103.log

23:06:17 Start training
Epoch 1/200
23:14:35 train - loss: 6.4667, acc: 0.0177
23:15:19 valid - loss: 4.9883, acc: 0.0885, acc5: 0.2272
Epoch 2/200
23:19:18 train - loss: 5.2585, acc: 0.1111
23:19:31 valid - loss: 3.8936, acc: 0.2135, acc5: 0.4284
Epoch 3/200
23:23:29 train - loss: 4.5560, acc: 0.2100
23:23:41 valid - loss: 3.0965, acc: 0.3379, acc5: 0.5945
Epoch 4/200
23:27:38 train - loss: 4.1703, acc: 0.2764
23:27:53 valid - loss: 2.9351, acc: 0.3839, acc5: 0.6383
Epoch 5/200
23:31:47 train - loss: 3.9362, acc: 0.3209
23:32:02 valid - loss: 2.6337, acc: 0.4400, acc5: 0.6941
Epoch 6/200
23:35:55 train - loss: 3.7589, acc: 0.3561
23:36:13 valid - loss: 2.5605, acc: 0.4644, acc5: 0.7165
Epoch 7/200
23:40:02 train - loss: 3.6233, acc: 0.3830
23:40:16 valid - loss: 2.1740, acc: 0.5255, acc5: 0.7697
Epoch 8/200
23:44:09 train - loss: 3.5340, acc: 0.4014
23:44:27 valid - loss: 2.1350, acc: 0.5377, acc5: 0.7790
Epoch 9/200
23:48:17 train - loss: 3.4655, acc: 0.4161
23:48:32 valid - loss: 2.1167, acc: 0.5446, acc5: 0.7824
Epoch 10/200
23:52:24 train - loss: 3.4174, acc: 0.4256
23:52:42 valid - loss: 2.0506, acc: 0.5495, acc5: 0.7913
Epoch 11/200
23:56:32 train - loss: 3.3708, acc: 0.4354
23:56:46 valid - loss: 2.1337, acc: 0.5433, acc5: 0.7820
Epoch 12/200
00:00:41 train - loss: 3.3351, acc: 0.4429
00:00:59 valid - loss: 1.9822, acc: 0.5724, acc5: 0.8047
Epoch 13/200
00:04:47 train - loss: 3.3059, acc: 0.4500
00:05:02 valid - loss: 1.9455, acc: 0.5807, acc5: 0.8116
Epoch 14/200
00:08:54 train - loss: 3.2786, acc: 0.4552
00:09:11 valid - loss: 1.9769, acc: 0.5772, acc5: 0.8077
Epoch 15/200
00:13:00 train - loss: 3.2567, acc: 0.4599
00:13:15 valid - loss: 1.9281, acc: 0.5903, acc5: 0.8196
Epoch 16/200
00:17:07 train - loss: 3.2381, acc: 0.4641
00:17:25 valid - loss: 1.8443, acc: 0.6082, acc5: 0.8317
Epoch 17/200
00:21:13 train - loss: 3.2192, acc: 0.4680
00:21:27 valid - loss: 1.8262, acc: 0.6119, acc5: 0.8334
Epoch 18/200
00:25:19 train - loss: 3.2031, acc: 0.4716
00:25:38 valid - loss: 1.7886, acc: 0.6158, acc5: 0.8369
Epoch 19/200
00:29:26 train - loss: 3.1884, acc: 0.4750
00:29:40 valid - loss: 1.7843, acc: 0.6107, acc5: 0.8313
Epoch 20/200
00:33:32 train - loss: 3.1756, acc: 0.4778
00:33:50 valid - loss: 1.8899, acc: 0.6013, acc5: 0.8268
Epoch 21/200
00:37:39 train - loss: 3.1629, acc: 0.4810
00:37:58 valid - loss: 1.7429, acc: 0.6164, acc5: 0.8368
Epoch 22/200
00:41:46 train - loss: 3.1516, acc: 0.4835
00:42:04 valid - loss: 1.7827, acc: 0.6145, acc5: 0.8366
Epoch 23/200
00:45:53 train - loss: 3.1416, acc: 0.4853
00:46:07 valid - loss: 1.7669, acc: 0.6225, acc5: 0.8427
Epoch 24/200
00:49:59 train - loss: 3.1325, acc: 0.4868
00:50:17 valid - loss: 1.7505, acc: 0.6164, acc5: 0.8388
Epoch 25/200
01:05:20 train - loss: 3.1239, acc: 0.4889
01:06:18 valid - loss: 1.7900, acc: 0.6099, acc5: 0.8321
