INFO:root:Namespace(batch_norm=False, batch_size=256, 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='resnet18_v1', momentum=0.9, num_epochs=120, num_gpus=4, num_workers=30, 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_resnet18_v1', save_frequency=10, use_pretrained=False, use_rec=True, use_se=False, warmup_epochs=5, warmup_lr=0.0, wd=0.0001)
[02:35:06] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/train.rec, use 15 threads for decoding..
[02:35:09] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/val.rec, use 15 threads for decoding..
[02:35:29] 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=0.954911
INFO:root:[Epoch 0] speed: 2761 samples/sec	time cost: 481.542281
INFO:root:[Epoch 0] validation: err-top1=0.896684 err-top5=0.731425
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INFO:root:[Epoch 1] training: err-top1=0.809812
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INFO:root:[Epoch 1] validation: err-top1=0.747748 err-top5=0.501574
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INFO:root:[Epoch 2] training: err-top1=0.706384
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INFO:root:[Epoch 2] validation: err-top1=0.666315 err-top5=0.405353
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INFO:root:[Epoch 3] training: err-top1=0.654592
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INFO:root:[Epoch 3] validation: err-top1=0.610710 err-top5=0.348354
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INFO:root:[Epoch 4] training: err-top1=0.630513
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INFO:root:[Epoch 4] validation: err-top1=0.615234 err-top5=0.349709
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INFO:root:[Epoch 5] training: err-top1=0.612549
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INFO:root:[Epoch 5] validation: err-top1=0.624491 err-top5=0.357605
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INFO:root:[Epoch 6] training: err-top1=0.596799
INFO:root:[Epoch 6] speed: 2753 samples/sec	time cost: 482.477522
INFO:root:[Epoch 6] validation: err-top1=0.617467 err-top5=0.351941
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INFO:root:[Epoch 7] training: err-top1=0.586523
INFO:root:[Epoch 7] speed: 2744 samples/sec	time cost: 484.280709
INFO:root:[Epoch 7] validation: err-top1=0.575195 err-top5=0.313317
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INFO:root:[Epoch 8] training: err-top1=0.578761
INFO:root:[Epoch 8] speed: 2758 samples/sec	time cost: 481.328487
INFO:root:[Epoch 8] validation: err-top1=0.586117 err-top5=0.322664
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INFO:root:[Epoch 9] training: err-top1=0.573821
INFO:root:[Epoch 9] speed: 2757 samples/sec	time cost: 481.441190
INFO:root:[Epoch 9] validation: err-top1=0.551638 err-top5=0.289461
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INFO:root:[Epoch 10] training: err-top1=0.568527
INFO:root:[Epoch 10] speed: 2735 samples/sec	time cost: 485.178631
INFO:root:[Epoch 10] validation: err-top1=0.531051 err-top5=0.267080
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INFO:root:[Epoch 11] training: err-top1=0.565261
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INFO:root:[Epoch 11] validation: err-top1=0.548706 err-top5=0.283488
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INFO:root:[Epoch 12] training: err-top1=0.561099
INFO:root:[Epoch 12] speed: 2742 samples/sec	time cost: 484.155820
INFO:root:[Epoch 12] validation: err-top1=0.540318 err-top5=0.279436
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INFO:root:[Epoch 13] training: err-top1=0.557948
INFO:root:[Epoch 13] speed: 2747 samples/sec	time cost: 483.081990
INFO:root:[Epoch 13] validation: err-top1=0.556800 err-top5=0.290517
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INFO:root:[Epoch 14] training: err-top1=0.555587
INFO:root:[Epoch 14] speed: 2748 samples/sec	time cost: 483.429733
INFO:root:[Epoch 14] validation: err-top1=0.560766 err-top5=0.293347
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INFO:root:[Epoch 15] training: err-top1=0.553208
INFO:root:[Epoch 15] speed: 2756 samples/sec	time cost: 481.463257
