50-3.log

20:17:01 Start training
Epoch 1/120
20:22:03 train - loss: 6.1577, acc: 0.0387
20:22:47 valid - loss: 4.6998, acc: 0.1228, acc5: 0.3035
Epoch 2/120
20:25:50 train - loss: 4.6888, acc: 0.1882
20:25:59 valid - loss: 3.8166, acc: 0.2598, acc5: 0.5138
Epoch 3/120
20:29:02 train - loss: 4.0306, acc: 0.2990
20:29:11 valid - loss: 3.7327, acc: 0.3088, acc5: 0.5650
Epoch 4/120
20:32:14 train - loss: 3.7153, acc: 0.3598
20:32:23 valid - loss: 3.2363, acc: 0.3753, acc5: 0.6385
Epoch 5/120
20:35:26 train - loss: 3.5532, acc: 0.3911
20:35:35 valid - loss: 3.2371, acc: 0.3859, acc5: 0.6521
Epoch 6/120
20:38:38 train - loss: 3.4289, acc: 0.4177
20:38:47 valid - loss: 2.8028, acc: 0.4723, acc5: 0.7418
Epoch 7/120
20:41:50 train - loss: 3.3291, acc: 0.4381
20:41:59 valid - loss: 2.8438, acc: 0.4544, acc5: 0.7201
Epoch 8/120
20:45:02 train - loss: 3.2619, acc: 0.4522
20:45:11 valid - loss: 2.5869, acc: 0.4967, acc5: 0.7587
Epoch 9/120
20:48:14 train - loss: 3.2102, acc: 0.4633
20:48:23 valid - loss: 2.7782, acc: 0.4784, acc5: 0.7444
Epoch 10/120
20:51:26 train - loss: 3.1723, acc: 0.4717
20:51:38 valid - loss: 2.5198, acc: 0.5248, acc5: 0.7815
Epoch 11/120
20:54:42 train - loss: 3.1404, acc: 0.4787
20:54:50 valid - loss: 2.5964, acc: 0.5005, acc5: 0.7651
Epoch 12/120
20:57:54 train - loss: 3.1159, acc: 0.4843
20:58:03 valid - loss: 2.4706, acc: 0.5265, acc5: 0.7851
Epoch 13/120
21:01:06 train - loss: 3.0929, acc: 0.4888
21:01:15 valid - loss: 2.4013, acc: 0.5458, acc5: 0.8019
Epoch 14/120
21:04:18 train - loss: 3.0763, acc: 0.4931
21:04:27 valid - loss: 2.4251, acc: 0.5380, acc5: 0.7955
Epoch 15/120
21:07:30 train - loss: 3.0615, acc: 0.4959
21:07:39 valid - loss: 2.4981, acc: 0.5268, acc5: 0.7816
Epoch 16/120
21:10:42 train - loss: 3.0467, acc: 0.4990
21:10:51 valid - loss: 2.5519, acc: 0.5161, acc5: 0.7762
Epoch 17/120
21:13:54 train - loss: 3.0343, acc: 0.5021
21:14:04 valid - loss: 2.4832, acc: 0.5367, acc5: 0.7943
Epoch 18/120
21:17:07 train - loss: 3.0217, acc: 0.5048
21:17:16 valid - loss: 2.3743, acc: 0.5604, acc5: 0.8131
Epoch 19/120
21:20:20 train - loss: 3.0141, acc: 0.5066
21:20:28 valid - loss: 2.5169, acc: 0.5502, acc5: 0.8052
Epoch 20/120
21:23:32 train - loss: 3.0038, acc: 0.5082
21:23:45 valid - loss: 2.4697, acc: 0.5556, acc5: 0.8071
Epoch 21/120
21:26:48 train - loss: 2.9952, acc: 0.5102
21:26:57 valid - loss: 2.3835, acc: 0.5493, acc5: 0.8003
Epoch 22/120
21:30:00 train - loss: 2.9865, acc: 0.5125
21:30:09 valid - loss: 2.4206, acc: 0.5464, acc5: 0.8008
Epoch 23/120
21:33:12 train - loss: 2.9775, acc: 0.5144
21:33:21 valid - loss: 2.4812, acc: 0.5476, acc5: 0.8000
Epoch 24/120
21:36:24 train - loss: 2.9743, acc: 0.5153
21:36:33 valid - loss: 2.3632, acc: 0.5592, acc5: 0.8114