Epoch 26/200
01:10:21 train - loss: 3.1158, acc: 0.4908
01:10:34 valid - loss: 1.7708, acc: 0.6221, acc5: 0.8406
Epoch 27/200
01:14:35 train - loss: 3.1090, acc: 0.4924
01:14:49 valid - loss: 1.7657, acc: 0.6123, acc5: 0.8328
Epoch 28/200
01:18:47 train - loss: 3.0989, acc: 0.4944
01:19:05 valid - loss: 1.7567, acc: 0.6146, acc5: 0.8379
Epoch 29/200
01:22:59 train - loss: 3.0949, acc: 0.4955
01:23:14 valid - loss: 1.8094, acc: 0.6111, acc5: 0.8327
Epoch 30/200
01:27:11 train - loss: 3.0885, acc: 0.4970
01:27:29 valid - loss: 1.7143, acc: 0.6255, acc5: 0.8444
Epoch 31/200
01:31:23 train - loss: 3.0799, acc: 0.4988
01:31:37 valid - loss: 1.6964, acc: 0.6312, acc5: 0.8472
Epoch 32/200
01:35:35 train - loss: 3.0754, acc: 0.4997
01:35:53 valid - loss: 1.6863, acc: 0.6363, acc5: 0.8512
Epoch 33/200
01:39:47 train - loss: 3.0694, acc: 0.5013
01:40:02 valid - loss: 1.6687, acc: 0.6325, acc5: 0.8488
Epoch 34/200
01:43:58 train - loss: 3.0614, acc: 0.5027
01:44:16 valid - loss: 1.7644, acc: 0.6189, acc5: 0.8400
Epoch 35/200
01:48:10 train - loss: 3.0585, acc: 0.5040
01:48:24 valid - loss: 1.6886, acc: 0.6317, acc5: 0.8511
Epoch 36/200
01:52:21 train - loss: 3.0528, acc: 0.5046
01:52:39 valid - loss: 1.6730, acc: 0.6306, acc5: 0.8480
Epoch 37/200
01:56:32 train - loss: 3.0487, acc: 0.5060
01:56:47 valid - loss: 1.6780, acc: 0.6310, acc5: 0.8492
Epoch 38/200
02:00:44 train - loss: 3.0432, acc: 0.5066
02:01:01 valid - loss: 1.6703, acc: 0.6389, acc5: 0.8505
Epoch 39/200
02:04:55 train - loss: 3.0372, acc: 0.5084
02:05:10 valid - loss: 1.6292, acc: 0.6448, acc5: 0.8579
Epoch 40/200
02:09:06 train - loss: 3.0314, acc: 0.5096
02:09:24 valid - loss: 1.6746, acc: 0.6288, acc5: 0.8471
Epoch 41/200
02:13:17 train - loss: 3.0281, acc: 0.5101
02:13:32 valid - loss: 1.7361, acc: 0.6225, acc5: 0.8401
Epoch 42/200
02:17:28 train - loss: 3.0245, acc: 0.5109
02:17:46 valid - loss: 1.6123, acc: 0.6430, acc5: 0.8570
Epoch 43/200
02:21:39 train - loss: 3.0186, acc: 0.5123
02:21:54 valid - loss: 1.6420, acc: 0.6439, acc5: 0.8542
Epoch 44/200
02:25:50 train - loss: 3.0136, acc: 0.5135
02:26:08 valid - loss: 1.6390, acc: 0.6410, acc5: 0.8521
Epoch 45/200
02:30:01 train - loss: 3.0083, acc: 0.5146
02:30:16 valid - loss: 1.6210, acc: 0.6438, acc5: 0.8567
Epoch 46/200
02:34:12 train - loss: 3.0041, acc: 0.5156
02:34:30 valid - loss: 1.6402, acc: 0.6457, acc5: 0.8557
Epoch 47/200
02:38:23 train - loss: 2.9993, acc: 0.5168
02:38:37 valid - loss: 1.6006, acc: 0.6436, acc5: 0.8563
Epoch 48/200
02:42:34 train - loss: 2.9954, acc: 0.5170
02:42:51 valid - loss: 1.5614, acc: 0.6568, acc5: 0.8652
Epoch 49/200
02:46:45 train - loss: 2.9914, acc: 0.5182
02:47:00 valid - loss: 1.5475, acc: 0.6599, acc5: 0.8662
Epoch 50/200
02:50:57 train - loss: 2.9882, acc: 0.5192
02:51:14 valid - loss: 1.5550, acc: 0.6519, acc5: 0.8584
Epoch 51/200