INFO:root:[Epoch 15] validation: err-top1=0.577687 err-top5=0.314254
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INFO:root:[Epoch 16] training: err-top1=0.551110
INFO:root:[Epoch 16] speed: 2751 samples/sec	time cost: 482.429259
INFO:root:[Epoch 16] validation: err-top1=0.554129 err-top5=0.286711
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INFO:root:[Epoch 17] training: err-top1=0.549501
INFO:root:[Epoch 17] speed: 2761 samples/sec	time cost: 480.764251
INFO:root:[Epoch 17] validation: err-top1=0.522725 err-top5=0.260437
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INFO:root:[Epoch 18] training: err-top1=0.547603
INFO:root:[Epoch 18] speed: 2753 samples/sec	time cost: 482.300270
INFO:root:[Epoch 18] validation: err-top1=0.516422 err-top5=0.256936
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INFO:root:[Epoch 19] training: err-top1=0.545616
INFO:root:[Epoch 19] speed: 2763 samples/sec	time cost: 480.240739
INFO:root:[Epoch 19] validation: err-top1=0.513811 err-top5=0.252989
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INFO:root:[Epoch 20] training: err-top1=0.544194
INFO:root:[Epoch 20] speed: 2759 samples/sec	time cost: 480.921613
INFO:root:[Epoch 20] validation: err-top1=0.532805 err-top5=0.268754
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INFO:root:[Epoch 21] training: err-top1=0.542319
INFO:root:[Epoch 21] speed: 2761 samples/sec	time cost: 480.871807
INFO:root:[Epoch 21] validation: err-top1=0.523557 err-top5=0.260702
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INFO:root:[Epoch 22] training: err-top1=0.541305
INFO:root:[Epoch 22] speed: 2748 samples/sec	time cost: 482.754414
INFO:root:[Epoch 22] validation: err-top1=0.527782 err-top5=0.267658
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INFO:root:[Epoch 23] training: err-top1=0.539166
INFO:root:[Epoch 23] speed: 2753 samples/sec	time cost: 481.915233
INFO:root:[Epoch 23] validation: err-top1=0.543437 err-top5=0.279541
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INFO:root:[Epoch 24] training: err-top1=0.538424
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INFO:root:[Epoch 24] validation: err-top1=0.516462 err-top5=0.254345
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INFO:root:[Epoch 25] training: err-top1=0.536886
INFO:root:[Epoch 25] speed: 2764 samples/sec	time cost: 480.086447
INFO:root:[Epoch 25] validation: err-top1=0.516462 err-top5=0.259447
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INFO:root:[Epoch 26] training: err-top1=0.535417
INFO:root:[Epoch 26] speed: 2761 samples/sec	time cost: 480.583998
INFO:root:[Epoch 26] validation: err-top1=0.521604 err-top5=0.258311
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INFO:root:[Epoch 27] training: err-top1=0.533718
INFO:root:[Epoch 27] speed: 2750 samples/sec	time cost: 482.288849
INFO:root:[Epoch 27] validation: err-top1=0.530871 err-top5=0.267997
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INFO:root:[Epoch 28] training: err-top1=0.532936
INFO:root:[Epoch 28] speed: 2759 samples/sec	time cost: 481.526418
INFO:root:[Epoch 28] validation: err-top1=0.545380 err-top5=0.280672
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INFO:root:[Epoch 29] training: err-top1=0.532161
INFO:root:[Epoch 29] speed: 2747 samples/sec	time cost: 482.896961
INFO:root:[Epoch 29] validation: err-top1=0.547994 err-top5=0.288574
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INFO:root:[Epoch 30] training: err-top1=0.529923
INFO:root:[Epoch 30] speed: 2756 samples/sec	time cost: 481.549416
INFO:root:[Epoch 30] validation: err-top1=0.536093 err-top5=0.272740
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INFO:root:[Epoch 31] training: err-top1=0.528856
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INFO:root:[Epoch 31] validation: err-top1=0.516940 err-top5=0.255700
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INFO:root:[Epoch 32] training: err-top1=0.527483
INFO:root:[Epoch 32] speed: 2751 samples/sec	time cost: 482.376490
INFO:root:[Epoch 32] validation: err-top1=0.497389 err-top5=0.240573
