INFO:root:Namespace(batch_norm=True, 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_bn', 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_bn', save_frequency=10, use_pretrained=False, use_rec=True, use_se=False, warmup_epochs=0, warmup_lr=0.0, wd=0.0001)
[04:04:16] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/train.rec, use 31 threads for decoding..
[04:04:19] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/val.rec, use 31 threads for decoding..
[04:04:45] 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
[04:04:45] src/kvstore/././comm.h:699: .vvvv...
[04:04:45] src/kvstore/././comm.h:699: v.vv.v..
[04:04:45] src/kvstore/././comm.h:699: vv.v..v.
[04:04:45] src/kvstore/././comm.h:699: vvv....v
[04:04:45] src/kvstore/././comm.h:699: v....vvv
[04:04:45] src/kvstore/././comm.h:699: .v..v.vv
[04:04:45] src/kvstore/././comm.h:699: ..v.vv.v
[04:04:45] src/kvstore/././comm.h:699: ...vvvv.
[04:04:47] 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=0.968435
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INFO:root:[Epoch 0] validation: err-top1=0.892439 err-top5=0.721002
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INFO:root:[Epoch 1] training: err-top1=0.871151
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INFO:root:[Epoch 1] validation: err-top1=0.764563 err-top5=0.506871
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INFO:root:[Epoch 2] training: err-top1=0.788994
INFO:root:[Epoch 2] speed: 740 samples/sec	time cost: 1747.855442
INFO:root:[Epoch 2] validation: err-top1=0.694451 err-top5=0.419932
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INFO:root:[Epoch 3] training: err-top1=0.729188
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INFO:root:[Epoch 3] validation: err-top1=0.634267 err-top5=0.355449
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INFO:root:[Epoch 4] training: err-top1=0.684506
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INFO:root:[Epoch 4] validation: err-top1=0.575581 err-top5=0.298578
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INFO:root:[Epoch 5] training: err-top1=0.649902
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INFO:root:[Epoch 5] validation: err-top1=0.531691 err-top5=0.267748
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INFO:root:[Epoch 6] training: err-top1=0.622393
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INFO:root:[Epoch 6] validation: err-top1=0.512077 err-top5=0.246512
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INFO:root:[Epoch 7] training: err-top1=0.598751
INFO:root:[Epoch 7] speed: 742 samples/sec	time cost: 1743.242140
INFO:root:[Epoch 7] validation: err-top1=0.481050 err-top5=0.224659
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INFO:root:[Epoch 8] training: err-top1=0.579777
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INFO:root:[Epoch 8] validation: err-top1=0.468970 err-top5=0.215244
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INFO:root:[Epoch 9] training: err-top1=0.564028
INFO:root:[Epoch 9] speed: 741 samples/sec	time cost: 1745.789180
INFO:root:[Epoch 9] validation: err-top1=0.455038 err-top5=0.203563
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INFO:root:[Epoch 10] training: err-top1=0.549462
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INFO:root:[Epoch 10] validation: err-top1=0.444671 err-top5=0.196935
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INFO:root:[Epoch 11] training: err-top1=0.536596
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INFO:root:[Epoch 11] validation: err-top1=0.429748 err-top5=0.186899
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INFO:root:[Epoch 12] training: err-top1=0.525639
INFO:root:[Epoch 12] speed: 740 samples/sec	time cost: 1748.289223
INFO:root:[Epoch 12] validation: err-top1=0.422054 err-top5=0.179309
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INFO:root:[Epoch 13] training: err-top1=0.516530
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INFO:root:[Epoch 13] validation: err-top1=0.414343 err-top5=0.178105
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INFO:root:[Epoch 14] training: err-top1=0.508570
INFO:root:[Epoch 14] speed: 737 samples/sec	time cost: 1754.194429
INFO:root:[Epoch 14] validation: err-top1=0.405829 err-top5=0.168630
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INFO:root:[Epoch 15] training: err-top1=0.500376
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INFO:root:[Epoch 15] validation: err-top1=0.407252 err-top5=0.167368
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INFO:root:[Epoch 16] training: err-top1=0.493343
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INFO:root:[Epoch 16] validation: err-top1=0.390765 err-top5=0.158801