02:55:08 train - loss: 2.9844, acc: 0.5203
02:55:23 valid - loss: 1.6222, acc: 0.6469, acc5: 0.8551
Epoch 52/200
02:59:20 train - loss: 2.9817, acc: 0.5205
02:59:37 valid - loss: 1.7271, acc: 0.6236, acc5: 0.8435
Epoch 53/200
03:03:31 train - loss: 2.9757, acc: 0.5217
03:03:45 valid - loss: 1.6047, acc: 0.6553, acc5: 0.8605
Epoch 54/200
03:07:42 train - loss: 2.9707, acc: 0.5226
03:08:01 valid - loss: 1.5516, acc: 0.6554, acc5: 0.8620
Epoch 55/200
03:11:54 train - loss: 2.9676, acc: 0.5238
03:12:08 valid - loss: 1.6080, acc: 0.6462, acc5: 0.8590
Epoch 56/200
03:16:04 train - loss: 2.9605, acc: 0.5253
03:16:22 valid - loss: 1.5500, acc: 0.6588, acc5: 0.8631
Epoch 57/200
03:20:15 train - loss: 2.9589, acc: 0.5258
03:20:30 valid - loss: 1.5607, acc: 0.6530, acc5: 0.8614
Epoch 58/200
03:24:26 train - loss: 2.9570, acc: 0.5262
03:24:44 valid - loss: 1.5263, acc: 0.6571, acc5: 0.8643
Epoch 59/200
03:28:37 train - loss: 2.9480, acc: 0.5281
03:28:52 valid - loss: 1.5280, acc: 0.6640, acc5: 0.8701
Epoch 60/200
03:32:48 train - loss: 2.9459, acc: 0.5289
03:33:06 valid - loss: 1.5605, acc: 0.6585, acc5: 0.8655
Epoch 61/200
03:36:59 train - loss: 2.9450, acc: 0.5285
03:37:14 valid - loss: 1.5249, acc: 0.6615, acc5: 0.8698
Epoch 62/200
03:41:10 train - loss: 2.9382, acc: 0.5298
03:41:28 valid - loss: 1.5651, acc: 0.6536, acc5: 0.8616
Epoch 63/200
03:45:21 train - loss: 2.9372, acc: 0.5304
03:45:36 valid - loss: 1.5863, acc: 0.6470, acc5: 0.8577
Epoch 64/200
03:49:32 train - loss: 2.9295, acc: 0.5319
03:49:51 valid - loss: 1.5207, acc: 0.6593, acc5: 0.8691
Epoch 65/200
03:53:43 train - loss: 2.9270, acc: 0.5321
03:53:58 valid - loss: 1.5027, acc: 0.6634, acc5: 0.8711
Epoch 66/200
03:57:54 train - loss: 2.9224, acc: 0.5335
03:58:12 valid - loss: 1.5282, acc: 0.6639, acc5: 0.8656
Epoch 67/200
04:02:05 train - loss: 2.9166, acc: 0.5349
04:02:20 valid - loss: 1.4841, acc: 0.6675, acc5: 0.8709
Epoch 68/200
04:06:16 train - loss: 2.9123, acc: 0.5361
04:06:36 valid - loss: 1.5919, acc: 0.6533, acc5: 0.8620
Epoch 69/200
04:10:27 train - loss: 2.9092, acc: 0.5365
04:10:42 valid - loss: 1.5431, acc: 0.6583, acc5: 0.8649
Epoch 70/200
04:14:38 train - loss: 2.9050, acc: 0.5375
04:14:56 valid - loss: 1.4830, acc: 0.6675, acc5: 0.8726
Epoch 71/200
04:18:49 train - loss: 2.9000, acc: 0.5387
04:19:03 valid - loss: 1.5820, acc: 0.6542, acc5: 0.8613
Epoch 72/200
04:23:00 train - loss: 2.8990, acc: 0.5386
04:23:17 valid - loss: 1.5460, acc: 0.6563, acc5: 0.8665
Epoch 73/200
04:27:11 train - loss: 2.8918, acc: 0.5402
04:27:26 valid - loss: 1.4843, acc: 0.6655, acc5: 0.8712
Epoch 74/200
04:31:22 train - loss: 2.8907, acc: 0.5406
04:31:40 valid - loss: 1.4788, acc: 0.6739, acc5: 0.8759
Epoch 75/200
04:35:33 train - loss: 2.8844, acc: 0.5424
04:35:48 valid - loss: 1.4809, acc: 0.6664, acc5: 0.8705
Epoch 76/200