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INFO:root:[Epoch 33] training: err-top1=0.526879
INFO:root:[Epoch 33] speed: 2761 samples/sec	time cost: 480.670982
INFO:root:[Epoch 33] validation: err-top1=0.499143 err-top5=0.237444
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INFO:root:[Epoch 34] training: err-top1=0.526066
INFO:root:[Epoch 34] speed: 2756 samples/sec	time cost: 481.116960
INFO:root:[Epoch 34] validation: err-top1=0.492086 err-top5=0.238464
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INFO:root:[Epoch 35] training: err-top1=0.523369
INFO:root:[Epoch 35] speed: 2767 samples/sec	time cost: 480.401232
INFO:root:[Epoch 35] validation: err-top1=0.517120 err-top5=0.257494
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INFO:root:[Epoch 36] training: err-top1=0.522425
INFO:root:[Epoch 36] speed: 2750 samples/sec	time cost: 482.603930
INFO:root:[Epoch 36] validation: err-top1=0.499701 err-top5=0.239298
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INFO:root:[Epoch 37] training: err-top1=0.520443
INFO:root:[Epoch 37] speed: 2766 samples/sec	time cost: 479.871781
INFO:root:[Epoch 37] validation: err-top1=0.521783 err-top5=0.260383
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INFO:root:[Epoch 38] training: err-top1=0.519555
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INFO:root:[Epoch 38] validation: err-top1=0.498366 err-top5=0.244619
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INFO:root:[Epoch 39] training: err-top1=0.518403
INFO:root:[Epoch 39] speed: 2771 samples/sec	time cost: 479.123695
INFO:root:[Epoch 39] validation: err-top1=0.512536 err-top5=0.256577
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INFO:root:[Epoch 40] training: err-top1=0.516905
INFO:root:[Epoch 40] speed: 2746 samples/sec	time cost: 483.132376
INFO:root:[Epoch 40] validation: err-top1=0.493591 err-top5=0.234049
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INFO:root:[Epoch 41] training: err-top1=0.515325
INFO:root:[Epoch 41] speed: 2768 samples/sec	time cost: 479.574157
INFO:root:[Epoch 41] validation: err-top1=0.500737 err-top5=0.243244
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INFO:root:[Epoch 42] training: err-top1=0.514139
INFO:root:[Epoch 42] speed: 2762 samples/sec	time cost: 480.935001
INFO:root:[Epoch 42] validation: err-top1=0.498904 err-top5=0.241689
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INFO:root:[Epoch 43] training: err-top1=0.512149
INFO:root:[Epoch 43] speed: 2770 samples/sec	time cost: 479.252854
INFO:root:[Epoch 43] validation: err-top1=0.497967 err-top5=0.238859
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INFO:root:[Epoch 44] training: err-top1=0.510981
INFO:root:[Epoch 44] speed: 2751 samples/sec	time cost: 482.231693
INFO:root:[Epoch 44] validation: err-top1=0.498665 err-top5=0.240733
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INFO:root:[Epoch 45] training: err-top1=0.509421
INFO:root:[Epoch 45] speed: 2754 samples/sec	time cost: 482.025522
INFO:root:[Epoch 45] validation: err-top1=0.484375 err-top5=0.230568
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INFO:root:[Epoch 46] training: err-top1=0.508253
INFO:root:[Epoch 46] speed: 2752 samples/sec	time cost: 482.473926
INFO:root:[Epoch 46] validation: err-top1=0.481995 err-top5=0.228292
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INFO:root:[Epoch 47] training: err-top1=0.506172
INFO:root:[Epoch 47] speed: 2771 samples/sec	time cost: 479.286821
INFO:root:[Epoch 47] validation: err-top1=0.480827 err-top5=0.226124
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INFO:root:[Epoch 48] training: err-top1=0.504357
INFO:root:[Epoch 48] speed: 2759 samples/sec	time cost: 480.980853
INFO:root:[Epoch 48] validation: err-top1=0.476423 err-top5=0.222098
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INFO:root:[Epoch 49] training: err-top1=0.502375
INFO:root:[Epoch 49] speed: 2753 samples/sec	time cost: 481.835153
INFO:root:[Epoch 49] validation: err-top1=0.469328 err-top5=0.217933
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INFO:root:[Epoch 50] training: err-top1=0.501112