Epoch 25/120
21:39:37 train - loss: 2.9656, acc: 0.5166
21:39:45 valid - loss: 2.4036, acc: 0.5536, acc5: 0.8076
Epoch 26/120
21:42:49 train - loss: 2.9557, acc: 0.5188
21:42:59 valid - loss: 2.3763, acc: 0.5595, acc5: 0.8113
Epoch 27/120
21:46:02 train - loss: 2.9501, acc: 0.5203
21:46:11 valid - loss: 2.4643, acc: 0.5585, acc5: 0.8084
Epoch 28/120
21:49:14 train - loss: 2.9434, acc: 0.5220
21:49:23 valid - loss: 2.3338, acc: 0.5674, acc5: 0.8167
Epoch 29/120
21:52:26 train - loss: 2.9380, acc: 0.5227
21:52:35 valid - loss: 2.3363, acc: 0.5706, acc5: 0.8185
Epoch 30/120
21:55:38 train - loss: 2.9275, acc: 0.5254
21:55:50 valid - loss: 2.2557, acc: 0.5720, acc5: 0.8182
Epoch 31/120
21:58:53 train - loss: 2.9228, acc: 0.5269
21:59:02 valid - loss: 2.3975, acc: 0.5584, acc5: 0.8092
Epoch 32/120
22:02:05 train - loss: 2.9161, acc: 0.5278
22:02:14 valid - loss: 2.2748, acc: 0.5764, acc5: 0.8196
Epoch 33/120
22:06:12 train - loss: 2.9116, acc: 0.5290
22:06:21 valid - loss: 2.3272, acc: 0.5762, acc5: 0.8228
Epoch 34/120
22:09:24 train - loss: 2.9030, acc: 0.5305
22:09:33 valid - loss: 2.2904, acc: 0.5886, acc5: 0.8304
Epoch 35/120
22:12:36 train - loss: 2.8982, acc: 0.5316
22:12:45 valid - loss: 2.3751, acc: 0.5720, acc5: 0.8208
Epoch 36/120
22:15:49 train - loss: 2.8917, acc: 0.5332
22:15:57 valid - loss: 2.3695, acc: 0.5550, acc5: 0.8063
Epoch 37/120
22:19:01 train - loss: 2.8848, acc: 0.5347
22:19:09 valid - loss: 2.5056, acc: 0.5383, acc5: 0.7915
Epoch 38/120
22:22:13 train - loss: 2.8780, acc: 0.5362
22:22:21 valid - loss: 2.4957, acc: 0.5352, acc5: 0.7886
Epoch 39/120
22:25:25 train - loss: 2.8716, acc: 0.5379
22:25:34 valid - loss: 2.2831, acc: 0.5816, acc5: 0.8251
Epoch 40/120
22:28:37 train - loss: 2.8617, acc: 0.5398
22:28:49 valid - loss: 2.2467, acc: 0.5823, acc5: 0.8253
Epoch 41/120
22:31:52 train - loss: 2.8580, acc: 0.5402
22:32:01 valid - loss: 2.2535, acc: 0.5786, acc5: 0.8265
Epoch 42/120
22:35:04 train - loss: 2.8487, acc: 0.5423
22:35:13 valid - loss: 2.3120, acc: 0.5660, acc5: 0.8152
Epoch 43/120
22:38:16 train - loss: 2.8438, acc: 0.5439
22:38:25 valid - loss: 2.2769, acc: 0.5844, acc5: 0.8261
Epoch 44/120
22:41:29 train - loss: 2.8357, acc: 0.5455
22:41:37 valid - loss: 2.1869, acc: 0.5799, acc5: 0.8238
Epoch 45/120
22:44:41 train - loss: 2.8288, acc: 0.5476
22:44:49 valid - loss: 2.3190, acc: 0.5755, acc5: 0.8236
Epoch 46/120
22:47:52 train - loss: 2.8223, acc: 0.5483
22:48:01 valid - loss: 2.2224, acc: 0.5767, acc5: 0.8231
Epoch 47/120
22:51:04 train - loss: 2.8127, acc: 0.5503
22:51:13 valid - loss: 2.0926, acc: 0.6030, acc5: 0.8400
Epoch 48/120
22:54:17 train - loss: 2.8054, acc: 0.5523
22:54:25 valid - loss: 2.2819, acc: 0.5943, acc5: 0.8344
