INFO:root:Namespace(batch_norm=False, batch_size=128, data_dir='~/.mxnet/datasets/imagenet', dtype='float16', last_gamma=False, log_interval=50, logging_dir='logs', lr=0.4, lr_decay=0.1, lr_decay_epoch='40,60', lr_decay_period=0, lr_mode='cosine', mode='hybrid', model='resnet101_v2', momentum=0.9, num_epochs=120, num_gpus=8, num_workers=60, rec_train='/media/ramdisk/rec/train.rec', rec_train_idx='/media/ramdisk/rec/train.idx', rec_val='/media/ramdisk/rec/val.rec', rec_val_idx='/media/ramdisk/rec/val.idx', save_dir='params_resnet101_v2', save_frequency=10, use_pretrained=False, use_rec=True, use_se=False, warmup_epochs=5, warmup_lr=0.0, wd=0.0001)
[17:00:15] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/train.rec, use 31 threads for decoding..
[17:00:18] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/val.rec, use 31 threads for decoding..
[17:00:52] src/kvstore/././comm.h:689: only 32 out of 56 GPU pairs are enabled direct access. It may affect the performance. You can set MXNET_ENABLE_GPU_P2P=0 to turn it off
[17:00:52] src/kvstore/././comm.h:698: .vvvv...
[17:00:52] src/kvstore/././comm.h:698: v.vv.v..
[17:00:52] src/kvstore/././comm.h:698: vv.v..v.
[17:00:52] src/kvstore/././comm.h:698: vvv....v
[17:00:52] src/kvstore/././comm.h:698: v....vvv
[17:00:52] src/kvstore/././comm.h:698: .v..v.vv
[17:00:52] src/kvstore/././comm.h:698: ..v.vv.v
[17:00:52] src/kvstore/././comm.h:698: ...vvvv.
[17:00:58] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:107: Running performance tests to find the best convolution algorithm, this can take a while... (setting env variable MXNET_CUDNN_AUTOTUNE_DEFAULT to 0 to disable)
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INFO:root:[Epoch 0] training: err-top1=0.975285
INFO:root:[Epoch 0] speed: 2947 samples/sec	time cost: 446.750982
INFO:root:[Epoch 0] validation: err-top1=0.923988 err-top5=0.796417
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INFO:root:[Epoch 1] training: err-top1=0.844851
INFO:root:[Epoch 1] speed: 2880 samples/sec	time cost: 456.023196
INFO:root:[Epoch 1] validation: err-top1=0.773338 err-top5=0.531549
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INFO:root:[Epoch 2] training: err-top1=0.711584
INFO:root:[Epoch 2] speed: 2890 samples/sec	time cost: 454.410222
INFO:root:[Epoch 2] validation: err-top1=0.666474 err-top5=0.401447
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INFO:root:[Epoch 3] training: err-top1=0.641046
INFO:root:[Epoch 3] speed: 2870 samples/sec	time cost: 457.117841
INFO:root:[Epoch 3] validation: err-top1=0.619320 err-top5=0.348414
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INFO:root:[Epoch 4] training: err-top1=0.606576
INFO:root:[Epoch 4] speed: 2789 samples/sec	time cost: 470.865766
INFO:root:[Epoch 4] validation: err-top1=0.789880 err-top5=0.582171
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INFO:root:[Epoch 5] training: err-top1=0.580861
INFO:root:[Epoch 5] speed: 2854 samples/sec	time cost: 459.430237
INFO:root:[Epoch 5] validation: err-top1=0.543091 err-top5=0.279826
INFO:root:Epoch[6] Batch [49]	Speed: 2899.317732 samples/sec	top1-err=0.561777	lr=0.399919
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INFO:root:[Epoch 6] training: err-top1=0.558060
INFO:root:[Epoch 6] speed: 2781 samples/sec	time cost: 472.047776
INFO:root:[Epoch 6] validation: err-top1=0.529217 err-top5=0.261400
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INFO:root:[Epoch 7] training: err-top1=0.543646
INFO:root:[Epoch 7] speed: 2815 samples/sec	time cost: 466.360226
INFO:root:[Epoch 7] validation: err-top1=0.513632 err-top5=0.253109
INFO:root:Epoch[8] Batch [49]	Speed: 2916.725446 samples/sec	top1-err=0.526973	lr=0.399311
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INFO:root:[Epoch 8] training: err-top1=0.531796
INFO:root:[Epoch 8] speed: 2815 samples/sec	time cost: 466.458298
INFO:root:[Epoch 8] validation: err-top1=0.510224 err-top5=0.248107