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INFO:root:[Epoch 50] validation: err-top1=0.467853 err-top5=0.217694
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INFO:root:[Epoch 51] training: err-top1=0.499770
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INFO:root:[Epoch 51] validation: err-top1=0.489696 err-top5=0.233817
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INFO:root:[Epoch 52] training: err-top1=0.497403
INFO:root:[Epoch 52] speed: 2767 samples/sec	time cost: 479.746149
INFO:root:[Epoch 52] validation: err-top1=0.475728 err-top5=0.225301
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INFO:root:[Epoch 53] training: err-top1=0.495446
INFO:root:[Epoch 53] speed: 2758 samples/sec	time cost: 481.272290
INFO:root:[Epoch 53] validation: err-top1=0.493762 err-top5=0.236428
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INFO:root:[Epoch 54] training: err-top1=0.493843
INFO:root:[Epoch 54] speed: 2759 samples/sec	time cost: 480.868249
INFO:root:[Epoch 54] validation: err-top1=0.469049 err-top5=0.220085
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INFO:root:[Epoch 55] training: err-top1=0.492165
INFO:root:[Epoch 55] speed: 2763 samples/sec	time cost: 480.291331
INFO:root:[Epoch 55] validation: err-top1=0.466079 err-top5=0.215482
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INFO:root:[Epoch 56] training: err-top1=0.489957
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INFO:root:[Epoch 56] validation: err-top1=0.469707 err-top5=0.216897
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INFO:root:[Epoch 57] training: err-top1=0.488649
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INFO:root:[Epoch 57] validation: err-top1=0.475207 err-top5=0.222975
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INFO:root:[Epoch 58] training: err-top1=0.486812
INFO:root:[Epoch 58] speed: 2755 samples/sec	time cost: 481.630689
INFO:root:[Epoch 58] validation: err-top1=0.467896 err-top5=0.216309
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INFO:root:[Epoch 59] training: err-top1=0.484569
INFO:root:[Epoch 59] speed: 2758 samples/sec	time cost: 481.456938
INFO:root:[Epoch 59] validation: err-top1=0.476124 err-top5=0.224330
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INFO:root:[Epoch 60] training: err-top1=0.483067
INFO:root:[Epoch 60] speed: 2761 samples/sec	time cost: 480.615142
INFO:root:[Epoch 60] validation: err-top1=0.467554 err-top5=0.217594
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INFO:root:[Epoch 61] training: err-top1=0.480996
INFO:root:[Epoch 61] speed: 2757 samples/sec	time cost: 481.414136
INFO:root:[Epoch 61] validation: err-top1=0.460081 err-top5=0.215860
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INFO:root:[Epoch 62] training: err-top1=0.477993
INFO:root:[Epoch 62] speed: 2751 samples/sec	time cost: 482.100993
INFO:root:[Epoch 62] validation: err-top1=0.469428 err-top5=0.219348
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INFO:root:[Epoch 63] training: err-top1=0.475713
INFO:root:[Epoch 63] speed: 2761 samples/sec	time cost: 480.164479
INFO:root:[Epoch 63] validation: err-top1=0.455668 err-top5=0.205587
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INFO:root:[Epoch 64] training: err-top1=0.474211
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INFO:root:[Epoch 64] validation: err-top1=0.444794 err-top5=0.196468
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INFO:root:[Epoch 65] training: err-top1=0.471727
INFO:root:[Epoch 65] speed: 2749 samples/sec	time cost: 482.671031
INFO:root:[Epoch 65] validation: err-top1=0.450076 err-top5=0.202906
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INFO:root:[Epoch 66] training: err-top1=0.469643
INFO:root:[Epoch 66] speed: 2760 samples/sec	time cost: 481.022901
INFO:root:[Epoch 66] validation: err-top1=0.447505 err-top5=0.199478
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INFO:root:[Epoch 67] training: err-top1=0.467592
INFO:root:[Epoch 67] speed: 2761 samples/sec	time cost: 480.684126
INFO:root:[Epoch 67] validation: err-top1=0.439174 err-top5=0.194555
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INFO:root:[Epoch 68] training: err-top1=0.465210