04:39:44 train - loss: 2.8790, acc: 0.5436
04:40:02 valid - loss: 1.4348, acc: 0.6789, acc5: 0.8778
Epoch 77/200
04:43:55 train - loss: 2.8738, acc: 0.5446
04:44:10 valid - loss: 1.4775, acc: 0.6692, acc5: 0.8717
Epoch 78/200
04:48:06 train - loss: 2.8696, acc: 0.5452
04:48:25 valid - loss: 1.4673, acc: 0.6714, acc5: 0.8717
Epoch 79/200
05:02:59 train - loss: 2.8658, acc: 0.5459
05:03:45 valid - loss: 1.4744, acc: 0.6763, acc5: 0.8734
Epoch 80/200
05:07:48 train - loss: 2.8643, acc: 0.5467
05:08:02 valid - loss: 1.4634, acc: 0.6730, acc5: 0.8734
Epoch 81/200
05:12:05 train - loss: 2.8601, acc: 0.5476
05:12:16 valid - loss: 1.5188, acc: 0.6620, acc5: 0.8682
Epoch 82/200
05:16:17 train - loss: 2.8573, acc: 0.5482
05:16:32 valid - loss: 1.4251, acc: 0.6788, acc5: 0.8786
Epoch 83/200
05:20:30 train - loss: 2.8498, acc: 0.5496
05:20:45 valid - loss: 1.4181, acc: 0.6807, acc5: 0.8792
Epoch 84/200
05:24:41 train - loss: 2.8448, acc: 0.5507
05:24:59 valid - loss: 1.4177, acc: 0.6829, acc5: 0.8807
Epoch 85/200
05:28:57 train - loss: 2.8396, acc: 0.5519
05:29:12 valid - loss: 1.4243, acc: 0.6831, acc5: 0.8812
Epoch 86/200
05:33:08 train - loss: 2.8350, acc: 0.5532
05:33:26 valid - loss: 1.4309, acc: 0.6830, acc5: 0.8808
Epoch 87/200
05:37:19 train - loss: 2.8301, acc: 0.5538
05:37:33 valid - loss: 1.3985, acc: 0.6870, acc5: 0.8819
Epoch 88/200
05:41:30 train - loss: 2.8266, acc: 0.5551
05:41:48 valid - loss: 1.3901, acc: 0.6915, acc5: 0.8847
Epoch 89/200
05:45:41 train - loss: 2.8230, acc: 0.5560
05:45:55 valid - loss: 1.4422, acc: 0.6755, acc5: 0.8771
Epoch 90/200
05:49:51 train - loss: 2.8175, acc: 0.5572
05:50:09 valid - loss: 1.4383, acc: 0.6815, acc5: 0.8788
Epoch 91/200
05:54:02 train - loss: 2.8147, acc: 0.5576
05:54:17 valid - loss: 1.3836, acc: 0.6876, acc5: 0.8831
Epoch 92/200
05:58:13 train - loss: 2.8073, acc: 0.5595
05:58:30 valid - loss: 1.4268, acc: 0.6860, acc5: 0.8808
Epoch 93/200
06:02:24 train - loss: 2.8048, acc: 0.5602
06:02:39 valid - loss: 1.4163, acc: 0.6801, acc5: 0.8798
Epoch 94/200
06:06:35 train - loss: 2.7970, acc: 0.5617
06:06:52 valid - loss: 1.4072, acc: 0.6875, acc5: 0.8837
Epoch 95/200
06:10:45 train - loss: 2.7926, acc: 0.5625
06:10:59 valid - loss: 1.4051, acc: 0.6864, acc5: 0.8831
Epoch 96/200
06:14:56 train - loss: 2.7868, acc: 0.5638
06:15:13 valid - loss: 1.3341, acc: 0.6991, acc5: 0.8936
Epoch 97/200
06:19:07 train - loss: 2.7822, acc: 0.5659
06:19:21 valid - loss: 1.3606, acc: 0.6960, acc5: 0.8890
Epoch 98/200
06:23:17 train - loss: 2.7777, acc: 0.5661
06:23:35 valid - loss: 1.3929, acc: 0.6891, acc5: 0.8830
Epoch 99/200
06:27:28 train - loss: 2.7724, acc: 0.5675
06:27:43 valid - loss: 1.3790, acc: 0.6922, acc5: 0.8850
Epoch 100/200
06:31:38 train - loss: 2.7681, acc: 0.5684
06:31:56 valid - loss: 1.3756, acc: 0.6913, acc5: 0.8872
Epoch 101/200
06:35:49 train - loss: 2.7607, acc: 0.5698
