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36.log
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09:10:28 Start training
Epoch 91/200
09:37:31 train - loss: 3.3599, acc: 0.5095
09:38:23 valid - loss: 1.8470, acc: 0.6028, acc5: 0.8404
Epoch 92/200
09:41:01 train - loss: 3.3928, acc: 0.5051
09:41:08 valid - loss: 1.7723, acc: 0.6062, acc5: 0.8396
Epoch 93/200
09:43:46 train - loss: 3.3501, acc: 0.5115
09:43:53 valid - loss: 1.7114, acc: 0.6196, acc5: 0.8471
Epoch 94/200
09:46:30 train - loss: 3.3651, acc: 0.5113
09:46:38 valid - loss: 1.6773, acc: 0.6235, acc5: 0.8543
Epoch 95/200
09:49:15 train - loss: 3.3835, acc: 0.5099
09:49:22 valid - loss: 1.8741, acc: 0.6073, acc5: 0.8436
Epoch 96/200
09:52:00 train - loss: 3.3672, acc: 0.5110
09:52:07 valid - loss: 1.8703, acc: 0.6078, acc5: 0.8425
Epoch 97/200
09:54:44 train - loss: 3.3259, acc: 0.5167
09:54:52 valid - loss: 1.7082, acc: 0.6201, acc5: 0.8500
Epoch 98/200
09:57:30 train - loss: 3.3408, acc: 0.5162
09:57:37 valid - loss: 1.7517, acc: 0.6197, acc5: 0.8526
Epoch 99/200
10:00:14 train - loss: 3.3550, acc: 0.5155
10:00:22 valid - loss: 1.7379, acc: 0.6218, acc5: 0.8522
Epoch 100/200
10:02:59 train - loss: 3.3505, acc: 0.5154
10:03:10 valid - loss: 1.6942, acc: 0.6308, acc5: 0.8595
Epoch 101/200
10:05:47 train - loss: 3.3659, acc: 0.5145
10:05:55 valid - loss: 1.8640, acc: 0.6157, acc5: 0.8485
Epoch 102/200
10:08:33 train - loss: 3.3154, acc: 0.5219
10:08:40 valid - loss: 1.6882, acc: 0.6306, acc5: 0.8548
Epoch 103/200
10:11:19 train - loss: 3.3661, acc: 0.5167
10:11:26 valid - loss: 1.8558, acc: 0.6231, acc5: 0.8537
Epoch 104/200
10:14:04 train - loss: 3.3534, acc: 0.5175
10:14:11 valid - loss: 1.7040, acc: 0.6324, acc5: 0.8575
Epoch 105/200
10:16:48 train - loss: 3.3259, acc: 0.5214
10:16:56 valid - loss: 1.8198, acc: 0.6281, acc5: 0.8549
Epoch 106/200
10:19:33 train - loss: 3.3276, acc: 0.5237
10:19:40 valid - loss: 1.8165, acc: 0.6300, acc5: 0.8585
Epoch 107/200
10:22:18 train - loss: 3.3207, acc: 0.5233
10:22:26 valid - loss: 1.6864, acc: 0.6332, acc5: 0.8623
Epoch 108/200
10:25:03 train - loss: 3.3294, acc: 0.5233
10:25:11 valid - loss: 1.8034, acc: 0.6191, acc5: 0.8523
Epoch 109/200
10:27:48 train - loss: 3.3400, acc: 0.5219
10:27:56 valid - loss: 1.7630, acc: 0.6277, acc5: 0.8581
Epoch 110/200
10:30:34 train - loss: 3.3226, acc: 0.5262
10:30:46 valid - loss: 1.6952, acc: 0.6411, acc5: 0.8633
Epoch 111/200
10:33:24 train - loss: 3.2840, acc: 0.5313
10:33:31 valid - loss: 1.7720, acc: 0.6310, acc5: 0.8565
Epoch 112/200