INFO:root:Epoch[9] Batch [49]	Speed: 2969.287459 samples/sec	top1-err=0.517324	lr=0.398784
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INFO:root:[Epoch 9] training: err-top1=0.523114
INFO:root:[Epoch 9] speed: 2830 samples/sec	time cost: 463.613193
INFO:root:[Epoch 9] validation: err-top1=0.490932 err-top5=0.226463
INFO:root:Epoch[10] Batch [49]	Speed: 2969.176735 samples/sec	top1-err=0.513496	lr=0.398108
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INFO:root:[Epoch 10] training: err-top1=0.517432
INFO:root:[Epoch 10] speed: 2816 samples/sec	time cost: 466.277497
INFO:root:[Epoch 10] validation: err-top1=0.480668 err-top5=0.227220
INFO:root:Epoch[11] Batch [49]	Speed: 2857.536564 samples/sec	top1-err=0.506797	lr=0.397284
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INFO:root:[Epoch 11] training: err-top1=0.510893
INFO:root:[Epoch 11] speed: 2812 samples/sec	time cost: 466.738014
INFO:root:[Epoch 11] validation: err-top1=0.492126 err-top5=0.234904
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INFO:root:[Epoch 12] training: err-top1=0.506260
INFO:root:[Epoch 12] speed: 2785 samples/sec	time cost: 471.249446
INFO:root:[Epoch 12] validation: err-top1=0.488261 err-top5=0.234315
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INFO:root:[Epoch 13] training: err-top1=0.501852
INFO:root:[Epoch 13] speed: 2790 samples/sec	time cost: 470.285038
INFO:root:[Epoch 13] validation: err-top1=0.480927 err-top5=0.227878
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INFO:root:[Epoch 14] training: err-top1=0.498910
INFO:root:[Epoch 14] speed: 2817 samples/sec	time cost: 466.776348
INFO:root:[Epoch 14] validation: err-top1=0.555345 err-top5=0.291414
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INFO:root:[Epoch 15] training: err-top1=0.495158
INFO:root:[Epoch 15] speed: 2860 samples/sec	time cost: 460.407827
INFO:root:[Epoch 15] validation: err-top1=0.487105 err-top5=0.224988
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INFO:root:[Epoch 16] training: err-top1=0.492195
INFO:root:[Epoch 16] speed: 2910 samples/sec	time cost: 452.131484
INFO:root:[Epoch 16] validation: err-top1=0.463269 err-top5=0.209084
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INFO:root:[Epoch 17] training: err-top1=0.489957
INFO:root:[Epoch 17] speed: 2916 samples/sec	time cost: 451.274754
INFO:root:[Epoch 17] validation: err-top1=0.469137 err-top5=0.216268
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INFO:root:[Epoch 18] training: err-top1=0.487755
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INFO:root:[Epoch 18] validation: err-top1=0.466338 err-top5=0.212751
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INFO:root:[Epoch 19] training: err-top1=0.485003
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INFO:root:[Epoch 19] validation: err-top1=0.459144 err-top5=0.205676
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INFO:root:[Epoch 20] training: err-top1=0.483219
INFO:root:[Epoch 20] speed: 2935 samples/sec	time cost: 448.091085
INFO:root:[Epoch 20] validation: err-top1=0.451531 err-top5=0.201252
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INFO:root:[Epoch 21] training: err-top1=0.481869
INFO:root:[Epoch 21] speed: 2922 samples/sec	time cost: 450.375734
INFO:root:[Epoch 21] validation: err-top1=0.459343 err-top5=0.205676
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INFO:root:[Epoch 22] training: err-top1=0.479991
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INFO:root:[Epoch 22] validation: err-top1=0.460599 err-top5=0.207529
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INFO:root:[Epoch 23] training: err-top1=0.478384
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INFO:root:[Epoch 23] validation: err-top1=0.474121 err-top5=0.217509
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INFO:root:[Epoch 24] training: err-top1=0.475557
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INFO:root:[Epoch 24] validation: err-top1=0.452188 err-top5=0.202268
