INFO:root:Namespace(batch_norm=False, batch_size=256, data_dir='~/.mxnet/datasets/imagenet', dtype='float32', last_gamma=True, 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_v1b', 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_v1b', save_frequency=10, use_pretrained=False, use_rec=True, use_se=False, warmup_epochs=5, warmup_lr=0.0, wd=0.0001)
[18:59:42] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/train.rec, use 15 threads for decoding..
[18:59:45] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/val.rec, use 15 threads for decoding..
[19:00:05] 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=0.955344
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INFO:root:[Epoch 0] validation: err-top1=0.904636 err-top5=0.749422
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INFO:root:[Epoch 1] training: err-top1=0.810888
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INFO:root:[Epoch 1] validation: err-top1=0.759825 err-top5=0.530672
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INFO:root:[Epoch 2] training: err-top1=0.707928
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INFO:root:[Epoch 2] validation: err-top1=0.665517 err-top5=0.402563
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INFO:root:[Epoch 3] training: err-top1=0.655806
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INFO:root:[Epoch 3] validation: err-top1=0.637416 err-top5=0.373306
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INFO:root:[Epoch 4] training: err-top1=0.630277
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INFO:root:[Epoch 4] validation: err-top1=0.669165 err-top5=0.410475
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INFO:root:[Epoch 5] training: err-top1=0.611670
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INFO:root:[Epoch 5] validation: err-top1=0.587138 err-top5=0.318156
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INFO:root:[Epoch 6] training: err-top1=0.596198
INFO:root:[Epoch 6] speed: 2752 samples/sec	time cost: 482.293689
INFO:root:[Epoch 6] validation: err-top1=0.597397 err-top5=0.332629
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INFO:root:[Epoch 7] training: err-top1=0.586047
INFO:root:[Epoch 7] speed: 2746 samples/sec	time cost: 483.759572
INFO:root:[Epoch 7] validation: err-top1=0.586217 err-top5=0.323083
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INFO:root:[Epoch 8] training: err-top1=0.577828
INFO:root:[Epoch 8] speed: 2760 samples/sec	time cost: 480.775026
INFO:root:[Epoch 8] validation: err-top1=0.592833 err-top5=0.330915
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INFO:root:[Epoch 9] training: err-top1=0.572890
INFO:root:[Epoch 9] speed: 2752 samples/sec	time cost: 482.069415
INFO:root:[Epoch 9] validation: err-top1=0.564433 err-top5=0.297612
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INFO:root:[Epoch 10] training: err-top1=0.568181
INFO:root:[Epoch 10] speed: 2744 samples/sec	time cost: 483.685057
INFO:root:[Epoch 10] validation: err-top1=0.579560 err-top5=0.317223
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INFO:root:[Epoch 11] training: err-top1=0.564068
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INFO:root:[Epoch 11] validation: err-top1=0.567139 err-top5=0.309184
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INFO:root:[Epoch 12] training: err-top1=0.560762
INFO:root:[Epoch 12] speed: 2758 samples/sec	time cost: 481.357307
INFO:root:[Epoch 12] validation: err-top1=0.545779 err-top5=0.282366
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INFO:root:[Epoch 13] training: err-top1=0.557866
INFO:root:[Epoch 13] speed: 2748 samples/sec	time cost: 482.909847
INFO:root:[Epoch 13] validation: err-top1=0.541932 err-top5=0.281808
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INFO:root:[Epoch 14] training: err-top1=0.555157
INFO:root:[Epoch 14] speed: 2753 samples/sec	time cost: 482.348076
INFO:root:[Epoch 14] validation: err-top1=0.558494 err-top5=0.293447
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INFO:root:[Epoch 15] training: err-top1=0.553428