06:36:03 valid - loss: 1.3664, acc: 0.6943, acc5: 0.8898
Epoch 102/200
06:39:59 train - loss: 2.7555, acc: 0.5712
06:40:17 valid - loss: 1.3621, acc: 0.6949, acc5: 0.8875
Epoch 103/200
06:44:09 train - loss: 2.7519, acc: 0.5713
06:44:24 valid - loss: 1.3366, acc: 0.6975, acc5: 0.8913
Epoch 104/200
06:48:20 train - loss: 2.7476, acc: 0.5728
06:48:37 valid - loss: 1.3667, acc: 0.6967, acc5: 0.8877
Epoch 105/200
06:52:30 train - loss: 2.7409, acc: 0.5745
06:52:45 valid - loss: 1.3462, acc: 0.6997, acc5: 0.8908
Epoch 106/200
06:56:41 train - loss: 2.7366, acc: 0.5759
06:56:58 valid - loss: 1.3473, acc: 0.6986, acc5: 0.8897
Epoch 107/200
07:00:51 train - loss: 2.7287, acc: 0.5776
07:01:06 valid - loss: 1.3250, acc: 0.7045, acc5: 0.8937
Epoch 108/200
07:05:02 train - loss: 2.7225, acc: 0.5785
07:05:20 valid - loss: 1.3462, acc: 0.7007, acc5: 0.8910
Epoch 109/200
07:15:14 train - loss: 2.7180, acc: 0.5795
07:15:56 valid - loss: 1.3437, acc: 0.6979, acc5: 0.9000
Epoch 110/200
07:19:59 train - loss: 2.7133, acc: 0.5811
07:20:12 valid - loss: 1.2801, acc: 0.7148, acc5: 0.9082
Epoch 111/200
07:24:14 train - loss: 2.7080, acc: 0.5818
07:24:26 valid - loss: 1.3292, acc: 0.7021, acc5: 0.8978
Epoch 112/200
07:28:26 train - loss: 2.7001, acc: 0.5840
07:28:41 valid - loss: 1.2756, acc: 0.7146, acc5: 0.9072
Epoch 113/200
07:32:38 train - loss: 2.6938, acc: 0.5853
07:32:52 valid - loss: 1.2619, acc: 0.7165, acc5: 0.9100
Epoch 114/200
07:36:50 train - loss: 2.6898, acc: 0.5861
07:37:08 valid - loss: 1.2581, acc: 0.7189, acc5: 0.9092
Epoch 115/200
07:41:01 train - loss: 2.6838, acc: 0.5878
07:41:16 valid - loss: 1.2870, acc: 0.7131, acc5: 0.9045
Epoch 116/200
07:45:11 train - loss: 2.6770, acc: 0.5890
07:45:30 valid - loss: 1.2590, acc: 0.7169, acc5: 0.9089
Epoch 117/200
07:56:56 train - loss: 2.6697, acc: 0.5904
07:57:41 valid - loss: 1.2774, acc: 0.7134, acc5: 0.9077
Epoch 118/200
08:01:43 train - loss: 2.6666, acc: 0.5912
08:01:56 valid - loss: 1.2675, acc: 0.7140, acc5: 0.9062
Epoch 119/200
08:05:58 train - loss: 2.6575, acc: 0.5936
08:06:10 valid - loss: 1.2762, acc: 0.7170, acc5: 0.9078
Epoch 120/200
08:10:10 train - loss: 2.6531, acc: 0.5945
08:10:25 valid - loss: 1.2951, acc: 0.7077, acc5: 0.9040
Epoch 121/200
08:14:22 train - loss: 2.6486, acc: 0.5957
08:14:36 valid - loss: 1.2667, acc: 0.7131, acc5: 0.9093
Epoch 122/200
08:18:33 train - loss: 2.6371, acc: 0.5981
08:18:51 valid - loss: 1.2300, acc: 0.7212, acc5: 0.9101
Epoch 123/200
08:22:43 train - loss: 2.6315, acc: 0.5995
08:22:58 valid - loss: 1.2407, acc: 0.7182, acc5: 0.9103
Epoch 124/200
08:26:53 train - loss: 2.6257, acc: 0.6007
08:27:12 valid - loss: 1.2313, acc: 0.7245, acc5: 0.9143
Epoch 125/200
08:31:09 train - loss: 2.6185, acc: 0.6027
08:31:23 valid - loss: 1.2012, acc: 0.7256, acc5: 0.9142
Epoch 126/200
08:35:19 train - loss: 2.6137, acc: 0.6038
