005300, loss: 0.0689, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 53/1999, Iters: 005400, loss: 0.0759, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 54/1999, Iters: 005500, loss: 0.0634, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 55/1999, Iters: 005600, loss: 0.0776, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 56/1999, Iters: 005700, loss: 0.0575, train_accuracy: 0.0333, time: 0.09 s/iter, learning rate: 0.001
Epoch 57/1999, Iters: 005800, loss: 0.0560, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 58/1999, Iters: 005900, loss: 0.0627, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 59/1999, Iters: 006000, loss: 0.0641, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 60/1999, Iters: 006100, loss: 0.0515, train_accuracy: 0.0333, time: 0.10 s/iter, learning rate: 0.001
Epoch 61/1999, Iters: 006200, loss: 0.0508, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 62/1999, Iters: 006300, loss: 0.0469, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 63/1999, Iters: 006400, loss: 0.0488, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 64/1999, Iters: 006500, loss: 0.0587, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 65/1999, Iters: 006600, loss: 0.0573, train_accuracy: 0.0333, time: 0.10 s/iter, learning rate: 0.001
Epoch 66/1999, Iters: 006700, loss: 0.0532, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 67/1999, Iters: 006800, loss: 0.0505, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 68/1999, Iters: 006900, loss: 0.0433, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 69/1999, Iters: 007000, loss: 0.0534, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 70/1999, Iters: 007100, loss: 0.0482, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 71/1999, Iters: 007200, loss: 0.0459, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 72/1999, Iters: 007300, loss: 0.0461, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 73/1999, Iters: 007400, loss: 0.0355, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 74/1999, Iters: 007500, loss: 0.0492, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 75/1999, Iters: 007600, loss: 0.0500, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 76/1999, Iters: 007700, loss: 0.0386, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 77/1999, Iters: 007800, loss: 0.0440, train_accuracy: 0.0333, time: 0.10 s/iter, learning rate: 0.001
Epoch 78/1999, Iters: 007900, loss: 0.0322, train_accuracy: 0.0333, time: 0.09 s/iter, learning rate: 0.001
Epoch 79/1999, Iters: 008000, loss: 0.0460, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 80/1999, Iters: 008100, loss: 0.0329, train_accuracy: 0.0444, time: 0.09 s/iter, learning rate: 0.001
Epoch 81/1999, Iters: 008200, loss: 0.0434, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 82/1999, Iters: 008300, loss: 0.0369, train_accuracy: 0.0333, time: 0.10 s/iter, learning rate: 0.001
Epoch 83/1999, Iters: 008400, loss: 0.0411, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 84/1999, Iters: 008500, loss: 0.0413, train_accuracy: 0.0444, time: 0.10 s/iter, learning rate: 0.001
Epoch 85/1999, Iters: 008600, loss: 0.0308, train_accuracy: 0.0333, time: 0.10 s/iter, learning rate: 0.001
Epoch 86/1999, Iters: 008700, loss: 0.0401, train_accuracy: 0.0333, time: 0.10 s/iter, learning rate: 0.001
Epoch 87/1999, Iters: 008800, loss: 0.0445, train_accuracy: 0.0333, time: 0.10 s/iter, learning rate: 0.001
Epoch 88/1999, Iters: 008900, loss: 0.0477, train_accuracy: 0.0333, time: 0.09 s/iter, learning rate: 0.001
Epoch 89/1999, Iters: 009000, loss: 0.0381, train_accuracy: 0.0333, time: 0.10 s/iter, learning rate: 0.001
Epoch 90/1999, Iters: 009100, loss: 0.0463, train_accuracy: 0.0333, time: 0.09 s/iter, learning rate: 0.001
Epoch 91/1999, Iters: 009200, loss: 0.0315, train_accuracy: 0.0333, time: 0.10 s/iter, learning rate: 0.001
Epoch 92/1999, Iters: 009300, loss: 0.0345, train_accuracy: 0.0222, time: 0.09 s/iter, learning rate: 0.001
Epoch 93/1999, Iters: 009400, loss: 0.0425, train_accuracy: 0.0333, time: 0.10 s/iter, learning rate: 0.001
