getting lower top1 accuary on ucf101

[gooners1886]

Model: the MF-Net (3D) model(split1) provided on the google drive Data: UCF101 split1 testlist01.txt Code: python evaluate_video_ucf101_split1.py --task-name ./../exps/models/MFNet3D_UCF-101_Split-1_96.3.pth i test the model on that data, but get lower top1-accuary: [ [ "top1", 0.9333862014274386 ] ], [ [ "top5", 0.9949775310600053 ]

the top1 acc is 0.933, much lower than the average acc 0.96 reported in paper. what is the crop method used in the paper? is there something i missed that cause the lower acc?

[cypw]

Hi @gooners1886,

Thanks for trying our method!

We sample about 40 randomly selected clips per video and average these clip level predictions to get the video level prediction for UCF-101.

The 93% top-1 accuracy is probably corresponding to the clip level accuracy where the clip is randomly selected. (see my testing log below)

Please try the testing code [here] for the video level prediction on UCF-101. (Note that: you may want to change the ``total_round'' on #L151 to 40 )

Let me know if you still getting such low accuracy.

Thanks!

---

My testing log:

2018-03-12 16:00:52 INFO: Preprocessing:: using MXNet default mean & std.
2018-03-12 16:00:52 INFO: data:: {'mean': [0.48627450980392156, 0.4588235294117647, 0.40784313725490196], 'std': [0.23482446870963955, 0.23482446870963955, 0.23482446870963955]}
2018-03-12 16:00:55 WARNING: VideoIter:: >> `check_video' is off, `tolerant_corrupted_video' is automatically activated.
2018-03-12 16:00:55 INFO: VideoIter:: found 3783 videos in `../dataset/UCF101/raw/list_cvt/testlist01.txt'
2018-03-12 16:00:55 INFO: VideoIter:: iterator initialized (phase: 'test', num: 3783)
2018-03-12 16:00:55 INFO: round #0/40
2018-03-12 16:01:00 INFO: 0.0%, 1.0     | Batch [0,0]       Avg: loss-ce = 0.09709, top1 = 1.00000, top5 = 1.00000
2018-03-12 16:01:17 INFO: 5.3%, 1.0     | Batch [0,100]     Avg: loss-ce = 0.16127, top1 = 0.96040, top5 = 0.99505
2018-03-12 16:01:38 INFO: 10.6%, 1.0    | Batch [0,200]     Avg: loss-ce = 0.17463, top1 = 0.95771, top5 = 0.99254
2018-03-12 16:01:56 INFO: 15.9%, 1.0    | Batch [0,300]     Avg: loss-ce = 0.17733, top1 = 0.95349, top5 = 0.99336
2018-03-12 16:02:16 INFO: 21.1%, 1.0    | Batch [0,400]     Avg: loss-ce = 0.19688, top1 = 0.94264, top5 = 0.99127
2018-03-12 16:02:37 INFO: 26.4%, 1.0    | Batch [0,500]     Avg: loss-ce = 0.20137, top1 = 0.93513, top5 = 0.99301
2018-03-12 16:02:57 INFO: 31.7%, 1.0    | Batch [0,600]     Avg: loss-ce = 0.19611, top1 = 0.93511, top5 = 0.99418
2018-03-12 16:03:16 INFO: 37.0%, 1.0    | Batch [0,700]     Avg: loss-ce = 0.19262, top1 = 0.93581, top5 = 0.99429
2018-03-12 16:03:35 INFO: 42.3%, 1.0    | Batch [0,800]     Avg: loss-ce = 0.19977, top1 = 0.93571, top5 = 0.99313
2018-03-12 16:03:53 INFO: 47.6%, 1.0    | Batch [0,900]     Avg: loss-ce = 0.20133, top1 = 0.93729, top5 = 0.99334
2018-03-12 16:04:11 INFO: 52.9%, 1.0    | Batch [0,1000]        Avg: loss-ce = 0.20621, top1 = 0.93656, top5 = 0.99301
2018-03-12 16:04:31 INFO: 58.1%, 1.0    | Batch [0,1100]        Avg: loss-ce = 0.20859, top1 = 0.93597, top5 = 0.99273
2018-03-12 16:04:50 INFO: 63.4%, 1.0    | Batch [0,1200]        Avg: loss-ce = 0.20903, top1 = 0.93672, top5 = 0.99334
2018-03-12 16:05:08 INFO: 68.7%, 1.0    | Batch [0,1300]        Avg: loss-ce = 0.21449, top1 = 0.93543, top5 = 0.99347
2018-03-12 16:05:27 INFO: 74.0%, 1.0    | Batch [0,1400]        Avg: loss-ce = 0.21500, top1 = 0.93612, top5 = 0.99393
2018-03-12 16:05:47 INFO: 79.3%, 1.0    | Batch [0,1500]        Avg: loss-ce = 0.21458, top1 = 0.93504, top5 = 0.99434
2018-03-12 16:06:08 INFO: 84.6%, 1.0    | Batch [0,1600]        Avg: loss-ce = 0.21279, top1 = 0.93442, top5 = 0.99469
2018-03-12 16:06:27 INFO: 89.9%, 1.0    | Batch [0,1700]        Avg: loss-ce = 0.21384, top1 = 0.93357, top5 = 0.99471
2018-03-12 16:06:45 INFO: 95.1%, 1.0    | Batch [0,1800]        Avg: loss-ce = 0.21145, top1 = 0.93393, top5 = 0.99473
2018-03-12 16:07:05 INFO: round #1/40
2018-03-12 16:07:06 INFO: 0.0%, 1.2     | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.93312, top5 = 0.99445
2018-03-12 16:07:25 INFO: 5.3%, 2.0     | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.93286, top5 = 0.99471
2018-03-12 16:07:44 INFO: 10.6%, 2.0    | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.93339, top5 = 0.99445
2018-03-12 16:08:04 INFO: 15.9%, 2.0    | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.93471, top5 = 0.99445
2018-03-12 16:08:23 INFO: 21.1%, 2.0    | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.93577, top5 = 0.99471
2018-03-12 16:08:44 INFO: 26.4%, 2.0    | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.93550, top5 = 0.99471
2018-03-12 16:09:03 INFO: 31.7%, 2.0    | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.93550, top5 = 0.99524
2018-03-12 16:09:22 INFO: 37.0%, 2.0    | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.93550, top5 = 0.99524
2018-03-12 16:09:42 INFO: 42.3%, 2.0    | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.93629, top5 = 0.99524
2018-03-12 16:10:03 INFO: 47.6%, 2.0    | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.93709, top5 = 0.99524
2018-03-12 16:10:23 INFO: 52.9%, 2.0    | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.93735, top5 = 0.99551
2018-03-12 16:10:44 INFO: 58.1%, 2.0    | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.93814, top5 = 0.99551
2018-03-12 16:11:04 INFO: 63.4%, 2.0    | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.93920, top5 = 0.99551
2018-03-12 16:11:23 INFO: 68.7%, 2.0    | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.94079, top5 = 0.99551
2018-03-12 16:11:42 INFO: 74.0%, 2.0    | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.94079, top5 = 0.99551
2018-03-12 16:12:05 INFO: 79.3%, 2.0    | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.94158, top5 = 0.99577
2018-03-12 16:12:26 INFO: 84.6%, 2.0    | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.94211, top5 = 0.99603
2018-03-12 16:12:44 INFO: 89.9%, 2.0    | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.94317, top5 = 0.99577
2018-03-12 16:13:04 INFO: 95.1%, 2.0    | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.94555, top5 = 0.99551
2018-03-12 16:13:19 INFO: round #2/40
2018-03-12 16:13:21 INFO: 0.0%, 2.2     | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.94607, top5 = 0.99551
2018-03-12 16:13:40 INFO: 5.3%, 3.0     | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.94528, top5 = 0.99551
2018-03-12 16:13:59 INFO: 10.6%, 3.0    | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.94555, top5 = 0.99551
2018-03-12 16:14:17 INFO: 15.9%, 3.0    | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.94634, top5 = 0.99577
2018-03-12 16:14:37 INFO: 21.1%, 3.0    | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.94660, top5 = 0.99577
2018-03-12 16:14:57 INFO: 26.4%, 3.0    | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.94607, top5 = 0.99577
2018-03-12 16:15:17 INFO: 31.7%, 3.0    | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.94713, top5 = 0.99577
2018-03-12 16:15:38 INFO: 37.0%, 3.0    | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.94740, top5 = 0.99577
2018-03-12 16:15:58 INFO: 42.3%, 3.0    | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.94713, top5 = 0.99577
2018-03-12 16:16:18 INFO: 47.6%, 3.0    | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.94792, top5 = 0.99603
2018-03-12 16:16:38 INFO: 52.9%, 3.0    | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.94766, top5 = 0.99603
2018-03-12 16:16:57 INFO: 58.1%, 3.0    | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.94740, top5 = 0.99577
2018-03-12 16:17:16 INFO: 63.4%, 3.0    | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.94713, top5 = 0.99577
2018-03-12 16:17:35 INFO: 68.7%, 3.0    | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.94740, top5 = 0.99524
2018-03-12 16:17:54 INFO: 74.0%, 3.0    | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.94740, top5 = 0.99524
2018-03-12 16:18:14 INFO: 79.3%, 3.0    | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.94792, top5 = 0.99524
2018-03-12 16:18:32 INFO: 84.6%, 3.0    | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.94872, top5 = 0.99524
2018-03-12 16:18:50 INFO: 89.9%, 3.0    | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.94898, top5 = 0.99551
2018-03-12 16:19:09 INFO: 95.1%, 3.0    | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.94951, top5 = 0.99577
2018-03-12 16:19:26 INFO: round #3/40
2018-03-12 16:19:27 INFO: 0.0%, 3.2     | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95004, top5 = 0.99577
2018-03-12 16:19:47 INFO: 5.3%, 4.0     | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95030, top5 = 0.99577
2018-03-12 16:20:07 INFO: 10.6%, 4.0    | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95057, top5 = 0.99603
2018-03-12 16:20:26 INFO: 15.9%, 4.0    | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95083, top5 = 0.99603
2018-03-12 16:20:44 INFO: 21.1%, 4.0    | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95136, top5 = 0.99603
2018-03-12 16:21:04 INFO: 26.4%, 4.0    | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95163, top5 = 0.99603
2018-03-12 16:21:24 INFO: 31.7%, 4.0    | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95268, top5 = 0.99603
2018-03-12 16:21:42 INFO: 37.0%, 4.0    | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95242, top5 = 0.99603
2018-03-12 16:22:02 INFO: 42.3%, 4.0    | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95215, top5 = 0.99603
2018-03-12 16:22:20 INFO: 47.6%, 4.0    | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95321, top5 = 0.99577
2018-03-12 16:22:40 INFO: 52.9%, 4.0    | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95374, top5 = 0.99577
2018-03-12 16:22:58 INFO: 58.1%, 4.0    | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95400, top5 = 0.99577
2018-03-12 16:23:17 INFO: 63.4%, 4.0    | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95427, top5 = 0.99577
2018-03-12 16:23:37 INFO: 68.7%, 4.0    | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95453, top5 = 0.99577
2018-03-12 16:23:57 INFO: 74.0%, 4.0    | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95453, top5 = 0.99603
2018-03-12 16:24:17 INFO: 79.3%, 4.0    | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95453, top5 = 0.99603
2018-03-12 16:24:36 INFO: 84.6%, 4.0    | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95453, top5 = 0.99603
2018-03-12 16:24:55 INFO: 89.9%, 4.0    | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95427, top5 = 0.99603
2018-03-12 16:25:13 INFO: 95.1%, 4.0    | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95321, top5 = 0.99603
2018-03-12 16:25:30 INFO: round #4/40
2018-03-12 16:25:32 INFO: 0.0%, 4.2     | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95348, top5 = 0.99630
2018-03-12 16:25:52 INFO: 5.3%, 5.0     | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95400, top5 = 0.99630
2018-03-12 16:26:12 INFO: 10.6%, 5.0    | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95374, top5 = 0.99630
2018-03-12 16:26:31 INFO: 15.9%, 5.0    | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95427, top5 = 0.99630
2018-03-12 16:26:51 INFO: 21.1%, 5.0    | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95480, top5 = 0.99630
2018-03-12 16:27:10 INFO: 26.4%, 5.0    | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95480, top5 = 0.99630
2018-03-12 16:27:31 INFO: 31.7%, 5.0    | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95506, top5 = 0.99630
2018-03-12 16:27:49 INFO: 37.0%, 5.0    | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95559, top5 = 0.99630
2018-03-12 16:28:07 INFO: 42.3%, 5.0    | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95506, top5 = 0.99630
2018-03-12 16:28:26 INFO: 47.6%, 5.0    | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95480, top5 = 0.99630
2018-03-12 16:28:47 INFO: 52.9%, 5.0    | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95533, top5 = 0.99630
2018-03-12 16:29:06 INFO: 58.1%, 5.0    | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95533, top5 = 0.99630
2018-03-12 16:29:27 INFO: 63.4%, 5.0    | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95533, top5 = 0.99630
2018-03-12 16:29:47 INFO: 68.7%, 5.0    | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95506, top5 = 0.99630
2018-03-12 16:30:08 INFO: 74.0%, 5.0    | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95559, top5 = 0.99630
2018-03-12 16:30:28 INFO: 79.3%, 5.0    | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95559, top5 = 0.99630
2018-03-12 16:30:48 INFO: 84.6%, 5.0    | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95559, top5 = 0.99630
2018-03-12 16:31:06 INFO: 89.9%, 5.0    | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95559, top5 = 0.99630
2018-03-12 16:31:26 INFO: 95.1%, 5.0    | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95665, top5 = 0.99630
2018-03-12 16:31:42 INFO: round #5/40
2018-03-12 16:31:44 INFO: 0.0%, 5.2     | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95691, top5 = 0.99630
2018-03-12 16:32:03 INFO: 5.3%, 6.0     | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95665, top5 = 0.99630
2018-03-12 16:32:23 INFO: 10.6%, 6.0    | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95665, top5 = 0.99630
2018-03-12 16:32:43 INFO: 15.9%, 6.0    | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95638, top5 = 0.99630
2018-03-12 16:33:04 INFO: 21.1%, 6.0    | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95691, top5 = 0.99630
2018-03-12 16:33:25 INFO: 26.4%, 6.0    | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95691, top5 = 0.99656
2018-03-12 16:33:45 INFO: 31.7%, 6.0    | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95691, top5 = 0.99656
2018-03-12 16:34:05 INFO: 37.0%, 6.0    | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:34:24 INFO: 42.3%, 6.0    | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95797, top5 = 0.99656
2018-03-12 16:34:43 INFO: 47.6%, 6.0    | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95797, top5 = 0.99656
2018-03-12 16:35:02 INFO: 52.9%, 6.0    | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95797, top5 = 0.99656
2018-03-12 16:35:23 INFO: 58.1%, 6.0    | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:35:44 INFO: 63.4%, 6.0    | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:36:03 INFO: 68.7%, 6.0    | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:36:22 INFO: 74.0%, 6.0    | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:36:41 INFO: 79.3%, 6.0    | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:37:02 INFO: 84.6%, 6.0    | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:37:18 INFO: 89.9%, 6.0    | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:37:37 INFO: 95.1%, 6.0    | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:37:55 INFO: round #6/40
2018-03-12 16:37:56 INFO: 0.0%, 6.2     | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:38:15 INFO: 5.3%, 7.0     | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99683
2018-03-12 16:38:35 INFO: 10.6%, 7.0    | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99683
2018-03-12 16:38:54 INFO: 15.9%, 7.0    | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99683
2018-03-12 16:39:14 INFO: 21.1%, 7.0    | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99683
2018-03-12 16:39:34 INFO: 26.4%, 7.0    | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:39:57 INFO: 31.7%, 7.0    | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:40:16 INFO: 37.0%, 7.0    | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:40:34 INFO: 42.3%, 7.0    | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:40:55 INFO: 47.6%, 7.0    | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:41:15 INFO: 52.9%, 7.0    | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:41:34 INFO: 58.1%, 7.0    | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:41:54 INFO: 63.4%, 7.0    | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:42:12 INFO: 68.7%, 7.0    | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:42:34 INFO: 74.0%, 7.0    | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99683
2018-03-12 16:42:54 INFO: 79.3%, 7.0    | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:43:16 INFO: 84.6%, 7.0    | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:43:34 INFO: 89.9%, 7.0    | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:43:52 INFO: 95.1%, 7.0    | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:44:08 INFO: round #7/40
2018-03-12 16:44:10 INFO: 0.0%, 7.2     | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95744, top5 = 0.99656
2018-03-12 16:44:30 INFO: 5.3%, 8.0     | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:44:50 INFO: 10.6%, 8.0    | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:45:11 INFO: 15.9%, 8.0    | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:45:30 INFO: 21.1%, 8.0    | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95744, top5 = 0.99656
