INFO:root:Namespace(batch_norm=False, batch_size=128, data_dir='~/.mxnet/datasets/imagenet', dtype='float32', 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='resnet50_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_resnet50_v2', save_frequency=10, use_pretrained=False, use_rec=True, use_se=False, warmup_epochs=5, warmup_lr=0.0, wd=0.0001)
[16:59:30] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/train.rec, use 31 threads for decoding..
[16:59:34] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/val.rec, use 31 threads for decoding..
[17:00:07] 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
[17:00:07] src/kvstore/././comm.h:698: .vvvv...
[17:00:07] src/kvstore/././comm.h:698: v.vv.v..
[17:00:07] src/kvstore/././comm.h:698: vv.v..v.
[17:00:07] src/kvstore/././comm.h:698: vvv....v
[17:00:07] src/kvstore/././comm.h:698: v....vvv
[17:00:07] src/kvstore/././comm.h:698: .v..v.vv
[17:00:07] src/kvstore/././comm.h:698: ..v.vv.v
[17:00:07] src/kvstore/././comm.h:698: ...vvvv.
[17:00:10] 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=0.972439
INFO:root:[Epoch 0] speed: 2691 samples/sec	time cost: 488.035841
INFO:root:[Epoch 0] validation: err-top1=0.937600 err-top5=0.829560
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INFO:root:[Epoch 1] training: err-top1=0.841113
INFO:root:[Epoch 1] speed: 2776 samples/sec	time cost: 472.784870
INFO:root:[Epoch 1] validation: err-top1=0.763213 err-top5=0.520129
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INFO:root:[Epoch 2] training: err-top1=0.715033
INFO:root:[Epoch 2] speed: 2785 samples/sec	time cost: 471.291914
INFO:root:[Epoch 2] validation: err-top1=0.668108 err-top5=0.410375
INFO:root:Epoch[3] Batch [49]	Speed: 2752.437795 samples/sec	top1-err=0.661797	lr=0.243133
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INFO:root:[Epoch 3] training: err-top1=0.646841
INFO:root:[Epoch 3] speed: 2788 samples/sec	time cost: 470.558387
INFO:root:[Epoch 3] validation: err-top1=0.612006 err-top5=0.342415
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INFO:root:[Epoch 4] training: err-top1=0.614193
INFO:root:[Epoch 4] speed: 2793 samples/sec	time cost: 469.514920
INFO:root:[Epoch 4] validation: err-top1=0.587930 err-top5=0.318200
INFO:root:Epoch[5] Batch [49]	Speed: 2753.120807 samples/sec	top1-err=0.598535	lr=0.400000
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INFO:root:[Epoch 5] training: err-top1=0.590233
INFO:root:[Epoch 5] speed: 2784 samples/sec	time cost: 471.066829
INFO:root:[Epoch 5] validation: err-top1=0.562703 err-top5=0.293905
INFO:root:Epoch[6] Batch [49]	Speed: 2779.520405 samples/sec	top1-err=0.577305	lr=0.399919
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INFO:root:[Epoch 6] training: err-top1=0.569590
INFO:root:[Epoch 6] speed: 2777 samples/sec	time cost: 472.462476
INFO:root:[Epoch 6] validation: err-top1=0.533602 err-top5=0.262436
INFO:root:Epoch[7] Batch [49]	Speed: 2766.357238 samples/sec	top1-err=0.556855	lr=0.399690
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INFO:root:[Epoch 7] training: err-top1=0.555295
INFO:root:[Epoch 7] speed: 2783 samples/sec	time cost: 471.772452
INFO:root:[Epoch 7] validation: err-top1=0.524135 err-top5=0.256696
INFO:root:Epoch[8] Batch [49]	Speed: 2773.077762 samples/sec	top1-err=0.546348	lr=0.399311
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INFO:root:[Epoch 8] training: err-top1=0.546158
INFO:root:[Epoch 8] speed: 2795 samples/sec	time cost: 469.912831
INFO:root:[Epoch 8] validation: err-top1=0.539541 err-top5=0.278619
INFO:root:Epoch[9] Batch [49]	Speed: 2777.446117 samples/sec	top1-err=0.533086	lr=0.398784
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INFO:root:[Epoch 9] training: err-top1=0.538979
INFO:root:[Epoch 9] speed: 2800 samples/sec	time cost: 469.267257
INFO:root:[Epoch 9] validation: err-top1=0.498844 err-top5=0.237823