Epoch 94/1999, Iters: 009500, loss: 0.0483, train_accuracy: 0.0333, time: 0.09 s/iter, learning rate: 0.001
Epoch 95/1999, Iters: 009600, loss: 0.0403, train_accuracy: 0.0333, time: 0.10 s/iter, learning rate: 0.001
Epoch 96/1999, Iters: 009700, loss: 0.0457, train_accuracy: 0.0333, time: 0.09 s/iter, learning rate: 0.001
Epoch 97/1999, Iters: 009800, loss: 0.0411, train_accuracy: 0.0333, time: 0.10 s/iter, learning rate: 0.001
Epoch 98/1999, Iters: 009900, loss: 0.0286, train_accuracy: 0.0333, time: 0.09 s/iter, learning rate: 0.001
Epoch 99/1999, Iters: 010000, loss: 0.0274, train_accuracy: 0.0222, time: 0.10 s/iter, learning rate: 0.001
Epoch 100/1999, Iters: 010100, loss: 0.0303, train_accuracy: 0.0333, time: 0.09 s/iter, learning rate: 0.001
Epoch 101/1999, Iters: 010200, loss: 0.0439, train_accuracy: 0.0333, time: 0.10 s/iter, learning rate: 0.001
Epoch 102/1999, Iters: 010300, loss: 0.0349, train_accuracy: 0.0222, time: 0.09 s/iter, learning rate: 0.001
Epoch 16/1999, Iters: 000100, loss: 2.8768, train_accuracy: 0.1406, time: 0.00 s/iter, learning rate: 0.001
Epoch 33/1999, Iters: 000200, loss: 1.6714, train_accuracy: 0.2656, time: 0.00 s/iter, learning rate: 0.001
Epoch 49/1999, Iters: 000300, loss: 1.1360, train_accuracy: 0.3482, time: 0.01 s/iter, learning rate: 0.001
Epoch 66/1999, Iters: 000400, loss: 0.8366, train_accuracy: 0.3281, time: 0.01 s/iter, learning rate: 0.001
Epoch 83/1999, Iters: 000500, loss: 0.6472, train_accuracy: 0.4219, time: 0.00 s/iter, learning rate: 0.001
Epoch 99/1999, Iters: 000600, loss: 0.4993, train_accuracy: 0.4196, time: 0.01 s/iter, learning rate: 0.001
Epoch 116/1999, Iters: 000700, loss: 0.4469, train_accuracy: 0.4062, time: 0.01 s/iter, learning rate: 0.001
Epoch 133/1999, Iters: 000800, loss: 0.3425, train_accuracy: 0.4453, time: 0.00 s/iter, learning rate: 0.001
Epoch 149/1999, Iters: 000900, loss: 0.2875, train_accuracy: 0.4732, time: 0.01 s/iter, learning rate: 0.001
Epoch 166/1999, Iters: 001000, loss: 0.2617, train_accuracy: 0.4219, time: 0.01 s/iter, learning rate: 0.001
Epoch 183/1999, Iters: 001100, loss: 0.2015, train_accuracy: 0.4453, time: 0.00 s/iter, learning rate: 0.001
Epoch 199/1999, Iters: 001200, loss: 0.1811, train_accuracy: 0.4732, time: 0.01 s/iter, learning rate: 0.001
Epoch 216/1999, Iters: 001300, loss: 0.1696, train_accuracy: 0.4453, time: 0.01 s/iter, learning rate: 0.001
Epoch 233/1999, Iters: 001400, loss: 0.1431, train_accuracy: 0.4922, time: 0.00 s/iter, learning rate: 0.001
Epoch 249/1999, Iters: 001500, loss: 0.1193, train_accuracy: 0.4643, time: 0.01 s/iter, learning rate: 0.001
Epoch 266/1999, Iters: 001600, loss: 0.1095, train_accuracy: 0.4297, time: 0.01 s/iter, learning rate: 0.001
Epoch 283/1999, Iters: 001700, loss: 0.0954, train_accuracy: 0.4922, time: 0.00 s/iter, learning rate: 0.001
Epoch 299/1999, Iters: 001800, loss: 0.0780, train_accuracy: 0.5000, time: 0.01 s/iter, learning rate: 0.001
Epoch 316/1999, Iters: 001900, loss: 0.0718, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.001
Epoch 333/1999, Iters: 002000, loss: 0.0704, train_accuracy: 0.4922, time: 0.00 s/iter, learning rate: 0.001
Epoch 349/1999, Iters: 002100, loss: 0.0609, train_accuracy: 0.5000, time: 0.01 s/iter, learning rate: 0.001
Epoch 366/1999, Iters: 002200, loss: 0.0545, train_accuracy: 0.4531, time: 0.01 s/iter, learning rate: 0.001
Epoch 383/1999, Iters: 002300, loss: 0.0536, train_accuracy: 0.5078, time: 0.00 s/iter, learning rate: 0.001
Epoch 399/1999, Iters: 002400, loss: 0.0441, train_accuracy: 0.4911, time: 0.01 s/iter, learning rate: 0.001
Epoch 416/1999, Iters: 002500, loss: 0.0395, train_accuracy: 0.4453, time: 0.01 s/iter, learning rate: 0.001
Epoch 433/1999, Iters: 002600, loss: 0.0417, train_accuracy: 0.4922, time: 0.00 s/iter, learning rate: 0.001
Epoch 449/1999, Iters: 002700, loss: 0.0347, train_accuracy: 0.4911, time: 0.01 s/iter, learning rate: 0.001
Epoch 466/1999, Iters: 002800, loss: 0.0323, train_accuracy: 0.4609, time: 0.01 s/iter, learning rate: 0.001