INFO:root:[Epoch 68] speed: 2769 samples/sec	time cost: 479.165769
INFO:root:[Epoch 68] validation: err-top1=0.436563 err-top5=0.193738
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INFO:root:[Epoch 69] training: err-top1=0.463036
INFO:root:[Epoch 69] speed: 2758 samples/sec	time cost: 480.767205
INFO:root:[Epoch 69] validation: err-top1=0.450114 err-top5=0.204854
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INFO:root:[Epoch 70] training: err-top1=0.460672
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INFO:root:[Epoch 70] validation: err-top1=0.433793 err-top5=0.192303
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INFO:root:[Epoch 71] training: err-top1=0.458411
INFO:root:[Epoch 71] speed: 2770 samples/sec	time cost: 479.656739
INFO:root:[Epoch 71] validation: err-top1=0.430784 err-top5=0.189055
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INFO:root:[Epoch 72] training: err-top1=0.455294
INFO:root:[Epoch 72] speed: 2752 samples/sec	time cost: 482.286534
INFO:root:[Epoch 72] validation: err-top1=0.426877 err-top5=0.187799
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INFO:root:[Epoch 73] training: err-top1=0.452679
INFO:root:[Epoch 73] speed: 2755 samples/sec	time cost: 481.674647
INFO:root:[Epoch 73] validation: err-top1=0.420340 err-top5=0.186205
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INFO:root:[Epoch 74] training: err-top1=0.450359
INFO:root:[Epoch 74] speed: 2753 samples/sec	time cost: 482.175528
INFO:root:[Epoch 74] validation: err-top1=0.432298 err-top5=0.191805
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INFO:root:[Epoch 75] training: err-top1=0.447503
INFO:root:[Epoch 75] speed: 2768 samples/sec	time cost: 479.466537
INFO:root:[Epoch 75] validation: err-top1=0.429016 err-top5=0.185974
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INFO:root:[Epoch 76] training: err-top1=0.444789
INFO:root:[Epoch 76] speed: 2762 samples/sec	time cost: 480.753030
INFO:root:[Epoch 76] validation: err-top1=0.418786 err-top5=0.180525
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INFO:root:[Epoch 77] training: err-top1=0.442725
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INFO:root:[Epoch 77] validation: err-top1=0.420141 err-top5=0.183454
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INFO:root:[Epoch 78] training: err-top1=0.439403
INFO:root:[Epoch 78] speed: 2756 samples/sec	time cost: 481.804119
INFO:root:[Epoch 78] validation: err-top1=0.409060 err-top5=0.174067
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INFO:root:[Epoch 79] training: err-top1=0.436567
INFO:root:[Epoch 79] speed: 2766 samples/sec	time cost: 479.579593
INFO:root:[Epoch 79] validation: err-top1=0.412229 err-top5=0.178811
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INFO:root:[Epoch 80] training: err-top1=0.434011
INFO:root:[Epoch 80] speed: 2762 samples/sec	time cost: 480.509307
INFO:root:[Epoch 80] validation: err-top1=0.403300 err-top5=0.171456
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INFO:root:[Epoch 81] training: err-top1=0.430549
INFO:root:[Epoch 81] speed: 2773 samples/sec	time cost: 478.745279
INFO:root:[Epoch 81] validation: err-top1=0.394694 err-top5=0.164490
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INFO:root:[Epoch 82] training: err-top1=0.428167
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INFO:root:[Epoch 82] validation: err-top1=0.396684 err-top5=0.165996
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INFO:root:[Epoch 83] training: err-top1=0.424684
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INFO:root:[Epoch 83] validation: err-top1=0.405094 err-top5=0.171676
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INFO:root:[Epoch 84] training: err-top1=0.421359
INFO:root:[Epoch 84] speed: 2755 samples/sec	time cost: 481.514205
INFO:root:[Epoch 84] validation: err-top1=0.391163 err-top5=0.161272
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INFO:root:[Epoch 85] training: err-top1=0.418287
INFO:root:[Epoch 85] speed: 2761 samples/sec	time cost: 480.765036
INFO:root:[Epoch 85] validation: err-top1=0.390944 err-top5=0.160814
