INFO:root:Namespace(batch_norm=False, batch_size=32, data_dir='~/.mxnet/datasets/imagenet', dtype='float32', last_gamma=False, log_interval=50, logging_dir='logs', lr=0.01, lr_decay=0.1, lr_decay_epoch='50,80', lr_decay_period=0, lr_mode='step', mode='hybrid', model='vgg19', momentum=0.9, num_epochs=100, num_gpus=8, num_workers=64, 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_vgg19', save_frequency=10, use_pretrained=False, use_rec=True, use_se=False, warmup_epochs=0, warmup_lr=0.0, wd=0.0001)
[04:03:40] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/train.rec, use 31 threads for decoding..
[04:03:43] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/val.rec, use 31 threads for decoding..
[04:04:08] src/kvstore/././comm.h:690: 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
[04:04:08] src/kvstore/././comm.h:699: .vvvv...
[04:04:08] src/kvstore/././comm.h:699: v.vv.v..
[04:04:08] src/kvstore/././comm.h:699: vv.v..v.
[04:04:08] src/kvstore/././comm.h:699: vvv....v
[04:04:08] src/kvstore/././comm.h:699: v....vvv
[04:04:08] src/kvstore/././comm.h:699: .v..v.vv
[04:04:08] src/kvstore/././comm.h:699: ..v.vv.v
[04:04:08] src/kvstore/././comm.h:699: ...vvvv.
[04:04:09] 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=0.995873
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INFO:root:[Epoch 0] validation: err-top1=0.979353 err-top5=0.923788
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INFO:root:[Epoch 1] training: err-top1=0.950572
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INFO:root:[Epoch 1] validation: err-top1=0.864824 err-top5=0.671875
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INFO:root:[Epoch 2] training: err-top1=0.867342
INFO:root:[Epoch 2] speed: 757 samples/sec	time cost: 1708.014412
INFO:root:[Epoch 2] validation: err-top1=0.757171 err-top5=0.503926
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INFO:root:[Epoch 3] training: err-top1=0.793551
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INFO:root:[Epoch 3] validation: err-top1=0.681242 err-top5=0.407067
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INFO:root:[Epoch 4] training: err-top1=0.735328
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INFO:root:[Epoch 4] validation: err-top1=0.616546 err-top5=0.342528
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INFO:root:[Epoch 5] training: err-top1=0.690293
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INFO:root:[Epoch 5] validation: err-top1=0.574038 err-top5=0.301382
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INFO:root:[Epoch 6] training: err-top1=0.653966
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INFO:root:[Epoch 6] validation: err-top1=0.542510 err-top5=0.277025
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INFO:root:[Epoch 7] training: err-top1=0.625117
INFO:root:[Epoch 7] speed: 757 samples/sec	time cost: 1708.399424
INFO:root:[Epoch 7] validation: err-top1=0.508093 err-top5=0.246234
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INFO:root:[Epoch 8] training: err-top1=0.601804
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INFO:root:[Epoch 8] validation: err-top1=0.488702 err-top5=0.229647
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INFO:root:[Epoch 9] training: err-top1=0.581953
INFO:root:[Epoch 9] speed: 757 samples/sec	time cost: 1707.588038
INFO:root:[Epoch 9] validation: err-top1=0.470584 err-top5=0.214226
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INFO:root:[Epoch 10] training: err-top1=0.565708
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INFO:root:[Epoch 10] validation: err-top1=0.455489 err-top5=0.203365
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INFO:root:[Epoch 11] training: err-top1=0.551843
INFO:root:[Epoch 11] speed: 757 samples/sec	time cost: 1707.751763
INFO:root:[Epoch 11] validation: err-top1=0.441206 err-top5=0.196114
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INFO:root:[Epoch 12] training: err-top1=0.539547
INFO:root:[Epoch 12] speed: 757 samples/sec	time cost: 1708.151726
INFO:root:[Epoch 12] validation: err-top1=0.434411 err-top5=0.189493