2018-03-12 16:45:51 INFO: 26.4%, 8.0    | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95744, top5 = 0.99656
2018-03-12 16:46:12 INFO: 31.7%, 8.0    | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95744, top5 = 0.99656
2018-03-12 16:46:31 INFO: 37.0%, 8.0    | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:46:49 INFO: 42.3%, 8.0    | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:47:07 INFO: 47.6%, 8.0    | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:47:27 INFO: 52.9%, 8.0    | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:47:47 INFO: 58.1%, 8.0    | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:48:09 INFO: 63.4%, 8.0    | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99630
2018-03-12 16:48:29 INFO: 68.7%, 8.0    | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99630
2018-03-12 16:48:48 INFO: 74.0%, 8.0    | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:49:07 INFO: 79.3%, 8.0    | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:49:25 INFO: 84.6%, 8.0    | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:49:45 INFO: 89.9%, 8.0    | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 16:50:03 INFO: 95.1%, 8.0    | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 16:50:24 INFO: round #8/40
2018-03-12 16:50:25 INFO: 0.0%, 8.2     | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 16:50:44 INFO: 5.3%, 9.0     | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 16:51:05 INFO: 10.6%, 9.0    | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 16:51:26 INFO: 15.9%, 9.0    | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99683
2018-03-12 16:51:47 INFO: 21.1%, 9.0    | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99683
2018-03-12 16:52:08 INFO: 26.4%, 9.0    | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99683
2018-03-12 16:52:30 INFO: 31.7%, 9.0    | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99683
2018-03-12 16:52:50 INFO: 37.0%, 9.0    | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99656
2018-03-12 16:53:11 INFO: 42.3%, 9.0    | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99656
2018-03-12 16:53:32 INFO: 47.6%, 9.0    | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99656
2018-03-12 16:53:52 INFO: 52.9%, 9.0    | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99656
2018-03-12 16:54:11 INFO: 58.1%, 9.0    | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99656
2018-03-12 16:54:29 INFO: 63.4%, 9.0    | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99656
2018-03-12 16:54:49 INFO: 68.7%, 9.0    | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99656
2018-03-12 16:55:08 INFO: 74.0%, 9.0    | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99656
2018-03-12 16:55:27 INFO: 79.3%, 9.0    | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99656
2018-03-12 16:55:49 INFO: 84.6%, 9.0    | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:56:11 INFO: 89.9%, 9.0    | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:56:30 INFO: 95.1%, 9.0    | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:56:47 INFO: round #9/40
2018-03-12 16:56:48 INFO: 0.0%, 9.2     | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:57:07 INFO: 5.3%, 10.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:57:27 INFO: 10.6%, 10.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:57:48 INFO: 15.9%, 10.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99656
2018-03-12 16:58:06 INFO: 21.1%, 10.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99656
2018-03-12 16:58:26 INFO: 26.4%, 10.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99656
2018-03-12 16:58:46 INFO: 31.7%, 10.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99656
2018-03-12 16:59:04 INFO: 37.0%, 10.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99656
2018-03-12 16:59:24 INFO: 42.3%, 10.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99656
2018-03-12 16:59:42 INFO: 47.6%, 10.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99656
2018-03-12 17:00:01 INFO: 52.9%, 10.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99656
2018-03-12 17:00:20 INFO: 58.1%, 10.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99656
2018-03-12 17:00:39 INFO: 63.4%, 10.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 17:00:58 INFO: 68.7%, 10.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 17:01:17 INFO: 74.0%, 10.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 17:01:36 INFO: 79.3%, 10.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99683
2018-03-12 17:01:54 INFO: 84.6%, 10.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99709
2018-03-12 17:02:12 INFO: 89.9%, 10.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99709
2018-03-12 17:02:31 INFO: 95.1%, 10.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99709
2018-03-12 17:02:47 INFO: round #10/40
2018-03-12 17:02:48 INFO: 0.0%, 10.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99709
2018-03-12 17:03:08 INFO: 5.3%, 11.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99709
2018-03-12 17:03:26 INFO: 10.6%, 11.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:03:46 INFO: 15.9%, 11.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:04:04 INFO: 21.1%, 11.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:04:23 INFO: 26.4%, 11.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:04:42 INFO: 31.7%, 11.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99709
2018-03-12 17:05:01 INFO: 37.0%, 11.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:05:21 INFO: 42.3%, 11.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:05:42 INFO: 47.6%, 11.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:06:01 INFO: 52.9%, 11.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:06:20 INFO: 58.1%, 11.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:06:39 INFO: 63.4%, 11.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:06:59 INFO: 68.7%, 11.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:07:19 INFO: 74.0%, 11.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:07:39 INFO: 79.3%, 11.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:07:59 INFO: 84.6%, 11.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 17:08:18 INFO: 89.9%, 11.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 17:08:37 INFO: 95.1%, 11.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:08:55 INFO: round #11/40
2018-03-12 17:08:57 INFO: 0.0%, 11.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:09:15 INFO: 5.3%, 12.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 17:09:37 INFO: 10.6%, 12.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 17:09:57 INFO: 15.9%, 12.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 17:10:15 INFO: 21.1%, 12.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 17:10:36 INFO: 26.4%, 12.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 17:10:56 INFO: 31.7%, 12.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:11:14 INFO: 37.0%, 12.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:11:35 INFO: 42.3%, 12.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:11:54 INFO: 47.6%, 12.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:12:15 INFO: 52.9%, 12.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:12:36 INFO: 58.1%, 12.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:12:58 INFO: 63.4%, 12.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:13:18 INFO: 68.7%, 12.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:13:38 INFO: 74.0%, 12.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:14:00 INFO: 79.3%, 12.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:14:20 INFO: 84.6%, 12.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:14:40 INFO: 89.9%, 12.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 17:14:59 INFO: 95.1%, 12.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 17:15:16 INFO: round #12/40
2018-03-12 17:15:18 INFO: 0.0%, 12.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 17:15:37 INFO: 5.3%, 13.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 17:15:56 INFO: 10.6%, 13.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 17:16:15 INFO: 15.9%, 13.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:16:34 INFO: 21.1%, 13.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:16:54 INFO: 26.4%, 13.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 17:17:14 INFO: 31.7%, 13.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 17:17:32 INFO: 37.0%, 13.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 17:17:51 INFO: 42.3%, 13.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 17:18:11 INFO: 47.6%, 13.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:18:31 INFO: 52.9%, 13.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:18:52 INFO: 58.1%, 13.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:19:12 INFO: 63.4%, 13.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:19:31 INFO: 68.7%, 13.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:19:50 INFO: 74.0%, 13.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 17:20:09 INFO: 79.3%, 13.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 17:20:28 INFO: 84.6%, 13.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 17:20:46 INFO: 89.9%, 13.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:21:06 INFO: 95.1%, 13.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:21:23 INFO: round #13/40
2018-03-12 17:21:25 INFO: 0.0%, 13.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:21:43 INFO: 5.3%, 14.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 17:22:03 INFO: 10.6%, 14.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 17:22:21 INFO: 15.9%, 14.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:22:41 INFO: 21.1%, 14.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:23:00 INFO: 26.4%, 14.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:23:20 INFO: 31.7%, 14.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:23:37 INFO: 37.0%, 14.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 17:23:56 INFO: 42.3%, 14.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 17:24:15 INFO: 47.6%, 14.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 17:24:34 INFO: 52.9%, 14.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:24:54 INFO: 58.1%, 14.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:25:13 INFO: 63.4%, 14.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:25:32 INFO: 68.7%, 14.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99709
2018-03-12 17:25:50 INFO: 74.0%, 14.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99709
2018-03-12 17:26:10 INFO: 79.3%, 14.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99709
2018-03-12 17:26:29 INFO: 84.6%, 14.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99709
2018-03-12 17:26:47 INFO: 89.9%, 14.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:27:05 INFO: 95.1%, 14.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99709
2018-03-12 17:27:21 INFO: round #14/40
2018-03-12 17:27:23 INFO: 0.0%, 14.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:27:42 INFO: 5.3%, 15.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:28:00 INFO: 10.6%, 15.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:28:20 INFO: 15.9%, 15.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99709
2018-03-12 17:28:39 INFO: 21.1%, 15.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99709
2018-03-12 17:28:59 INFO: 26.4%, 15.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99709
2018-03-12 17:29:19 INFO: 31.7%, 15.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99709
2018-03-12 17:29:38 INFO: 37.0%, 15.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99709
2018-03-12 17:29:57 INFO: 42.3%, 15.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99709
2018-03-12 17:30:16 INFO: 47.6%, 15.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99709
2018-03-12 17:30:36 INFO: 52.9%, 15.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:30:53 INFO: 58.1%, 15.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:31:12 INFO: 63.4%, 15.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:31:30 INFO: 68.7%, 15.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99709
2018-03-12 17:31:50 INFO: 74.0%, 15.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99683
2018-03-12 17:32:10 INFO: 79.3%, 15.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99683
2018-03-12 17:32:30 INFO: 84.6%, 15.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99683
2018-03-12 17:32:48 INFO: 89.9%, 15.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99683
2018-03-12 17:33:08 INFO: 95.1%, 15.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99683
2018-03-12 17:33:24 INFO: round #15/40
2018-03-12 17:33:25 INFO: 0.0%, 15.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99683
2018-03-12 17:33:43 INFO: 5.3%, 16.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99683
2018-03-12 17:34:01 INFO: 10.6%, 16.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:34:20 INFO: 15.9%, 16.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:34:41 INFO: 21.1%, 16.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:35:01 INFO: 26.4%, 16.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:35:19 INFO: 31.7%, 16.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:35:40 INFO: 37.0%, 16.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:35:58 INFO: 42.3%, 16.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99683
2018-03-12 17:36:18 INFO: 47.6%, 16.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99683
2018-03-12 17:36:37 INFO: 52.9%, 16.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:36:56 INFO: 58.1%, 16.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:37:15 INFO: 63.4%, 16.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:37:33 INFO: 68.7%, 16.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:37:53 INFO: 74.0%, 16.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 17:38:11 INFO: 79.3%, 16.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 17:38:30 INFO: 84.6%, 16.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 17:38:49 INFO: 89.9%, 16.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 17:39:07 INFO: 95.1%, 16.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 17:39:23 INFO: round #16/40
2018-03-12 17:39:24 INFO: 0.0%, 16.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:39:43 INFO: 5.3%, 17.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:40:02 INFO: 10.6%, 17.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99683
2018-03-12 17:40:21 INFO: 15.9%, 17.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99683
2018-03-12 17:40:40 INFO: 21.1%, 17.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:40:59 INFO: 26.4%, 17.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:41:18 INFO: 31.7%, 17.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:41:36 INFO: 37.0%, 17.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:41:55 INFO: 42.3%, 17.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99683
2018-03-12 17:42:14 INFO: 47.6%, 17.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99683
2018-03-12 17:42:35 INFO: 52.9%, 17.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99683
2018-03-12 17:42:54 INFO: 58.1%, 17.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99683
2018-03-12 17:43:13 INFO: 63.4%, 17.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:43:32 INFO: 68.7%, 17.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:43:51 INFO: 74.0%, 17.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:44:10 INFO: 79.3%, 17.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:44:29 INFO: 84.6%, 17.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:44:47 INFO: 89.9%, 17.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:45:05 INFO: 95.1%, 17.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:45:20 INFO: round #17/40
2018-03-12 17:45:21 INFO: 0.0%, 17.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99683
2018-03-12 17:45:41 INFO: 5.3%, 18.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99683
2018-03-12 17:45:59 INFO: 10.6%, 18.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99683
2018-03-12 17:46:19 INFO: 15.9%, 18.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99683
2018-03-12 17:46:37 INFO: 21.1%, 18.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99683
2018-03-12 17:46:57 INFO: 26.4%, 18.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:47:17 INFO: 31.7%, 18.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:47:35 INFO: 37.0%, 18.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:47:53 INFO: 42.3%, 18.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:48:12 INFO: 47.6%, 18.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:48:33 INFO: 52.9%, 18.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:48:50 INFO: 58.1%, 18.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:49:09 INFO: 63.4%, 18.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99709