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INFO:root:[Epoch 86] training: err-top1=0.414964
INFO:root:[Epoch 86] speed: 2760 samples/sec	time cost: 480.850497
INFO:root:[Epoch 86] validation: err-top1=0.392498 err-top5=0.159538
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INFO:root:[Epoch 87] training: err-top1=0.411462
INFO:root:[Epoch 87] speed: 2759 samples/sec	time cost: 480.944210
INFO:root:[Epoch 87] validation: err-top1=0.380493 err-top5=0.152100
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INFO:root:[Epoch 88] training: err-top1=0.408346
INFO:root:[Epoch 88] speed: 2767 samples/sec	time cost: 479.795071
INFO:root:[Epoch 88] validation: err-top1=0.383490 err-top5=0.158801
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INFO:root:[Epoch 89] training: err-top1=0.404693
INFO:root:[Epoch 89] speed: 2764 samples/sec	time cost: 480.045148
INFO:root:[Epoch 89] validation: err-top1=0.375319 err-top5=0.153400
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INFO:root:[Epoch 90] training: err-top1=0.401064
INFO:root:[Epoch 90] speed: 2756 samples/sec	time cost: 481.435555
INFO:root:[Epoch 90] validation: err-top1=0.368782 err-top5=0.147321
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INFO:root:[Epoch 91] training: err-top1=0.397876
INFO:root:[Epoch 91] speed: 2754 samples/sec	time cost: 481.414128
INFO:root:[Epoch 91] validation: err-top1=0.360033 err-top5=0.143674
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INFO:root:[Epoch 92] training: err-top1=0.393800
INFO:root:[Epoch 92] speed: 2753 samples/sec	time cost: 481.947852
INFO:root:[Epoch 92] validation: err-top1=0.357282 err-top5=0.143316
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INFO:root:[Epoch 93] training: err-top1=0.389955
INFO:root:[Epoch 93] speed: 2753 samples/sec	time cost: 482.339265
INFO:root:[Epoch 93] validation: err-top1=0.365072 err-top5=0.145528
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INFO:root:[Epoch 94] training: err-top1=0.386327
INFO:root:[Epoch 94] speed: 2748 samples/sec	time cost: 483.029673
INFO:root:[Epoch 94] validation: err-top1=0.355708 err-top5=0.137337
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INFO:root:[Epoch 95] training: err-top1=0.381356
INFO:root:[Epoch 95] speed: 2756 samples/sec	time cost: 481.459345
INFO:root:[Epoch 95] validation: err-top1=0.352778 err-top5=0.138951
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INFO:root:[Epoch 96] training: err-top1=0.378526
INFO:root:[Epoch 96] speed: 2753 samples/sec	time cost: 481.970838
INFO:root:[Epoch 96] validation: err-top1=0.345783 err-top5=0.135643
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INFO:root:[Epoch 97] training: err-top1=0.373739
INFO:root:[Epoch 97] speed: 2754 samples/sec	time cost: 481.762275
INFO:root:[Epoch 97] validation: err-top1=0.343132 err-top5=0.131099
INFO:root:Epoch[98] Batch [49]	Speed: 2766.457877 samples/sec	top1-err=0.362988	lr=0.034925
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INFO:root:[Epoch 98] training: err-top1=0.369951
INFO:root:[Epoch 98] speed: 2749 samples/sec	time cost: 482.271787
INFO:root:[Epoch 98] validation: err-top1=0.343933 err-top5=0.130432
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INFO:root:[Epoch 99] training: err-top1=0.365344
INFO:root:[Epoch 99] speed: 2759 samples/sec	time cost: 481.315412
INFO:root:[Epoch 99] validation: err-top1=0.346819 err-top5=0.134347
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INFO:root:[Epoch 100] training: err-top1=0.361313
INFO:root:[Epoch 100] speed: 2764 samples/sec	time cost: 480.492103
INFO:root:[Epoch 100] validation: err-top1=0.330756 err-top5=0.124960
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INFO:root:[Epoch 101] training: err-top1=0.356844
INFO:root:[Epoch 101] speed: 2744 samples/sec	time cost: 483.600662
INFO:root:[Epoch 101] validation: err-top1=0.330377 err-top5=0.123505
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INFO:root:[Epoch 102] training: err-top1=0.352142
INFO:root:[Epoch 102] speed: 2760 samples/sec	time cost: 480.735149
INFO:root:[Epoch 102] validation: err-top1=0.324079 err-top5=0.120117