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INFO:root:[Epoch 13] training: err-top1=0.528181
INFO:root:[Epoch 13] speed: 756 samples/sec	time cost: 1709.158823
INFO:root:[Epoch 13] validation: err-top1=0.420633 err-top5=0.181070
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INFO:root:[Epoch 14] training: err-top1=0.518927
INFO:root:[Epoch 14] speed: 757 samples/sec	time cost: 1707.994123
INFO:root:[Epoch 14] validation: err-top1=0.416827 err-top5=0.176703
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INFO:root:[Epoch 15] training: err-top1=0.510709
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INFO:root:[Epoch 15] validation: err-top1=0.409936 err-top5=0.171675
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INFO:root:[Epoch 16] training: err-top1=0.503034
INFO:root:[Epoch 16] speed: 756 samples/sec	time cost: 1712.653724
INFO:root:[Epoch 16] validation: err-top1=0.405991 err-top5=0.167291
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INFO:root:[Epoch 17] training: err-top1=0.495800
INFO:root:[Epoch 17] speed: 756 samples/sec	time cost: 1710.256624
INFO:root:[Epoch 17] validation: err-top1=0.397917 err-top5=0.163101
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INFO:root:[Epoch 18] training: err-top1=0.489752
INFO:root:[Epoch 18] speed: 757 samples/sec	time cost: 1708.881358
INFO:root:[Epoch 18] validation: err-top1=0.388982 err-top5=0.158173
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INFO:root:[Epoch 19] training: err-top1=0.484456
INFO:root:[Epoch 19] speed: 756 samples/sec	time cost: 1710.782057
INFO:root:[Epoch 19] validation: err-top1=0.388752 err-top5=0.154915
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INFO:root:[Epoch 20] training: err-top1=0.478438
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INFO:root:[Epoch 20] validation: err-top1=0.379127 err-top5=0.151282
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INFO:root:[Epoch 21] training: err-top1=0.473807
INFO:root:[Epoch 21] speed: 756 samples/sec	time cost: 1710.513019
INFO:root:[Epoch 21] validation: err-top1=0.376863 err-top5=0.149319
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INFO:root:[Epoch 22] training: err-top1=0.469344
INFO:root:[Epoch 22] speed: 757 samples/sec	time cost: 1708.859503
INFO:root:[Epoch 22] validation: err-top1=0.376076 err-top5=0.149394
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INFO:root:[Epoch 23] training: err-top1=0.465652
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INFO:root:[Epoch 23] validation: err-top1=0.371595 err-top5=0.145272
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INFO:root:[Epoch 24] training: err-top1=0.461548
INFO:root:[Epoch 24] speed: 756 samples/sec	time cost: 1710.802088
INFO:root:[Epoch 24] validation: err-top1=0.368069 err-top5=0.145433
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INFO:root:[Epoch 25] training: err-top1=0.458150
INFO:root:[Epoch 25] speed: 757 samples/sec	time cost: 1709.448579
INFO:root:[Epoch 25] validation: err-top1=0.366809 err-top5=0.144990
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INFO:root:[Epoch 26] training: err-top1=0.454709
INFO:root:[Epoch 26] speed: 757 samples/sec	time cost: 1709.576035
INFO:root:[Epoch 26] validation: err-top1=0.366106 err-top5=0.141526
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INFO:root:[Epoch 27] training: err-top1=0.451632
INFO:root:[Epoch 27] speed: 757 samples/sec	time cost: 1708.674805
INFO:root:[Epoch 27] validation: err-top1=0.357893 err-top5=0.137841
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INFO:root:[Epoch 28] training: err-top1=0.449303
INFO:root:[Epoch 28] speed: 756 samples/sec	time cost: 1710.001870
INFO:root:[Epoch 28] validation: err-top1=0.360451 err-top5=0.137636
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INFO:root:[Epoch 29] training: err-top1=0.446589
INFO:root:[Epoch 29] speed: 756 samples/sec	time cost: 1710.185363
INFO:root:[Epoch 29] validation: err-top1=0.355829 err-top5=0.135256
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INFO:root:[Epoch 30] training: err-top1=0.443542
INFO:root:[Epoch 30] speed: 756 samples/sec	time cost: 1709.608613