INFO:root:Epoch[10] Batch [49]	Speed: 2800.915133 samples/sec	top1-err=0.527578	lr=0.398108
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INFO:root:[Epoch 10] training: err-top1=0.531355
INFO:root:[Epoch 10] speed: 2796 samples/sec	time cost: 469.786084
INFO:root:[Epoch 10] validation: err-top1=0.510802 err-top5=0.248884
INFO:root:Epoch[11] Batch [49]	Speed: 2814.681675 samples/sec	top1-err=0.524219	lr=0.397284
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INFO:root:[Epoch 11] training: err-top1=0.526110
INFO:root:[Epoch 11] speed: 2808 samples/sec	time cost: 468.141917
INFO:root:[Epoch 11] validation: err-top1=0.483622 err-top5=0.226034
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INFO:root:[Epoch 12] training: err-top1=0.522045
INFO:root:[Epoch 12] speed: 2810 samples/sec	time cost: 467.783589
INFO:root:[Epoch 12] validation: err-top1=0.521943 err-top5=0.264349
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INFO:root:[Epoch 13] training: err-top1=0.517548
INFO:root:[Epoch 13] speed: 2814 samples/sec	time cost: 467.174806
INFO:root:[Epoch 13] validation: err-top1=0.491311 err-top5=0.236248
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INFO:root:[Epoch 14] training: err-top1=0.514490
INFO:root:[Epoch 14] speed: 2811 samples/sec	time cost: 467.836353
INFO:root:[Epoch 14] validation: err-top1=0.491988 err-top5=0.230489
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INFO:root:[Epoch 15] training: err-top1=0.511558
INFO:root:[Epoch 15] speed: 2819 samples/sec	time cost: 466.210448
INFO:root:[Epoch 15] validation: err-top1=0.504763 err-top5=0.246732
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INFO:root:[Epoch 16] training: err-top1=0.509001
INFO:root:[Epoch 16] speed: 2814 samples/sec	time cost: 467.052924
INFO:root:[Epoch 16] validation: err-top1=0.495875 err-top5=0.233638
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INFO:root:[Epoch 17] training: err-top1=0.506404
INFO:root:[Epoch 17] speed: 2806 samples/sec	time cost: 468.642795
INFO:root:[Epoch 17] validation: err-top1=0.492086 err-top5=0.234680
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INFO:root:[Epoch 18] training: err-top1=0.504878
INFO:root:[Epoch 18] speed: 2807 samples/sec	time cost: 468.373399
INFO:root:[Epoch 18] validation: err-top1=0.478137 err-top5=0.222975
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INFO:root:[Epoch 19] training: err-top1=0.502785
INFO:root:[Epoch 19] speed: 2814 samples/sec	time cost: 466.740129
INFO:root:[Epoch 19] validation: err-top1=0.479074 err-top5=0.222955
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INFO:root:[Epoch 20] training: err-top1=0.500258
INFO:root:[Epoch 20] speed: 2815 samples/sec	time cost: 466.979134
INFO:root:[Epoch 20] validation: err-top1=0.464744 err-top5=0.212432
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INFO:root:[Epoch 21] training: err-top1=0.498556
INFO:root:[Epoch 21] speed: 2818 samples/sec	time cost: 466.415360
INFO:root:[Epoch 21] validation: err-top1=0.475207 err-top5=0.218331
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INFO:root:[Epoch 22] training: err-top1=0.496461
INFO:root:[Epoch 22] speed: 2823 samples/sec	time cost: 465.650939
INFO:root:[Epoch 22] validation: err-top1=0.538644 err-top5=0.280812
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INFO:root:[Epoch 23] training: err-top1=0.494535
INFO:root:[Epoch 23] speed: 2794 samples/sec	time cost: 469.881863
INFO:root:[Epoch 23] validation: err-top1=0.483968 err-top5=0.222310
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INFO:root:[Epoch 24] training: err-top1=0.492826
INFO:root:[Epoch 24] speed: 2791 samples/sec	time cost: 470.582925
INFO:root:[Epoch 24] validation: err-top1=0.475765 err-top5=0.217016
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INFO:root:[Epoch 25] training: err-top1=0.491746
INFO:root:[Epoch 25] speed: 2799 samples/sec	time cost: 468.689535