2018-03-12 17:49:28 INFO: 68.7%, 18.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99709
2018-03-12 17:49:47 INFO: 74.0%, 18.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99709
2018-03-12 17:50:07 INFO: 79.3%, 18.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99709
2018-03-12 17:50:25 INFO: 84.6%, 18.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99709
2018-03-12 17:50:44 INFO: 89.9%, 18.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:51:03 INFO: 95.1%, 18.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 17:51:19 INFO: round #18/40
2018-03-12 17:51:20 INFO: 0.0%, 18.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:51:39 INFO: 5.3%, 19.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:51:57 INFO: 10.6%, 19.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:52:16 INFO: 15.9%, 19.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:52:34 INFO: 21.1%, 19.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:52:52 INFO: 26.4%, 19.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:53:12 INFO: 31.7%, 19.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:53:31 INFO: 37.0%, 19.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 17:53:48 INFO: 42.3%, 19.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 17:54:06 INFO: 47.6%, 19.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 17:54:26 INFO: 52.9%, 19.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99762
2018-03-12 17:54:45 INFO: 58.1%, 19.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99762
2018-03-12 17:55:04 INFO: 63.4%, 19.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 17:55:25 INFO: 68.7%, 19.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 17:55:43 INFO: 74.0%, 19.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 17:56:02 INFO: 79.3%, 19.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 17:56:22 INFO: 84.6%, 19.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:56:40 INFO: 89.9%, 19.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:56:59 INFO: 95.1%, 19.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:57:17 INFO: round #19/40
2018-03-12 17:57:18 INFO: 0.0%, 19.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:57:37 INFO: 5.3%, 20.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:57:55 INFO: 10.6%, 20.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:58:13 INFO: 15.9%, 20.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:58:32 INFO: 21.1%, 20.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:58:52 INFO: 26.4%, 20.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:59:11 INFO: 31.7%, 20.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:59:28 INFO: 37.0%, 20.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:59:50 INFO: 42.3%, 20.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:00:10 INFO: 47.6%, 20.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:00:31 INFO: 52.9%, 20.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:00:52 INFO: 58.1%, 20.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:01:14 INFO: 63.4%, 20.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:01:34 INFO: 68.7%, 20.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:01:54 INFO: 74.0%, 20.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:02:17 INFO: 79.3%, 20.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:02:38 INFO: 84.6%, 20.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:02:57 INFO: 89.9%, 20.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:03:19 INFO: 95.1%, 20.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:03:35 INFO: round #20/40
2018-03-12 18:03:37 INFO: 0.0%, 20.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:03:56 INFO: 5.3%, 21.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:04:15 INFO: 10.6%, 21.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:04:35 INFO: 15.9%, 21.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:04:54 INFO: 21.1%, 21.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:05:14 INFO: 26.4%, 21.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:05:33 INFO: 31.7%, 21.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:05:52 INFO: 37.0%, 21.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:06:11 INFO: 42.3%, 21.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:06:31 INFO: 47.6%, 21.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:06:51 INFO: 52.9%, 21.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:07:11 INFO: 58.1%, 21.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:07:31 INFO: 63.4%, 21.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:07:49 INFO: 68.7%, 21.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:08:09 INFO: 74.0%, 21.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:08:30 INFO: 79.3%, 21.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:08:50 INFO: 84.6%, 21.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:09:09 INFO: 89.9%, 21.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:09:29 INFO: 95.1%, 21.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:09:47 INFO: round #21/40
2018-03-12 18:09:48 INFO: 0.0%, 21.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:10:07 INFO: 5.3%, 22.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:10:27 INFO: 10.6%, 22.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:10:47 INFO: 15.9%, 22.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:11:06 INFO: 21.1%, 22.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:11:25 INFO: 26.4%, 22.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:11:45 INFO: 31.7%, 22.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:12:04 INFO: 37.0%, 22.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:12:23 INFO: 42.3%, 22.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:12:42 INFO: 47.6%, 22.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:13:01 INFO: 52.9%, 22.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:13:20 INFO: 58.1%, 22.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:13:40 INFO: 63.4%, 22.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 18:13:58 INFO: 68.7%, 22.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99762
2018-03-12 18:14:18 INFO: 74.0%, 22.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99762
2018-03-12 18:14:38 INFO: 79.3%, 22.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99762
2018-03-12 18:14:56 INFO: 84.6%, 22.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99762
2018-03-12 18:15:16 INFO: 89.9%, 22.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:15:34 INFO: 95.1%, 22.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:15:53 INFO: round #22/40
2018-03-12 18:15:55 INFO: 0.0%, 22.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:16:15 INFO: 5.3%, 23.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:16:36 INFO: 10.6%, 23.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:16:56 INFO: 15.9%, 23.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:17:15 INFO: 21.1%, 23.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:17:35 INFO: 26.4%, 23.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:17:54 INFO: 31.7%, 23.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:18:14 INFO: 37.0%, 23.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:18:32 INFO: 42.3%, 23.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:18:51 INFO: 47.6%, 23.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 18:19:10 INFO: 52.9%, 23.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 18:19:29 INFO: 58.1%, 23.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:19:49 INFO: 63.4%, 23.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:20:10 INFO: 68.7%, 23.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:20:30 INFO: 74.0%, 23.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:20:50 INFO: 79.3%, 23.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:21:11 INFO: 84.6%, 23.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:21:31 INFO: 89.9%, 23.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:21:52 INFO: 95.1%, 23.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 18:22:09 INFO: round #23/40
2018-03-12 18:22:11 INFO: 0.0%, 23.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 18:22:31 INFO: 5.3%, 24.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 18:22:51 INFO: 10.6%, 24.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 18:23:11 INFO: 15.9%, 24.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:23:30 INFO: 21.1%, 24.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:23:49 INFO: 26.4%, 24.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:24:09 INFO: 31.7%, 24.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:24:27 INFO: 37.0%, 24.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:24:46 INFO: 42.3%, 24.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:25:07 INFO: 47.6%, 24.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:25:27 INFO: 52.9%, 24.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:25:46 INFO: 58.1%, 24.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:26:06 INFO: 63.4%, 24.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:26:26 INFO: 68.7%, 24.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:26:45 INFO: 74.0%, 24.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:27:05 INFO: 79.3%, 24.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:27:25 INFO: 84.6%, 24.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:27:44 INFO: 89.9%, 24.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:28:04 INFO: 95.1%, 24.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:28:21 INFO: round #24/40
2018-03-12 18:28:23 INFO: 0.0%, 24.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:28:43 INFO: 5.3%, 25.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:29:04 INFO: 10.6%, 25.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:29:22 INFO: 15.9%, 25.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:29:45 INFO: 21.1%, 25.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:30:03 INFO: 26.4%, 25.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:30:22 INFO: 31.7%, 25.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:30:42 INFO: 37.0%, 25.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:31:00 INFO: 42.3%, 25.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:31:20 INFO: 47.6%, 25.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:31:39 INFO: 52.9%, 25.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:31:59 INFO: 58.1%, 25.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:32:19 INFO: 63.4%, 25.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:32:39 INFO: 68.7%, 25.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:32:59 INFO: 74.0%, 25.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:33:19 INFO: 79.3%, 25.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 18:33:37 INFO: 84.6%, 25.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 18:33:53 INFO: 89.9%, 25.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:34:12 INFO: 95.1%, 25.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:34:28 INFO: round #25/40
2018-03-12 18:34:30 INFO: 0.0%, 25.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:34:47 INFO: 5.3%, 26.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:35:08 INFO: 10.6%, 26.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:35:26 INFO: 15.9%, 26.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:35:44 INFO: 21.1%, 26.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 18:36:03 INFO: 26.4%, 26.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 18:36:22 INFO: 31.7%, 26.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:36:42 INFO: 37.0%, 26.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:36:59 INFO: 42.3%, 26.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:37:18 INFO: 47.6%, 26.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:37:37 INFO: 52.9%, 26.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:37:55 INFO: 58.1%, 26.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:38:16 INFO: 63.4%, 26.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:38:34 INFO: 68.7%, 26.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:38:53 INFO: 74.0%, 26.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:39:13 INFO: 79.3%, 26.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:39:33 INFO: 84.6%, 26.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:39:52 INFO: 89.9%, 26.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:40:10 INFO: 95.1%, 26.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:40:26 INFO: round #26/40
2018-03-12 18:40:27 INFO: 0.0%, 26.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:40:44 INFO: 5.3%, 27.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:41:04 INFO: 10.6%, 27.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:41:20 INFO: 15.9%, 27.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:41:39 INFO: 21.1%, 27.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:41:58 INFO: 26.4%, 27.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:42:16 INFO: 31.7%, 27.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:42:34 INFO: 37.0%, 27.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:42:53 INFO: 42.3%, 27.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:43:11 INFO: 47.6%, 27.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:43:30 INFO: 52.9%, 27.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 18:43:48 INFO: 58.1%, 27.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 18:44:07 INFO: 63.4%, 27.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:44:27 INFO: 68.7%, 27.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:44:45 INFO: 74.0%, 27.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:45:03 INFO: 79.3%, 27.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:45:23 INFO: 84.6%, 27.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:45:41 INFO: 89.9%, 27.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:45:59 INFO: 95.1%, 27.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:46:15 INFO: round #27/40
2018-03-12 18:46:16 INFO: 0.0%, 27.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:46:35 INFO: 5.3%, 28.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 18:46:54 INFO: 10.6%, 28.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 18:47:14 INFO: 15.9%, 28.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 18:47:32 INFO: 21.1%, 28.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 18:47:52 INFO: 26.4%, 28.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 18:48:14 INFO: 31.7%, 28.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 18:48:33 INFO: 37.0%, 28.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:48:51 INFO: 42.3%, 28.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:49:10 INFO: 47.6%, 28.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:49:29 INFO: 52.9%, 28.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:49:49 INFO: 58.1%, 28.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:50:08 INFO: 63.4%, 28.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:50:25 INFO: 68.7%, 28.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:50:44 INFO: 74.0%, 28.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:51:02 INFO: 79.3%, 28.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:51:22 INFO: 84.6%, 28.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:51:40 INFO: 89.9%, 28.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:51:59 INFO: 95.1%, 28.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:52:17 INFO: round #28/40
2018-03-12 18:52:19 INFO: 0.0%, 28.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:52:37 INFO: 5.3%, 29.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:52:56 INFO: 10.6%, 29.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:53:15 INFO: 15.9%, 29.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:53:34 INFO: 21.1%, 29.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:53:53 INFO: 26.4%, 29.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:54:12 INFO: 31.7%, 29.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:54:32 INFO: 37.0%, 29.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:54:50 INFO: 42.3%, 29.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:55:10 INFO: 47.6%, 29.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:55:29 INFO: 52.9%, 29.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:55:49 INFO: 58.1%, 29.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:56:08 INFO: 63.4%, 29.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:56:26 INFO: 68.7%, 29.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:56:45 INFO: 74.0%, 29.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:57:05 INFO: 79.3%, 29.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:57:24 INFO: 84.6%, 29.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:57:44 INFO: 89.9%, 29.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:58:00 INFO: 95.1%, 29.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:58:16 INFO: round #29/40