INFO:root:[Epoch 30] validation: err-top1=0.350441 err-top5=0.132993
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INFO:root:[Epoch 31] training: err-top1=0.441686
INFO:root:[Epoch 31] speed: 757 samples/sec	time cost: 1708.679885
INFO:root:[Epoch 31] validation: err-top1=0.350942 err-top5=0.133594
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INFO:root:[Epoch 32] training: err-top1=0.439069
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INFO:root:[Epoch 32] validation: err-top1=0.349749 err-top5=0.131617
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INFO:root:[Epoch 33] training: err-top1=0.436758
INFO:root:[Epoch 33] speed: 756 samples/sec	time cost: 1709.577757
INFO:root:[Epoch 33] validation: err-top1=0.348678 err-top5=0.129708
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INFO:root:[Epoch 34] training: err-top1=0.434948
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INFO:root:[Epoch 34] validation: err-top1=0.348738 err-top5=0.133193
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INFO:root:[Epoch 35] training: err-top1=0.433121
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INFO:root:[Epoch 35] validation: err-top1=0.346480 err-top5=0.131039
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INFO:root:[Epoch 36] training: err-top1=0.431238
INFO:root:[Epoch 36] speed: 757 samples/sec	time cost: 1708.357675
INFO:root:[Epoch 36] validation: err-top1=0.341667 err-top5=0.126763
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INFO:root:[Epoch 37] training: err-top1=0.430166
INFO:root:[Epoch 37] speed: 756 samples/sec	time cost: 1710.438841
INFO:root:[Epoch 37] validation: err-top1=0.344531 err-top5=0.129527
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INFO:root:[Epoch 38] training: err-top1=0.428129
INFO:root:[Epoch 38] speed: 757 samples/sec	time cost: 1709.208427
INFO:root:[Epoch 38] validation: err-top1=0.343351 err-top5=0.128986
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INFO:root:[Epoch 39] training: err-top1=0.426772
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INFO:root:[Epoch 39] validation: err-top1=0.341667 err-top5=0.127424
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INFO:root:[Epoch 40] training: err-top1=0.425200
INFO:root:[Epoch 40] speed: 756 samples/sec	time cost: 1709.999020
INFO:root:[Epoch 40] validation: err-top1=0.340525 err-top5=0.127003
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INFO:root:[Epoch 41] training: err-top1=0.422956
INFO:root:[Epoch 41] speed: 756 samples/sec	time cost: 1709.912925
INFO:root:[Epoch 41] validation: err-top1=0.339365 err-top5=0.126196
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INFO:root:[Epoch 42] training: err-top1=0.421754
INFO:root:[Epoch 42] speed: 756 samples/sec	time cost: 1710.092736
INFO:root:[Epoch 42] validation: err-top1=0.336258 err-top5=0.123197
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INFO:root:[Epoch 43] training: err-top1=0.420389
INFO:root:[Epoch 43] speed: 757 samples/sec	time cost: 1708.567268
INFO:root:[Epoch 43] validation: err-top1=0.341907 err-top5=0.125200
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INFO:root:[Epoch 44] training: err-top1=0.419488
INFO:root:[Epoch 44] speed: 756 samples/sec	time cost: 1709.895264
INFO:root:[Epoch 44] validation: err-top1=0.336316 err-top5=0.122090
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INFO:root:[Epoch 45] training: err-top1=0.418566
INFO:root:[Epoch 45] speed: 756 samples/sec	time cost: 1710.190309
INFO:root:[Epoch 45] validation: err-top1=0.340004 err-top5=0.124379
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INFO:root:[Epoch 46] training: err-top1=0.417440
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INFO:root:[Epoch 46] validation: err-top1=0.330869 err-top5=0.121174
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INFO:root:[Epoch 47] training: err-top1=0.416226
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INFO:root:[Epoch 47] validation: err-top1=0.333554 err-top5=0.122135
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INFO:root:[Epoch 48] training: err-top1=0.414790