10:37:39 train - loss: 3.2491, acc: 0.5338
10:37:46 valid - loss: 1.6610, acc: 0.6421, acc5: 0.8600
Epoch 113/200
10:40:25 train - loss: 3.2965, acc: 0.5288
10:40:32 valid - loss: 1.6150, acc: 0.6439, acc5: 0.8671
Epoch 114/200
10:43:10 train - loss: 3.2384, acc: 0.5386
10:43:17 valid - loss: 1.7060, acc: 0.6434, acc5: 0.8651
Epoch 115/200
10:47:11 train - loss: 3.2886, acc: 0.5337
10:47:19 valid - loss: 1.6646, acc: 0.6422, acc5: 0.8673
Epoch 116/200
10:50:57 train - loss: 3.2657, acc: 0.5353
10:51:04 valid - loss: 1.6271, acc: 0.6398, acc5: 0.8640
Epoch 117/200
10:54:57 train - loss: 3.2538, acc: 0.5366
10:55:05 valid - loss: 1.7001, acc: 0.6455, acc5: 0.8687
Epoch 118/200
10:57:42 train - loss: 3.2977, acc: 0.5353
10:57:50 valid - loss: 1.6328, acc: 0.6486, acc5: 0.8694
Epoch 119/200
11:00:27 train - loss: 3.2302, acc: 0.5436
11:00:35 valid - loss: 1.5697, acc: 0.6538, acc5: 0.8728
Epoch 120/200
11:03:13 train - loss: 3.2150, acc: 0.5436
11:03:24 valid - loss: 1.6035, acc: 0.6544, acc5: 0.8709
Epoch 121/200
11:06:02 train - loss: 3.2231, acc: 0.5453
11:06:09 valid - loss: 1.7470, acc: 0.6457, acc5: 0.8687
Epoch 122/200
11:08:47 train - loss: 3.1935, acc: 0.5488
11:08:54 valid - loss: 1.6405, acc: 0.6553, acc5: 0.8751
Epoch 123/200
11:11:32 train - loss: 3.2173, acc: 0.5463
11:11:40 valid - loss: 1.6301, acc: 0.6544, acc5: 0.8747
Epoch 124/200
11:14:17 train - loss: 3.2408, acc: 0.5467
11:14:25 valid - loss: 1.6305, acc: 0.6572, acc5: 0.8766
Epoch 125/200
11:17:03 train - loss: 3.2008, acc: 0.5486
11:17:10 valid - loss: 1.5946, acc: 0.6624, acc5: 0.8772
Epoch 126/200
11:22:34 train - loss: 3.1978, acc: 0.5496
11:22:42 valid - loss: 1.5512, acc: 0.6649, acc5: 0.8804
Epoch 127/200
11:25:20 train - loss: 3.2004, acc: 0.5509
11:25:27 valid - loss: 1.5328, acc: 0.6667, acc5: 0.8812
Epoch 128/200
11:28:05 train - loss: 3.1779, acc: 0.5555
11:28:13 valid - loss: 1.5188, acc: 0.6649, acc5: 0.8802
Epoch 129/200
11:30:50 train - loss: 3.1682, acc: 0.5565
11:30:58 valid - loss: 1.6104, acc: 0.6698, acc5: 0.8846
Epoch 130/200
11:34:13 train - loss: 3.1878, acc: 0.5570
11:34:24 valid - loss: 1.5757, acc: 0.6708, acc5: 0.8844
Epoch 131/200
11:42:55 train - loss: 3.1739, acc: 0.5570
11:43:02 valid - loss: 1.6011, acc: 0.6625, acc5: 0.8786
Epoch 132/200
11:45:40 train - loss: 3.1722, acc: 0.5607
11:45:48 valid - loss: 1.5100, acc: 0.6742, acc5: 0.8866
Epoch 133/200
11:48:25 train - loss: 3.1299, acc: 0.5646
11:48:33 valid - loss: 1.4533, acc: 0.6834, acc5: 0.8895
Epoch 134/200
11:51:11 train - loss: 3.1653, acc: 0.5607