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INFO:root:[Epoch 17] training: err-top1=0.487495
INFO:root:[Epoch 17] speed: 741 samples/sec	time cost: 1746.679669
INFO:root:[Epoch 17] validation: err-top1=0.392067 err-top5=0.159796
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INFO:root:[Epoch 18] training: err-top1=0.481967
INFO:root:[Epoch 18] speed: 742 samples/sec	time cost: 1742.711846
INFO:root:[Epoch 18] validation: err-top1=0.383994 err-top5=0.153546
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INFO:root:[Epoch 19] training: err-top1=0.477119
INFO:root:[Epoch 19] speed: 741 samples/sec	time cost: 1744.915109
INFO:root:[Epoch 19] validation: err-top1=0.382553 err-top5=0.153141
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INFO:root:[Epoch 20] training: err-top1=0.472307
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INFO:root:[Epoch 20] validation: err-top1=0.381611 err-top5=0.148818
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INFO:root:[Epoch 21] training: err-top1=0.467674
INFO:root:[Epoch 21] speed: 740 samples/sec	time cost: 1748.039087
INFO:root:[Epoch 21] validation: err-top1=0.372616 err-top5=0.144551
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INFO:root:[Epoch 22] training: err-top1=0.464250
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INFO:root:[Epoch 22] validation: err-top1=0.370316 err-top5=0.141821
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INFO:root:[Epoch 23] training: err-top1=0.460283
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INFO:root:[Epoch 23] validation: err-top1=0.365164 err-top5=0.142969
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INFO:root:[Epoch 24] training: err-top1=0.455966
INFO:root:[Epoch 24] speed: 740 samples/sec	time cost: 1748.715717
INFO:root:[Epoch 24] validation: err-top1=0.367768 err-top5=0.141286
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INFO:root:[Epoch 25] training: err-top1=0.452970
INFO:root:[Epoch 25] speed: 739 samples/sec	time cost: 1751.778140
INFO:root:[Epoch 25] validation: err-top1=0.359933 err-top5=0.139170
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INFO:root:[Epoch 26] training: err-top1=0.450155
INFO:root:[Epoch 26] speed: 741 samples/sec	time cost: 1746.450626
INFO:root:[Epoch 26] validation: err-top1=0.363662 err-top5=0.139884
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INFO:root:[Epoch 27] training: err-top1=0.447266
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INFO:root:[Epoch 27] validation: err-top1=0.355729 err-top5=0.134816
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INFO:root:[Epoch 28] training: err-top1=0.444093
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INFO:root:[Epoch 28] validation: err-top1=0.361089 err-top5=0.138532
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INFO:root:[Epoch 29] training: err-top1=0.441646
INFO:root:[Epoch 29] speed: 742 samples/sec	time cost: 1744.085980
INFO:root:[Epoch 29] validation: err-top1=0.353025 err-top5=0.132792
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INFO:root:[Epoch 30] training: err-top1=0.439845
INFO:root:[Epoch 30] speed: 740 samples/sec	time cost: 1747.018610
INFO:root:[Epoch 30] validation: err-top1=0.351442 err-top5=0.133694
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INFO:root:[Epoch 31] training: err-top1=0.437487
INFO:root:[Epoch 31] speed: 743 samples/sec	time cost: 1741.627174
INFO:root:[Epoch 31] validation: err-top1=0.351583 err-top5=0.132913
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INFO:root:[Epoch 32] training: err-top1=0.435834
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INFO:root:[Epoch 32] validation: err-top1=0.355748 err-top5=0.133291
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INFO:root:[Epoch 33] training: err-top1=0.432914
INFO:root:[Epoch 33] speed: 741 samples/sec	time cost: 1746.698072
INFO:root:[Epoch 33] validation: err-top1=0.353125 err-top5=0.132812
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INFO:root:[Epoch 34] training: err-top1=0.431059
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INFO:root:[Epoch 34] validation: err-top1=0.344712 err-top5=0.128766
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INFO:root:[Epoch 35] training: err-top1=0.428962
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INFO:root:[Epoch 35] validation: err-top1=0.343929 err-top5=0.126834
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INFO:root:[Epoch 36] training: err-top1=0.427921
INFO:root:[Epoch 36] speed: 740 samples/sec	time cost: 1747.880177
INFO:root:[Epoch 36] validation: err-top1=0.340445 err-top5=0.125641
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INFO:root:[Epoch 37] training: err-top1=0.426702