INFO:root:[Epoch 48] speed: 757 samples/sec	time cost: 1709.102586
INFO:root:[Epoch 48] validation: err-top1=0.333367 err-top5=0.121712
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INFO:root:[Epoch 49] training: err-top1=0.413938
INFO:root:[Epoch 49] speed: 757 samples/sec	time cost: 1708.392580
INFO:root:[Epoch 49] validation: err-top1=0.328205 err-top5=0.118810
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INFO:root:[Epoch 50] training: err-top1=0.359234
INFO:root:[Epoch 50] speed: 756 samples/sec	time cost: 1710.325917
INFO:root:[Epoch 50] validation: err-top1=0.290064 err-top5=0.098217
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INFO:root:[Epoch 51] training: err-top1=0.347230
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INFO:root:[Epoch 51] validation: err-top1=0.286651 err-top5=0.096540
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INFO:root:[Epoch 52] training: err-top1=0.341971
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INFO:root:[Epoch 52] validation: err-top1=0.283373 err-top5=0.094471
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INFO:root:[Epoch 53] training: err-top1=0.337494
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INFO:root:[Epoch 53] validation: err-top1=0.281871 err-top5=0.093610
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INFO:root:[Epoch 54] training: err-top1=0.334450
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INFO:root:[Epoch 54] validation: err-top1=0.279556 err-top5=0.092913
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INFO:root:[Epoch 55] training: err-top1=0.332165
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INFO:root:[Epoch 55] validation: err-top1=0.278065 err-top5=0.091887
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INFO:root:[Epoch 56] training: err-top1=0.329306
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INFO:root:[Epoch 56] validation: err-top1=0.278065 err-top5=0.091807
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INFO:root:[Epoch 57] training: err-top1=0.327680
INFO:root:[Epoch 57] speed: 756 samples/sec	time cost: 1710.421159
INFO:root:[Epoch 57] validation: err-top1=0.276726 err-top5=0.090561
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INFO:root:[Epoch 58] training: err-top1=0.325530
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INFO:root:[Epoch 58] validation: err-top1=0.276963 err-top5=0.091446
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INFO:root:[Epoch 59] training: err-top1=0.324019
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INFO:root:[Epoch 59] validation: err-top1=0.274379 err-top5=0.090284
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INFO:root:[Epoch 60] training: err-top1=0.322111
INFO:root:[Epoch 60] speed: 756 samples/sec	time cost: 1710.888616
INFO:root:[Epoch 60] validation: err-top1=0.274673 err-top5=0.090860
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INFO:root:[Epoch 61] training: err-top1=0.320852
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INFO:root:[Epoch 61] validation: err-top1=0.273377 err-top5=0.090264
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INFO:root:[Epoch 62] training: err-top1=0.318923
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INFO:root:[Epoch 62] validation: err-top1=0.273157 err-top5=0.089483
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INFO:root:[Epoch 63] training: err-top1=0.318164
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INFO:root:[Epoch 63] validation: err-top1=0.272837 err-top5=0.090284
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INFO:root:[Epoch 64] training: err-top1=0.316407
INFO:root:[Epoch 64] speed: 757 samples/sec	time cost: 1709.668956
INFO:root:[Epoch 64] validation: err-top1=0.271644 err-top5=0.091179
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INFO:root:[Epoch 65] training: err-top1=0.315881
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INFO:root:[Epoch 65] validation: err-top1=0.271635 err-top5=0.089223
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INFO:root:[Epoch 66] training: err-top1=0.314565