11:51:18 valid - loss: 1.4603, acc: 0.6778, acc5: 0.8871
Epoch 135/200
11:53:56 train - loss: 3.1288, acc: 0.5656
11:54:04 valid - loss: 1.5515, acc: 0.6765, acc5: 0.8853
Epoch 136/200
11:56:42 train - loss: 3.1480, acc: 0.5654
11:56:49 valid - loss: 1.4638, acc: 0.6860, acc5: 0.8907
Epoch 137/200
11:59:26 train - loss: 3.1343, acc: 0.5688
11:59:33 valid - loss: 1.4282, acc: 0.6914, acc5: 0.8960
Epoch 138/200
12:02:10 train - loss: 3.1399, acc: 0.5674
12:02:17 valid - loss: 1.5110, acc: 0.6779, acc5: 0.8879
Epoch 139/200
12:13:18 train - loss: 3.1340, acc: 0.5703
12:13:25 valid - loss: 1.5129, acc: 0.6805, acc5: 0.8879
Epoch 140/200
12:16:02 train - loss: 3.0549, acc: 0.5794
12:16:12 valid - loss: 1.4247, acc: 0.6855, acc5: 0.8929
Epoch 141/200
12:18:49 train - loss: 3.1051, acc: 0.5773
12:18:56 valid - loss: 1.5801, acc: 0.6859, acc5: 0.8935
Epoch 142/200
12:21:33 train - loss: 3.0866, acc: 0.5780
12:21:40 valid - loss: 1.4008, acc: 0.6920, acc5: 0.8942
Epoch 143/200
12:24:17 train - loss: 3.0207, acc: 0.5856
12:24:24 valid - loss: 1.3716, acc: 0.6951, acc5: 0.8964
Epoch 144/200
12:35:51 train - loss: 3.0459, acc: 0.5836
12:35:59 valid - loss: 1.4077, acc: 0.6946, acc5: 0.8984
Epoch 145/200
12:38:35 train - loss: 3.0473, acc: 0.5848
12:38:42 valid - loss: 1.3728, acc: 0.6969, acc5: 0.8997
Epoch 146/200
12:41:19 train - loss: 3.0481, acc: 0.5881
12:41:26 valid - loss: 1.4479, acc: 0.6900, acc5: 0.8942
Epoch 147/200
12:44:03 train - loss: 3.0303, acc: 0.5883
12:44:10 valid - loss: 1.4599, acc: 0.6935, acc5: 0.8971
Epoch 148/200
12:46:47 train - loss: 3.0243, acc: 0.5916
12:46:54 valid - loss: 1.3794, acc: 0.7026, acc5: 0.9026
Epoch 149/200
12:49:31 train - loss: 2.9893, acc: 0.5933
12:49:38 valid - loss: 1.4091, acc: 0.6962, acc5: 0.8972
Epoch 150/200
12:52:15 train - loss: 3.0511, acc: 0.5904
12:52:26 valid - loss: 1.4861, acc: 0.6996, acc5: 0.8985
Epoch 151/200
12:55:02 train - loss: 3.0109, acc: 0.5994
12:55:09 valid - loss: 1.4403, acc: 0.7061, acc5: 0.9019
Epoch 152/200
12:57:46 train - loss: 2.9820, acc: 0.5999
12:57:53 valid - loss: 1.3165, acc: 0.7070, acc5: 0.9034
Epoch 153/200
13:00:30 train - loss: 2.9836, acc: 0.6018
13:00:37 valid - loss: 1.2576, acc: 0.7135, acc5: 0.9068
Epoch 154/200
13:03:14 train - loss: 2.9925, acc: 0.6029
13:03:21 valid - loss: 1.3931, acc: 0.7154, acc5: 0.9084
Epoch 155/200
13:05:58 train - loss: 2.9762, acc: 0.6038
13:06:05 valid - loss: 1.4004, acc: 0.7092, acc5: 0.9056
Epoch 156/200
13:08:42 train - loss: 2.9747, acc: 0.6052