2018-03-12 18:58:17 INFO: 0.0%, 29.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:58:35 INFO: 5.3%, 30.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:58:53 INFO: 10.6%, 30.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:59:12 INFO: 15.9%, 30.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:59:30 INFO: 21.1%, 30.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:59:49 INFO: 26.4%, 30.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 19:00:07 INFO: 31.7%, 30.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 19:00:24 INFO: 37.0%, 30.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 19:00:42 INFO: 42.3%, 30.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 19:01:02 INFO: 47.6%, 30.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:01:20 INFO: 52.9%, 30.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:01:39 INFO: 58.1%, 30.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:01:58 INFO: 63.4%, 30.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:02:17 INFO: 68.7%, 30.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:02:35 INFO: 74.0%, 30.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:02:54 INFO: 79.3%, 30.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:03:15 INFO: 84.6%, 30.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:03:34 INFO: 89.9%, 30.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:03:51 INFO: 95.1%, 30.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:04:08 INFO: round #30/40
2018-03-12 19:04:09 INFO: 0.0%, 30.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:04:29 INFO: 5.3%, 31.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:04:48 INFO: 10.6%, 31.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:05:04 INFO: 15.9%, 31.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:05:23 INFO: 21.1%, 31.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:05:42 INFO: 26.4%, 31.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99709
2018-03-12 19:06:02 INFO: 31.7%, 31.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99709
2018-03-12 19:06:22 INFO: 37.0%, 31.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99709
2018-03-12 19:06:42 INFO: 42.3%, 31.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99709
2018-03-12 19:07:00 INFO: 47.6%, 31.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99709
2018-03-12 19:07:20 INFO: 52.9%, 31.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99709
2018-03-12 19:07:38 INFO: 58.1%, 31.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99709
2018-03-12 19:07:56 INFO: 63.4%, 31.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99709
2018-03-12 19:08:16 INFO: 68.7%, 31.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:08:36 INFO: 74.0%, 31.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:08:55 INFO: 79.3%, 31.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:09:14 INFO: 84.6%, 31.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:09:32 INFO: 89.9%, 31.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:09:52 INFO: 95.1%, 31.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:10:07 INFO: round #31/40
2018-03-12 19:10:08 INFO: 0.0%, 31.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:10:26 INFO: 5.3%, 32.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:10:47 INFO: 10.6%, 32.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:11:07 INFO: 15.9%, 32.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:11:26 INFO: 21.1%, 32.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:11:46 INFO: 26.4%, 32.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:12:06 INFO: 31.7%, 32.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:12:24 INFO: 37.0%, 32.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:12:43 INFO: 42.3%, 32.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:13:02 INFO: 47.6%, 32.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:13:21 INFO: 52.9%, 32.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:13:41 INFO: 58.1%, 32.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:14:01 INFO: 63.4%, 32.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:14:20 INFO: 68.7%, 32.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:14:40 INFO: 74.0%, 32.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:15:01 INFO: 79.3%, 32.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:15:22 INFO: 84.6%, 32.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:15:41 INFO: 89.9%, 32.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 19:16:00 INFO: 95.1%, 32.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 19:16:17 INFO: round #32/40
2018-03-12 19:16:18 INFO: 0.0%, 32.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 19:16:37 INFO: 5.3%, 33.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 19:16:58 INFO: 10.6%, 33.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:17:19 INFO: 15.9%, 33.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:17:38 INFO: 21.1%, 33.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:17:58 INFO: 26.4%, 33.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:18:18 INFO: 31.7%, 33.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:18:37 INFO: 37.0%, 33.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:18:56 INFO: 42.3%, 33.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:19:15 INFO: 47.6%, 33.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:19:34 INFO: 52.9%, 33.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:19:54 INFO: 58.1%, 33.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:20:14 INFO: 63.4%, 33.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:20:33 INFO: 68.7%, 33.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:20:53 INFO: 74.0%, 33.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:21:13 INFO: 79.3%, 33.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:21:34 INFO: 84.6%, 33.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:21:53 INFO: 89.9%, 33.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:22:12 INFO: 95.1%, 33.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:22:28 INFO: round #33/40
2018-03-12 19:22:29 INFO: 0.0%, 33.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:22:49 INFO: 5.3%, 34.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:23:09 INFO: 10.6%, 34.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:23:29 INFO: 15.9%, 34.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:23:49 INFO: 21.1%, 34.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:24:06 INFO: 26.4%, 34.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:24:26 INFO: 31.7%, 34.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:24:44 INFO: 37.0%, 34.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:25:03 INFO: 42.3%, 34.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:25:22 INFO: 47.6%, 34.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:25:41 INFO: 52.9%, 34.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:26:02 INFO: 58.1%, 34.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:26:22 INFO: 63.4%, 34.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:26:44 INFO: 68.7%, 34.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:27:07 INFO: 74.0%, 34.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:27:27 INFO: 79.3%, 34.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:27:47 INFO: 84.6%, 34.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:28:04 INFO: 89.9%, 34.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:28:23 INFO: 95.1%, 34.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:28:40 INFO: round #34/40
2018-03-12 19:28:41 INFO: 0.0%, 34.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:28:59 INFO: 5.3%, 35.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:29:20 INFO: 10.6%, 35.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:29:38 INFO: 15.9%, 35.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:29:55 INFO: 21.1%, 35.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:30:14 INFO: 26.4%, 35.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:30:33 INFO: 31.7%, 35.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:30:51 INFO: 37.0%, 35.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:31:09 INFO: 42.3%, 35.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:31:28 INFO: 47.6%, 35.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:31:46 INFO: 52.9%, 35.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:32:05 INFO: 58.1%, 35.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:32:25 INFO: 63.4%, 35.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:32:46 INFO: 68.7%, 35.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:33:07 INFO: 74.0%, 35.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:33:27 INFO: 79.3%, 35.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:33:48 INFO: 84.6%, 35.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:34:07 INFO: 89.9%, 35.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:34:26 INFO: 95.1%, 35.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:34:42 INFO: round #35/40
2018-03-12 19:34:44 INFO: 0.0%, 35.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:35:02 INFO: 5.3%, 36.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:35:21 INFO: 10.6%, 36.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:35:41 INFO: 15.9%, 36.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:36:01 INFO: 21.1%, 36.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:36:20 INFO: 26.4%, 36.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:36:39 INFO: 31.7%, 36.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:36:57 INFO: 37.0%, 36.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:37:18 INFO: 42.3%, 36.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:37:38 INFO: 47.6%, 36.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:37:56 INFO: 52.9%, 36.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:38:15 INFO: 58.1%, 36.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:38:33 INFO: 63.4%, 36.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:38:53 INFO: 68.7%, 36.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:39:11 INFO: 74.0%, 36.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:39:31 INFO: 79.3%, 36.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:39:51 INFO: 84.6%, 36.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:40:10 INFO: 89.9%, 36.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:40:28 INFO: 95.1%, 36.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:40:45 INFO: round #36/40
2018-03-12 19:40:47 INFO: 0.0%, 36.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:41:05 INFO: 5.3%, 37.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:41:24 INFO: 10.6%, 37.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:41:44 INFO: 15.9%, 37.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:42:02 INFO: 21.1%, 37.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:42:21 INFO: 26.4%, 37.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:42:41 INFO: 31.7%, 37.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:43:00 INFO: 37.0%, 37.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:43:20 INFO: 42.3%, 37.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:43:39 INFO: 47.6%, 37.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:43:58 INFO: 52.9%, 37.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:44:17 INFO: 58.1%, 37.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:44:36 INFO: 63.4%, 37.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:44:54 INFO: 68.7%, 37.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:45:12 INFO: 74.0%, 37.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:45:31 INFO: 79.3%, 37.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:45:50 INFO: 84.6%, 37.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 19:46:08 INFO: 89.9%, 37.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 19:46:28 INFO: 95.1%, 37.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 19:46:45 INFO: round #37/40
2018-03-12 19:46:46 INFO: 0.0%, 37.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 19:47:03 INFO: 5.3%, 38.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:47:22 INFO: 10.6%, 38.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:47:40 INFO: 15.9%, 38.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:47:58 INFO: 21.1%, 38.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:48:16 INFO: 26.4%, 38.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:48:37 INFO: 31.7%, 38.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:48:56 INFO: 37.0%, 38.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:49:14 INFO: 42.3%, 38.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:49:35 INFO: 47.6%, 38.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 19:49:55 INFO: 52.9%, 38.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 19:50:12 INFO: 58.1%, 38.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:50:31 INFO: 63.4%, 38.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:50:52 INFO: 68.7%, 38.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:51:11 INFO: 74.0%, 38.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:51:29 INFO: 79.3%, 38.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:51:49 INFO: 84.6%, 38.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:52:07 INFO: 89.9%, 38.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:52:26 INFO: 95.1%, 38.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:52:43 INFO: round #38/40
2018-03-12 19:52:44 INFO: 0.0%, 38.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:53:02 INFO: 5.3%, 39.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:53:22 INFO: 10.6%, 39.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:53:41 INFO: 15.9%, 39.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:53:59 INFO: 21.1%, 39.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 19:54:19 INFO: 26.4%, 39.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 19:54:37 INFO: 31.7%, 39.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 19:54:56 INFO: 37.0%, 39.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:55:15 INFO: 42.3%, 39.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:55:33 INFO: 47.6%, 39.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:55:53 INFO: 52.9%, 39.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:56:13 INFO: 58.1%, 39.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:56:31 INFO: 63.4%, 39.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:56:49 INFO: 68.7%, 39.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:57:10 INFO: 74.0%, 39.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:57:30 INFO: 79.3%, 39.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:57:48 INFO: 84.6%, 39.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:58:06 INFO: 89.9%, 39.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:58:27 INFO: 95.1%, 39.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:58:43 INFO: round #39/40
2018-03-12 19:58:45 INFO: 0.0%, 39.2    | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:59:02 INFO: 5.3%, 40.0    | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:59:22 INFO: 10.6%, 40.0   | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:59:42 INFO: 15.9%, 40.0   | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 20:00:00 INFO: 21.1%, 40.0   | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 20:00:19 INFO: 26.4%, 40.0   | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 20:00:39 INFO: 31.7%, 40.0   | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 20:00:58 INFO: 37.0%, 40.0   | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 20:01:17 INFO: 42.3%, 40.0   | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 20:01:37 INFO: 47.6%, 40.0   | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:01:55 INFO: 52.9%, 40.0   | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:02:13 INFO: 58.1%, 40.0   | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:02:33 INFO: 63.4%, 40.0   | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:02:51 INFO: 68.7%, 40.0   | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:03:09 INFO: 74.0%, 40.0   | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:03:27 INFO: 79.3%, 40.0   | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:03:47 INFO: 84.6%, 40.0   | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 20:04:05 INFO: 89.9%, 40.0   | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 20:04:23 INFO: 95.1%, 40.0   | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 20:04:41 INFO: Evaluation Finished!
2018-03-12 20:04:41 INFO: Total time cost: 2371.8 sec
2018-03-12 20:04:41 INFO: Speed: 63.8158 samples/sec
2018-03-12 20:04:41 INFO: Accuracy:
2018-03-12 20:04:41 INFO: [
    [
        [
            "loss-ce",
            0.2136315427190754
        ]
    ],
    [
        [
            "top1",
            0.9627279936558287
        ]
    ],
    [
        [
            "top5",
            0.9973565952947396
        ]
    ]
]