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INFO:root:[Epoch 66] validation: err-top1=0.270653 err-top5=0.088942
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INFO:root:[Epoch 67] training: err-top1=0.313022
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INFO:root:[Epoch 67] validation: err-top1=0.272003 err-top5=0.088469
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INFO:root:[Epoch 68] training: err-top1=0.312594
INFO:root:[Epoch 68] speed: 756 samples/sec	time cost: 1709.845422
INFO:root:[Epoch 68] validation: err-top1=0.270853 err-top5=0.088261
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INFO:root:[Epoch 69] training: err-top1=0.311332
INFO:root:[Epoch 69] speed: 757 samples/sec	time cost: 1709.540056
INFO:root:[Epoch 69] validation: err-top1=0.268570 err-top5=0.087961
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INFO:root:[Epoch 70] training: err-top1=0.310722
INFO:root:[Epoch 70] speed: 756 samples/sec	time cost: 1710.427250
INFO:root:[Epoch 70] validation: err-top1=0.268116 err-top5=0.087552
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INFO:root:[Epoch 71] training: err-top1=0.309285
INFO:root:[Epoch 71] speed: 756 samples/sec	time cost: 1709.470312
INFO:root:[Epoch 71] validation: err-top1=0.269050 err-top5=0.087800
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INFO:root:[Epoch 72] training: err-top1=0.308936
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INFO:root:[Epoch 72] validation: err-top1=0.269331 err-top5=0.087200
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INFO:root:[Epoch 73] training: err-top1=0.308024
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INFO:root:[Epoch 73] validation: err-top1=0.267678 err-top5=0.086236
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INFO:root:[Epoch 74] training: err-top1=0.307670
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INFO:root:[Epoch 74] validation: err-top1=0.268550 err-top5=0.087420
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INFO:root:[Epoch 75] training: err-top1=0.306433
INFO:root:[Epoch 75] speed: 756 samples/sec	time cost: 1710.053879
INFO:root:[Epoch 75] validation: err-top1=0.269852 err-top5=0.087380
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INFO:root:[Epoch 76] training: err-top1=0.306178
INFO:root:[Epoch 76] speed: 756 samples/sec	time cost: 1710.085027
INFO:root:[Epoch 76] validation: err-top1=0.267638 err-top5=0.087293
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INFO:root:[Epoch 77] training: err-top1=0.304795
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INFO:root:[Epoch 77] validation: err-top1=0.268269 err-top5=0.086138
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INFO:root:[Epoch 78] training: err-top1=0.304262
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INFO:root:[Epoch 78] validation: err-top1=0.268450 err-top5=0.086619
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INFO:root:[Epoch 79] training: err-top1=0.303741
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INFO:root:[Epoch 79] validation: err-top1=0.267688 err-top5=0.085677
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INFO:root:[Epoch 80] training: err-top1=0.293281
INFO:root:[Epoch 80] speed: 756 samples/sec	time cost: 1710.961441
INFO:root:[Epoch 80] validation: err-top1=0.261898 err-top5=0.083386
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INFO:root:[Epoch 81] training: err-top1=0.291749
INFO:root:[Epoch 81] speed: 756 samples/sec	time cost: 1710.097799
INFO:root:[Epoch 81] validation: err-top1=0.260417 err-top5=0.082732
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INFO:root:[Epoch 82] training: err-top1=0.290637
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INFO:root:[Epoch 82] validation: err-top1=0.261278 err-top5=0.082312
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INFO:root:[Epoch 83] training: err-top1=0.291088
INFO:root:[Epoch 83] speed: 756 samples/sec	time cost: 1710.251290
INFO:root:[Epoch 83] validation: err-top1=0.260662 err-top5=0.083167
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INFO:root:[Epoch 84] training: err-top1=0.290386