INFO:root:[Epoch 25] validation: err-top1=0.472995 err-top5=0.216478
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INFO:root:[Epoch 26] training: err-top1=0.489666
INFO:root:[Epoch 26] speed: 2794 samples/sec	time cost: 469.489593
INFO:root:[Epoch 26] validation: err-top1=0.465721 err-top5=0.210479
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INFO:root:[Epoch 27] training: err-top1=0.488303
INFO:root:[Epoch 27] speed: 2790 samples/sec	time cost: 469.512167
INFO:root:[Epoch 27] validation: err-top1=0.480529 err-top5=0.218949
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INFO:root:[Epoch 28] training: err-top1=0.487057
INFO:root:[Epoch 28] speed: 2792 samples/sec	time cost: 470.024347
INFO:root:[Epoch 28] validation: err-top1=0.461276 err-top5=0.209782
INFO:root:Epoch[29] Batch [49]	Speed: 2771.952629 samples/sec	top1-err=0.478223	lr=0.358401
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INFO:root:[Epoch 29] training: err-top1=0.485532
INFO:root:[Epoch 29] speed: 2787 samples/sec	time cost: 470.571680
INFO:root:[Epoch 29] validation: err-top1=0.464294 err-top5=0.209493
INFO:root:Epoch[30] Batch [49]	Speed: 2781.414019 samples/sec	top1-err=0.481836	lr=0.355007
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INFO:root:[Epoch 30] training: err-top1=0.484803
INFO:root:[Epoch 30] speed: 2791 samples/sec	time cost: 470.057909
INFO:root:[Epoch 30] validation: err-top1=0.460878 err-top5=0.208088
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INFO:root:[Epoch 31] training: err-top1=0.482346
INFO:root:[Epoch 31] speed: 2793 samples/sec	time cost: 469.839346
INFO:root:[Epoch 31] validation: err-top1=0.456453 err-top5=0.207250
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INFO:root:[Epoch 32] training: err-top1=0.482430
INFO:root:[Epoch 32] speed: 2786 samples/sec	time cost: 470.566334
INFO:root:[Epoch 32] validation: err-top1=0.457729 err-top5=0.204959
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INFO:root:[Epoch 33] training: err-top1=0.480069
INFO:root:[Epoch 33] speed: 2788 samples/sec	time cost: 470.235383
INFO:root:[Epoch 33] validation: err-top1=0.455995 err-top5=0.205477
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INFO:root:[Epoch 34] training: err-top1=0.478280
INFO:root:[Epoch 34] speed: 2787 samples/sec	time cost: 470.229204
INFO:root:[Epoch 34] validation: err-top1=0.463664 err-top5=0.210632
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INFO:root:[Epoch 35] training: err-top1=0.476077
INFO:root:[Epoch 35] speed: 2794 samples/sec	time cost: 470.554342
INFO:root:[Epoch 35] validation: err-top1=0.446987 err-top5=0.199518
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INFO:root:[Epoch 36] training: err-top1=0.475432
INFO:root:[Epoch 36] speed: 2800 samples/sec	time cost: 468.899449
INFO:root:[Epoch 36] validation: err-top1=0.434610 err-top5=0.185945
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INFO:root:[Epoch 37] training: err-top1=0.473926
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INFO:root:[Epoch 37] validation: err-top1=0.435049 err-top5=0.186145
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INFO:root:[Epoch 38] training: err-top1=0.471830
INFO:root:[Epoch 38] speed: 2791 samples/sec	time cost: 470.559196
INFO:root:[Epoch 38] validation: err-top1=0.435587 err-top5=0.190888
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INFO:root:[Epoch 39] training: err-top1=0.470100
INFO:root:[Epoch 39] speed: 2788 samples/sec	time cost: 470.729746
INFO:root:[Epoch 39] validation: err-top1=0.441924 err-top5=0.194515
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INFO:root:[Epoch 40] training: err-top1=0.467925
INFO:root:[Epoch 40] speed: 2795 samples/sec	time cost: 469.653747
INFO:root:[Epoch 40] validation: err-top1=0.447530 err-top5=0.200236
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INFO:root:[Epoch 41] training: err-top1=0.467258