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INFO:root:[Epoch 103] training: err-top1=0.347549
INFO:root:[Epoch 103] speed: 2765 samples/sec	time cost: 479.866364
INFO:root:[Epoch 103] validation: err-top1=0.322983 err-top5=0.118443
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INFO:root:[Epoch 104] training: err-top1=0.343705
INFO:root:[Epoch 104] speed: 2766 samples/sec	time cost: 479.578523
INFO:root:[Epoch 104] validation: err-top1=0.321859 err-top5=0.118245
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INFO:root:[Epoch 105] training: err-top1=0.338759
INFO:root:[Epoch 105] speed: 2755 samples/sec	time cost: 481.760281
INFO:root:[Epoch 105] validation: err-top1=0.316805 err-top5=0.115195
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INFO:root:[Epoch 106] training: err-top1=0.334869
INFO:root:[Epoch 106] speed: 2760 samples/sec	time cost: 480.827002
INFO:root:[Epoch 106] validation: err-top1=0.310148 err-top5=0.111488
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INFO:root:[Epoch 107] training: err-top1=0.330506
INFO:root:[Epoch 107] speed: 2761 samples/sec	time cost: 481.092096
INFO:root:[Epoch 107] validation: err-top1=0.316346 err-top5=0.113979
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INFO:root:[Epoch 108] training: err-top1=0.326717
INFO:root:[Epoch 108] speed: 2755 samples/sec	time cost: 481.610620
INFO:root:[Epoch 108] validation: err-top1=0.305903 err-top5=0.110112
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INFO:root:[Epoch 109] training: err-top1=0.321575
INFO:root:[Epoch 109] speed: 2760 samples/sec	time cost: 480.716332
INFO:root:[Epoch 109] validation: err-top1=0.305804 err-top5=0.108697
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INFO:root:[Epoch 110] training: err-top1=0.317736
INFO:root:[Epoch 110] speed: 2759 samples/sec	time cost: 481.163746
INFO:root:[Epoch 110] validation: err-top1=0.300110 err-top5=0.106364
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INFO:root:[Epoch 111] training: err-top1=0.313889
INFO:root:[Epoch 111] speed: 2760 samples/sec	time cost: 481.208117
INFO:root:[Epoch 111] validation: err-top1=0.298609 err-top5=0.105469
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INFO:root:[Epoch 112] training: err-top1=0.310591
INFO:root:[Epoch 112] speed: 2764 samples/sec	time cost: 480.090258
INFO:root:[Epoch 112] validation: err-top1=0.297513 err-top5=0.103675
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INFO:root:[Epoch 113] training: err-top1=0.308328
INFO:root:[Epoch 113] speed: 2759 samples/sec	time cost: 480.860372
INFO:root:[Epoch 113] validation: err-top1=0.293048 err-top5=0.103017
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INFO:root:[Epoch 114] training: err-top1=0.304812
INFO:root:[Epoch 114] speed: 2769 samples/sec	time cost: 479.526046
INFO:root:[Epoch 114] validation: err-top1=0.293905 err-top5=0.102619
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INFO:root:[Epoch 115] training: err-top1=0.302670
INFO:root:[Epoch 115] speed: 2764 samples/sec	time cost: 480.083038
INFO:root:[Epoch 115] validation: err-top1=0.293029 err-top5=0.101842
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INFO:root:[Epoch 116] training: err-top1=0.301212
INFO:root:[Epoch 116] speed: 2757 samples/sec	time cost: 481.454322
INFO:root:[Epoch 116] validation: err-top1=0.291382 err-top5=0.101278
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INFO:root:Epoch[117] Batch [1099]	Speed: 2806.503778 samples/sec	top1-err=0.299047	lr=0.000336
INFO:root:Epoch[117] Batch [1149]	Speed: 2689.918050 samples/sec	top1-err=0.298991	lr=0.000323
INFO:root:Epoch[117] Batch [1199]	Speed: 2743.331664 samples/sec	top1-err=0.299009	lr=0.000311
INFO:root:Epoch[117] Batch [1249]	Speed: 2758.784213 samples/sec	top1-err=0.298980	lr=0.000299
INFO:root:[Epoch 117] training: err-top1=0.298994
INFO:root:[Epoch 117] speed: 2752 samples/sec	time cost: 482.485880
INFO:root:[Epoch 117] validation: err-top1=0.290677 err-top5=0.100586
INFO:root:Epoch[118] Batch [49]	Speed: 2618.776469 samples/sec	top1-err=0.299922	lr=0.000287