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INFO:root:[Epoch 25] training: err-top1=0.473549
INFO:root:[Epoch 25] speed: 2863 samples/sec	time cost: 459.222742
INFO:root:[Epoch 25] validation: err-top1=0.439254 err-top5=0.190609
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INFO:root:[Epoch 26] training: err-top1=0.473048
INFO:root:[Epoch 26] speed: 2899 samples/sec	time cost: 453.879576
INFO:root:[Epoch 26] validation: err-top1=0.440310 err-top5=0.191526
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INFO:root:[Epoch 27] training: err-top1=0.470183
INFO:root:[Epoch 27] speed: 2899 samples/sec	time cost: 453.044473
INFO:root:[Epoch 27] validation: err-top1=0.441865 err-top5=0.193718
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INFO:root:[Epoch 28] training: err-top1=0.469183
INFO:root:[Epoch 28] speed: 2833 samples/sec	time cost: 464.022422
INFO:root:[Epoch 28] validation: err-top1=0.542550 err-top5=0.284239
INFO:root:Epoch[29] Batch [49]	Speed: 2914.705364 samples/sec	top1-err=0.462637	lr=0.358401
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INFO:root:[Epoch 29] training: err-top1=0.468710
INFO:root:[Epoch 29] speed: 2842 samples/sec	time cost: 463.089247
INFO:root:[Epoch 29] validation: err-top1=0.482910 err-top5=0.229675
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INFO:root:[Epoch 30] training: err-top1=0.465898
INFO:root:[Epoch 30] speed: 2821 samples/sec	time cost: 466.344743
INFO:root:[Epoch 30] validation: err-top1=0.431940 err-top5=0.188317
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INFO:root:[Epoch 31] training: err-top1=0.465915
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INFO:root:[Epoch 31] validation: err-top1=0.464605 err-top5=0.213449
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INFO:root:[Epoch 32] training: err-top1=0.462871
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INFO:root:[Epoch 32] validation: err-top1=0.431521 err-top5=0.185248
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INFO:root:[Epoch 33] training: err-top1=0.462110
INFO:root:[Epoch 33] speed: 2876 samples/sec	time cost: 456.864469
INFO:root:[Epoch 33] validation: err-top1=0.436185 err-top5=0.192582
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INFO:root:[Epoch 34] training: err-top1=0.459782
INFO:root:[Epoch 34] speed: 2899 samples/sec	time cost: 452.992775
INFO:root:[Epoch 34] validation: err-top1=0.426168 err-top5=0.184469
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INFO:root:[Epoch 35] training: err-top1=0.457925
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INFO:root:[Epoch 35] validation: err-top1=0.427814 err-top5=0.182916
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INFO:root:[Epoch 36] training: err-top1=0.457183
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INFO:root:[Epoch 36] validation: err-top1=0.441944 err-top5=0.194774
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INFO:root:[Epoch 37] training: err-top1=0.455211
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INFO:root:[Epoch 37] validation: err-top1=0.419125 err-top5=0.175981
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INFO:root:[Epoch 38] training: err-top1=0.453750
INFO:root:[Epoch 38] speed: 2832 samples/sec	time cost: 463.882575
INFO:root:[Epoch 38] validation: err-top1=0.434610 err-top5=0.192243
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INFO:root:[Epoch 39] training: err-top1=0.451430
INFO:root:[Epoch 39] speed: 2819 samples/sec	time cost: 472.954288
INFO:root:[Epoch 39] validation: err-top1=0.423489 err-top5=0.178193
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INFO:root:[Epoch 40] training: err-top1=0.450058
INFO:root:[Epoch 40] speed: 2240 samples/sec	time cost: 582.876960
INFO:root:[Epoch 40] validation: err-top1=0.421509 err-top5=0.180033
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INFO:root:[Epoch 41] training: err-top1=0.448287