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INFO:root:[Epoch 84] validation: err-top1=0.259896 err-top5=0.082732
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INFO:root:[Epoch 85] training: err-top1=0.289768
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INFO:root:[Epoch 85] validation: err-top1=0.260156 err-top5=0.082452
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INFO:root:[Epoch 86] training: err-top1=0.289076
INFO:root:[Epoch 86] speed: 756 samples/sec	time cost: 1709.377701
INFO:root:[Epoch 86] validation: err-top1=0.260682 err-top5=0.082510
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INFO:root:[Epoch 87] training: err-top1=0.289704
INFO:root:[Epoch 87] speed: 756 samples/sec	time cost: 1710.416315
INFO:root:[Epoch 87] validation: err-top1=0.260136 err-top5=0.082372
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INFO:root:[Epoch 88] training: err-top1=0.288663
INFO:root:[Epoch 88] speed: 756 samples/sec	time cost: 1709.959625
INFO:root:[Epoch 88] validation: err-top1=0.260497 err-top5=0.082572
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INFO:root:[Epoch 89] training: err-top1=0.288614
INFO:root:[Epoch 89] speed: 757 samples/sec	time cost: 1709.195378
INFO:root:[Epoch 89] validation: err-top1=0.260623 err-top5=0.082609
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INFO:root:[Epoch 90] training: err-top1=0.288084
INFO:root:[Epoch 90] speed: 756 samples/sec	time cost: 1710.508909
INFO:root:[Epoch 90] validation: err-top1=0.259736 err-top5=0.083093
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INFO:root:[Epoch 91] training: err-top1=0.287968
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INFO:root:[Epoch 91] validation: err-top1=0.259976 err-top5=0.081991
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INFO:root:[Epoch 92] training: err-top1=0.288131
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INFO:root:[Epoch 92] validation: err-top1=0.260702 err-top5=0.082171
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INFO:root:[Epoch 93] training: err-top1=0.288292
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INFO:root:[Epoch 93] validation: err-top1=0.260116 err-top5=0.082171
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INFO:root:[Epoch 94] training: err-top1=0.287708
INFO:root:[Epoch 94] speed: 757 samples/sec	time cost: 1709.302489
INFO:root:[Epoch 94] validation: err-top1=0.259575 err-top5=0.082091
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INFO:root:[Epoch 95] training: err-top1=0.287594
INFO:root:[Epoch 95] speed: 757 samples/sec	time cost: 1709.176232
INFO:root:[Epoch 95] validation: err-top1=0.260016 err-top5=0.082252
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INFO:root:[Epoch 96] training: err-top1=0.287621
INFO:root:[Epoch 96] speed: 756 samples/sec	time cost: 1710.452809
INFO:root:[Epoch 96] validation: err-top1=0.259427 err-top5=0.082450
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INFO:root:[Epoch 97] training: err-top1=0.287228
INFO:root:[Epoch 97] speed: 756 samples/sec	time cost: 1710.555442
INFO:root:[Epoch 97] validation: err-top1=0.259375 err-top5=0.082492
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INFO:root:[Epoch 98] training: err-top1=0.286073
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INFO:root:[Epoch 98] validation: err-top1=0.258714 err-top5=0.082212
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INFO:root:Epoch[99] Batch [4749]	Speed: 760.162086 samples/sec	top1-err=0.286692	lr=0.000100
INFO:root:Epoch[99] Batch [4799]	Speed: 757.909044 samples/sec	top1-err=0.286709	lr=0.000100
INFO:root:Epoch[99] Batch [4849]	Speed: 755.386815 samples/sec	top1-err=0.286758	lr=0.000100
INFO:root:Epoch[99] Batch [4899]	Speed: 752.932486 samples/sec	top1-err=0.286740	lr=0.000100
INFO:root:Epoch[99] Batch [4949]	Speed: 752.348905 samples/sec	top1-err=0.286771	lr=0.000100
INFO:root:Epoch[99] Batch [4999]	Speed: 760.682910 samples/sec	top1-err=0.286827	lr=0.000100
INFO:root:[Epoch 99] training: err-top1=0.286830
INFO:root:[Epoch 99] speed: 757 samples/sec	time cost: 1709.348377
INFO:root:[Epoch 99] validation: err-top1=0.259766 err-top5=0.083008