Epoch 483/1999, Iters: 002900, loss: 0.0320, train_accuracy: 0.4766, time: 0.00 s/iter, learning rate: 0.001
Epoch 499/1999, Iters: 003000, loss: 0.0272, train_accuracy: 0.5000, time: 0.01 s/iter, learning rate: 0.001
Epoch 516/1999, Iters: 003100, loss: 0.0264, train_accuracy: 0.4453, time: 0.01 s/iter, learning rate: 0.001
Epoch 533/1999, Iters: 003200, loss: 0.0267, train_accuracy: 0.4766, time: 0.00 s/iter, learning rate: 0.001
Epoch 549/1999, Iters: 003300, loss: 0.0218, train_accuracy: 0.5000, time: 0.01 s/iter, learning rate: 0.001
Epoch 566/1999, Iters: 003400, loss: 0.0210, train_accuracy: 0.4453, time: 0.00 s/iter, learning rate: 0.001
Epoch 583/1999, Iters: 003500, loss: 0.0213, train_accuracy: 0.5078, time: 0.00 s/iter, learning rate: 0.001
Epoch 1/1999, Iters: 000100, loss: 1.5648, train_accuracy: 0.0156, time: 0.02 s/iter, learning rate: 0.001
Epoch 2/1999, Iters: 000200, loss: 0.7129, train_accuracy: 0.0312, time: 0.04 s/iter, learning rate: 0.001
Epoch 3/1999, Iters: 000300, loss: 0.4275, train_accuracy: 0.0547, time: 0.06 s/iter, learning rate: 0.001
Epoch 5/1999, Iters: 000400, loss: 0.3457, train_accuracy: 0.0312, time: 0.01 s/iter, learning rate: 0.001
Epoch 6/1999, Iters: 000500, loss: 0.2729, train_accuracy: 0.0547, time: 0.03 s/iter, learning rate: 0.001
Epoch 7/1999, Iters: 000600, loss: 0.2021, train_accuracy: 0.0625, time: 0.05 s/iter, learning rate: 0.001
Epoch 8/1999, Iters: 000700, loss: 0.1706, train_accuracy: 0.0938, time: 0.06 s/iter, learning rate: 0.001
Epoch 10/1999, Iters: 000800, loss: 0.1580, train_accuracy: 0.0547, time: 0.01 s/iter, learning rate: 0.001
Epoch 11/1999, Iters: 000900, loss: 0.1606, train_accuracy: 0.0625, time: 0.03 s/iter, learning rate: 0.001
Epoch 12/1999, Iters: 001000, loss: 0.1323, train_accuracy: 0.0469, time: 0.05 s/iter, learning rate: 0.001
Epoch 13/1999, Iters: 001100, loss: 0.1313, train_accuracy: 0.0547, time: 0.07 s/iter, learning rate: 0.001
Epoch 15/1999, Iters: 001200, loss: 0.1270, train_accuracy: 0.0781, time: 0.02 s/iter, learning rate: 0.001
Epoch 16/1999, Iters: 001300, loss: 0.0871, train_accuracy: 0.0938, time: 0.03 s/iter, learning rate: 0.001
Epoch 17/1999, Iters: 001400, loss: 0.1040, train_accuracy: 0.0312, time: 0.06 s/iter, learning rate: 0.001
Epoch 18/1999, Iters: 001500, loss: 0.0626, train_accuracy: 0.0781, time: 0.07 s/iter, learning rate: 0.001
Epoch 20/1999, Iters: 001600, loss: 0.0621, train_accuracy: 0.0391, time: 0.02 s/iter, learning rate: 0.001
Epoch 21/1999, Iters: 001700, loss: 0.0598, train_accuracy: 0.0469, time: 0.04 s/iter, learning rate: 0.001
Epoch 22/1999, Iters: 001800, loss: 0.0756, train_accuracy: 0.0078, time: 0.06 s/iter, learning rate: 0.001
Epoch 24/1999, Iters: 001900, loss: 0.0661, train_accuracy: 0.0391, time: 0.01 s/iter, learning rate: 0.001
Epoch 25/1999, Iters: 002000, loss: 0.0453, train_accuracy: 0.0312, time: 0.03 s/iter, learning rate: 0.001
Epoch 26/1999, Iters: 002100, loss: 0.0476, train_accuracy: 0.0547, time: 0.04 s/iter, learning rate: 0.001
Epoch 27/1999, Iters: 002200, loss: 0.0599, train_accuracy: 0.0391, time: 0.07 s/iter, learning rate: 0.001
Epoch 29/1999, Iters: 002300, loss: 0.0386, train_accuracy: 0.0391, time: 0.01 s/iter, learning rate: 0.001
Epoch 30/1999, Iters: 002400, loss: 0.0465, train_accuracy: 0.0234, time: 0.03 s/iter, learning rate: 0.001
Epoch 31/1999, Iters: 002500, loss: 0.0437, train_accuracy: 0.0469, time: 0.05 s/iter, learning rate: 0.001
Epoch 32/1999, Iters: 002600, loss: 0.0286, train_accuracy: 0.0547, time: 0.07 s/iter, learning rate: 0.001
Epoch 34/1999, Iters: 002700, loss: 0.0387, train_accuracy: 0.0234, time: 0.01 s/iter, learning rate: 0.001
Epoch 35/1999, Iters: 002800, loss: 0.0432, train_accuracy: 0.0469, time: 0.03 s/iter, learning rate: 0.001
Epoch 36/1999, Iters: 002900, loss: 0.0337, train_accuracy: 0.0781, time: 0.05 s/iter, learning rate: 0.001
Epoch 37/1999, Iters: 003000, loss: 0.0412, train_accuracy: 0.0781, time: 0.07 s/iter, learning rate: 0.001
Epoch 39/1999, Iters: 003100, loss: 0.0376, train_accuracy: 0.0781, time: 0.02 s/iter, learning rate: 0.001