INFO:root:[Epoch 15] speed: 2760 samples/sec	time cost: 480.772647
INFO:root:[Epoch 15] validation: err-top1=0.544703 err-top5=0.281509
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INFO:root:[Epoch 16] training: err-top1=0.550476
INFO:root:[Epoch 16] speed: 2744 samples/sec	time cost: 483.477581
INFO:root:[Epoch 16] validation: err-top1=0.553591 err-top5=0.289023
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INFO:root:[Epoch 17] training: err-top1=0.549082
INFO:root:[Epoch 17] speed: 2760 samples/sec	time cost: 480.959902
INFO:root:[Epoch 17] validation: err-top1=0.539327 err-top5=0.278320
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INFO:root:[Epoch 18] training: err-top1=0.546695
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INFO:root:[Epoch 18] validation: err-top1=0.524932 err-top5=0.264469
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INFO:root:[Epoch 19] training: err-top1=0.545147
INFO:root:[Epoch 19] speed: 2753 samples/sec	time cost: 481.925195
INFO:root:[Epoch 19] validation: err-top1=0.551758 err-top5=0.289262
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INFO:root:[Epoch 20] training: err-top1=0.544185
INFO:root:[Epoch 20] speed: 2754 samples/sec	time cost: 481.918729
INFO:root:[Epoch 20] validation: err-top1=0.527085 err-top5=0.262456
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INFO:root:[Epoch 21] training: err-top1=0.541897
INFO:root:[Epoch 21] speed: 2755 samples/sec	time cost: 481.816297
INFO:root:[Epoch 21] validation: err-top1=0.526905 err-top5=0.264051
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INFO:root:[Epoch 22] training: err-top1=0.540581
INFO:root:[Epoch 22] speed: 2741 samples/sec	time cost: 484.084207
INFO:root:[Epoch 22] validation: err-top1=0.529636 err-top5=0.265107
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INFO:root:[Epoch 23] training: err-top1=0.539616
INFO:root:[Epoch 23] speed: 2757 samples/sec	time cost: 481.226138
INFO:root:[Epoch 23] validation: err-top1=0.562785 err-top5=0.294474
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INFO:root:[Epoch 24] training: err-top1=0.537763
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INFO:root:[Epoch 24] validation: err-top1=0.545221 err-top5=0.282984
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INFO:root:[Epoch 25] training: err-top1=0.536283
INFO:root:[Epoch 25] speed: 2764 samples/sec	time cost: 480.065184
INFO:root:[Epoch 25] validation: err-top1=0.524673 err-top5=0.263413
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INFO:root:[Epoch 26] training: err-top1=0.535559
INFO:root:[Epoch 26] speed: 2760 samples/sec	time cost: 481.039184
INFO:root:[Epoch 26] validation: err-top1=0.512994 err-top5=0.255002
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INFO:root:[Epoch 27] training: err-top1=0.534027
INFO:root:[Epoch 27] speed: 2750 samples/sec	time cost: 482.188873
INFO:root:[Epoch 27] validation: err-top1=0.539700 err-top5=0.278799
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INFO:root:[Epoch 28] training: err-top1=0.532377
INFO:root:[Epoch 28] speed: 2759 samples/sec	time cost: 481.383875
INFO:root:[Epoch 28] validation: err-top1=0.512117 err-top5=0.255381
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INFO:root:[Epoch 29] training: err-top1=0.531472
INFO:root:[Epoch 29] speed: 2755 samples/sec	time cost: 481.442948
INFO:root:[Epoch 29] validation: err-top1=0.555990 err-top5=0.291117
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INFO:root:[Epoch 30] training: err-top1=0.530202
INFO:root:[Epoch 30] speed: 2762 samples/sec	time cost: 480.735766
INFO:root:[Epoch 30] validation: err-top1=0.508968 err-top5=0.249781
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INFO:root:[Epoch 31] training: err-top1=0.528679
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INFO:root:[Epoch 31] validation: err-top1=0.525430 err-top5=0.264748
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INFO:root:[Epoch 32] training: err-top1=0.527887
INFO:root:[Epoch 32] speed: 2752 samples/sec	time cost: 482.283227