13:08:49 valid - loss: 1.2859, acc: 0.7211, acc5: 0.9105
Epoch 157/200
13:11:27 train - loss: 2.9504, acc: 0.6094
13:11:36 valid - loss: 1.2897, acc: 0.7199, acc5: 0.9131
Epoch 158/200
13:14:13 train - loss: 2.9825, acc: 0.6075
13:14:20 valid - loss: 1.2394, acc: 0.7235, acc5: 0.9128
Epoch 159/200
13:16:57 train - loss: 2.9232, acc: 0.6166
13:17:04 valid - loss: 1.2469, acc: 0.7260, acc5: 0.9134
Epoch 160/200
13:22:51 train - loss: 2.8964, acc: 0.6219
13:23:02 valid - loss: 1.2600, acc: 0.7289, acc5: 0.9163
Epoch 161/200
13:34:42 train - loss: 2.9287, acc: 0.6171
13:34:49 valid - loss: 1.3814, acc: 0.7279, acc5: 0.9153
Epoch 162/200
13:37:26 train - loss: 2.8885, acc: 0.6234
13:37:33 valid - loss: 1.2439, acc: 0.7306, acc5: 0.9161
Epoch 163/200
13:40:09 train - loss: 2.8217, acc: 0.6321
13:40:16 valid - loss: 1.2404, acc: 0.7307, acc5: 0.9173
Epoch 164/200
13:42:53 train - loss: 2.9053, acc: 0.6219
13:43:00 valid - loss: 1.1860, acc: 0.7340, acc5: 0.9187
Epoch 165/200
13:45:37 train - loss: 2.8624, acc: 0.6293
13:45:44 valid - loss: 1.1953, acc: 0.7401, acc5: 0.9208
Epoch 166/200
13:48:21 train - loss: 2.8670, acc: 0.6331
13:48:29 valid - loss: 1.2635, acc: 0.7372, acc5: 0.9203
Epoch 167/200
13:51:58 train - loss: 2.8467, acc: 0.6348
13:52:06 valid - loss: 1.1816, acc: 0.7450, acc5: 0.9227
Epoch 168/200
13:54:42 train - loss: 2.8231, acc: 0.6415
13:54:50 valid - loss: 1.1663, acc: 0.7422, acc5: 0.9219
Epoch 169/200
13:57:27 train - loss: 2.7706, acc: 0.6478
13:57:34 valid - loss: 1.1550, acc: 0.7459, acc5: 0.9242
Epoch 170/200
14:11:51 train - loss: 2.7837, acc: 0.6462
14:12:02 valid - loss: 1.1701, acc: 0.7462, acc5: 0.9242
Epoch 171/200
14:14:39 train - loss: 2.7559, acc: 0.6507
14:14:46 valid - loss: 1.1396, acc: 0.7480, acc5: 0.9253
Epoch 172/200
14:17:23 train - loss: 2.7731, acc: 0.6492
14:17:30 valid - loss: 1.1101, acc: 0.7486, acc5: 0.9250
Epoch 173/200
14:20:07 train - loss: 2.8019, acc: 0.6488
14:20:14 valid - loss: 1.1836, acc: 0.7495, acc5: 0.9279
Epoch 174/200
14:22:51 train - loss: 2.7538, acc: 0.6552
14:22:59 valid - loss: 1.1321, acc: 0.7540, acc5: 0.9286
Epoch 175/200
14:25:35 train - loss: 2.7500, acc: 0.6561
14:25:43 valid - loss: 1.1298, acc: 0.7544, acc5: 0.9284
Epoch 176/200
14:28:19 train - loss: 2.7492, acc: 0.6581
14:28:27 valid - loss: 1.1332, acc: 0.7585, acc5: 0.9300
Epoch 177/200
14:31:04 train - loss: 2.7630, acc: 0.6604
14:31:11 valid - loss: 1.1172, acc: 0.7594, acc5: 0.9312
Epoch 178/200
14:33:47 train - loss: 2.6972, acc: 0.6677
14:33:55 valid - loss: 1.0712, acc: 0.7637, acc5: 0.9327