INFO:root:[Epoch 41] speed: 2792 samples/sec	time cost: 470.269104
INFO:root:[Epoch 41] validation: err-top1=0.431920 err-top5=0.189892
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INFO:root:[Epoch 42] training: err-top1=0.465185
INFO:root:[Epoch 42] speed: 2783 samples/sec	time cost: 471.932834
INFO:root:[Epoch 42] validation: err-top1=0.434232 err-top5=0.190410
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INFO:root:[Epoch 43] training: err-top1=0.463673
INFO:root:[Epoch 43] speed: 2792 samples/sec	time cost: 470.359321
INFO:root:[Epoch 43] validation: err-top1=0.436763 err-top5=0.193060
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INFO:root:[Epoch 44] training: err-top1=0.462003
INFO:root:[Epoch 44] speed: 2785 samples/sec	time cost: 471.043947
INFO:root:[Epoch 44] validation: err-top1=0.454480 err-top5=0.206234
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INFO:root:[Epoch 45] training: err-top1=0.459915
INFO:root:[Epoch 45] speed: 2789 samples/sec	time cost: 471.400423
INFO:root:[Epoch 45] validation: err-top1=0.430604 err-top5=0.189274
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INFO:root:[Epoch 46] training: err-top1=0.458256
INFO:root:[Epoch 46] speed: 2786 samples/sec	time cost: 471.402931
INFO:root:[Epoch 46] validation: err-top1=0.434224 err-top5=0.189718
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INFO:root:[Epoch 47] training: err-top1=0.457302
INFO:root:[Epoch 47] speed: 2788 samples/sec	time cost: 471.393623
INFO:root:[Epoch 47] validation: err-top1=0.431541 err-top5=0.189194
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INFO:root:[Epoch 48] training: err-top1=0.454479
INFO:root:[Epoch 48] speed: 2794 samples/sec	time cost: 469.917350
INFO:root:[Epoch 48] validation: err-top1=0.417112 err-top5=0.176678
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INFO:root:[Epoch 49] training: err-top1=0.452705
INFO:root:[Epoch 49] speed: 2794 samples/sec	time cost: 469.988422
INFO:root:[Epoch 49] validation: err-top1=0.418746 err-top5=0.176698
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INFO:root:[Epoch 50] training: err-top1=0.450975
INFO:root:[Epoch 50] speed: 2792 samples/sec	time cost: 470.623862
INFO:root:[Epoch 50] validation: err-top1=0.411970 err-top5=0.171636
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INFO:root:[Epoch 51] training: err-top1=0.449674
INFO:root:[Epoch 51] speed: 2790 samples/sec	time cost: 470.498614
INFO:root:[Epoch 51] validation: err-top1=0.427296 err-top5=0.183016
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INFO:root:[Epoch 52] training: err-top1=0.447379
INFO:root:[Epoch 52] speed: 2791 samples/sec	time cost: 470.683331
INFO:root:[Epoch 52] validation: err-top1=0.404582 err-top5=0.168477
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INFO:root:[Epoch 53] training: err-top1=0.445380
INFO:root:[Epoch 53] speed: 2789 samples/sec	time cost: 471.221182
INFO:root:[Epoch 53] validation: err-top1=0.407466 err-top5=0.167550
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INFO:root:[Epoch 54] training: err-top1=0.442722
INFO:root:[Epoch 54] speed: 2791 samples/sec	time cost: 470.368424
INFO:root:[Epoch 54] validation: err-top1=0.402264 err-top5=0.165737
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INFO:root:[Epoch 55] training: err-top1=0.441173
INFO:root:[Epoch 55] speed: 2785 samples/sec	time cost: 471.135628
INFO:root:[Epoch 55] validation: err-top1=0.409220 err-top5=0.172094
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INFO:root:[Epoch 56] training: err-top1=0.438373
INFO:root:[Epoch 56] speed: 2793 samples/sec	time cost: 469.927465
INFO:root:[Epoch 56] validation: err-top1=0.406868 err-top5=0.168726
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INFO:root:[Epoch 57] training: err-top1=0.436916
INFO:root:[Epoch 57] speed: 2791 samples/sec	time cost: 470.303223