INFO:root:[Epoch 41] speed: 2442 samples/sec	time cost: 536.285201
INFO:root:[Epoch 41] validation: err-top1=0.418806 err-top5=0.173629
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INFO:root:[Epoch 42] training: err-top1=0.446525
INFO:root:[Epoch 42] speed: 2334 samples/sec	time cost: 560.703926
INFO:root:[Epoch 42] validation: err-top1=0.412807 err-top5=0.172453
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INFO:root:[Epoch 43] training: err-top1=0.445066
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INFO:root:[Epoch 43] validation: err-top1=0.408662 err-top5=0.170261
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INFO:root:[Epoch 44] training: err-top1=0.444066
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INFO:root:[Epoch 44] validation: err-top1=0.403520 err-top5=0.165956
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INFO:root:[Epoch 45] training: err-top1=0.441793
INFO:root:[Epoch 45] speed: 2854 samples/sec	time cost: 460.365257
INFO:root:[Epoch 45] validation: err-top1=0.404078 err-top5=0.167072
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INFO:root:[Epoch 46] training: err-top1=0.439672
INFO:root:[Epoch 46] speed: 1368 samples/sec	time cost: 948.494267
INFO:root:[Epoch 46] validation: err-top1=0.403646 err-top5=0.168396
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INFO:root:[Epoch 47] training: err-top1=0.437724
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INFO:root:[Epoch 47] validation: err-top1=0.400829 err-top5=0.164959
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INFO:root:[Epoch 48] training: err-top1=0.436201
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INFO:root:[Epoch 48] validation: err-top1=0.396903 err-top5=0.159120
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INFO:root:[Epoch 49] training: err-top1=0.434036
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INFO:root:[Epoch 49] validation: err-top1=0.423569 err-top5=0.181122
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INFO:root:[Epoch 50] training: err-top1=0.432460
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INFO:root:[Epoch 50] validation: err-top1=0.396783 err-top5=0.161651
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INFO:root:[Epoch 51] training: err-top1=0.429993
INFO:root:[Epoch 51] speed: 2858 samples/sec	time cost: 459.993540
INFO:root:[Epoch 51] validation: err-top1=0.400729 err-top5=0.166155
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INFO:root:[Epoch 52] training: err-top1=0.427846
INFO:root:[Epoch 52] speed: 1956 samples/sec	time cost: 667.001180
INFO:root:[Epoch 52] validation: err-top1=0.392212 err-top5=0.157206
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INFO:root:[Epoch 53] training: err-top1=0.425639
INFO:root:[Epoch 53] speed: 2789 samples/sec	time cost: 471.973993
INFO:root:[Epoch 53] validation: err-top1=0.381716 err-top5=0.150191
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INFO:root:[Epoch 54] training: err-top1=0.423581
INFO:root:[Epoch 54] speed: 2617 samples/sec	time cost: 501.255455
INFO:root:[Epoch 54] validation: err-top1=0.377790 err-top5=0.148796
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INFO:root:[Epoch 55] training: err-top1=0.421559
INFO:root:[Epoch 55] speed: 2933 samples/sec	time cost: 447.885837
INFO:root:[Epoch 55] validation: err-top1=0.375897 err-top5=0.146783
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INFO:root:[Epoch 56] training: err-top1=0.418867
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INFO:root:[Epoch 56] validation: err-top1=0.397660 err-top5=0.162966
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INFO:root:[Epoch 57] training: err-top1=0.416967
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INFO:root:[Epoch 57] validation: err-top1=0.392040 err-top5=0.157087
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INFO:root:[Epoch 58] training: err-top1=0.415498
INFO:root:[Epoch 58] speed: 2853 samples/sec	time cost: 460.542305