Epoch 179/200
14:36:31 train - loss: 2.6721, acc: 0.6716
14:36:39 valid - loss: 1.0778, acc: 0.7637, acc5: 0.9340
Epoch 180/200
14:39:15 train - loss: 2.6861, acc: 0.6752
14:39:26 valid - loss: 1.0638, acc: 0.7676, acc5: 0.9351
Epoch 181/200
14:42:03 train - loss: 2.6736, acc: 0.6744
14:42:11 valid - loss: 1.0882, acc: 0.7690, acc5: 0.9345
Epoch 182/200
14:44:47 train - loss: 2.6682, acc: 0.6787
14:44:55 valid - loss: 1.1152, acc: 0.7693, acc5: 0.9356
Epoch 183/200
14:47:32 train - loss: 2.6863, acc: 0.6768
14:47:39 valid - loss: 1.0674, acc: 0.7713, acc5: 0.9362
Epoch 184/200
14:51:56 train - loss: 2.6215, acc: 0.6862
14:52:03 valid - loss: 1.1293, acc: 0.7703, acc5: 0.9360
Epoch 185/200
14:54:40 train - loss: 2.6178, acc: 0.6851
14:54:47 valid - loss: 1.0369, acc: 0.7755, acc5: 0.9385
Epoch 186/200
15:00:54 train - loss: 2.6482, acc: 0.6853
15:01:02 valid - loss: 1.0592, acc: 0.7759, acc5: 0.9387
Epoch 187/200
15:03:39 train - loss: 2.6110, acc: 0.6908
15:03:46 valid - loss: 1.0276, acc: 0.7771, acc5: 0.9395
Epoch 188/200
15:06:23 train - loss: 2.6087, acc: 0.6930
15:06:30 valid - loss: 1.0232, acc: 0.7768, acc5: 0.9399
Epoch 189/200
15:09:07 train - loss: 2.6425, acc: 0.6916
15:09:15 valid - loss: 1.0951, acc: 0.7776, acc5: 0.9399
Epoch 190/200
15:11:52 train - loss: 2.5709, acc: 0.7007
15:12:03 valid - loss: 1.0438, acc: 0.7798, acc5: 0.9399
Epoch 191/200
15:14:40 train - loss: 2.5988, acc: 0.6961
15:14:47 valid - loss: 1.0588, acc: 0.7803, acc5: 0.9410
Epoch 192/200
15:17:24 train - loss: 2.5699, acc: 0.6998
15:17:31 valid - loss: 1.0039, acc: 0.7832, acc5: 0.9419
Epoch 193/200
15:20:49 train - loss: 2.5981, acc: 0.6983
15:20:56 valid - loss: 1.0898, acc: 0.7807, acc5: 0.9412
Epoch 194/200
15:23:33 train - loss: 2.5861, acc: 0.7002
15:23:41 valid - loss: 1.0530, acc: 0.7831, acc5: 0.9423
Epoch 195/200
15:26:17 train - loss: 2.5125, acc: 0.7087
15:26:25 valid - loss: 1.0338, acc: 0.7837, acc5: 0.9426
Epoch 196/200
15:29:02 train - loss: 2.5650, acc: 0.7059
15:29:09 valid - loss: 1.0314, acc: 0.7839, acc5: 0.9428
Epoch 197/200
15:31:46 train - loss: 2.5594, acc: 0.7071
15:31:53 valid - loss: 1.0315, acc: 0.7847, acc5: 0.9424
Epoch 198/200
15:34:30 train - loss: 2.6013, acc: 0.6999
15:34:37 valid - loss: 1.0898, acc: 0.7822, acc5: 0.9422
Epoch 199/200
15:37:14 train - loss: 2.5431, acc: 0.7100
15:37:21 valid - loss: 1.0126, acc: 0.7855, acc5: 0.9435
Epoch 200/200
15:39:58 train - loss: 2.5843, acc: 0.7022
15:40:12 valid - loss: 1.0548, acc: 0.7838, acc5: 0.9427