Epoch 40/1999, Iters: 003200, loss: 0.0317, train_accuracy: 0.0703, time: 0.04 s/iter, learning rate: 0.001
Epoch 41/1999, Iters: 003300, loss: 0.0346, train_accuracy: 0.0156, time: 0.06 s/iter, learning rate: 0.001
Epoch 43/1999, Iters: 003400, loss: 0.0292, train_accuracy: 0.0781, time: 0.00 s/iter, learning rate: 0.001
Epoch 44/1999, Iters: 003500, loss: 0.0342, train_accuracy: 0.0312, time: 0.02 s/iter, learning rate: 0.001
Epoch 45/1999, Iters: 003600, loss: 0.0418, train_accuracy: 0.0547, time: 0.04 s/iter, learning rate: 0.001
Epoch 46/1999, Iters: 003700, loss: 0.0433, train_accuracy: 0.0312, time: 0.06 s/iter, learning rate: 0.001
Epoch 48/1999, Iters: 003800, loss: 0.0292, train_accuracy: 0.0391, time: 0.01 s/iter, learning rate: 0.001
Epoch 49/1999, Iters: 003900, loss: 0.0244, train_accuracy: 0.0312, time: 0.03 s/iter, learning rate: 0.001
Epoch 50/1999, Iters: 004000, loss: 0.0308, train_accuracy: 0.0078, time: 0.05 s/iter, learning rate: 0.001
Epoch 51/1999, Iters: 004100, loss: 0.0301, train_accuracy: 0.0859, time: 0.07 s/iter, learning rate: 0.001
Epoch 53/1999, Iters: 004200, loss: 0.0261, train_accuracy: 0.0312, time: 0.01 s/iter, learning rate: 0.001
Epoch 54/1999, Iters: 004300, loss: 0.0366, train_accuracy: 0.0547, time: 0.03 s/iter, learning rate: 0.001
Epoch 55/1999, Iters: 004400, loss: 0.0406, train_accuracy: 0.0312, time: 0.05 s/iter, learning rate: 0.001
Epoch 56/1999, Iters: 004500, loss: 0.0285, train_accuracy: 0.0312, time: 0.07 s/iter, learning rate: 0.001
Epoch 58/1999, Iters: 004600, loss: 0.0245, train_accuracy: 0.0391, time: 0.02 s/iter, learning rate: 0.001
Epoch 59/1999, Iters: 004700, loss: 0.0239, train_accuracy: 0.0312, time: 0.04 s/iter, learning rate: 0.001
Epoch 60/1999, Iters: 004800, loss: 0.0306, train_accuracy: 0.0391, time: 0.06 s/iter, learning rate: 0.001
Epoch 62/1999, Iters: 004900, loss: 0.0372, train_accuracy: 0.0547, time: 0.00 s/iter, learning rate: 0.001
Epoch 63/1999, Iters: 005000, loss: 0.0173, train_accuracy: 0.0859, time: 0.02 s/iter, learning rate: 0.001
Epoch 64/1999, Iters: 005100, loss: 0.0208, train_accuracy: 0.0312, time: 0.04 s/iter, learning rate: 0.001
Epoch 65/1999, Iters: 005200, loss: 0.0168, train_accuracy: 0.0234, time: 0.06 s/iter, learning rate: 0.001
Epoch 67/1999, Iters: 005300, loss: 0.0291, train_accuracy: 0.0469, time: 0.01 s/iter, learning rate: 0.001
Epoch 68/1999, Iters: 005400, loss: 0.0283, train_accuracy: 0.0625, time: 0.03 s/iter, learning rate: 0.001
Epoch 69/1999, Iters: 005500, loss: 0.0353, train_accuracy: 0.0312, time: 0.05 s/iter, learning rate: 0.001
Epoch 70/1999, Iters: 005600, loss: 0.0272, train_accuracy: 0.0156, time: 0.07 s/iter, learning rate: 0.001
Epoch 72/1999, Iters: 005700, loss: 0.0294, train_accuracy: 0.0234, time: 0.01 s/iter, learning rate: 0.001
Epoch 73/1999, Iters: 005800, loss: 0.0270, train_accuracy: 0.0703, time: 0.03 s/iter, learning rate: 0.001
Epoch 74/1999, Iters: 005900, loss: 0.0334, train_accuracy: 0.0391, time: 0.05 s/iter, learning rate: 0.001
Epoch 75/1999, Iters: 006000, loss: 0.0330, train_accuracy: 0.0781, time: 0.07 s/iter, learning rate: 0.001
Epoch 77/1999, Iters: 006100, loss: 0.0263, train_accuracy: 0.0234, time: 0.02 s/iter, learning rate: 0.001
Epoch 78/1999, Iters: 006200, loss: 0.0239, train_accuracy: 0.0469, time: 0.04 s/iter, learning rate: 0.001
Epoch 79/1999, Iters: 006300, loss: 0.0224, train_accuracy: 0.0234, time: 0.06 s/iter, learning rate: 0.001
Epoch 81/1999, Iters: 006400, loss: 0.0291, train_accuracy: 0.0547, time: 0.00 s/iter, learning rate: 0.001
Epoch 82/1999, Iters: 006500, loss: 0.0316, train_accuracy: 0.0547, time: 0.02 s/iter, learning rate: 0.001
Epoch 83/1999, Iters: 006600, loss: 0.0173, train_accuracy: 0.0312, time: 0.04 s/iter, learning rate: 0.001
Epoch 84/1999, Iters: 006700, loss: 0.0313, train_accuracy: 0.0625, time: 0.06 s/iter, learning rate: 0.001
Epoch 86/1999, Iters: 006800, loss: 0.0232, train_accuracy: 0.0156, time: 0.01 s/iter, learning rate: 0.001