Epoch 49/120
22:57:29 train - loss: 2.7999, acc: 0.5540
22:57:37 valid - loss: 2.1427, acc: 0.5926, acc5: 0.8360
Epoch 50/120
23:00:41 train - loss: 2.7907, acc: 0.5557
23:00:53 valid - loss: 2.1065, acc: 0.6064, acc5: 0.8417
Epoch 51/120
23:03:56 train - loss: 2.7824, acc: 0.5575
23:04:05 valid - loss: 2.1665, acc: 0.6019, acc5: 0.8446
Epoch 52/120
23:07:08 train - loss: 2.7748, acc: 0.5592
23:07:17 valid - loss: 2.1639, acc: 0.6186, acc5: 0.8509
Epoch 53/120
23:10:20 train - loss: 2.7660, acc: 0.5614
23:10:29 valid - loss: 2.1045, acc: 0.6202, acc5: 0.8511
Epoch 54/120
23:13:32 train - loss: 2.7586, acc: 0.5628
23:13:41 valid - loss: 2.3596, acc: 0.5910, acc5: 0.8341
Epoch 55/120
23:16:44 train - loss: 2.7499, acc: 0.5651
23:16:53 valid - loss: 2.1844, acc: 0.5973, acc5: 0.8373
Epoch 56/120
23:19:56 train - loss: 2.7410, acc: 0.5673
23:20:05 valid - loss: 2.2237, acc: 0.6038, acc5: 0.8406
Epoch 57/120
23:23:08 train - loss: 2.7323, acc: 0.5688
23:23:17 valid - loss: 2.0758, acc: 0.6169, acc5: 0.8490
Epoch 58/120
23:26:20 train - loss: 2.7241, acc: 0.5709
23:26:29 valid - loss: 2.0285, acc: 0.6134, acc5: 0.8487
Epoch 59/120
23:29:32 train - loss: 2.7152, acc: 0.5732
23:29:44 valid - loss: 2.0024, acc: 0.6278, acc5: 0.8579
Epoch 60/120
23:32:47 train - loss: 2.7046, acc: 0.5750
23:32:59 valid - loss: 2.0909, acc: 0.6287, acc5: 0.8566
Epoch 61/120
23:36:02 train - loss: 2.6959, acc: 0.5775
23:36:11 valid - loss: 2.1359, acc: 0.6224, acc5: 0.8523
Epoch 62/120
23:39:14 train - loss: 2.6865, acc: 0.5796
23:39:23 valid - loss: 2.0357, acc: 0.6323, acc5: 0.8600
Epoch 63/120
23:42:26 train - loss: 2.6767, acc: 0.5814
23:42:35 valid - loss: 2.1125, acc: 0.6289, acc5: 0.8565
Epoch 64/120
23:45:38 train - loss: 2.6650, acc: 0.5843
23:45:47 valid - loss: 2.1998, acc: 0.6362, acc5: 0.8636
Epoch 65/120
23:48:50 train - loss: 2.6559, acc: 0.5864
23:48:59 valid - loss: 2.0135, acc: 0.6378, acc5: 0.8634
Epoch 66/120
23:52:02 train - loss: 2.6461, acc: 0.5882
23:52:11 valid - loss: 2.1007, acc: 0.6398, acc5: 0.8672
Epoch 67/120
23:55:14 train - loss: 2.6365, acc: 0.5908
23:55:23 valid - loss: 1.8957, acc: 0.6475, acc5: 0.8699
Epoch 68/120
23:58:26 train - loss: 2.6242, acc: 0.5937
23:58:35 valid - loss: 2.0974, acc: 0.6335, acc5: 0.8600
Epoch 69/120
00:01:38 train - loss: 2.6145, acc: 0.5958
00:01:47 valid - loss: 2.0297, acc: 0.6479, acc5: 0.8714
Epoch 70/120
00:04:50 train - loss: 2.6031, acc: 0.5982
00:05:01 valid - loss: 1.9814, acc: 0.6475, acc5: 0.8708
Epoch 71/120
00:08:05 train - loss: 2.5931, acc: 0.6007
00:08:14 valid - loss: 1.9942, acc: 0.6554, acc5: 0.8731
Epoch 72/120
00:11:17 train - loss: 2.5809, acc: 0.6041
00:11:26 valid - loss: 1.8722, acc: 0.6591, acc5: 0.8765