INFO:root:Epoch[118] Batch [99]	Speed: 2801.999449 samples/sec	top1-err=0.301279	lr=0.000275
INFO:root:Epoch[118] Batch [149]	Speed: 2788.960991 samples/sec	top1-err=0.301348	lr=0.000264
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INFO:root:Epoch[118] Batch [249]	Speed: 2812.358679 samples/sec	top1-err=0.300121	lr=0.000242
INFO:root:Epoch[118] Batch [299]	Speed: 2738.739770 samples/sec	top1-err=0.299375	lr=0.000231
INFO:root:Epoch[118] Batch [349]	Speed: 2700.205475 samples/sec	top1-err=0.299252	lr=0.000221
INFO:root:Epoch[118] Batch [399]	Speed: 2776.217659 samples/sec	top1-err=0.299050	lr=0.000211
INFO:root:Epoch[118] Batch [449]	Speed: 2704.843274 samples/sec	top1-err=0.298961	lr=0.000201
INFO:root:Epoch[118] Batch [499]	Speed: 2777.307070 samples/sec	top1-err=0.299082	lr=0.000191
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INFO:root:Epoch[118] Batch [599]	Speed: 2785.945309 samples/sec	top1-err=0.299395	lr=0.000173
INFO:root:Epoch[118] Batch [649]	Speed: 2764.611081 samples/sec	top1-err=0.299171	lr=0.000164
INFO:root:Epoch[118] Batch [699]	Speed: 2712.826248 samples/sec	top1-err=0.299129	lr=0.000155
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INFO:root:Epoch[118] Batch [999]	Speed: 2728.212451 samples/sec	top1-err=0.299253	lr=0.000108
INFO:root:Epoch[118] Batch [1049]	Speed: 2709.789867 samples/sec	top1-err=0.299168	lr=0.000101
INFO:root:Epoch[118] Batch [1099]	Speed: 2739.228392 samples/sec	top1-err=0.299234	lr=0.000094
INFO:root:Epoch[118] Batch [1149]	Speed: 2753.512009 samples/sec	top1-err=0.299178	lr=0.000087
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INFO:root:Epoch[118] Batch [1249]	Speed: 2795.624431 samples/sec	top1-err=0.299255	lr=0.000075
INFO:root:[Epoch 118] training: err-top1=0.299262
INFO:root:[Epoch 118] speed: 2750 samples/sec	time cost: 482.327945
INFO:root:[Epoch 118] validation: err-top1=0.290338 err-top5=0.100486
INFO:root:Epoch[119] Batch [49]	Speed: 2722.992462 samples/sec	top1-err=0.298652	lr=0.000069
INFO:root:Epoch[119] Batch [99]	Speed: 2691.773323 samples/sec	top1-err=0.299258	lr=0.000063
INFO:root:Epoch[119] Batch [149]	Speed: 2839.867365 samples/sec	top1-err=0.299655	lr=0.000058
INFO:root:Epoch[119] Batch [199]	Speed: 2762.201264 samples/sec	top1-err=0.298799	lr=0.000053
INFO:root:Epoch[119] Batch [249]	Speed: 2809.085873 samples/sec	top1-err=0.298117	lr=0.000048
INFO:root:Epoch[119] Batch [299]	Speed: 2765.250583 samples/sec	top1-err=0.298799	lr=0.000043
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INFO:root:Epoch[119] Batch [399]	Speed: 2744.343157 samples/sec	top1-err=0.298745	lr=0.000035
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INFO:root:Epoch[119] Batch [599]	Speed: 2810.155565 samples/sec	top1-err=0.298117	lr=0.000020
INFO:root:Epoch[119] Batch [649]	Speed: 2832.962457 samples/sec	top1-err=0.298023	lr=0.000017
INFO:root:Epoch[119] Batch [699]	Speed: 2763.077043 samples/sec	top1-err=0.297821	lr=0.000015
INFO:root:Epoch[119] Batch [749]	Speed: 2798.524093 samples/sec	top1-err=0.297900	lr=0.000012
INFO:root:Epoch[119] Batch [799]	Speed: 2717.654387 samples/sec	top1-err=0.298059	lr=0.000010
INFO:root:Epoch[119] Batch [849]	Speed: 2709.363133 samples/sec	top1-err=0.298185	lr=0.000008
INFO:root:Epoch[119] Batch [899]	Speed: 2792.682832 samples/sec	top1-err=0.298038	lr=0.000006
INFO:root:Epoch[119] Batch [949]	Speed: 2787.816313 samples/sec	top1-err=0.298162	lr=0.000004
INFO:root:Epoch[119] Batch [999]	Speed: 2746.758299 samples/sec	top1-err=0.298096	lr=0.000003
INFO:root:Epoch[119] Batch [1049]	Speed: 2743.519799 samples/sec	top1-err=0.298016	lr=0.000002
INFO:root:Epoch[119] Batch [1099]	Speed: 2770.160132 samples/sec	top1-err=0.298100	lr=0.000001
INFO:root:Epoch[119] Batch [1149]	Speed: 2718.994137 samples/sec	top1-err=0.298058	lr=0.000000
INFO:root:Epoch[119] Batch [1199]	Speed: 2734.221740 samples/sec	top1-err=0.298004	lr=0.000000
INFO:root:Epoch[119] Batch [1249]	Speed: 2720.403270 samples/sec	top1-err=0.298042	lr=0.000000
INFO:root:[Epoch 119] training: err-top1=0.298037
INFO:root:[Epoch 119] speed: 2758 samples/sec	time cost: 481.111983
INFO:root:[Epoch 119] validation: err-top1=0.290976 err-top5=0.100706