[saisaiwang33]

Hi @gooners1886,

Thanks for trying our method!

We sample about 40 randomly selected clips per video and average these clip level predictions to get the video level prediction for UCF-101.

The 93% top-1 accuracy is probably corresponding to the clip level accuracy where the clip is randomly selected. (see my testing log below)

Please try the testing code [here] for the video level prediction on UCF-101. (Note that: you may want to change the ``total_round'' on #L151 to 40 )

Let me know if you still getting such low accuracy.

Thanks!

My testing log:

2018-03-12 16:00:52 INFO: Preprocessing:: using MXNet default mean & std.
2018-03-12 16:00:52 INFO: data:: {'mean': [0.48627450980392156, 0.4588235294117647, 0.40784313725490196], 'std': [0.23482446870963955, 0.23482446870963955, 0.23482446870963955]}
2018-03-12 16:00:55 WARNING: VideoIter:: >> `check_video' is off, `tolerant_corrupted_video' is automatically activated.
2018-03-12 16:00:55 INFO: VideoIter:: found 3783 videos in `../dataset/UCF101/raw/list_cvt/testlist01.txt'
2018-03-12 16:00:55 INFO: VideoIter:: iterator initialized (phase: 'test', num: 3783)
2018-03-12 16:00:55 INFO: round #0/40
2018-03-12 16:01:00 INFO: 0.0%, 1.0   | Batch [0,0]       Avg: loss-ce = 0.09709, top1 = 1.00000, top5 = 1.00000
2018-03-12 16:01:17 INFO: 5.3%, 1.0   | Batch [0,100]     Avg: loss-ce = 0.16127, top1 = 0.96040, top5 = 0.99505
2018-03-12 16:01:38 INFO: 10.6%, 1.0  | Batch [0,200]     Avg: loss-ce = 0.17463, top1 = 0.95771, top5 = 0.99254
2018-03-12 16:01:56 INFO: 15.9%, 1.0  | Batch [0,300]     Avg: loss-ce = 0.17733, top1 = 0.95349, top5 = 0.99336
2018-03-12 16:02:16 INFO: 21.1%, 1.0  | Batch [0,400]     Avg: loss-ce = 0.19688, top1 = 0.94264, top5 = 0.99127
2018-03-12 16:02:37 INFO: 26.4%, 1.0  | Batch [0,500]     Avg: loss-ce = 0.20137, top1 = 0.93513, top5 = 0.99301
2018-03-12 16:02:57 INFO: 31.7%, 1.0  | Batch [0,600]     Avg: loss-ce = 0.19611, top1 = 0.93511, top5 = 0.99418
2018-03-12 16:03:16 INFO: 37.0%, 1.0  | Batch [0,700]     Avg: loss-ce = 0.19262, top1 = 0.93581, top5 = 0.99429
2018-03-12 16:03:35 INFO: 42.3%, 1.0  | Batch [0,800]     Avg: loss-ce = 0.19977, top1 = 0.93571, top5 = 0.99313
2018-03-12 16:03:53 INFO: 47.6%, 1.0  | Batch [0,900]     Avg: loss-ce = 0.20133, top1 = 0.93729, top5 = 0.99334
2018-03-12 16:04:11 INFO: 52.9%, 1.0  | Batch [0,1000]        Avg: loss-ce = 0.20621, top1 = 0.93656, top5 = 0.99301
2018-03-12 16:04:31 INFO: 58.1%, 1.0  | Batch [0,1100]        Avg: loss-ce = 0.20859, top1 = 0.93597, top5 = 0.99273
2018-03-12 16:04:50 INFO: 63.4%, 1.0  | Batch [0,1200]        Avg: loss-ce = 0.20903, top1 = 0.93672, top5 = 0.99334
2018-03-12 16:05:08 INFO: 68.7%, 1.0  | Batch [0,1300]        Avg: loss-ce = 0.21449, top1 = 0.93543, top5 = 0.99347
2018-03-12 16:05:27 INFO: 74.0%, 1.0  | Batch [0,1400]        Avg: loss-ce = 0.21500, top1 = 0.93612, top5 = 0.99393
2018-03-12 16:05:47 INFO: 79.3%, 1.0  | Batch [0,1500]        Avg: loss-ce = 0.21458, top1 = 0.93504, top5 = 0.99434
2018-03-12 16:06:08 INFO: 84.6%, 1.0  | Batch [0,1600]        Avg: loss-ce = 0.21279, top1 = 0.93442, top5 = 0.99469
2018-03-12 16:06:27 INFO: 89.9%, 1.0  | Batch [0,1700]        Avg: loss-ce = 0.21384, top1 = 0.93357, top5 = 0.99471
2018-03-12 16:06:45 INFO: 95.1%, 1.0  | Batch [0,1800]        Avg: loss-ce = 0.21145, top1 = 0.93393, top5 = 0.99473
2018-03-12 16:07:05 INFO: round #1/40
2018-03-12 16:07:06 INFO: 0.0%, 1.2   | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.93312, top5 = 0.99445
2018-03-12 16:07:25 INFO: 5.3%, 2.0   | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.93286, top5 = 0.99471
2018-03-12 16:07:44 INFO: 10.6%, 2.0  | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.93339, top5 = 0.99445
2018-03-12 16:08:04 INFO: 15.9%, 2.0  | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.93471, top5 = 0.99445
2018-03-12 16:08:23 INFO: 21.1%, 2.0  | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.93577, top5 = 0.99471
2018-03-12 16:08:44 INFO: 26.4%, 2.0  | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.93550, top5 = 0.99471
2018-03-12 16:09:03 INFO: 31.7%, 2.0  | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.93550, top5 = 0.99524
2018-03-12 16:09:22 INFO: 37.0%, 2.0  | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.93550, top5 = 0.99524
2018-03-12 16:09:42 INFO: 42.3%, 2.0  | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.93629, top5 = 0.99524
2018-03-12 16:10:03 INFO: 47.6%, 2.0  | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.93709, top5 = 0.99524
2018-03-12 16:10:23 INFO: 52.9%, 2.0  | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.93735, top5 = 0.99551
2018-03-12 16:10:44 INFO: 58.1%, 2.0  | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.93814, top5 = 0.99551
2018-03-12 16:11:04 INFO: 63.4%, 2.0  | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.93920, top5 = 0.99551
2018-03-12 16:11:23 INFO: 68.7%, 2.0  | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.94079, top5 = 0.99551
2018-03-12 16:11:42 INFO: 74.0%, 2.0  | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.94079, top5 = 0.99551
2018-03-12 16:12:05 INFO: 79.3%, 2.0  | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.94158, top5 = 0.99577
2018-03-12 16:12:26 INFO: 84.6%, 2.0  | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.94211, top5 = 0.99603
2018-03-12 16:12:44 INFO: 89.9%, 2.0  | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.94317, top5 = 0.99577
2018-03-12 16:13:04 INFO: 95.1%, 2.0  | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.94555, top5 = 0.99551
2018-03-12 16:13:19 INFO: round #2/40
2018-03-12 16:13:21 INFO: 0.0%, 2.2   | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.94607, top5 = 0.99551
2018-03-12 16:13:40 INFO: 5.3%, 3.0   | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.94528, top5 = 0.99551
2018-03-12 16:13:59 INFO: 10.6%, 3.0  | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.94555, top5 = 0.99551
2018-03-12 16:14:17 INFO: 15.9%, 3.0  | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.94634, top5 = 0.99577
2018-03-12 16:14:37 INFO: 21.1%, 3.0  | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.94660, top5 = 0.99577
2018-03-12 16:14:57 INFO: 26.4%, 3.0  | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.94607, top5 = 0.99577
2018-03-12 16:15:17 INFO: 31.7%, 3.0  | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.94713, top5 = 0.99577
2018-03-12 16:15:38 INFO: 37.0%, 3.0  | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.94740, top5 = 0.99577
2018-03-12 16:15:58 INFO: 42.3%, 3.0  | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.94713, top5 = 0.99577
2018-03-12 16:16:18 INFO: 47.6%, 3.0  | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.94792, top5 = 0.99603
2018-03-12 16:16:38 INFO: 52.9%, 3.0  | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.94766, top5 = 0.99603
2018-03-12 16:16:57 INFO: 58.1%, 3.0  | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.94740, top5 = 0.99577
2018-03-12 16:17:16 INFO: 63.4%, 3.0  | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.94713, top5 = 0.99577
2018-03-12 16:17:35 INFO: 68.7%, 3.0  | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.94740, top5 = 0.99524
2018-03-12 16:17:54 INFO: 74.0%, 3.0  | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.94740, top5 = 0.99524
2018-03-12 16:18:14 INFO: 79.3%, 3.0  | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.94792, top5 = 0.99524
2018-03-12 16:18:32 INFO: 84.6%, 3.0  | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.94872, top5 = 0.99524
2018-03-12 16:18:50 INFO: 89.9%, 3.0  | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.94898, top5 = 0.99551
2018-03-12 16:19:09 INFO: 95.1%, 3.0  | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.94951, top5 = 0.99577
2018-03-12 16:19:26 INFO: round #3/40
2018-03-12 16:19:27 INFO: 0.0%, 3.2   | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95004, top5 = 0.99577
2018-03-12 16:19:47 INFO: 5.3%, 4.0   | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95030, top5 = 0.99577
2018-03-12 16:20:07 INFO: 10.6%, 4.0  | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95057, top5 = 0.99603
2018-03-12 16:20:26 INFO: 15.9%, 4.0  | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95083, top5 = 0.99603
2018-03-12 16:20:44 INFO: 21.1%, 4.0  | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95136, top5 = 0.99603
2018-03-12 16:21:04 INFO: 26.4%, 4.0  | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95163, top5 = 0.99603
2018-03-12 16:21:24 INFO: 31.7%, 4.0  | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95268, top5 = 0.99603
2018-03-12 16:21:42 INFO: 37.0%, 4.0  | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95242, top5 = 0.99603
2018-03-12 16:22:02 INFO: 42.3%, 4.0  | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95215, top5 = 0.99603
2018-03-12 16:22:20 INFO: 47.6%, 4.0  | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95321, top5 = 0.99577
2018-03-12 16:22:40 INFO: 52.9%, 4.0  | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95374, top5 = 0.99577
2018-03-12 16:22:58 INFO: 58.1%, 4.0  | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95400, top5 = 0.99577
2018-03-12 16:23:17 INFO: 63.4%, 4.0  | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95427, top5 = 0.99577
2018-03-12 16:23:37 INFO: 68.7%, 4.0  | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95453, top5 = 0.99577
2018-03-12 16:23:57 INFO: 74.0%, 4.0  | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95453, top5 = 0.99603
2018-03-12 16:24:17 INFO: 79.3%, 4.0  | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95453, top5 = 0.99603
2018-03-12 16:24:36 INFO: 84.6%, 4.0  | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95453, top5 = 0.99603
2018-03-12 16:24:55 INFO: 89.9%, 4.0  | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95427, top5 = 0.99603
2018-03-12 16:25:13 INFO: 95.1%, 4.0  | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95321, top5 = 0.99603
2018-03-12 16:25:30 INFO: round #4/40
2018-03-12 16:25:32 INFO: 0.0%, 4.2   | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95348, top5 = 0.99630
2018-03-12 16:25:52 INFO: 5.3%, 5.0   | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95400, top5 = 0.99630
2018-03-12 16:26:12 INFO: 10.6%, 5.0  | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95374, top5 = 0.99630
2018-03-12 16:26:31 INFO: 15.9%, 5.0  | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95427, top5 = 0.99630
2018-03-12 16:26:51 INFO: 21.1%, 5.0  | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95480, top5 = 0.99630
2018-03-12 16:27:10 INFO: 26.4%, 5.0  | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95480, top5 = 0.99630
2018-03-12 16:27:31 INFO: 31.7%, 5.0  | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95506, top5 = 0.99630
2018-03-12 16:27:49 INFO: 37.0%, 5.0  | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95559, top5 = 0.99630
2018-03-12 16:28:07 INFO: 42.3%, 5.0  | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95506, top5 = 0.99630
2018-03-12 16:28:26 INFO: 47.6%, 5.0  | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95480, top5 = 0.99630
2018-03-12 16:28:47 INFO: 52.9%, 5.0  | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95533, top5 = 0.99630
2018-03-12 16:29:06 INFO: 58.1%, 5.0  | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95533, top5 = 0.99630
2018-03-12 16:29:27 INFO: 63.4%, 5.0  | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95533, top5 = 0.99630
2018-03-12 16:29:47 INFO: 68.7%, 5.0  | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95506, top5 = 0.99630
2018-03-12 16:30:08 INFO: 74.0%, 5.0  | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95559, top5 = 0.99630
2018-03-12 16:30:28 INFO: 79.3%, 5.0  | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95559, top5 = 0.99630
2018-03-12 16:30:48 INFO: 84.6%, 5.0  | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95559, top5 = 0.99630
2018-03-12 16:31:06 INFO: 89.9%, 5.0  | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95559, top5 = 0.99630
2018-03-12 16:31:26 INFO: 95.1%, 5.0  | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95665, top5 = 0.99630
2018-03-12 16:31:42 INFO: round #5/40
2018-03-12 16:31:44 INFO: 0.0%, 5.2   | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95691, top5 = 0.99630
2018-03-12 16:32:03 INFO: 5.3%, 6.0   | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95665, top5 = 0.99630
2018-03-12 16:32:23 INFO: 10.6%, 6.0  | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95665, top5 = 0.99630
2018-03-12 16:32:43 INFO: 15.9%, 6.0  | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95638, top5 = 0.99630
2018-03-12 16:33:04 INFO: 21.1%, 6.0  | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95691, top5 = 0.99630
2018-03-12 16:33:25 INFO: 26.4%, 6.0  | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95691, top5 = 0.99656
2018-03-12 16:33:45 INFO: 31.7%, 6.0  | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95691, top5 = 0.99656
2018-03-12 16:34:05 INFO: 37.0%, 6.0  | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:34:24 INFO: 42.3%, 6.0  | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95797, top5 = 0.99656
2018-03-12 16:34:43 INFO: 47.6%, 6.0  | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95797, top5 = 0.99656
2018-03-12 16:35:02 INFO: 52.9%, 6.0  | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95797, top5 = 0.99656
2018-03-12 16:35:23 INFO: 58.1%, 6.0  | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:35:44 INFO: 63.4%, 6.0  | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:36:03 INFO: 68.7%, 6.0  | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:36:22 INFO: 74.0%, 6.0  | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:36:41 INFO: 79.3%, 6.0  | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:37:02 INFO: 84.6%, 6.0  | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:37:18 INFO: 89.9%, 6.0  | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:37:37 INFO: 95.1%, 6.0  | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:37:55 INFO: round #6/40
2018-03-12 16:37:56 INFO: 0.0%, 6.2   | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:38:15 INFO: 5.3%, 7.0   | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99683
2018-03-12 16:38:35 INFO: 10.6%, 7.0  | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99683
2018-03-12 16:38:54 INFO: 15.9%, 7.0  | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99683
2018-03-12 16:39:14 INFO: 21.1%, 7.0  | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99683
2018-03-12 16:39:34 INFO: 26.4%, 7.0  | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:39:57 INFO: 31.7%, 7.0  | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:40:16 INFO: 37.0%, 7.0  | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:40:34 INFO: 42.3%, 7.0  | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:40:55 INFO: 47.6%, 7.0  | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:41:15 INFO: 52.9%, 7.0  | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:41:34 INFO: 58.1%, 7.0  | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:41:54 INFO: 63.4%, 7.0  | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:42:12 INFO: 68.7%, 7.0  | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:42:34 INFO: 74.0%, 7.0  | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99683
2018-03-12 16:42:54 INFO: 79.3%, 7.0  | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:43:16 INFO: 84.6%, 7.0  | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:43:34 INFO: 89.9%, 7.0  | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:43:52 INFO: 95.1%, 7.0  | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:44:08 INFO: round #7/40
2018-03-12 16:44:10 INFO: 0.0%, 7.2   | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95744, top5 = 0.99656
2018-03-12 16:44:30 INFO: 5.3%, 8.0   | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:44:50 INFO: 10.6%, 8.0  | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:45:11 INFO: 15.9%, 8.0  | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:45:30 INFO: 21.1%, 8.0  | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95744, top5 = 0.99656
2018-03-12 16:45:51 INFO: 26.4%, 8.0  | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95744, top5 = 0.99656
2018-03-12 16:46:12 INFO: 31.7%, 8.0  | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95744, top5 = 0.99656
2018-03-12 16:46:31 INFO: 37.0%, 8.0  | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95771, top5 = 0.99656
2018-03-12 16:46:49 INFO: 42.3%, 8.0  | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:47:07 INFO: 47.6%, 8.0  | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:47:27 INFO: 52.9%, 8.0  | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:47:47 INFO: 58.1%, 8.0  | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:48:09 INFO: 63.4%, 8.0  | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99630
2018-03-12 16:48:29 INFO: 68.7%, 8.0  | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99630
2018-03-12 16:48:48 INFO: 74.0%, 8.0  | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:49:07 INFO: 79.3%, 8.0  | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:49:25 INFO: 84.6%, 8.0  | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99683