INFO:root:[Epoch 37] speed: 742 samples/sec	time cost: 1743.637961
INFO:root:[Epoch 37] validation: err-top1=0.341006 err-top5=0.125200
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INFO:root:[Epoch 38] training: err-top1=0.424151
INFO:root:[Epoch 38] speed: 742 samples/sec	time cost: 1742.971193
INFO:root:[Epoch 38] validation: err-top1=0.346181 err-top5=0.127750
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INFO:root:[Epoch 39] training: err-top1=0.423102
INFO:root:[Epoch 39] speed: 741 samples/sec	time cost: 1745.907161
INFO:root:[Epoch 39] validation: err-top1=0.339884 err-top5=0.125741
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INFO:root:[Epoch 40] training: err-top1=0.421513
INFO:root:[Epoch 40] speed: 739 samples/sec	time cost: 1750.356189
INFO:root:[Epoch 40] validation: err-top1=0.334455 err-top5=0.121615
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INFO:root:[Epoch 41] training: err-top1=0.420117
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INFO:root:[Epoch 41] validation: err-top1=0.340183 err-top5=0.124163
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INFO:root:[Epoch 42] training: err-top1=0.418893
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INFO:root:[Epoch 42] validation: err-top1=0.335076 err-top5=0.122115
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INFO:root:[Epoch 43] training: err-top1=0.417014
INFO:root:[Epoch 43] speed: 738 samples/sec	time cost: 1751.692480
INFO:root:[Epoch 43] validation: err-top1=0.332432 err-top5=0.122416
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INFO:root:[Epoch 44] training: err-top1=0.416113
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INFO:root:[Epoch 44] validation: err-top1=0.335320 err-top5=0.121452
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INFO:root:[Epoch 45] training: err-top1=0.415259
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INFO:root:[Epoch 45] validation: err-top1=0.334796 err-top5=0.121835
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INFO:root:[Epoch 46] training: err-top1=0.413735
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INFO:root:[Epoch 46] validation: err-top1=0.333474 err-top5=0.119151
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INFO:root:[Epoch 47] training: err-top1=0.412684
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INFO:root:[Epoch 47] validation: err-top1=0.332893 err-top5=0.121775
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INFO:root:[Epoch 48] training: err-top1=0.412203
INFO:root:[Epoch 48] speed: 741 samples/sec	time cost: 1746.704019
INFO:root:[Epoch 48] validation: err-top1=0.329062 err-top5=0.115772
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INFO:root:[Epoch 49] training: err-top1=0.410755
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INFO:root:[Epoch 49] validation: err-top1=0.326923 err-top5=0.117568
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INFO:root:[Epoch 50] training: err-top1=0.362576
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INFO:root:[Epoch 50] validation: err-top1=0.284475 err-top5=0.094671
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INFO:root:[Epoch 51] training: err-top1=0.350782
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INFO:root:[Epoch 51] validation: err-top1=0.281529 err-top5=0.094208
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INFO:root:[Epoch 52] training: err-top1=0.345303
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INFO:root:[Epoch 52] validation: err-top1=0.278886 err-top5=0.092628
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INFO:root:[Epoch 53] training: err-top1=0.342024
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INFO:root:[Epoch 53] validation: err-top1=0.276983 err-top5=0.091286
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INFO:root:[Epoch 54] training: err-top1=0.339117
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INFO:root:[Epoch 54] validation: err-top1=0.274235 err-top5=0.090980
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INFO:root:[Epoch 55] training: err-top1=0.336801
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INFO:root:[Epoch 55] validation: err-top1=0.273478 err-top5=0.088942
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INFO:root:[Epoch 56] training: err-top1=0.334785
INFO:root:[Epoch 56] speed: 739 samples/sec	time cost: 1750.462895
INFO:root:[Epoch 56] validation: err-top1=0.272937 err-top5=0.088822
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INFO:root:[Epoch 57] training: err-top1=0.332948
INFO:root:[Epoch 57] speed: 740 samples/sec	time cost: 1747.938820
INFO:root:[Epoch 57] validation: err-top1=0.270926 err-top5=0.088568
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INFO:root:[Epoch 58] training: err-top1=0.330660