Epoch 87/1999, Iters: 006900, loss: 0.0277, train_accuracy: 0.0312, time: 0.03 s/iter, learning rate: 0.001
Epoch 88/1999, Iters: 007000, loss: 0.0239, train_accuracy: 0.0391, time: 0.05 s/iter, learning rate: 0.001
Epoch 89/1999, Iters: 007100, loss: 0.0258, train_accuracy: 0.0156, time: 0.07 s/iter, learning rate: 0.001
Epoch 91/1999, Iters: 007200, loss: 0.0369, train_accuracy: 0.0234, time: 0.01 s/iter, learning rate: 0.001
Epoch 92/1999, Iters: 007300, loss: 0.0185, train_accuracy: 0.0078, time: 0.03 s/iter, learning rate: 0.001
Epoch 93/1999, Iters: 007400, loss: 0.0186, train_accuracy: 0.0234, time: 0.05 s/iter, learning rate: 0.001
Epoch 94/1999, Iters: 007500, loss: 0.0104, train_accuracy: 0.0234, time: 0.07 s/iter, learning rate: 0.001
Epoch 2/1999, Iters: 000100, loss: 1.4064, train_accuracy: 0.0000, time: 0.02 s/iter, learning rate: 0.001
Epoch 4/1999, Iters: 000200, loss: 0.7033, train_accuracy: 0.0000, time: 0.04 s/iter, learning rate: 0.001
Epoch 7/1999, Iters: 000300, loss: 0.4978, train_accuracy: 0.0000, time: 0.02 s/iter, learning rate: 0.001
Epoch 9/1999, Iters: 000400, loss: 0.3510, train_accuracy: 0.0000, time: 0.04 s/iter, learning rate: 0.001
Epoch 12/1999, Iters: 000500, loss: 0.2980, train_accuracy: 0.0000, time: 0.02 s/iter, learning rate: 0.001
Epoch 14/1999, Iters: 000600, loss: 0.2362, train_accuracy: 0.0000, time: 0.04 s/iter, learning rate: 0.001
Epoch 17/1999, Iters: 000700, loss: 0.2180, train_accuracy: 0.0000, time: 0.02 s/iter, learning rate: 0.001
Epoch 19/1999, Iters: 000800, loss: 0.1806, train_accuracy: 0.0000, time: 0.04 s/iter, learning rate: 0.001
Epoch 22/1999, Iters: 000900, loss: 0.1760, train_accuracy: 0.0000, time: 0.02 s/iter, learning rate: 0.001
Epoch 24/1999, Iters: 001000, loss: 0.1418, train_accuracy: 0.0000, time: 0.04 s/iter, learning rate: 0.001
Epoch 27/1999, Iters: 001100, loss: 0.1446, train_accuracy: 0.0000, time: 0.02 s/iter, learning rate: 0.001
Epoch 29/1999, Iters: 001200, loss: 0.1154, train_accuracy: 0.0000, time: 0.04 s/iter, learning rate: 0.001
Epoch 32/1999, Iters: 001300, loss: 0.1152, train_accuracy: 0.0000, time: 0.02 s/iter, learning rate: 0.001
Epoch 34/1999, Iters: 001400, loss: 0.0846, train_accuracy: 0.0000, time: 0.04 s/iter, learning rate: 0.001
Epoch 37/1999, Iters: 001500, loss: 0.0926, train_accuracy: 0.0000, time: 0.02 s/iter, learning rate: 0.001
Epoch 39/1999, Iters: 001600, loss: 0.0718, train_accuracy: 0.0000, time: 0.04 s/iter, learning rate: 0.001
Epoch 42/1999, Iters: 001700, loss: 0.0791, train_accuracy: 0.0000, time: 0.02 s/iter, learning rate: 0.001
Epoch 2/1999, Iters: 000100, loss: 1.3709, train_accuracy: 0.6875, time: 0.02 s/iter, learning rate: 0.001
Epoch 4/1999, Iters: 000200, loss: 0.6714, train_accuracy: 0.7778, time: 0.04 s/iter, learning rate: 0.001
Epoch 7/1999, Iters: 000300, loss: 0.5123, train_accuracy: 0.7031, time: 0.02 s/iter, learning rate: 0.001
Epoch 9/1999, Iters: 000400, loss: 0.3382, train_accuracy: 0.7778, time: 0.04 s/iter, learning rate: 0.001
Epoch 12/1999, Iters: 000500, loss: 0.3053, train_accuracy: 0.7031, time: 0.02 s/iter, learning rate: 0.001
Epoch 14/1999, Iters: 000600, loss: 0.2163, train_accuracy: 0.7778, time: 0.04 s/iter, learning rate: 0.001
Epoch 17/1999, Iters: 000700, loss: 0.2233, train_accuracy: 0.7031, time: 0.02 s/iter, learning rate: 0.001
Epoch 19/1999, Iters: 000800, loss: 0.1610, train_accuracy: 0.7778, time: 0.04 s/iter, learning rate: 0.001
Epoch 22/1999, Iters: 000900, loss: 0.1801, train_accuracy: 0.7031, time: 0.02 s/iter, learning rate: 0.001
Epoch 24/1999, Iters: 001000, loss: 0.1304, train_accuracy: 0.7778, time: 0.04 s/iter, learning rate: 0.001
Epoch 27/1999, Iters: 001100, loss: 0.1455, train_accuracy: 0.7031, time: 0.02 s/iter, learning rate: 0.001
Epoch 29/1999, Iters: 001200, loss: 0.1032, train_accuracy: 0.7778, time: 0.04 s/iter, learning rate: 0.001
Epoch 32/1999, Iters: 001300, loss: 0.1192, train_accuracy: 0.6406, time: 0.02 s/iter, learning rate: 0.001