Epoch 73/120
00:14:29 train - loss: 2.5698, acc: 0.6060
00:14:38 valid - loss: 1.9188, acc: 0.6656, acc5: 0.8787
Epoch 74/120
00:17:41 train - loss: 2.5558, acc: 0.6094
00:17:50 valid - loss: 1.9926, acc: 0.6535, acc5: 0.8731
Epoch 75/120
00:20:53 train - loss: 2.5465, acc: 0.6121
00:21:02 valid - loss: 1.9082, acc: 0.6672, acc5: 0.8808
Epoch 76/120
00:24:05 train - loss: 2.5338, acc: 0.6148
00:24:14 valid - loss: 1.8457, acc: 0.6672, acc5: 0.8815
Epoch 77/120
00:27:17 train - loss: 2.5190, acc: 0.6179
00:27:25 valid - loss: 1.8517, acc: 0.6723, acc5: 0.8845
Epoch 78/120
00:30:29 train - loss: 2.5080, acc: 0.6208
00:30:37 valid - loss: 1.8251, acc: 0.6795, acc5: 0.8890
Epoch 79/120
00:33:41 train - loss: 2.4936, acc: 0.6237
00:33:49 valid - loss: 1.8804, acc: 0.6740, acc5: 0.8861
Epoch 80/120
00:36:53 train - loss: 2.4796, acc: 0.6271
00:37:04 valid - loss: 1.9138, acc: 0.6799, acc5: 0.8918
Epoch 81/120
00:40:08 train - loss: 2.4657, acc: 0.6302
00:40:16 valid - loss: 1.8800, acc: 0.6760, acc5: 0.8887
Epoch 82/120
00:43:20 train - loss: 2.4543, acc: 0.6335
00:43:28 valid - loss: 1.8338, acc: 0.6860, acc5: 0.8930
Epoch 83/120
00:46:31 train - loss: 2.4383, acc: 0.6371
00:46:40 valid - loss: 1.8118, acc: 0.6862, acc5: 0.8942
Epoch 84/120
00:49:44 train - loss: 2.4244, acc: 0.6398
00:49:52 valid - loss: 1.7650, acc: 0.6871, acc5: 0.8940
Epoch 85/120
00:52:55 train - loss: 2.4081, acc: 0.6444
00:53:04 valid - loss: 1.8190, acc: 0.6893, acc5: 0.8938
Epoch 86/120
00:56:07 train - loss: 2.3946, acc: 0.6475
00:56:16 valid - loss: 1.7315, acc: 0.6946, acc5: 0.8986
Epoch 87/120
00:59:19 train - loss: 2.3815, acc: 0.6509
00:59:28 valid - loss: 1.7623, acc: 0.7002, acc5: 0.9006
Epoch 88/120
01:02:31 train - loss: 2.3656, acc: 0.6542
01:02:40 valid - loss: 1.7186, acc: 0.7005, acc5: 0.9041
Epoch 89/120
01:05:43 train - loss: 2.3481, acc: 0.6583
01:05:52 valid - loss: 1.6706, acc: 0.7071, acc5: 0.9053
Epoch 90/120
01:08:55 train - loss: 2.3319, acc: 0.6626
01:09:08 valid - loss: 1.6719, acc: 0.7125, acc5: 0.9083
Epoch 91/120
01:12:11 train - loss: 2.3161, acc: 0.6660
01:12:20 valid - loss: 1.7535, acc: 0.7162, acc5: 0.9102
Epoch 92/120
01:15:23 train - loss: 2.2983, acc: 0.6703
01:15:32 valid - loss: 1.7042, acc: 0.7167, acc5: 0.9104
Epoch 93/120
01:18:35 train - loss: 2.2818, acc: 0.6741
01:18:44 valid - loss: 1.7419, acc: 0.7182, acc5: 0.9109
Epoch 94/120
01:21:47 train - loss: 2.2628, acc: 0.6792
01:21:56 valid - loss: 1.6616, acc: 0.7224, acc5: 0.9134
Epoch 95/120
01:24:59 train - loss: 2.2451, acc: 0.6833
01:25:08 valid - loss: 1.6891, acc: 0.7237, acc5: 0.9145
Epoch 96/120
01:28:11 train - loss: 2.2263, acc: 0.6876
01:28:20 valid - loss: 1.6991, acc: 0.7302, acc5: 0.9173
Epoch 97/120