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INFO:root:[Epoch 58] validation: err-top1=0.271374 err-top5=0.088682
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INFO:root:[Epoch 59] training: err-top1=0.329597
INFO:root:[Epoch 59] speed: 739 samples/sec	time cost: 1750.179601
INFO:root:[Epoch 59] validation: err-top1=0.270873 err-top5=0.088181
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INFO:root:[Epoch 60] training: err-top1=0.328537
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INFO:root:[Epoch 60] validation: err-top1=0.269212 err-top5=0.087791
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INFO:root:[Epoch 61] training: err-top1=0.327072
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INFO:root:[Epoch 61] validation: err-top1=0.269932 err-top5=0.087901
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INFO:root:[Epoch 62] training: err-top1=0.325371
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INFO:root:[Epoch 62] validation: err-top1=0.268690 err-top5=0.087660
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INFO:root:[Epoch 63] training: err-top1=0.324559
INFO:root:[Epoch 63] speed: 739 samples/sec	time cost: 1751.114638
INFO:root:[Epoch 63] validation: err-top1=0.267127 err-top5=0.087079
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INFO:root:[Epoch 64] training: err-top1=0.323969
INFO:root:[Epoch 64] speed: 740 samples/sec	time cost: 1749.727133
INFO:root:[Epoch 64] validation: err-top1=0.269870 err-top5=0.086914
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INFO:root:[Epoch 65] training: err-top1=0.323046
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INFO:root:[Epoch 65] validation: err-top1=0.267167 err-top5=0.086518
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INFO:root:[Epoch 66] training: err-top1=0.321594
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INFO:root:[Epoch 66] validation: err-top1=0.268209 err-top5=0.085877
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INFO:root:[Epoch 67] training: err-top1=0.320713
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INFO:root:[Epoch 67] validation: err-top1=0.266641 err-top5=0.086037
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INFO:root:[Epoch 68] training: err-top1=0.319665
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INFO:root:[Epoch 68] validation: err-top1=0.266466 err-top5=0.085958
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INFO:root:[Epoch 69] training: err-top1=0.319045
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INFO:root:[Epoch 69] validation: err-top1=0.266807 err-top5=0.085998
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INFO:root:[Epoch 70] training: err-top1=0.318151
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INFO:root:[Epoch 70] validation: err-top1=0.265984 err-top5=0.086276
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INFO:root:[Epoch 71] training: err-top1=0.317829
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INFO:root:[Epoch 71] validation: err-top1=0.265825 err-top5=0.085717
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INFO:root:[Epoch 72] training: err-top1=0.317129
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INFO:root:[Epoch 72] validation: err-top1=0.266446 err-top5=0.085717
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INFO:root:[Epoch 73] training: err-top1=0.316128
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INFO:root:[Epoch 73] validation: err-top1=0.265964 err-top5=0.085718
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INFO:root:[Epoch 74] training: err-top1=0.315148
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INFO:root:[Epoch 74] validation: err-top1=0.264403 err-top5=0.085036
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INFO:root:[Epoch 75] training: err-top1=0.315151
INFO:root:[Epoch 75] speed: 740 samples/sec	time cost: 1749.329109
INFO:root:[Epoch 75] validation: err-top1=0.265224 err-top5=0.085036
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INFO:root:[Epoch 76] training: err-top1=0.314226
INFO:root:[Epoch 76] speed: 739 samples/sec	time cost: 1751.530102
INFO:root:[Epoch 76] validation: err-top1=0.265306 err-top5=0.085738
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INFO:root:[Epoch 77] training: err-top1=0.313817
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INFO:root:[Epoch 77] validation: err-top1=0.264964 err-top5=0.084796
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INFO:root:[Epoch 78] training: err-top1=0.312760
INFO:root:[Epoch 78] speed: 739 samples/sec	time cost: 1751.116150
INFO:root:[Epoch 78] validation: err-top1=0.265445 err-top5=0.084395
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INFO:root:[Epoch 79] training: err-top1=0.312676