INFO:root:[Epoch 58] validation: err-top1=0.389465 err-top5=0.157389
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INFO:root:[Epoch 59] training: err-top1=0.412209
INFO:root:[Epoch 59] speed: 2812 samples/sec	time cost: 467.779283
INFO:root:[Epoch 59] validation: err-top1=0.377810 err-top5=0.147102
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INFO:root:[Epoch 60] training: err-top1=0.409399
INFO:root:[Epoch 60] speed: 2814 samples/sec	time cost: 467.704488
INFO:root:[Epoch 60] validation: err-top1=0.366032 err-top5=0.141382
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INFO:root:[Epoch 61] training: err-top1=0.407704
INFO:root:[Epoch 61] speed: 2801 samples/sec	time cost: 470.417622
INFO:root:[Epoch 61] validation: err-top1=0.382733 err-top5=0.154018
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INFO:root:[Epoch 62] training: err-top1=0.404700
INFO:root:[Epoch 62] speed: 2821 samples/sec	time cost: 465.053057
INFO:root:[Epoch 62] validation: err-top1=0.369619 err-top5=0.144113
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INFO:root:[Epoch 63] training: err-top1=0.402811
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INFO:root:[Epoch 63] validation: err-top1=0.362162 err-top5=0.139587
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INFO:root:[Epoch 64] training: err-top1=0.399845
INFO:root:[Epoch 64] speed: 2797 samples/sec	time cost: 470.206237
INFO:root:[Epoch 64] validation: err-top1=0.360949 err-top5=0.137835
INFO:root:Epoch[65] Batch [49]	Speed: 2810.288065 samples/sec	top1-err=0.392441	lr=0.186138
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INFO:root:[Epoch 65] training: err-top1=0.397823
INFO:root:[Epoch 65] speed: 2804 samples/sec	time cost: 468.610801
INFO:root:[Epoch 65] validation: err-top1=0.359634 err-top5=0.135563
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INFO:root:[Epoch 66] training: err-top1=0.394805
INFO:root:[Epoch 66] speed: 2743 samples/sec	time cost: 510.455294
INFO:root:[Epoch 66] validation: err-top1=0.387058 err-top5=0.154855
INFO:root:Epoch[67] Batch [49]	Speed: 2909.967505 samples/sec	top1-err=0.389180	lr=0.175263
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INFO:root:[Epoch 67] training: err-top1=0.392434
INFO:root:[Epoch 67] speed: 2823 samples/sec	time cost: 465.269336
INFO:root:[Epoch 67] validation: err-top1=0.356784 err-top5=0.133490
INFO:root:Epoch[68] Batch [49]	Speed: 2770.755872 samples/sec	top1-err=0.380996	lr=0.169851
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INFO:root:[Epoch 68] training: err-top1=0.388926
INFO:root:[Epoch 68] speed: 2817 samples/sec	time cost: 466.592485
INFO:root:[Epoch 68] validation: err-top1=0.352021 err-top5=0.131657
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INFO:root:[Epoch 69] training: err-top1=0.386692
INFO:root:[Epoch 69] speed: 2866 samples/sec	time cost: 458.263911
INFO:root:[Epoch 69] validation: err-top1=0.346171 err-top5=0.125081
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INFO:root:[Epoch 70] training: err-top1=0.384225
INFO:root:[Epoch 70] speed: 2119 samples/sec	time cost: 615.996684
INFO:root:[Epoch 70] validation: err-top1=0.347417 err-top5=0.130281
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INFO:root:[Epoch 71] training: err-top1=0.380571
INFO:root:[Epoch 71] speed: 2159 samples/sec	time cost: 837.785526
INFO:root:[Epoch 71] validation: err-top1=0.346899 err-top5=0.130501
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INFO:root:[Epoch 72] training: err-top1=0.378655
INFO:root:[Epoch 72] speed: 1861 samples/sec	time cost: 921.319324
INFO:root:[Epoch 72] validation: err-top1=0.351443 err-top5=0.131298
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INFO:root:[Epoch 73] training: err-top1=0.374480
INFO:root:[Epoch 73] speed: 1994 samples/sec	time cost: 653.490978
INFO:root:[Epoch 73] validation: err-top1=0.340681 err-top5=0.126754