2018-03-12 16:49:45 INFO: 89.9%, 8.0  | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 16:50:03 INFO: 95.1%, 8.0  | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 16:50:24 INFO: round #8/40
2018-03-12 16:50:25 INFO: 0.0%, 8.2   | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 16:50:44 INFO: 5.3%, 9.0   | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 16:51:05 INFO: 10.6%, 9.0  | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 16:51:26 INFO: 15.9%, 9.0  | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99683
2018-03-12 16:51:47 INFO: 21.1%, 9.0  | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99683
2018-03-12 16:52:08 INFO: 26.4%, 9.0  | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99683
2018-03-12 16:52:30 INFO: 31.7%, 9.0  | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99683
2018-03-12 16:52:50 INFO: 37.0%, 9.0  | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99656
2018-03-12 16:53:11 INFO: 42.3%, 9.0  | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99656
2018-03-12 16:53:32 INFO: 47.6%, 9.0  | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99656
2018-03-12 16:53:52 INFO: 52.9%, 9.0  | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99656
2018-03-12 16:54:11 INFO: 58.1%, 9.0  | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99656
2018-03-12 16:54:29 INFO: 63.4%, 9.0  | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99656
2018-03-12 16:54:49 INFO: 68.7%, 9.0  | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99656
2018-03-12 16:55:08 INFO: 74.0%, 9.0  | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99656
2018-03-12 16:55:27 INFO: 79.3%, 9.0  | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99656
2018-03-12 16:55:49 INFO: 84.6%, 9.0  | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:56:11 INFO: 89.9%, 9.0  | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:56:30 INFO: 95.1%, 9.0  | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:56:47 INFO: round #9/40
2018-03-12 16:56:48 INFO: 0.0%, 9.2   | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:57:07 INFO: 5.3%, 10.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95850, top5 = 0.99656
2018-03-12 16:57:27 INFO: 10.6%, 10.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95823, top5 = 0.99656
2018-03-12 16:57:48 INFO: 15.9%, 10.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99656
2018-03-12 16:58:06 INFO: 21.1%, 10.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99656
2018-03-12 16:58:26 INFO: 26.4%, 10.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99656
2018-03-12 16:58:46 INFO: 31.7%, 10.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99656
2018-03-12 16:59:04 INFO: 37.0%, 10.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99656
2018-03-12 16:59:24 INFO: 42.3%, 10.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99656
2018-03-12 16:59:42 INFO: 47.6%, 10.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99656
2018-03-12 17:00:01 INFO: 52.9%, 10.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99656
2018-03-12 17:00:20 INFO: 58.1%, 10.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99656
2018-03-12 17:00:39 INFO: 63.4%, 10.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 17:00:58 INFO: 68.7%, 10.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 17:01:17 INFO: 74.0%, 10.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99683
2018-03-12 17:01:36 INFO: 79.3%, 10.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99683
2018-03-12 17:01:54 INFO: 84.6%, 10.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99709
2018-03-12 17:02:12 INFO: 89.9%, 10.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99709
2018-03-12 17:02:31 INFO: 95.1%, 10.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99709
2018-03-12 17:02:47 INFO: round #10/40
2018-03-12 17:02:48 INFO: 0.0%, 10.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99709
2018-03-12 17:03:08 INFO: 5.3%, 11.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99709
2018-03-12 17:03:26 INFO: 10.6%, 11.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:03:46 INFO: 15.9%, 11.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:04:04 INFO: 21.1%, 11.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:04:23 INFO: 26.4%, 11.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:04:42 INFO: 31.7%, 11.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99709
2018-03-12 17:05:01 INFO: 37.0%, 11.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:05:21 INFO: 42.3%, 11.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:05:42 INFO: 47.6%, 11.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:06:01 INFO: 52.9%, 11.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:06:20 INFO: 58.1%, 11.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:06:39 INFO: 63.4%, 11.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:06:59 INFO: 68.7%, 11.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:07:19 INFO: 74.0%, 11.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:07:39 INFO: 79.3%, 11.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:07:59 INFO: 84.6%, 11.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 17:08:18 INFO: 89.9%, 11.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 17:08:37 INFO: 95.1%, 11.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:08:55 INFO: round #11/40
2018-03-12 17:08:57 INFO: 0.0%, 11.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:09:15 INFO: 5.3%, 12.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 17:09:37 INFO: 10.6%, 12.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 17:09:57 INFO: 15.9%, 12.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 17:10:15 INFO: 21.1%, 12.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 17:10:36 INFO: 26.4%, 12.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 17:10:56 INFO: 31.7%, 12.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:11:14 INFO: 37.0%, 12.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:11:35 INFO: 42.3%, 12.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:11:54 INFO: 47.6%, 12.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:12:15 INFO: 52.9%, 12.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:12:36 INFO: 58.1%, 12.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:12:58 INFO: 63.4%, 12.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:13:18 INFO: 68.7%, 12.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:13:38 INFO: 74.0%, 12.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:14:00 INFO: 79.3%, 12.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:14:20 INFO: 84.6%, 12.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:14:40 INFO: 89.9%, 12.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 17:14:59 INFO: 95.1%, 12.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 17:15:16 INFO: round #12/40
2018-03-12 17:15:18 INFO: 0.0%, 12.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 17:15:37 INFO: 5.3%, 13.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 17:15:56 INFO: 10.6%, 13.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 17:16:15 INFO: 15.9%, 13.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:16:34 INFO: 21.1%, 13.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:16:54 INFO: 26.4%, 13.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 17:17:14 INFO: 31.7%, 13.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 17:17:32 INFO: 37.0%, 13.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 17:17:51 INFO: 42.3%, 13.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 17:18:11 INFO: 47.6%, 13.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:18:31 INFO: 52.9%, 13.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:18:52 INFO: 58.1%, 13.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:19:12 INFO: 63.4%, 13.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:19:31 INFO: 68.7%, 13.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:19:50 INFO: 74.0%, 13.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 17:20:09 INFO: 79.3%, 13.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 17:20:28 INFO: 84.6%, 13.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 17:20:46 INFO: 89.9%, 13.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:21:06 INFO: 95.1%, 13.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:21:23 INFO: round #13/40
2018-03-12 17:21:25 INFO: 0.0%, 13.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 17:21:43 INFO: 5.3%, 14.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 17:22:03 INFO: 10.6%, 14.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 17:22:21 INFO: 15.9%, 14.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:22:41 INFO: 21.1%, 14.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:23:00 INFO: 26.4%, 14.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:23:20 INFO: 31.7%, 14.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:23:37 INFO: 37.0%, 14.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 17:23:56 INFO: 42.3%, 14.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 17:24:15 INFO: 47.6%, 14.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 17:24:34 INFO: 52.9%, 14.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:24:54 INFO: 58.1%, 14.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:25:13 INFO: 63.4%, 14.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 17:25:32 INFO: 68.7%, 14.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99709
2018-03-12 17:25:50 INFO: 74.0%, 14.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99709
2018-03-12 17:26:10 INFO: 79.3%, 14.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99709
2018-03-12 17:26:29 INFO: 84.6%, 14.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99709
2018-03-12 17:26:47 INFO: 89.9%, 14.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:27:05 INFO: 95.1%, 14.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99709
2018-03-12 17:27:21 INFO: round #14/40
2018-03-12 17:27:23 INFO: 0.0%, 14.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:27:42 INFO: 5.3%, 15.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:28:00 INFO: 10.6%, 15.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:28:20 INFO: 15.9%, 15.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99709
2018-03-12 17:28:39 INFO: 21.1%, 15.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99709
2018-03-12 17:28:59 INFO: 26.4%, 15.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99709
2018-03-12 17:29:19 INFO: 31.7%, 15.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99709
2018-03-12 17:29:38 INFO: 37.0%, 15.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99709
2018-03-12 17:29:57 INFO: 42.3%, 15.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99709
2018-03-12 17:30:16 INFO: 47.6%, 15.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99709
2018-03-12 17:30:36 INFO: 52.9%, 15.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:30:53 INFO: 58.1%, 15.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:31:12 INFO: 63.4%, 15.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99709
2018-03-12 17:31:30 INFO: 68.7%, 15.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99709
2018-03-12 17:31:50 INFO: 74.0%, 15.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99683
2018-03-12 17:32:10 INFO: 79.3%, 15.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99683
2018-03-12 17:32:30 INFO: 84.6%, 15.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99683
2018-03-12 17:32:48 INFO: 89.9%, 15.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99683
2018-03-12 17:33:08 INFO: 95.1%, 15.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99683
2018-03-12 17:33:24 INFO: round #15/40
2018-03-12 17:33:25 INFO: 0.0%, 15.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99683
2018-03-12 17:33:43 INFO: 5.3%, 16.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99683
2018-03-12 17:34:01 INFO: 10.6%, 16.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:34:20 INFO: 15.9%, 16.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:34:41 INFO: 21.1%, 16.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:35:01 INFO: 26.4%, 16.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:35:19 INFO: 31.7%, 16.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:35:40 INFO: 37.0%, 16.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:35:58 INFO: 42.3%, 16.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99683
2018-03-12 17:36:18 INFO: 47.6%, 16.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99683
2018-03-12 17:36:37 INFO: 52.9%, 16.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:36:56 INFO: 58.1%, 16.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:37:15 INFO: 63.4%, 16.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:37:33 INFO: 68.7%, 16.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:37:53 INFO: 74.0%, 16.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 17:38:11 INFO: 79.3%, 16.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 17:38:30 INFO: 84.6%, 16.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 17:38:49 INFO: 89.9%, 16.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 17:39:07 INFO: 95.1%, 16.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 17:39:23 INFO: round #16/40
2018-03-12 17:39:24 INFO: 0.0%, 16.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:39:43 INFO: 5.3%, 17.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:40:02 INFO: 10.6%, 17.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99683
2018-03-12 17:40:21 INFO: 15.9%, 17.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99683
2018-03-12 17:40:40 INFO: 21.1%, 17.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:40:59 INFO: 26.4%, 17.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:41:18 INFO: 31.7%, 17.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:41:36 INFO: 37.0%, 17.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99683
2018-03-12 17:41:55 INFO: 42.3%, 17.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99683
2018-03-12 17:42:14 INFO: 47.6%, 17.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99683
2018-03-12 17:42:35 INFO: 52.9%, 17.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99683
2018-03-12 17:42:54 INFO: 58.1%, 17.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99683
2018-03-12 17:43:13 INFO: 63.4%, 17.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:43:32 INFO: 68.7%, 17.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:43:51 INFO: 74.0%, 17.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:44:10 INFO: 79.3%, 17.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:44:29 INFO: 84.6%, 17.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:44:47 INFO: 89.9%, 17.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:45:05 INFO: 95.1%, 17.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99683
2018-03-12 17:45:20 INFO: round #17/40
2018-03-12 17:45:21 INFO: 0.0%, 17.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99683
2018-03-12 17:45:41 INFO: 5.3%, 18.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99683
2018-03-12 17:45:59 INFO: 10.6%, 18.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99683
2018-03-12 17:46:19 INFO: 15.9%, 18.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99683
2018-03-12 17:46:37 INFO: 21.1%, 18.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99683
2018-03-12 17:46:57 INFO: 26.4%, 18.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:47:17 INFO: 31.7%, 18.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:47:35 INFO: 37.0%, 18.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 17:47:53 INFO: 42.3%, 18.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:48:12 INFO: 47.6%, 18.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:48:33 INFO: 52.9%, 18.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:48:50 INFO: 58.1%, 18.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99709
2018-03-12 17:49:09 INFO: 63.4%, 18.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99709
2018-03-12 17:49:28 INFO: 68.7%, 18.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99709
2018-03-12 17:49:47 INFO: 74.0%, 18.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99709
2018-03-12 17:50:07 INFO: 79.3%, 18.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99709
2018-03-12 17:50:25 INFO: 84.6%, 18.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99709
2018-03-12 17:50:44 INFO: 89.9%, 18.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:51:03 INFO: 95.1%, 18.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 17:51:19 INFO: round #18/40
2018-03-12 17:51:20 INFO: 0.0%, 18.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:51:39 INFO: 5.3%, 19.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:51:57 INFO: 10.6%, 19.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:52:16 INFO: 15.9%, 19.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:52:34 INFO: 21.1%, 19.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:52:52 INFO: 26.4%, 19.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:53:12 INFO: 31.7%, 19.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 17:53:31 INFO: 37.0%, 19.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 17:53:48 INFO: 42.3%, 19.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 17:54:06 INFO: 47.6%, 19.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 17:54:26 INFO: 52.9%, 19.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99762