INFO:root:[Epoch 57] validation: err-top1=0.401387 err-top5=0.164122
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INFO:root:[Epoch 58] training: err-top1=0.434618
INFO:root:[Epoch 58] speed: 2802 samples/sec	time cost: 468.551693
INFO:root:[Epoch 58] validation: err-top1=0.407715 err-top5=0.169230
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INFO:root:[Epoch 59] training: err-top1=0.432061
INFO:root:[Epoch 59] speed: 2798 samples/sec	time cost: 469.552071
INFO:root:[Epoch 59] validation: err-top1=0.415458 err-top5=0.176758
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INFO:root:[Epoch 60] training: err-top1=0.429129
INFO:root:[Epoch 60] speed: 2797 samples/sec	time cost: 469.313843
INFO:root:[Epoch 60] validation: err-top1=0.385643 err-top5=0.154895
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INFO:root:[Epoch 61] training: err-top1=0.427371
INFO:root:[Epoch 61] speed: 2796 samples/sec	time cost: 469.560880
INFO:root:[Epoch 61] validation: err-top1=0.389728 err-top5=0.159877
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INFO:root:[Epoch 62] training: err-top1=0.425441
INFO:root:[Epoch 62] speed: 2798 samples/sec	time cost: 469.042024
INFO:root:[Epoch 62] validation: err-top1=0.383929 err-top5=0.154436
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INFO:root:[Epoch 63] training: err-top1=0.422830
INFO:root:[Epoch 63] speed: 2797 samples/sec	time cost: 468.927859
INFO:root:[Epoch 63] validation: err-top1=0.395955 err-top5=0.161011
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INFO:root:[Epoch 64] training: err-top1=0.419955
INFO:root:[Epoch 64] speed: 2801 samples/sec	time cost: 469.671864
INFO:root:[Epoch 64] validation: err-top1=0.396584 err-top5=0.162568
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INFO:root:[Epoch 65] training: err-top1=0.417424
INFO:root:[Epoch 65] speed: 2794 samples/sec	time cost: 470.398686
INFO:root:[Epoch 65] validation: err-top1=0.392140 err-top5=0.156051
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INFO:root:[Epoch 66] training: err-top1=0.415382
INFO:root:[Epoch 66] speed: 2797 samples/sec	time cost: 469.415053
INFO:root:[Epoch 66] validation: err-top1=0.410455 err-top5=0.173190
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INFO:root:[Epoch 67] training: err-top1=0.411728
INFO:root:[Epoch 67] speed: 2799 samples/sec	time cost: 469.117061
INFO:root:[Epoch 67] validation: err-top1=0.374462 err-top5=0.145548
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INFO:root:[Epoch 68] training: err-top1=0.409921
INFO:root:[Epoch 68] speed: 2800 samples/sec	time cost: 468.567959
INFO:root:[Epoch 68] validation: err-top1=0.381497 err-top5=0.149334
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INFO:root:[Epoch 69] training: err-top1=0.407148
INFO:root:[Epoch 69] speed: 2791 samples/sec	time cost: 470.076532
INFO:root:[Epoch 69] validation: err-top1=0.381877 err-top5=0.150879
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INFO:root:[Epoch 70] training: err-top1=0.404309
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INFO:root:[Epoch 70] validation: err-top1=0.358558 err-top5=0.138353
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INFO:root:[Epoch 71] training: err-top1=0.401036
INFO:root:[Epoch 71] speed: 2784 samples/sec	time cost: 471.951083
INFO:root:[Epoch 71] validation: err-top1=0.358618 err-top5=0.136240
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INFO:root:[Epoch 72] training: err-top1=0.398670
INFO:root:[Epoch 72] speed: 2795 samples/sec	time cost: 469.771782
INFO:root:[Epoch 72] validation: err-top1=0.353276 err-top5=0.133570
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INFO:root:[Epoch 73] training: err-top1=0.395333
INFO:root:[Epoch 73] speed: 2795 samples/sec	time cost: 469.581282
INFO:root:[Epoch 73] validation: err-top1=0.362265 err-top5=0.139908
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INFO:root:[Epoch 74] training: err-top1=0.391650