08:35:36 valid - loss: 1.2074, acc: 0.7239, acc5: 0.9129
Epoch 127/200
08:39:29 train - loss: 2.6075, acc: 0.6054
08:39:43 valid - loss: 1.2123, acc: 0.7286, acc5: 0.9166
Epoch 128/200
08:43:39 train - loss: 2.5985, acc: 0.6071
08:43:58 valid - loss: 1.2026, acc: 0.7282, acc5: 0.9149
Epoch 129/200
08:47:50 train - loss: 2.5905, acc: 0.6092
08:48:04 valid - loss: 1.1978, acc: 0.7309, acc5: 0.9172
Epoch 130/200
08:52:00 train - loss: 2.5862, acc: 0.6103
08:52:18 valid - loss: 1.2006, acc: 0.7278, acc5: 0.9144
Epoch 131/200
09:08:51 train - loss: 2.5775, acc: 0.6119
09:09:59 valid - loss: 1.1868, acc: 0.7300, acc5: 0.9074
Epoch 132/200
09:14:03 train - loss: 2.5675, acc: 0.6143
09:14:17 valid - loss: 1.2028, acc: 0.7326, acc5: 0.9085
Epoch 133/200
09:18:22 train - loss: 2.5632, acc: 0.6151
09:18:34 valid - loss: 1.1803, acc: 0.7327, acc5: 0.9085
Epoch 134/200
09:22:36 train - loss: 2.5592, acc: 0.6162
09:22:51 valid - loss: 1.1758, acc: 0.7360, acc5: 0.9123
Epoch 135/200
09:26:51 train - loss: 2.5505, acc: 0.6184
09:27:06 valid - loss: 1.1452, acc: 0.7407, acc5: 0.9125
Epoch 136/200
09:31:03 train - loss: 2.5434, acc: 0.6199
09:31:21 valid - loss: 1.1533, acc: 0.7384, acc5: 0.9114
Epoch 137/200
09:35:16 train - loss: 2.5366, acc: 0.6215
09:35:31 valid - loss: 1.1482, acc: 0.7373, acc5: 0.9125
Epoch 138/200
09:39:29 train - loss: 2.5263, acc: 0.6237
09:39:47 valid - loss: 1.1712, acc: 0.7356, acc5: 0.9115
Epoch 139/200
10:17:54 train - loss: 2.5195, acc: 0.6258
10:18:39 valid - loss: 1.1451, acc: 0.7406, acc5: 0.9136
Epoch 140/200
10:22:43 train - loss: 2.5121, acc: 0.6274
10:22:56 valid - loss: 1.1353, acc: 0.7439, acc5: 0.9157
Epoch 141/200
10:26:58 train - loss: 2.5033, acc: 0.6294
10:27:12 valid - loss: 1.1488, acc: 0.7407, acc5: 0.9134
Epoch 142/200
10:31:11 train - loss: 2.4964, acc: 0.6318
10:31:29 valid - loss: 1.1241, acc: 0.7472, acc5: 0.9178
Epoch 143/200
10:35:28 train - loss: 2.4890, acc: 0.6332
10:35:43 valid - loss: 1.1416, acc: 0.7456, acc5: 0.9152
Epoch 144/200
10:39:41 train - loss: 2.4811, acc: 0.6345
10:39:58 valid - loss: 1.1079, acc: 0.7484, acc5: 0.9173
Epoch 145/200
10:43:53 train - loss: 2.4742, acc: 0.6366
10:44:08 valid - loss: 1.1177, acc: 0.7466, acc5: 0.9160
Epoch 146/200
10:48:06 train - loss: 2.4634, acc: 0.6389
10:48:24 valid - loss: 1.0893, acc: 0.7535, acc5: 0.9190
12:05:36 Start training
Epoch 147/200
12:12:50 train - loss: 2.4546, acc: 0.6408
12:13:34 valid - loss: 1.0863, acc: 0.7544, acc5: 0.9209
Epoch 148/200
12:17:27 train - loss: 2.4474, acc: 0.6423
12:17:42 valid - loss: 1.1105, acc: 0.7491, acc5: 0.9189
Epoch 149/200
12:21:32 train - loss: 2.4398, acc: 0.6448
12:21:46 valid - loss: 1.1105, acc: 0.7493, acc5: 0.9187
Epoch 150/200
12:25:35 train - loss: 2.4304, acc: 0.6470
12:25:53 valid - loss: 1.0896, acc: 0.7538, acc5: 0.9197
Epoch 151/200