01:31:23 train - loss: 2.2085, acc: 0.6926
01:31:32 valid - loss: 1.6342, acc: 0.7333, acc5: 0.9198
Epoch 98/120
01:34:36 train - loss: 2.1880, acc: 0.6973
01:34:44 valid - loss: 1.6167, acc: 0.7360, acc5: 0.9212
Epoch 99/120
01:37:48 train - loss: 2.1698, acc: 0.7019
01:37:56 valid - loss: 1.6577, acc: 0.7388, acc5: 0.9210
Epoch 100/120
01:41:00 train - loss: 2.1506, acc: 0.7071
01:41:11 valid - loss: 1.6351, acc: 0.7413, acc5: 0.9217
Epoch 101/120
01:44:15 train - loss: 2.1297, acc: 0.7123
01:44:23 valid - loss: 1.6097, acc: 0.7439, acc5: 0.9241
Epoch 102/120
01:47:27 train - loss: 2.1098, acc: 0.7175
01:47:35 valid - loss: 1.5959, acc: 0.7487, acc5: 0.9265
Epoch 103/120
01:50:39 train - loss: 2.0892, acc: 0.7226
01:50:47 valid - loss: 1.5944, acc: 0.7501, acc5: 0.9285
Epoch 104/120
01:53:51 train - loss: 2.0664, acc: 0.7284
01:53:59 valid - loss: 1.5963, acc: 0.7569, acc5: 0.9309
Epoch 105/120
01:57:03 train - loss: 2.0473, acc: 0.7332
01:57:11 valid - loss: 1.5916, acc: 0.7589, acc5: 0.9312
Epoch 106/120
02:00:15 train - loss: 2.0254, acc: 0.7389
02:00:23 valid - loss: 1.5446, acc: 0.7615, acc5: 0.9336
Epoch 107/120
02:03:27 train - loss: 2.0044, acc: 0.7446
02:03:36 valid - loss: 1.5422, acc: 0.7626, acc5: 0.9339
Epoch 108/120
02:06:39 train - loss: 1.9852, acc: 0.7493
02:06:47 valid - loss: 1.5238, acc: 0.7684, acc5: 0.9361
Epoch 109/120
02:09:51 train - loss: 1.9615, acc: 0.7554
02:10:02 valid - loss: 1.5401, acc: 0.7676, acc5: 0.9373
Epoch 110/120
02:13:05 train - loss: 1.9435, acc: 0.7601
02:13:17 valid - loss: 1.5185, acc: 0.7734, acc5: 0.9385
Epoch 111/120
02:16:20 train - loss: 1.9250, acc: 0.7649
02:16:29 valid - loss: 1.5016, acc: 0.7755, acc5: 0.9396
Epoch 112/120
02:19:32 train - loss: 1.9075, acc: 0.7700
02:19:41 valid - loss: 1.5370, acc: 0.7771, acc5: 0.9403
Epoch 113/120
02:22:44 train - loss: 1.8925, acc: 0.7738
02:22:53 valid - loss: 1.5285, acc: 0.7796, acc5: 0.9408
Epoch 114/120
02:25:56 train - loss: 1.8782, acc: 0.7778
02:26:05 valid - loss: 1.5221, acc: 0.7815, acc5: 0.9412
Epoch 115/120
02:29:08 train - loss: 1.8672, acc: 0.7813
02:29:17 valid - loss: 1.5130, acc: 0.7819, acc5: 0.9420
Epoch 116/120
02:32:20 train - loss: 1.8580, acc: 0.7834
02:32:29 valid - loss: 1.5211, acc: 0.7830, acc5: 0.9430
Epoch 117/120
02:35:32 train - loss: 1.8486, acc: 0.7858
02:35:41 valid - loss: 1.5278, acc: 0.7833, acc5: 0.9428
Epoch 118/120
02:38:44 train - loss: 1.8447, acc: 0.7873
02:38:53 valid - loss: 1.5154, acc: 0.7841, acc5: 0.9427
Epoch 119/120
02:41:57 train - loss: 1.8421, acc: 0.7881
02:42:05 valid - loss: 1.5227, acc: 0.7842, acc5: 0.9428
Epoch 120/120
02:45:09 train - loss: 1.8381, acc: 0.7885
02:45:21 valid - loss: 1.5162, acc: 0.7844, acc5: 0.9430