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INFO:root:[Epoch 74] training: err-top1=0.372016
INFO:root:[Epoch 74] speed: 2654 samples/sec	time cost: 494.221886
INFO:root:[Epoch 74] validation: err-top1=0.336655 err-top5=0.122987
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INFO:root:[Epoch 75] training: err-top1=0.369177
INFO:root:[Epoch 75] speed: 1981 samples/sec	time cost: 860.446664
INFO:root:[Epoch 75] validation: err-top1=0.334249 err-top5=0.119731
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INFO:root:[Epoch 76] training: err-top1=0.366191
INFO:root:[Epoch 76] speed: 2791 samples/sec	time cost: 470.831611
INFO:root:[Epoch 76] validation: err-top1=0.332051 err-top5=0.120954
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INFO:root:[Epoch 77] training: err-top1=0.362459
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INFO:root:[Epoch 77] validation: err-top1=0.323920 err-top5=0.115772
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INFO:root:[Epoch 78] training: err-top1=0.358893
INFO:root:[Epoch 78] speed: 2769 samples/sec	time cost: 604.648076
INFO:root:[Epoch 78] validation: err-top1=0.317263 err-top5=0.112823
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INFO:root:[Epoch 79] training: err-top1=0.355837
INFO:root:[Epoch 79] speed: 2816 samples/sec	time cost: 495.149857
INFO:root:[Epoch 79] validation: err-top1=0.322405 err-top5=0.116071
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INFO:root:[Epoch 80] training: err-top1=0.352604
INFO:root:[Epoch 80] speed: 2932 samples/sec	time cost: 447.952370
INFO:root:[Epoch 80] validation: err-top1=0.318758 err-top5=0.113102
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INFO:root:[Epoch 81] training: err-top1=0.349424
INFO:root:[Epoch 81] speed: 2908 samples/sec	time cost: 452.456347
INFO:root:[Epoch 81] validation: err-top1=0.309998 err-top5=0.108948
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INFO:root:[Epoch 82] training: err-top1=0.345554
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INFO:root:[Epoch 82] validation: err-top1=0.307298 err-top5=0.104711
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INFO:root:[Epoch 83] training: err-top1=0.341352
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INFO:root:[Epoch 83] validation: err-top1=0.313118 err-top5=0.109893
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INFO:root:[Epoch 84] training: err-top1=0.338094
INFO:root:[Epoch 84] speed: 2845 samples/sec	time cost: 462.166884
INFO:root:[Epoch 84] validation: err-top1=0.307239 err-top5=0.104512
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INFO:root:[Epoch 85] training: err-top1=0.334208
INFO:root:[Epoch 85] speed: 2829 samples/sec	time cost: 464.455249
INFO:root:[Epoch 85] validation: err-top1=0.304827 err-top5=0.101562
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INFO:root:[Epoch 86] training: err-top1=0.329813
INFO:root:[Epoch 86] speed: 2849 samples/sec	time cost: 461.110332
INFO:root:[Epoch 86] validation: err-top1=0.302714 err-top5=0.100307
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INFO:root:[Epoch 87] training: err-top1=0.325152
INFO:root:[Epoch 87] speed: 2827 samples/sec	time cost: 464.758624
INFO:root:[Epoch 87] validation: err-top1=0.296448 err-top5=0.097392
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INFO:root:[Epoch 88] training: err-top1=0.321583
INFO:root:[Epoch 88] speed: 2816 samples/sec	time cost: 467.839494
INFO:root:[Epoch 88] validation: err-top1=0.294663 err-top5=0.098234
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INFO:root:[Epoch 89] training: err-top1=0.317322
INFO:root:[Epoch 89] speed: 2807 samples/sec	time cost: 467.575064
INFO:root:[Epoch 89] validation: err-top1=0.287050 err-top5=0.094627
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INFO:root:[Epoch 90] training: err-top1=0.313503
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INFO:root:[Epoch 90] validation: err-top1=0.281290 err-top5=0.091897