Epoch 34/1999, Iters: 001400, loss: 0.0823, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 37/1999, Iters: 001500, loss: 0.0914, train_accuracy: 0.4922, time: 0.02 s/iter, learning rate: 0.001
Epoch 39/1999, Iters: 001600, loss: 0.0658, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 42/1999, Iters: 001700, loss: 0.0761, train_accuracy: 0.4922, time: 0.02 s/iter, learning rate: 0.001
Epoch 44/1999, Iters: 001800, loss: 0.0587, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 47/1999, Iters: 001900, loss: 0.0662, train_accuracy: 0.4922, time: 0.02 s/iter, learning rate: 0.001
Epoch 49/1999, Iters: 002000, loss: 0.0489, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 52/1999, Iters: 002100, loss: 0.0616, train_accuracy: 0.4922, time: 0.02 s/iter, learning rate: 0.001
Epoch 54/1999, Iters: 002200, loss: 0.0445, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 57/1999, Iters: 002300, loss: 0.0553, train_accuracy: 0.4922, time: 0.02 s/iter, learning rate: 0.001
Epoch 59/1999, Iters: 002400, loss: 0.0389, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 62/1999, Iters: 002500, loss: 0.0506, train_accuracy: 0.4922, time: 0.02 s/iter, learning rate: 0.001
Epoch 64/1999, Iters: 002600, loss: 0.0362, train_accuracy: 0.5278, time: 0.04 s/iter, learning rate: 0.001
Epoch 67/1999, Iters: 002700, loss: 0.0450, train_accuracy: 0.4922, time: 0.02 s/iter, learning rate: 0.001
Epoch 69/1999, Iters: 002800, loss: 0.0326, train_accuracy: 0.5278, time: 0.04 s/iter, learning rate: 0.001
Epoch 72/1999, Iters: 002900, loss: 0.0462, train_accuracy: 0.4922, time: 0.02 s/iter, learning rate: 0.001
Epoch 74/1999, Iters: 003000, loss: 0.0312, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 77/1999, Iters: 003100, loss: 0.0438, train_accuracy: 0.4844, time: 0.02 s/iter, learning rate: 0.001
Epoch 79/1999, Iters: 003200, loss: 0.0318, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 82/1999, Iters: 003300, loss: 0.0420, train_accuracy: 0.4844, time: 0.02 s/iter, learning rate: 0.001
Epoch 84/1999, Iters: 003400, loss: 0.0279, train_accuracy: 0.5278, time: 0.04 s/iter, learning rate: 0.001
Epoch 87/1999, Iters: 003500, loss: 0.0410, train_accuracy: 0.4688, time: 0.02 s/iter, learning rate: 0.001
Epoch 89/1999, Iters: 003600, loss: 0.0271, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 92/1999, Iters: 003700, loss: 0.0410, train_accuracy: 0.4922, time: 0.02 s/iter, learning rate: 0.001
Epoch 94/1999, Iters: 003800, loss: 0.0286, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 97/1999, Iters: 003900, loss: 0.0371, train_accuracy: 0.4922, time: 0.02 s/iter, learning rate: 0.001
Epoch 99/1999, Iters: 004000, loss: 0.0253, train_accuracy: 0.5278, time: 0.04 s/iter, learning rate: 0.001
Epoch 102/1999, Iters: 004100, loss: 0.0348, train_accuracy: 0.4688, time: 0.02 s/iter, learning rate: 0.001
Epoch 104/1999, Iters: 004200, loss: 0.0265, train_accuracy: 0.5278, time: 0.04 s/iter, learning rate: 0.001
Epoch 107/1999, Iters: 004300, loss: 0.0352, train_accuracy: 0.4531, time: 0.02 s/iter, learning rate: 0.001
Epoch 109/1999, Iters: 004400, loss: 0.0251, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 112/1999, Iters: 004500, loss: 0.0338, train_accuracy: 0.4766, time: 0.02 s/iter, learning rate: 0.001
Epoch 114/1999, Iters: 004600, loss: 0.0205, train_accuracy: 0.5278, time: 0.04 s/iter, learning rate: 0.001
Epoch 117/1999, Iters: 004700, loss: 0.0298, train_accuracy: 0.4844, time: 0.02 s/iter, learning rate: 0.001
Epoch 119/1999, Iters: 004800, loss: 0.0233, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 122/1999, Iters: 004900, loss: 0.0293, train_accuracy: 0.4844, time: 0.02 s/iter, learning rate: 0.001
Epoch 124/1999, Iters: 005000, loss: 0.0219, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 127/1999, Iters: 005100, loss: 0.0285, train_accuracy: 0.4844, time: 0.02 s/iter, learning rate: 0.001
Epoch 129/1999, Iters: 005200, loss: 0.0195, train_accuracy: 0.5185, time: 0.04 s/iter, learning rate: 0.001
Epoch 132/1999, Iters: 005300, loss: 0.0283, train_accuracy: 0.4922, time: 0.02 s/iter, learning rate: 0.001