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INFO:root:[Epoch 79] validation: err-top1=0.263862 err-top5=0.085036
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INFO:root:[Epoch 80] training: err-top1=0.304657
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INFO:root:[Epoch 80] validation: err-top1=0.258769 err-top5=0.082828
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INFO:root:[Epoch 81] training: err-top1=0.302220
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INFO:root:[Epoch 81] validation: err-top1=0.259054 err-top5=0.082091
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INFO:root:[Epoch 82] training: err-top1=0.301919
INFO:root:[Epoch 82] speed: 742 samples/sec	time cost: 1743.802430
INFO:root:[Epoch 82] validation: err-top1=0.258754 err-top5=0.082171
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INFO:root:[Epoch 83] training: err-top1=0.301422
INFO:root:[Epoch 83] speed: 739 samples/sec	time cost: 1749.582707
INFO:root:[Epoch 83] validation: err-top1=0.259008 err-top5=0.082111
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INFO:root:[Epoch 84] training: err-top1=0.301058
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INFO:root:[Epoch 84] validation: err-top1=0.257973 err-top5=0.082031
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INFO:root:[Epoch 85] training: err-top1=0.300117
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INFO:root:[Epoch 85] validation: err-top1=0.258594 err-top5=0.082111
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INFO:root:[Epoch 86] training: err-top1=0.299787
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INFO:root:[Epoch 86] validation: err-top1=0.258271 err-top5=0.082450
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INFO:root:[Epoch 87] training: err-top1=0.299878
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INFO:root:[Epoch 87] validation: err-top1=0.259215 err-top5=0.082051
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INFO:root:[Epoch 88] training: err-top1=0.300599
INFO:root:[Epoch 88] speed: 742 samples/sec	time cost: 1742.742746
INFO:root:[Epoch 88] validation: err-top1=0.257412 err-top5=0.081971
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INFO:root:[Epoch 89] training: err-top1=0.299906
INFO:root:[Epoch 89] speed: 739 samples/sec	time cost: 1750.067452
INFO:root:[Epoch 89] validation: err-top1=0.257932 err-top5=0.082410
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INFO:root:[Epoch 90] training: err-top1=0.299022
INFO:root:[Epoch 90] speed: 741 samples/sec	time cost: 1745.423924
INFO:root:[Epoch 90] validation: err-top1=0.258373 err-top5=0.081911
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INFO:root:[Epoch 91] training: err-top1=0.298247
INFO:root:[Epoch 91] speed: 739 samples/sec	time cost: 1750.104576
INFO:root:[Epoch 91] validation: err-top1=0.258373 err-top5=0.082452
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INFO:root:[Epoch 92] training: err-top1=0.299040
INFO:root:[Epoch 92] speed: 741 samples/sec	time cost: 1746.329017
INFO:root:[Epoch 92] validation: err-top1=0.257872 err-top5=0.082071
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INFO:root:[Epoch 93] training: err-top1=0.298644
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INFO:root:[Epoch 93] validation: err-top1=0.257412 err-top5=0.082252
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INFO:root:[Epoch 94] training: err-top1=0.297883
INFO:root:[Epoch 94] speed: 741 samples/sec	time cost: 1745.141647
INFO:root:[Epoch 94] validation: err-top1=0.257853 err-top5=0.081631
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INFO:root:[Epoch 95] training: err-top1=0.297651
INFO:root:[Epoch 95] speed: 741 samples/sec	time cost: 1746.591580
INFO:root:[Epoch 95] validation: err-top1=0.257212 err-top5=0.082031
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INFO:root:[Epoch 96] training: err-top1=0.297552
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INFO:root:[Epoch 96] validation: err-top1=0.257514 err-top5=0.082211
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INFO:root:[Epoch 97] training: err-top1=0.297665
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INFO:root:[Epoch 97] validation: err-top1=0.257592 err-top5=0.081971
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INFO:root:[Epoch 98] training: err-top1=0.297801
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INFO:root:[Epoch 98] validation: err-top1=0.258554 err-top5=0.081310
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INFO:root:[Epoch 99] training: err-top1=0.297485
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INFO:root:[Epoch 99] validation: err-top1=0.258550 err-top5=0.082529