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INFO:root:[Epoch 91] training: err-top1=0.308625
INFO:root:[Epoch 91] speed: 2820 samples/sec	time cost: 465.961071
INFO:root:[Epoch 91] validation: err-top1=0.281609 err-top5=0.090800
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INFO:root:[Epoch 92] training: err-top1=0.304252
INFO:root:[Epoch 92] speed: 2831 samples/sec	time cost: 463.944719
INFO:root:[Epoch 92] validation: err-top1=0.277284 err-top5=0.088170
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INFO:root:[Epoch 93] training: err-top1=0.299680
INFO:root:[Epoch 93] speed: 2835 samples/sec	time cost: 463.659472
INFO:root:[Epoch 93] validation: err-top1=0.283529 err-top5=0.091777
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INFO:root:[Epoch 94] training: err-top1=0.295302
INFO:root:[Epoch 94] speed: 2815 samples/sec	time cost: 466.851843
INFO:root:[Epoch 94] validation: err-top1=0.270428 err-top5=0.084961
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INFO:root:[Epoch 95] training: err-top1=0.290260
INFO:root:[Epoch 95] speed: 2829 samples/sec	time cost: 464.713323
INFO:root:[Epoch 95] validation: err-top1=0.267120 err-top5=0.082031
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INFO:root:[Epoch 96] training: err-top1=0.285152
INFO:root:[Epoch 96] speed: 2830 samples/sec	time cost: 464.274067
INFO:root:[Epoch 96] validation: err-top1=0.266323 err-top5=0.083546
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INFO:root:[Epoch 97] training: err-top1=0.279747
INFO:root:[Epoch 97] speed: 2820 samples/sec	time cost: 465.842591
INFO:root:[Epoch 97] validation: err-top1=0.261838 err-top5=0.080277
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INFO:root:[Epoch 98] training: err-top1=0.274752
INFO:root:[Epoch 98] speed: 2849 samples/sec	time cost: 461.265767
INFO:root:[Epoch 98] validation: err-top1=0.261068 err-top5=0.080180
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INFO:root:[Epoch 99] training: err-top1=0.269251
INFO:root:[Epoch 99] speed: 2852 samples/sec	time cost: 461.146123
INFO:root:[Epoch 99] validation: err-top1=0.253707 err-top5=0.078025
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INFO:root:[Epoch 100] training: err-top1=0.263298
INFO:root:[Epoch 100] speed: 2811 samples/sec	time cost: 467.811457
INFO:root:[Epoch 100] validation: err-top1=0.251873 err-top5=0.076411
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INFO:root:[Epoch 101] training: err-top1=0.258430
INFO:root:[Epoch 101] speed: 2869 samples/sec	time cost: 457.986003
INFO:root:[Epoch 101] validation: err-top1=0.248724 err-top5=0.076790
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INFO:root:[Epoch 102] training: err-top1=0.252394
INFO:root:[Epoch 102] speed: 2903 samples/sec	time cost: 452.890257
INFO:root:[Epoch 102] validation: err-top1=0.243363 err-top5=0.071628
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INFO:root:[Epoch 103] training: err-top1=0.246538
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INFO:root:[Epoch 103] validation: err-top1=0.238819 err-top5=0.070273
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INFO:root:[Epoch 104] training: err-top1=0.240522
INFO:root:[Epoch 104] speed: 2803 samples/sec	time cost: 468.437715
INFO:root:[Epoch 104] validation: err-top1=0.237467 err-top5=0.069600
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INFO:root:[Epoch 105] training: err-top1=0.233704
INFO:root:[Epoch 105] speed: 2827 samples/sec	time cost: 464.605773
INFO:root:[Epoch 105] validation: err-top1=0.235212 err-top5=0.068001
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INFO:root:[Epoch 106] training: err-top1=0.228668
INFO:root:[Epoch 106] speed: 2807 samples/sec	time cost: 467.981068
INFO:root:[Epoch 106] validation: err-top1=0.231445 err-top5=0.065928
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INFO:root:[Epoch 107] training: err-top1=0.222354
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INFO:root:[Epoch 107] validation: err-top1=0.231565 err-top5=0.066526