INFO:root:[Epoch 74] speed: 2797 samples/sec	time cost: 469.489601
INFO:root:[Epoch 74] validation: err-top1=0.359355 err-top5=0.138353
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INFO:root:[Epoch 75] training: err-top1=0.390002
INFO:root:[Epoch 75] speed: 2792 samples/sec	time cost: 470.140620
INFO:root:[Epoch 75] validation: err-top1=0.349406 err-top5=0.130981
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INFO:root:[Epoch 76] training: err-top1=0.386675
INFO:root:[Epoch 76] speed: 2803 samples/sec	time cost: 468.524004
INFO:root:[Epoch 76] validation: err-top1=0.346162 err-top5=0.130281
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INFO:root:[Epoch 77] training: err-top1=0.383277
INFO:root:[Epoch 77] speed: 2804 samples/sec	time cost: 468.003414
INFO:root:[Epoch 77] validation: err-top1=0.350068 err-top5=0.129205
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INFO:root:[Epoch 78] training: err-top1=0.379876
INFO:root:[Epoch 78] speed: 2821 samples/sec	time cost: 465.795418
INFO:root:[Epoch 78] validation: err-top1=0.346181 err-top5=0.129584
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INFO:root:[Epoch 79] training: err-top1=0.377053
INFO:root:[Epoch 79] speed: 2793 samples/sec	time cost: 469.858380
INFO:root:[Epoch 79] validation: err-top1=0.337592 err-top5=0.126654
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INFO:root:[Epoch 80] training: err-top1=0.373808
INFO:root:[Epoch 80] speed: 2797 samples/sec	time cost: 469.634260
INFO:root:[Epoch 80] validation: err-top1=0.338688 err-top5=0.124781
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INFO:root:[Epoch 81] training: err-top1=0.370339
INFO:root:[Epoch 81] speed: 2796 samples/sec	time cost: 469.559254
INFO:root:[Epoch 81] validation: err-top1=0.328532 err-top5=0.116659
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INFO:root:[Epoch 82] training: err-top1=0.366655
INFO:root:[Epoch 82] speed: 2803 samples/sec	time cost: 468.529925
INFO:root:[Epoch 82] validation: err-top1=0.338010 err-top5=0.123984
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INFO:root:[Epoch 83] training: err-top1=0.362793
INFO:root:[Epoch 83] speed: 2788 samples/sec	time cost: 470.687174
INFO:root:[Epoch 83] validation: err-top1=0.338130 err-top5=0.122728
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INFO:root:[Epoch 84] training: err-top1=0.359432
INFO:root:[Epoch 84] speed: 2795 samples/sec	time cost: 469.613387
INFO:root:[Epoch 84] validation: err-top1=0.320651 err-top5=0.113540
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INFO:root:[Epoch 85] training: err-top1=0.355192
INFO:root:[Epoch 85] speed: 2792 samples/sec	time cost: 470.446727
INFO:root:[Epoch 85] validation: err-top1=0.316526 err-top5=0.111986
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INFO:root:[Epoch 86] training: err-top1=0.351892
INFO:root:[Epoch 86] speed: 2788 samples/sec	time cost: 471.016452
INFO:root:[Epoch 86] validation: err-top1=0.313138 err-top5=0.107721
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INFO:root:[Epoch 87] training: err-top1=0.347556
INFO:root:[Epoch 87] speed: 2795 samples/sec	time cost: 469.927785
INFO:root:[Epoch 87] validation: err-top1=0.311137 err-top5=0.108358
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INFO:root:[Epoch 88] training: err-top1=0.343348
INFO:root:[Epoch 88] speed: 2795 samples/sec	time cost: 470.096389
INFO:root:[Epoch 88] validation: err-top1=0.306940 err-top5=0.105708
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INFO:root:[Epoch 89] training: err-top1=0.340001
INFO:root:[Epoch 89] speed: 2804 samples/sec	time cost: 468.357395
INFO:root:[Epoch 89] validation: err-top1=0.308733 err-top5=0.107980
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INFO:root:[Epoch 90] training: err-top1=0.335500
INFO:root:[Epoch 90] speed: 2793 samples/sec	time cost: 470.325645