2018-03-12 17:54:45 INFO: 58.1%, 19.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99762
2018-03-12 17:55:04 INFO: 63.4%, 19.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 17:55:25 INFO: 68.7%, 19.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 17:55:43 INFO: 74.0%, 19.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 17:56:02 INFO: 79.3%, 19.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 17:56:22 INFO: 84.6%, 19.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:56:40 INFO: 89.9%, 19.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:56:59 INFO: 95.1%, 19.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 17:57:17 INFO: round #19/40
2018-03-12 17:57:18 INFO: 0.0%, 19.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:57:37 INFO: 5.3%, 20.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:57:55 INFO: 10.6%, 20.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 17:58:13 INFO: 15.9%, 20.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:58:32 INFO: 21.1%, 20.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:58:52 INFO: 26.4%, 20.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:59:11 INFO: 31.7%, 20.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:59:28 INFO: 37.0%, 20.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 17:59:50 INFO: 42.3%, 20.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:00:10 INFO: 47.6%, 20.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:00:31 INFO: 52.9%, 20.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:00:52 INFO: 58.1%, 20.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:01:14 INFO: 63.4%, 20.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:01:34 INFO: 68.7%, 20.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:01:54 INFO: 74.0%, 20.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:02:17 INFO: 79.3%, 20.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:02:38 INFO: 84.6%, 20.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:02:57 INFO: 89.9%, 20.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:03:19 INFO: 95.1%, 20.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:03:35 INFO: round #20/40
2018-03-12 18:03:37 INFO: 0.0%, 20.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:03:56 INFO: 5.3%, 21.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:04:15 INFO: 10.6%, 21.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:04:35 INFO: 15.9%, 21.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:04:54 INFO: 21.1%, 21.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:05:14 INFO: 26.4%, 21.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:05:33 INFO: 31.7%, 21.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:05:52 INFO: 37.0%, 21.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:06:11 INFO: 42.3%, 21.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:06:31 INFO: 47.6%, 21.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:06:51 INFO: 52.9%, 21.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:07:11 INFO: 58.1%, 21.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:07:31 INFO: 63.4%, 21.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:07:49 INFO: 68.7%, 21.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:08:09 INFO: 74.0%, 21.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:08:30 INFO: 79.3%, 21.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99736
2018-03-12 18:08:50 INFO: 84.6%, 21.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:09:09 INFO: 89.9%, 21.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:09:29 INFO: 95.1%, 21.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:09:47 INFO: round #21/40
2018-03-12 18:09:48 INFO: 0.0%, 21.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:10:07 INFO: 5.3%, 22.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:10:27 INFO: 10.6%, 22.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:10:47 INFO: 15.9%, 22.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:11:06 INFO: 21.1%, 22.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:11:25 INFO: 26.4%, 22.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:11:45 INFO: 31.7%, 22.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:12:04 INFO: 37.0%, 22.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:12:23 INFO: 42.3%, 22.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:12:42 INFO: 47.6%, 22.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:13:01 INFO: 52.9%, 22.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:13:20 INFO: 58.1%, 22.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:13:40 INFO: 63.4%, 22.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 18:13:58 INFO: 68.7%, 22.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99762
2018-03-12 18:14:18 INFO: 74.0%, 22.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99762
2018-03-12 18:14:38 INFO: 79.3%, 22.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99762
2018-03-12 18:14:56 INFO: 84.6%, 22.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99762
2018-03-12 18:15:16 INFO: 89.9%, 22.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:15:34 INFO: 95.1%, 22.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:15:53 INFO: round #22/40
2018-03-12 18:15:55 INFO: 0.0%, 22.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:16:15 INFO: 5.3%, 23.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:16:36 INFO: 10.6%, 23.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:16:56 INFO: 15.9%, 23.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:17:15 INFO: 21.1%, 23.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:17:35 INFO: 26.4%, 23.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:17:54 INFO: 31.7%, 23.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95876, top5 = 0.99736
2018-03-12 18:18:14 INFO: 37.0%, 23.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:18:32 INFO: 42.3%, 23.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99736
2018-03-12 18:18:51 INFO: 47.6%, 23.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 18:19:10 INFO: 52.9%, 23.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95903, top5 = 0.99762
2018-03-12 18:19:29 INFO: 58.1%, 23.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:19:49 INFO: 63.4%, 23.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:20:10 INFO: 68.7%, 23.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95929, top5 = 0.99762
2018-03-12 18:20:30 INFO: 74.0%, 23.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:20:50 INFO: 79.3%, 23.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:21:11 INFO: 84.6%, 23.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:21:31 INFO: 89.9%, 23.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:21:52 INFO: 95.1%, 23.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 18:22:09 INFO: round #23/40
2018-03-12 18:22:11 INFO: 0.0%, 23.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 18:22:31 INFO: 5.3%, 24.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 18:22:51 INFO: 10.6%, 24.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 18:23:11 INFO: 15.9%, 24.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:23:30 INFO: 21.1%, 24.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:23:49 INFO: 26.4%, 24.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:24:09 INFO: 31.7%, 24.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:24:27 INFO: 37.0%, 24.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:24:46 INFO: 42.3%, 24.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:25:07 INFO: 47.6%, 24.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:25:27 INFO: 52.9%, 24.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:25:46 INFO: 58.1%, 24.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:26:06 INFO: 63.4%, 24.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:26:26 INFO: 68.7%, 24.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:26:45 INFO: 74.0%, 24.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:27:05 INFO: 79.3%, 24.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:27:25 INFO: 84.6%, 24.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:27:44 INFO: 89.9%, 24.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:28:04 INFO: 95.1%, 24.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:28:21 INFO: round #24/40
2018-03-12 18:28:23 INFO: 0.0%, 24.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:28:43 INFO: 5.3%, 25.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:29:04 INFO: 10.6%, 25.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:29:22 INFO: 15.9%, 25.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:29:45 INFO: 21.1%, 25.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:30:03 INFO: 26.4%, 25.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:30:22 INFO: 31.7%, 25.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:30:42 INFO: 37.0%, 25.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:31:00 INFO: 42.3%, 25.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:31:20 INFO: 47.6%, 25.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:31:39 INFO: 52.9%, 25.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:31:59 INFO: 58.1%, 25.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:32:19 INFO: 63.4%, 25.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:32:39 INFO: 68.7%, 25.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:32:59 INFO: 74.0%, 25.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:33:19 INFO: 79.3%, 25.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 18:33:37 INFO: 84.6%, 25.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 18:33:53 INFO: 89.9%, 25.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:34:12 INFO: 95.1%, 25.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:34:28 INFO: round #25/40
2018-03-12 18:34:30 INFO: 0.0%, 25.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:34:47 INFO: 5.3%, 26.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:35:08 INFO: 10.6%, 26.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:35:26 INFO: 15.9%, 26.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:35:44 INFO: 21.1%, 26.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 18:36:03 INFO: 26.4%, 26.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 18:36:22 INFO: 31.7%, 26.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:36:42 INFO: 37.0%, 26.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:36:59 INFO: 42.3%, 26.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:37:18 INFO: 47.6%, 26.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:37:37 INFO: 52.9%, 26.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:37:55 INFO: 58.1%, 26.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:38:16 INFO: 63.4%, 26.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:38:34 INFO: 68.7%, 26.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:38:53 INFO: 74.0%, 26.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:39:13 INFO: 79.3%, 26.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:39:33 INFO: 84.6%, 26.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:39:52 INFO: 89.9%, 26.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:40:10 INFO: 95.1%, 26.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:40:26 INFO: round #26/40
2018-03-12 18:40:27 INFO: 0.0%, 26.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:40:44 INFO: 5.3%, 27.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:41:04 INFO: 10.6%, 27.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:41:20 INFO: 15.9%, 27.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:41:39 INFO: 21.1%, 27.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:41:58 INFO: 26.4%, 27.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:42:16 INFO: 31.7%, 27.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99736
2018-03-12 18:42:34 INFO: 37.0%, 27.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:42:53 INFO: 42.3%, 27.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:43:11 INFO: 47.6%, 27.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.95956, top5 = 0.99762
2018-03-12 18:43:30 INFO: 52.9%, 27.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 18:43:48 INFO: 58.1%, 27.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99762
2018-03-12 18:44:07 INFO: 63.4%, 27.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:44:27 INFO: 68.7%, 27.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:44:45 INFO: 74.0%, 27.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:45:03 INFO: 79.3%, 27.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:45:23 INFO: 84.6%, 27.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:45:41 INFO: 89.9%, 27.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:45:59 INFO: 95.1%, 27.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:46:15 INFO: round #27/40
2018-03-12 18:46:16 INFO: 0.0%, 27.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:46:35 INFO: 5.3%, 28.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 18:46:54 INFO: 10.6%, 28.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 18:47:14 INFO: 15.9%, 28.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 18:47:32 INFO: 21.1%, 28.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 18:47:52 INFO: 26.4%, 28.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 18:48:14 INFO: 31.7%, 28.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99762
2018-03-12 18:48:33 INFO: 37.0%, 28.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:48:51 INFO: 42.3%, 28.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99762
2018-03-12 18:49:10 INFO: 47.6%, 28.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:49:29 INFO: 52.9%, 28.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:49:49 INFO: 58.1%, 28.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:50:08 INFO: 63.4%, 28.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:50:25 INFO: 68.7%, 28.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:50:44 INFO: 74.0%, 28.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:51:02 INFO: 79.3%, 28.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:51:22 INFO: 84.6%, 28.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:51:40 INFO: 89.9%, 28.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:51:59 INFO: 95.1%, 28.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:52:17 INFO: round #28/40
2018-03-12 18:52:19 INFO: 0.0%, 28.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:52:37 INFO: 5.3%, 29.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:52:56 INFO: 10.6%, 29.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:53:15 INFO: 15.9%, 29.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:53:34 INFO: 21.1%, 29.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 18:53:53 INFO: 26.4%, 29.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:54:12 INFO: 31.7%, 29.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:54:32 INFO: 37.0%, 29.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:54:50 INFO: 42.3%, 29.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:55:10 INFO: 47.6%, 29.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:55:29 INFO: 52.9%, 29.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:55:49 INFO: 58.1%, 29.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:56:08 INFO: 63.4%, 29.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:56:26 INFO: 68.7%, 29.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:56:45 INFO: 74.0%, 29.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:57:05 INFO: 79.3%, 29.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:57:24 INFO: 84.6%, 29.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:57:44 INFO: 89.9%, 29.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:58:00 INFO: 95.1%, 29.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:58:16 INFO: round #29/40
2018-03-12 18:58:17 INFO: 0.0%, 29.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:58:35 INFO: 5.3%, 30.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:58:53 INFO: 10.6%, 30.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:59:12 INFO: 15.9%, 30.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.95982, top5 = 0.99736
2018-03-12 18:59:30 INFO: 21.1%, 30.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96008, top5 = 0.99736
2018-03-12 18:59:49 INFO: 26.4%, 30.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 19:00:07 INFO: 31.7%, 30.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 19:00:24 INFO: 37.0%, 30.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 19:00:42 INFO: 42.3%, 30.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96035, top5 = 0.99736