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INFO:root:[Epoch 108] training: err-top1=0.216419
INFO:root:[Epoch 108] speed: 2910 samples/sec	time cost: 451.334232
INFO:root:[Epoch 108] validation: err-top1=0.227340 err-top5=0.064892
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INFO:root:[Epoch 109] training: err-top1=0.210487
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INFO:root:[Epoch 109] validation: err-top1=0.225646 err-top5=0.062002
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INFO:root:[Epoch 110] training: err-top1=0.204835
INFO:root:[Epoch 110] speed: 2821 samples/sec	time cost: 465.853387
INFO:root:[Epoch 110] validation: err-top1=0.222677 err-top5=0.061157
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INFO:root:[Epoch 111] training: err-top1=0.199779
INFO:root:[Epoch 111] speed: 2832 samples/sec	time cost: 464.375739
INFO:root:[Epoch 111] validation: err-top1=0.222537 err-top5=0.060866
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INFO:root:[Epoch 112] training: err-top1=0.194457
INFO:root:[Epoch 112] speed: 2851 samples/sec	time cost: 460.508202
INFO:root:[Epoch 112] validation: err-top1=0.218052 err-top5=0.060168
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INFO:root:[Epoch 113] training: err-top1=0.189566
INFO:root:[Epoch 113] speed: 2814 samples/sec	time cost: 466.556637
INFO:root:[Epoch 113] validation: err-top1=0.217873 err-top5=0.059590
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INFO:root:[Epoch 114] training: err-top1=0.186864
INFO:root:[Epoch 114] speed: 2825 samples/sec	time cost: 464.873051
INFO:root:[Epoch 114] validation: err-top1=0.217634 err-top5=0.059311
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INFO:root:[Epoch 115] training: err-top1=0.183175
INFO:root:[Epoch 115] speed: 2816 samples/sec	time cost: 466.336302
INFO:root:[Epoch 115] validation: err-top1=0.216657 err-top5=0.058414
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INFO:root:[Epoch 116] training: err-top1=0.180772
INFO:root:[Epoch 116] speed: 2815 samples/sec	time cost: 466.603530
INFO:root:[Epoch 116] validation: err-top1=0.216146 err-top5=0.058594
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INFO:root:Epoch[117] Batch [1149]	Speed: 2833.521847 samples/sec	top1-err=0.178870	lr=0.000323
INFO:root:Epoch[117] Batch [1199]	Speed: 2883.630940 samples/sec	top1-err=0.178948	lr=0.000311
INFO:root:Epoch[117] Batch [1249]	Speed: 2926.079645 samples/sec	top1-err=0.178945	lr=0.000299
INFO:root:[Epoch 117] training: err-top1=0.178934
INFO:root:[Epoch 117] speed: 2831 samples/sec	time cost: 464.166120
INFO:root:[Epoch 117] validation: err-top1=0.215143 err-top5=0.058355
INFO:root:Epoch[118] Batch [49]	Speed: 3229.688515 samples/sec	top1-err=0.176250	lr=0.000287
INFO:root:Epoch[118] Batch [99]	Speed: 2965.466269 samples/sec	top1-err=0.177773	lr=0.000275
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INFO:root:Epoch[118] Batch [399]	Speed: 2861.209190 samples/sec	top1-err=0.178228	lr=0.000211
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INFO:root:Epoch[118] Batch [1249]	Speed: 3168.767820 samples/sec	top1-err=0.178230	lr=0.000075
INFO:root:[Epoch 118] training: err-top1=0.178218
INFO:root:[Epoch 118] speed: 2897 samples/sec	time cost: 453.463682
INFO:root:[Epoch 118] validation: err-top1=0.214485 err-top5=0.058096
INFO:root:Epoch[119] Batch [49]	Speed: 2928.663365 samples/sec	top1-err=0.178242	lr=0.000069
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INFO:root:Epoch[119] Batch [1099]	Speed: 2842.435171 samples/sec	top1-err=0.177397	lr=0.000001
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INFO:root:Epoch[119] Batch [1249]	Speed: 2984.330427 samples/sec	top1-err=0.177527	lr=0.000000
INFO:root:[Epoch 119] training: err-top1=0.177511
INFO:root:[Epoch 119] speed: 2845 samples/sec	time cost: 461.453494
INFO:root:[Epoch 119] validation: err-top1=0.215242 err-top5=0.058394