12:29:38 train - loss: 2.4213, acc: 0.6491
12:29:53 valid - loss: 1.0773, acc: 0.7566, acc5: 0.9236
Epoch 152/200
12:33:42 train - loss: 2.4124, acc: 0.6509
12:33:59 valid - loss: 1.0636, acc: 0.7603, acc5: 0.9227
Epoch 153/200
12:37:46 train - loss: 2.4031, acc: 0.6532
12:38:00 valid - loss: 1.0790, acc: 0.7590, acc5: 0.9229
Epoch 154/200
12:41:49 train - loss: 2.3937, acc: 0.6553
12:42:06 valid - loss: 1.0613, acc: 0.7597, acc5: 0.9237
Epoch 155/200
12:45:53 train - loss: 2.3858, acc: 0.6577
12:46:07 valid - loss: 1.0505, acc: 0.7611, acc5: 0.9241
Epoch 156/200
12:49:59 train - loss: 2.3771, acc: 0.6597
12:50:16 valid - loss: 1.0462, acc: 0.7629, acc5: 0.9241
Epoch 157/200
13:01:50 train - loss: 2.3674, acc: 0.6624
13:02:36 valid - loss: 1.0219, acc: 0.7682, acc5: 0.9272
Epoch 158/200
13:06:32 train - loss: 2.3573, acc: 0.6647
13:06:44 valid - loss: 1.0310, acc: 0.7688, acc5: 0.9262
Epoch 159/200
13:10:40 train - loss: 2.3511, acc: 0.6663
13:10:51 valid - loss: 1.0140, acc: 0.7693, acc5: 0.9297
Epoch 160/200
13:14:45 train - loss: 2.3388, acc: 0.6692
13:15:00 valid - loss: 1.0083, acc: 0.7705, acc5: 0.9289
Epoch 161/200
13:18:51 train - loss: 2.3306, acc: 0.6712
13:19:05 valid - loss: 1.0054, acc: 0.7705, acc5: 0.9289
Epoch 162/200
13:22:55 train - loss: 2.3189, acc: 0.6742
13:23:13 valid - loss: 1.0133, acc: 0.7717, acc5: 0.9293
Epoch 163/200
13:27:05 train - loss: 2.3078, acc: 0.6767
13:27:19 valid - loss: 0.9988, acc: 0.7728, acc5: 0.9310
Epoch 164/200
13:31:10 train - loss: 2.3017, acc: 0.6782
13:31:28 valid - loss: 0.9914, acc: 0.7729, acc5: 0.9312
Epoch 165/200
13:35:14 train - loss: 2.2905, acc: 0.6809
13:35:29 valid - loss: 0.9943, acc: 0.7738, acc5: 0.9307
Epoch 166/200
13:39:19 train - loss: 2.2818, acc: 0.6833
13:39:37 valid - loss: 0.9717, acc: 0.7784, acc5: 0.9325
Epoch 167/200
13:43:24 train - loss: 2.2698, acc: 0.6862
13:43:38 valid - loss: 0.9783, acc: 0.7794, acc5: 0.9341
Epoch 168/200
13:47:28 train - loss: 2.2610, acc: 0.6881
13:47:45 valid - loss: 0.9755, acc: 0.7787, acc5: 0.9329
Epoch 169/200
13:51:32 train - loss: 2.2506, acc: 0.6911
13:51:46 valid - loss: 0.9688, acc: 0.7811, acc5: 0.9349
Epoch 170/200
13:55:36 train - loss: 2.2408, acc: 0.6936
13:55:53 valid - loss: 0.9699, acc: 0.7804, acc5: 0.9342
Epoch 171/200
13:59:40 train - loss: 2.2309, acc: 0.6959
13:59:54 valid - loss: 0.9565, acc: 0.7827, acc5: 0.9354
Epoch 172/200
14:03:43 train - loss: 2.2201, acc: 0.6984
14:04:00 valid - loss: 0.9554, acc: 0.7836, acc5: 0.9364
Epoch 173/200
14:07:47 train - loss: 2.2087, acc: 0.7015
14:08:01 valid - loss: 0.9471, acc: 0.7844, acc5: 0.9373
Epoch 174/200
14:11:51 train - loss: 2.2013, acc: 0.7034
14:12:08 valid - loss: 0.9470, acc: 0.7857, acc5: 0.9356
Epoch 175/200
14:23:16 train - loss: 2.1916, acc: 0.7061
14:24:02 valid - loss: 0.9490, acc: 0.7864, acc5: 0.9358