Epoch 134/1999, Iters: 005400, loss: 0.0220, train_accuracy: 0.5278, time: 0.04 s/iter, learning rate: 0.001
Epoch 137/1999, Iters: 005500, loss: 0.0312, train_accuracy: 0.4531, time: 0.02 s/iter, learning rate: 0.001
Epoch 139/1999, Iters: 005600, loss: 0.0224, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 142/1999, Iters: 005700, loss: 0.0300, train_accuracy: 0.4688, time: 0.02 s/iter, learning rate: 0.001
Epoch 144/1999, Iters: 005800, loss: 0.0194, train_accuracy: 0.5093, time: 0.04 s/iter, learning rate: 0.001
Epoch 147/1999, Iters: 005900, loss: 0.0261, train_accuracy: 0.4531, time: 0.02 s/iter, learning rate: 0.001
Epoch 149/1999, Iters: 006000, loss: 0.0166, train_accuracy: 0.5185, time: 0.04 s/iter, learning rate: 0.001
Epoch 152/1999, Iters: 006100, loss: 0.0273, train_accuracy: 0.4766, time: 0.02 s/iter, learning rate: 0.001
Epoch 154/1999, Iters: 006200, loss: 0.0223, train_accuracy: 0.5370, time: 0.04 s/iter, learning rate: 0.001
Epoch 157/1999, Iters: 006300, loss: 0.0274, train_accuracy: 0.4688, time: 0.02 s/iter, learning rate: 0.001
Epoch 159/1999, Iters: 006400, loss: 0.0161, train_accuracy: 0.5185, time: 0.04 s/iter, learning rate: 0.001
Epoch 162/1999, Iters: 006500, loss: 0.0280, train_accuracy: 0.4609, time: 0.02 s/iter, learning rate: 0.001
Epoch 164/1999, Iters: 006600, loss: 0.0175, train_accuracy: 0.5185, time: 0.04 s/iter, learning rate: 0.001
Epoch 167/1999, Iters: 006700, loss: 0.0288, train_accuracy: 0.4219, time: 0.02 s/iter, learning rate: 0.001
Epoch 169/1999, Iters: 006800, loss: 0.0190, train_accuracy: 0.5185, time: 0.04 s/iter, learning rate: 0.001
Epoch 172/1999, Iters: 006900, loss: 0.0227, train_accuracy: 0.4453, time: 0.02 s/iter, learning rate: 0.001
Epoch 174/1999, Iters: 007000, loss: 0.0147, train_accuracy: 0.5093, time: 0.04 s/iter, learning rate: 0.001
Epoch 177/1999, Iters: 007100, loss: 0.0205, train_accuracy: 0.4453, time: 0.02 s/iter, learning rate: 0.001
Epoch 179/1999, Iters: 007200, loss: 0.0171, train_accuracy: 0.5093, time: 0.04 s/iter, learning rate: 0.001
Epoch 182/1999, Iters: 007300, loss: 0.0186, train_accuracy: 0.4297, time: 0.02 s/iter, learning rate: 0.001
Epoch 184/1999, Iters: 007400, loss: 0.0169, train_accuracy: 0.5000, time: 0.04 s/iter, learning rate: 0.001
Epoch 187/1999, Iters: 007500, loss: 0.0199, train_accuracy: 0.4375, time: 0.02 s/iter, learning rate: 0.001
Epoch 189/1999, Iters: 007600, loss: 0.0135, train_accuracy: 0.5185, time: 0.04 s/iter, learning rate: 0.001
Epoch 192/1999, Iters: 007700, loss: 0.0188, train_accuracy: 0.4297, time: 0.02 s/iter, learning rate: 0.001
Epoch 194/1999, Iters: 007800, loss: 0.0147, train_accuracy: 0.4907, time: 0.04 s/iter, learning rate: 0.001
Epoch 197/1999, Iters: 007900, loss: 0.0213, train_accuracy: 0.4375, time: 0.02 s/iter, learning rate: 0.001
Epoch 199/1999, Iters: 008000, loss: 0.0101, train_accuracy: 0.5185, time: 0.04 s/iter, learning rate: 0.001
Epoch 202/1999, Iters: 008100, loss: 0.0226, train_accuracy: 0.4375, time: 0.02 s/iter, learning rate: 0.001
Epoch 204/1999, Iters: 008200, loss: 0.0124, train_accuracy: 0.4907, time: 0.04 s/iter, learning rate: 0.001
Epoch 207/1999, Iters: 008300, loss: 0.0243, train_accuracy: 0.3828, time: 0.02 s/iter, learning rate: 0.001
Epoch 209/1999, Iters: 008400, loss: 0.0115, train_accuracy: 0.5093, time: 0.04 s/iter, learning rate: 0.001
Epoch 212/1999, Iters: 008500, loss: 0.0199, train_accuracy: 0.4375, time: 0.02 s/iter, learning rate: 0.001
Epoch 214/1999, Iters: 008600, loss: 0.0140, train_accuracy: 0.4907, time: 0.04 s/iter, learning rate: 0.001
Epoch 217/1999, Iters: 008700, loss: 0.0169, train_accuracy: 0.4141, time: 0.02 s/iter, learning rate: 0.001
Epoch 219/1999, Iters: 008800, loss: 0.0143, train_accuracy: 0.4815, time: 0.04 s/iter, learning rate: 0.001
Epoch 222/1999, Iters: 008900, loss: 0.0237, train_accuracy: 0.4375, time: 0.02 s/iter, learning rate: 0.001
Epoch 224/1999, Iters: 009000, loss: 0.0123, train_accuracy: 0.4722, time: 0.04 s/iter, learning rate: 0.001
Epoch 227/1999, Iters: 009100, loss: 0.0244, train_accuracy: 0.4141, time: 0.02 s/iter, learning rate: 0.001