INFO:root:[Epoch 90] validation: err-top1=0.309869 err-top5=0.107920
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INFO:root:[Epoch 91] training: err-top1=0.330949
INFO:root:[Epoch 91] speed: 2800 samples/sec	time cost: 468.700181
INFO:root:[Epoch 91] validation: err-top1=0.294902 err-top5=0.099251
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INFO:root:[Epoch 92] training: err-top1=0.326365
INFO:root:[Epoch 92] speed: 2802 samples/sec	time cost: 468.541409
INFO:root:[Epoch 92] validation: err-top1=0.299007 err-top5=0.103874
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INFO:root:[Epoch 93] training: err-top1=0.322585
INFO:root:[Epoch 93] speed: 2798 samples/sec	time cost: 469.206590
INFO:root:[Epoch 93] validation: err-top1=0.295858 err-top5=0.101013
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INFO:root:[Epoch 94] training: err-top1=0.318057
INFO:root:[Epoch 94] speed: 2804 samples/sec	time cost: 468.263101
INFO:root:[Epoch 94] validation: err-top1=0.286731 err-top5=0.093770
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INFO:root:[Epoch 95] training: err-top1=0.312988
INFO:root:[Epoch 95] speed: 2801 samples/sec	time cost: 468.633038
INFO:root:[Epoch 95] validation: err-top1=0.288644 err-top5=0.096520
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INFO:root:[Epoch 96] training: err-top1=0.308391
INFO:root:[Epoch 96] speed: 2799 samples/sec	time cost: 469.026040
INFO:root:[Epoch 96] validation: err-top1=0.279974 err-top5=0.091837
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INFO:root:[Epoch 97] training: err-top1=0.303475
INFO:root:[Epoch 97] speed: 2791 samples/sec	time cost: 470.208856
INFO:root:[Epoch 97] validation: err-top1=0.281449 err-top5=0.091877
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INFO:root:[Epoch 98] training: err-top1=0.298571
INFO:root:[Epoch 98] speed: 2793 samples/sec	time cost: 469.307250
INFO:root:[Epoch 98] validation: err-top1=0.280416 err-top5=0.090047
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INFO:root:[Epoch 99] training: err-top1=0.293291
INFO:root:[Epoch 99] speed: 2805 samples/sec	time cost: 468.375456
INFO:root:[Epoch 99] validation: err-top1=0.270528 err-top5=0.086635
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INFO:root:[Epoch 100] training: err-top1=0.288079
INFO:root:[Epoch 100] speed: 2803 samples/sec	time cost: 468.889828
INFO:root:[Epoch 100] validation: err-top1=0.265127 err-top5=0.085997
INFO:root:Epoch[101] Batch [49]	Speed: 2764.017056 samples/sec	top1-err=0.278398	lr=0.026235
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INFO:root:[Epoch 101] training: err-top1=0.282631
INFO:root:[Epoch 101] speed: 2794 samples/sec	time cost: 469.715847
INFO:root:[Epoch 101] validation: err-top1=0.266283 err-top5=0.084901
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INFO:root:[Epoch 102] training: err-top1=0.277576
INFO:root:[Epoch 102] speed: 2794 samples/sec	time cost: 469.706868
INFO:root:[Epoch 102] validation: err-top1=0.257015 err-top5=0.079640
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INFO:root:[Epoch 103] training: err-top1=0.272309
INFO:root:[Epoch 103] speed: 2797 samples/sec	time cost: 469.273343
INFO:root:[Epoch 103] validation: err-top1=0.257434 err-top5=0.080457
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INFO:root:[Epoch 104] training: err-top1=0.265697
INFO:root:[Epoch 104] speed: 2797 samples/sec	time cost: 469.215746
INFO:root:[Epoch 104] validation: err-top1=0.254089 err-top5=0.079447
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INFO:root:[Epoch 105] training: err-top1=0.260702
INFO:root:[Epoch 105] speed: 2790 samples/sec	time cost: 470.772087
INFO:root:[Epoch 105] validation: err-top1=0.251375 err-top5=0.077627
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INFO:root:[Epoch 106] training: err-top1=0.254757