Epoch 176/200
14:27:58 train - loss: 2.1796, acc: 0.7088
14:28:11 valid - loss: 0.9380, acc: 0.7887, acc5: 0.9385
Epoch 177/200
14:32:06 train - loss: 2.1699, acc: 0.7114
14:32:20 valid - loss: 0.9303, acc: 0.7903, acc5: 0.9394
Epoch 178/200
14:36:12 train - loss: 2.1604, acc: 0.7135
14:36:30 valid - loss: 0.9331, acc: 0.7880, acc5: 0.9377
Epoch 179/200
14:40:18 train - loss: 2.1523, acc: 0.7157
14:40:33 valid - loss: 0.9274, acc: 0.7896, acc5: 0.9399
Epoch 180/200
14:44:24 train - loss: 2.1413, acc: 0.7187
14:44:41 valid - loss: 0.9220, acc: 0.7912, acc5: 0.9394
Epoch 181/200
14:48:29 train - loss: 2.1327, acc: 0.7207
14:48:43 valid - loss: 0.9168, acc: 0.7923, acc5: 0.9399
Epoch 182/200
14:52:35 train - loss: 2.1235, acc: 0.7229
14:52:52 valid - loss: 0.9088, acc: 0.7944, acc5: 0.9405
Epoch 183/200
14:56:40 train - loss: 2.1153, acc: 0.7258
14:56:55 valid - loss: 0.9082, acc: 0.7938, acc5: 0.9413
Epoch 184/200
15:00:46 train - loss: 2.1059, acc: 0.7280
15:01:03 valid - loss: 0.8987, acc: 0.7959, acc5: 0.9419
Epoch 185/200
15:04:51 train - loss: 2.1021, acc: 0.7290
15:05:06 valid - loss: 0.9018, acc: 0.7965, acc5: 0.9412
Epoch 186/200
15:08:56 train - loss: 2.0920, acc: 0.7317
15:09:14 valid - loss: 0.9010, acc: 0.7948, acc5: 0.9417
Epoch 187/200
15:13:02 train - loss: 2.0860, acc: 0.7334
15:13:17 valid - loss: 0.8967, acc: 0.7978, acc5: 0.9424
Epoch 188/200
15:17:07 train - loss: 2.0814, acc: 0.7347
15:17:26 valid - loss: 0.8923, acc: 0.7965, acc5: 0.9432
Epoch 189/200
15:21:13 train - loss: 2.0719, acc: 0.7366
15:21:27 valid - loss: 0.8968, acc: 0.7985, acc5: 0.9423
Epoch 190/200
15:25:20 train - loss: 2.0684, acc: 0.7374
15:25:37 valid - loss: 0.8908, acc: 0.7990, acc5: 0.9429
Epoch 191/200
15:29:25 train - loss: 2.0613, acc: 0.7394
15:29:40 valid - loss: 0.8861, acc: 0.7996, acc5: 0.9433
Epoch 192/200
15:33:30 train - loss: 2.0559, acc: 0.7414
15:33:48 valid - loss: 0.8866, acc: 0.7993, acc5: 0.9435
Epoch 193/200
15:37:35 train - loss: 2.0527, acc: 0.7420
15:37:49 valid - loss: 0.8866, acc: 0.7998, acc5: 0.9440
Epoch 194/200
15:41:40 train - loss: 2.0500, acc: 0.7427
15:41:57 valid - loss: 0.8840, acc: 0.8006, acc5: 0.9432
Epoch 195/200
15:45:45 train - loss: 2.0475, acc: 0.7432
15:46:00 valid - loss: 0.8827, acc: 0.8010, acc5: 0.9440
Epoch 196/200
15:49:50 train - loss: 2.0451, acc: 0.7437
15:50:07 valid - loss: 0.8824, acc: 0.8009, acc5: 0.9439
Epoch 197/200
15:53:55 train - loss: 2.0428, acc: 0.7443
15:54:10 valid - loss: 0.8806, acc: 0.8013, acc5: 0.9441
Epoch 198/200
15:58:00 train - loss: 2.0431, acc: 0.7445
15:58:18 valid - loss: 0.8808, acc: 0.8008, acc5: 0.9443
Epoch 199/200
17:07:11 train - loss: 2.0452, acc: 0.7439
17:07:56 valid - loss: 0.8809, acc: 0.8014, acc5: 0.9495
Epoch 200/200
17:11:53 train - loss: 2.0416, acc: 0.7447
17:12:06 valid - loss: 0.8794, acc: 0.8010, acc5: 0.9496