Epoch 229/1999, Iters: 009200, loss: 0.0080, train_accuracy: 0.4815, time: 0.04 s/iter, learning rate: 0.001
Epoch 232/1999, Iters: 009300, loss: 0.0153, train_accuracy: 0.4375, time: 0.02 s/iter, learning rate: 0.001
Epoch 234/1999, Iters: 009400, loss: 0.0104, train_accuracy: 0.4630, time: 0.04 s/iter, learning rate: 0.001
Epoch 237/1999, Iters: 009500, loss: 0.0146, train_accuracy: 0.4141, time: 0.02 s/iter, learning rate: 0.001
Epoch 239/1999, Iters: 009600, loss: 0.0083, train_accuracy: 0.4815, time: 0.04 s/iter, learning rate: 0.001
Epoch 242/1999, Iters: 009700, loss: 0.0196, train_accuracy: 0.4219, time: 0.02 s/iter, learning rate: 0.001
Epoch 244/1999, Iters: 009800, loss: 0.0094, train_accuracy: 0.4537, time: 0.04 s/iter, learning rate: 0.001
Epoch 247/1999, Iters: 009900, loss: 0.0160, train_accuracy: 0.3828, time: 0.02 s/iter, learning rate: 0.001
Epoch 249/1999, Iters: 010000, loss: 0.0112, train_accuracy: 0.4722, time: 0.04 s/iter, learning rate: 0.001
Epoch 252/1999, Iters: 010100, loss: 0.0140, train_accuracy: 0.4375, time: 0.02 s/iter, learning rate: 0.001
Epoch 254/1999, Iters: 010200, loss: 0.0085, train_accuracy: 0.4815, time: 0.04 s/iter, learning rate: 0.001
Epoch 257/1999, Iters: 010300, loss: 0.0189, train_accuracy: 0.3594, time: 0.02 s/iter, learning rate: 0.001
Epoch 259/1999, Iters: 010400, loss: 0.0134, train_accuracy: 0.4444, time: 0.04 s/iter, learning rate: 0.001
Epoch 262/1999, Iters: 010500, loss: 0.0136, train_accuracy: 0.3984, time: 0.02 s/iter, learning rate: 0.001
Epoch 264/1999, Iters: 010600, loss: 0.0076, train_accuracy: 0.4537, time: 0.04 s/iter, learning rate: 0.001
Epoch 267/1999, Iters: 010700, loss: 0.0190, train_accuracy: 0.3516, time: 0.02 s/iter, learning rate: 0.001
Epoch 269/1999, Iters: 010800, loss: 0.0119, train_accuracy: 0.4815, time: 0.04 s/iter, learning rate: 0.001
Epoch 272/1999, Iters: 010900, loss: 0.0138, train_accuracy: 0.4062, time: 0.02 s/iter, learning rate: 0.001
Epoch 274/1999, Iters: 011000, loss: 0.0069, train_accuracy: 0.4444, time: 0.04 s/iter, learning rate: 0.001
Epoch 277/1999, Iters: 011100, loss: 0.0111, train_accuracy: 0.3828, time: 0.02 s/iter, learning rate: 0.001
Epoch 279/1999, Iters: 011200, loss: 0.0035, train_accuracy: 0.3796, time: 0.04 s/iter, learning rate: 0.001
Epoch 282/1999, Iters: 011300, loss: 0.0109, train_accuracy: 0.3672, time: 0.02 s/iter, learning rate: 0.001
Epoch 284/1999, Iters: 011400, loss: 0.0098, train_accuracy: 0.4815, time: 0.04 s/iter, learning rate: 0.001
Epoch 287/1999, Iters: 011500, loss: 0.0127, train_accuracy: 0.3750, time: 0.02 s/iter, learning rate: 0.001
Epoch 289/1999, Iters: 011600, loss: 0.0079, train_accuracy: 0.4444, time: 0.04 s/iter, learning rate: 0.001
Epoch 292/1999, Iters: 011700, loss: 0.0179, train_accuracy: 0.3594, time: 0.02 s/iter, learning rate: 0.001
Epoch 294/1999, Iters: 011800, loss: 0.0093, train_accuracy: 0.4167, time: 0.04 s/iter, learning rate: 0.001
Epoch 297/1999, Iters: 011900, loss: 0.0115, train_accuracy: 0.3672, time: 0.02 s/iter, learning rate: 0.001
Epoch 299/1999, Iters: 012000, loss: 0.0049, train_accuracy: 0.3889, time: 0.04 s/iter, learning rate: 0.001
Epoch 302/1999, Iters: 012100, loss: 0.0159, train_accuracy: 0.3281, time: 0.02 s/iter, learning rate: 0.001
Epoch 304/1999, Iters: 012200, loss: 0.0087, train_accuracy: 0.4167, time: 0.04 s/iter, learning rate: 0.001
Epoch 307/1999, Iters: 012300, loss: 0.0088, train_accuracy: 0.3359, time: 0.02 s/iter, learning rate: 0.001
Epoch 309/1999, Iters: 012400, loss: 0.0025, train_accuracy: 0.4167, time: 0.04 s/iter, learning rate: 0.001
Epoch 312/1999, Iters: 012500, loss: 0.0075, train_accuracy: 0.2891, time: 0.02 s/iter, learning rate: 0.001
Epoch 314/1999, Iters: 012600, loss: 0.0050, train_accuracy: 0.3148, time: 0.04 s/iter, learning rate: 0.001
Epoch 317/1999, Iters: 012700, loss: 0.0079, train_accuracy: 0.3438, time: 0.02 s/iter, learning rate: 0.001
Epoch 319/1999, Iters: 012800, loss: 0.0024, train_accuracy: 0.3333, time: 0.04 s/iter, learning rate: 0.001