INFO:root:[Epoch 106] speed: 2792 samples/sec	time cost: 470.301249
INFO:root:[Epoch 106] validation: err-top1=0.248904 err-top5=0.075315
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INFO:root:[Epoch 107] training: err-top1=0.249686
INFO:root:[Epoch 107] speed: 2798 samples/sec	time cost: 469.974370
INFO:root:[Epoch 107] validation: err-top1=0.245257 err-top5=0.072704
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INFO:root:[Epoch 108] training: err-top1=0.243760
INFO:root:[Epoch 108] speed: 2792 samples/sec	time cost: 470.294390
INFO:root:[Epoch 108] validation: err-top1=0.241610 err-top5=0.071409
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INFO:root:[Epoch 109] training: err-top1=0.237466
INFO:root:[Epoch 109] speed: 2787 samples/sec	time cost: 471.414904
INFO:root:[Epoch 109] validation: err-top1=0.238779 err-top5=0.069456
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INFO:root:[Epoch 110] training: err-top1=0.232218
INFO:root:[Epoch 110] speed: 2795 samples/sec	time cost: 469.780164
INFO:root:[Epoch 110] validation: err-top1=0.236898 err-top5=0.068461
INFO:root:Epoch[111] Batch [49]	Speed: 2794.227533 samples/sec	top1-err=0.224531	lr=0.005963
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INFO:root:[Epoch 111] training: err-top1=0.227999
INFO:root:[Epoch 111] speed: 2793 samples/sec	time cost: 470.408901
INFO:root:[Epoch 111] validation: err-top1=0.237185 err-top5=0.068778
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INFO:root:[Epoch 112] training: err-top1=0.223076
INFO:root:[Epoch 112] speed: 2805 samples/sec	time cost: 467.695551
INFO:root:[Epoch 112] validation: err-top1=0.233717 err-top5=0.067981
INFO:root:Epoch[113] Batch [49]	Speed: 2781.095416 samples/sec	top1-err=0.218789	lr=0.003605
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INFO:root:[Epoch 113] training: err-top1=0.219074
INFO:root:[Epoch 113] speed: 2796 samples/sec	time cost: 469.576249
INFO:root:[Epoch 113] validation: err-top1=0.231286 err-top5=0.066645
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INFO:root:[Epoch 114] training: err-top1=0.215659
INFO:root:[Epoch 114] speed: 2789 samples/sec	time cost: 470.755209
INFO:root:[Epoch 114] validation: err-top1=0.231764 err-top5=0.067403
INFO:root:Epoch[115] Batch [49]	Speed: 2774.727110 samples/sec	top1-err=0.210371	lr=0.001834
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INFO:root:[Epoch 115] training: err-top1=0.213100
INFO:root:[Epoch 115] speed: 2784 samples/sec	time cost: 471.628720
INFO:root:[Epoch 115] validation: err-top1=0.229114 err-top5=0.066486
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INFO:root:[Epoch 116] training: err-top1=0.210303
INFO:root:[Epoch 116] speed: 2794 samples/sec	time cost: 470.027823
INFO:root:[Epoch 116] validation: err-top1=0.228638 err-top5=0.065999
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INFO:root:Epoch[117] Batch [1249]	Speed: 2873.930166 samples/sec	top1-err=0.208941	lr=0.000299
INFO:root:[Epoch 117] training: err-top1=0.208946
INFO:root:[Epoch 117] speed: 2793 samples/sec	time cost: 470.594646
INFO:root:[Epoch 117] validation: err-top1=0.229293 err-top5=0.066167
INFO:root:Epoch[118] Batch [49]	Speed: 2775.229915 samples/sec	top1-err=0.206953	lr=0.000287
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INFO:root:Epoch[118] Batch [1249]	Speed: 2872.825409 samples/sec	top1-err=0.207836	lr=0.000075
INFO:root:[Epoch 118] training: err-top1=0.207837
INFO:root:[Epoch 118] speed: 2784 samples/sec	time cost: 471.414543
INFO:root:[Epoch 118] validation: err-top1=0.228755 err-top5=0.065968
INFO:root:Epoch[119] Batch [49]	Speed: 2746.384047 samples/sec	top1-err=0.208711	lr=0.000069
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INFO:root:[Epoch 119] training: err-top1=0.206792
INFO:root:[Epoch 119] speed: 2781 samples/sec	time cost: 472.156732
INFO:root:[Epoch 119] validation: err-top1=0.229014 err-top5=0.065549