2018-03-12 19:01:02 INFO: 47.6%, 30.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:01:20 INFO: 52.9%, 30.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:01:39 INFO: 58.1%, 30.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:01:58 INFO: 63.4%, 30.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:02:17 INFO: 68.7%, 30.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:02:35 INFO: 74.0%, 30.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:02:54 INFO: 79.3%, 30.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:03:15 INFO: 84.6%, 30.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:03:34 INFO: 89.9%, 30.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:03:51 INFO: 95.1%, 30.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:04:08 INFO: round #30/40
2018-03-12 19:04:09 INFO: 0.0%, 30.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:04:29 INFO: 5.3%, 31.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:04:48 INFO: 10.6%, 31.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:05:04 INFO: 15.9%, 31.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:05:23 INFO: 21.1%, 31.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:05:42 INFO: 26.4%, 31.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99709
2018-03-12 19:06:02 INFO: 31.7%, 31.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99709
2018-03-12 19:06:22 INFO: 37.0%, 31.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99709
2018-03-12 19:06:42 INFO: 42.3%, 31.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99709
2018-03-12 19:07:00 INFO: 47.6%, 31.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99709
2018-03-12 19:07:20 INFO: 52.9%, 31.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99709
2018-03-12 19:07:38 INFO: 58.1%, 31.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99709
2018-03-12 19:07:56 INFO: 63.4%, 31.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99709
2018-03-12 19:08:16 INFO: 68.7%, 31.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:08:36 INFO: 74.0%, 31.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:08:55 INFO: 79.3%, 31.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:09:14 INFO: 84.6%, 31.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:09:32 INFO: 89.9%, 31.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:09:52 INFO: 95.1%, 31.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:10:07 INFO: round #31/40
2018-03-12 19:10:08 INFO: 0.0%, 31.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:10:26 INFO: 5.3%, 32.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:10:47 INFO: 10.6%, 32.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:11:07 INFO: 15.9%, 32.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:11:26 INFO: 21.1%, 32.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99709
2018-03-12 19:11:46 INFO: 26.4%, 32.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:12:06 INFO: 31.7%, 32.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:12:24 INFO: 37.0%, 32.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:12:43 INFO: 42.3%, 32.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:13:02 INFO: 47.6%, 32.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:13:21 INFO: 52.9%, 32.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:13:41 INFO: 58.1%, 32.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:14:01 INFO: 63.4%, 32.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:14:20 INFO: 68.7%, 32.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:14:40 INFO: 74.0%, 32.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:15:01 INFO: 79.3%, 32.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:15:22 INFO: 84.6%, 32.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99709
2018-03-12 19:15:41 INFO: 89.9%, 32.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 19:16:00 INFO: 95.1%, 32.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 19:16:17 INFO: round #32/40
2018-03-12 19:16:18 INFO: 0.0%, 32.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 19:16:37 INFO: 5.3%, 33.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99709
2018-03-12 19:16:58 INFO: 10.6%, 33.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:17:19 INFO: 15.9%, 33.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:17:38 INFO: 21.1%, 33.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:17:58 INFO: 26.4%, 33.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:18:18 INFO: 31.7%, 33.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:18:37 INFO: 37.0%, 33.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:18:56 INFO: 42.3%, 33.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:19:15 INFO: 47.6%, 33.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:19:34 INFO: 52.9%, 33.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:19:54 INFO: 58.1%, 33.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:20:14 INFO: 63.4%, 33.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:20:33 INFO: 68.7%, 33.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:20:53 INFO: 74.0%, 33.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:21:13 INFO: 79.3%, 33.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:21:34 INFO: 84.6%, 33.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:21:53 INFO: 89.9%, 33.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:22:12 INFO: 95.1%, 33.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:22:28 INFO: round #33/40
2018-03-12 19:22:29 INFO: 0.0%, 33.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:22:49 INFO: 5.3%, 34.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:23:09 INFO: 10.6%, 34.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:23:29 INFO: 15.9%, 34.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:23:49 INFO: 21.1%, 34.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:24:06 INFO: 26.4%, 34.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:24:26 INFO: 31.7%, 34.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:24:44 INFO: 37.0%, 34.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:25:03 INFO: 42.3%, 34.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:25:22 INFO: 47.6%, 34.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:25:41 INFO: 52.9%, 34.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:26:02 INFO: 58.1%, 34.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:26:22 INFO: 63.4%, 34.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:26:44 INFO: 68.7%, 34.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:27:07 INFO: 74.0%, 34.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:27:27 INFO: 79.3%, 34.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:27:47 INFO: 84.6%, 34.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:28:04 INFO: 89.9%, 34.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:28:23 INFO: 95.1%, 34.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:28:40 INFO: round #34/40
2018-03-12 19:28:41 INFO: 0.0%, 34.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:28:59 INFO: 5.3%, 35.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:29:20 INFO: 10.6%, 35.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:29:38 INFO: 15.9%, 35.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:29:55 INFO: 21.1%, 35.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:30:14 INFO: 26.4%, 35.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:30:33 INFO: 31.7%, 35.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:30:51 INFO: 37.0%, 35.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:31:09 INFO: 42.3%, 35.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:31:28 INFO: 47.6%, 35.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:31:46 INFO: 52.9%, 35.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:32:05 INFO: 58.1%, 35.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:32:25 INFO: 63.4%, 35.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:32:46 INFO: 68.7%, 35.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:33:07 INFO: 74.0%, 35.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:33:27 INFO: 79.3%, 35.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:33:48 INFO: 84.6%, 35.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:34:07 INFO: 89.9%, 35.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:34:26 INFO: 95.1%, 35.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:34:42 INFO: round #35/40
2018-03-12 19:34:44 INFO: 0.0%, 35.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:35:02 INFO: 5.3%, 36.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:35:21 INFO: 10.6%, 36.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:35:41 INFO: 15.9%, 36.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:36:01 INFO: 21.1%, 36.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:36:20 INFO: 26.4%, 36.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:36:39 INFO: 31.7%, 36.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:36:57 INFO: 37.0%, 36.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:37:18 INFO: 42.3%, 36.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:37:38 INFO: 47.6%, 36.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96061, top5 = 0.99736
2018-03-12 19:37:56 INFO: 52.9%, 36.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:38:15 INFO: 58.1%, 36.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:38:33 INFO: 63.4%, 36.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:38:53 INFO: 68.7%, 36.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:39:11 INFO: 74.0%, 36.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:39:31 INFO: 79.3%, 36.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:39:51 INFO: 84.6%, 36.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:40:10 INFO: 89.9%, 36.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:40:28 INFO: 95.1%, 36.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:40:45 INFO: round #36/40
2018-03-12 19:40:47 INFO: 0.0%, 36.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:41:05 INFO: 5.3%, 37.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:41:24 INFO: 10.6%, 37.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:41:44 INFO: 15.9%, 37.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:42:02 INFO: 21.1%, 37.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:42:21 INFO: 26.4%, 37.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96088, top5 = 0.99736
2018-03-12 19:42:41 INFO: 31.7%, 37.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:43:00 INFO: 37.0%, 37.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:43:20 INFO: 42.3%, 37.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96114, top5 = 0.99736
2018-03-12 19:43:39 INFO: 47.6%, 37.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:43:58 INFO: 52.9%, 37.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:44:17 INFO: 58.1%, 37.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:44:36 INFO: 63.4%, 37.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:44:54 INFO: 68.7%, 37.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96141, top5 = 0.99736
2018-03-12 19:45:12 INFO: 74.0%, 37.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:45:31 INFO: 79.3%, 37.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96167, top5 = 0.99736
2018-03-12 19:45:50 INFO: 84.6%, 37.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 19:46:08 INFO: 89.9%, 37.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 19:46:28 INFO: 95.1%, 37.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 19:46:45 INFO: round #37/40
2018-03-12 19:46:46 INFO: 0.0%, 37.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96193, top5 = 0.99736
2018-03-12 19:47:03 INFO: 5.3%, 38.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:47:22 INFO: 10.6%, 38.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:47:40 INFO: 15.9%, 38.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:47:58 INFO: 21.1%, 38.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:48:16 INFO: 26.4%, 38.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:48:37 INFO: 31.7%, 38.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:48:56 INFO: 37.0%, 38.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:49:14 INFO: 42.3%, 38.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:49:35 INFO: 47.6%, 38.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 19:49:55 INFO: 52.9%, 38.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 19:50:12 INFO: 58.1%, 38.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:50:31 INFO: 63.4%, 38.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:50:52 INFO: 68.7%, 38.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:51:11 INFO: 74.0%, 38.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:51:29 INFO: 79.3%, 38.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:51:49 INFO: 84.6%, 38.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:52:07 INFO: 89.9%, 38.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:52:26 INFO: 95.1%, 38.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:52:43 INFO: round #38/40
2018-03-12 19:52:44 INFO: 0.0%, 38.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:53:02 INFO: 5.3%, 39.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:53:22 INFO: 10.6%, 39.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:53:41 INFO: 15.9%, 39.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:53:59 INFO: 21.1%, 39.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 19:54:19 INFO: 26.4%, 39.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 19:54:37 INFO: 31.7%, 39.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 19:54:56 INFO: 37.0%, 39.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:55:15 INFO: 42.3%, 39.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:55:33 INFO: 47.6%, 39.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:55:53 INFO: 52.9%, 39.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 19:56:13 INFO: 58.1%, 39.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:56:31 INFO: 63.4%, 39.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:56:49 INFO: 68.7%, 39.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:57:10 INFO: 74.0%, 39.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:57:30 INFO: 79.3%, 39.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:57:48 INFO: 84.6%, 39.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:58:06 INFO: 89.9%, 39.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:58:27 INFO: 95.1%, 39.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:58:43 INFO: round #39/40
2018-03-12 19:58:45 INFO: 0.0%, 39.2  | Batch [0,0]       Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:59:02 INFO: 5.3%, 40.0  | Batch [0,100]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:59:22 INFO: 10.6%, 40.0     | Batch [0,200]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 19:59:42 INFO: 15.9%, 40.0     | Batch [0,300]     Avg: loss-ce = 0.21363, top1 = 0.96220, top5 = 0.99736
2018-03-12 20:00:00 INFO: 21.1%, 40.0     | Batch [0,400]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 20:00:19 INFO: 26.4%, 40.0     | Batch [0,500]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 20:00:39 INFO: 31.7%, 40.0     | Batch [0,600]     Avg: loss-ce = 0.21363, top1 = 0.96246, top5 = 0.99736
2018-03-12 20:00:58 INFO: 37.0%, 40.0     | Batch [0,700]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 20:01:17 INFO: 42.3%, 40.0     | Batch [0,800]     Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 20:01:37 INFO: 47.6%, 40.0     | Batch [0,900]     Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:01:55 INFO: 52.9%, 40.0     | Batch [0,1000]        Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:02:13 INFO: 58.1%, 40.0     | Batch [0,1100]        Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:02:33 INFO: 63.4%, 40.0     | Batch [0,1200]        Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:02:51 INFO: 68.7%, 40.0     | Batch [0,1300]        Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:03:09 INFO: 74.0%, 40.0     | Batch [0,1400]        Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:03:27 INFO: 79.3%, 40.0     | Batch [0,1500]        Avg: loss-ce = 0.21363, top1 = 0.96299, top5 = 0.99736
2018-03-12 20:03:47 INFO: 84.6%, 40.0     | Batch [0,1600]        Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 20:04:05 INFO: 89.9%, 40.0     | Batch [0,1700]        Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 20:04:23 INFO: 95.1%, 40.0     | Batch [0,1800]        Avg: loss-ce = 0.21363, top1 = 0.96273, top5 = 0.99736
2018-03-12 20:04:41 INFO: Evaluation Finished!
2018-03-12 20:04:41 INFO: Total time cost: 2371.8 sec
2018-03-12 20:04:41 INFO: Speed: 63.8158 samples/sec
2018-03-12 20:04:41 INFO: Accuracy:
2018-03-12 20:04:41 INFO: [
    [
        [
            "loss-ce",
            0.2136315427190754
        ]
    ],
    [
        [
            "top1",
            0.9627279936558287
        ]
    ],
    [
        [
            "top5",
            0.9973565952947396
        ]
    ]
]

what about Kinetics 400? what's the nums of its round ? And every round sample randomly crop for per video?

[cypw]

@saisaiwang33, I forget which folder I have placed the testing log for Kinetics, but the round should be about 50 (random clip + random crop).

[gooners1886]

@cypw thankyou. I finally get 96% acc using 40 round(40 crops):

[
    [
        "loss-ce",
        0.2061884279111501
    ]
],
[
    [
        "top1",
        0.9600845889505684
    ]
],
[
    [
        "top5",
        0.9962992334126355
    ]
]

]