INFO:root:[Epoch 32] validation: err-top1=0.505899 err-top5=0.243722
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INFO:root:[Epoch 33] training: err-top1=0.526060
INFO:root:[Epoch 33] speed: 2749 samples/sec	time cost: 482.605234
INFO:root:[Epoch 33] validation: err-top1=0.525032 err-top5=0.262616
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INFO:root:[Epoch 34] training: err-top1=0.524656
INFO:root:[Epoch 34] speed: 2759 samples/sec	time cost: 480.613690
INFO:root:[Epoch 34] validation: err-top1=0.494405 err-top5=0.238932
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INFO:root:[Epoch 35] training: err-top1=0.523115
INFO:root:[Epoch 35] speed: 2765 samples/sec	time cost: 480.826950
INFO:root:[Epoch 35] validation: err-top1=0.495197 err-top5=0.242486
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INFO:root:[Epoch 36] training: err-top1=0.521989
INFO:root:[Epoch 36] speed: 2753 samples/sec	time cost: 482.002942
INFO:root:[Epoch 36] validation: err-top1=0.515944 err-top5=0.257175
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INFO:root:[Epoch 37] training: err-top1=0.520851
INFO:root:[Epoch 37] speed: 2760 samples/sec	time cost: 480.969858
INFO:root:[Epoch 37] validation: err-top1=0.524075 err-top5=0.265067
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INFO:root:[Epoch 38] training: err-top1=0.519806
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INFO:root:[Epoch 38] validation: err-top1=0.523318 err-top5=0.263971
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INFO:root:[Epoch 39] training: err-top1=0.518618
INFO:root:[Epoch 39] speed: 2760 samples/sec	time cost: 480.919191
INFO:root:[Epoch 39] validation: err-top1=0.491291 err-top5=0.234754
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INFO:root:[Epoch 40] training: err-top1=0.516054
INFO:root:[Epoch 40] speed: 2751 samples/sec	time cost: 482.242330
INFO:root:[Epoch 40] validation: err-top1=0.506205 err-top5=0.246460
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INFO:root:[Epoch 41] training: err-top1=0.515244
INFO:root:[Epoch 41] speed: 2761 samples/sec	time cost: 480.827626
INFO:root:[Epoch 41] validation: err-top1=0.492805 err-top5=0.237584
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INFO:root:[Epoch 42] training: err-top1=0.513098
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INFO:root:[Epoch 42] validation: err-top1=0.520867 err-top5=0.265167
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INFO:root:[Epoch 43] training: err-top1=0.511851
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INFO:root:[Epoch 43] validation: err-top1=0.521405 err-top5=0.258550
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INFO:root:[Epoch 44] training: err-top1=0.510766
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INFO:root:[Epoch 44] validation: err-top1=0.492546 err-top5=0.233897
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INFO:root:[Epoch 45] training: err-top1=0.508374
INFO:root:[Epoch 45] speed: 2748 samples/sec	time cost: 482.933066
INFO:root:[Epoch 45] validation: err-top1=0.487584 err-top5=0.232183
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INFO:root:[Epoch 46] training: err-top1=0.507809
INFO:root:[Epoch 46] speed: 2752 samples/sec	time cost: 482.207459
INFO:root:[Epoch 46] validation: err-top1=0.496501 err-top5=0.240479
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INFO:root:[Epoch 47] training: err-top1=0.506713
INFO:root:[Epoch 47] speed: 2758 samples/sec	time cost: 481.506893
INFO:root:[Epoch 47] validation: err-top1=0.488162 err-top5=0.231924
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INFO:root:[Epoch 48] training: err-top1=0.503699
INFO:root:[Epoch 48] speed: 2762 samples/sec	time cost: 480.479046
INFO:root:[Epoch 48] validation: err-top1=0.488082 err-top5=0.231405
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INFO:root:[Epoch 49] training: err-top1=0.502350
INFO:root:[Epoch 49] speed: 2753 samples/sec	time cost: 481.902023
INFO:root:[Epoch 49] validation: err-top1=0.484534 err-top5=0.231924
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INFO:root:[Epoch 50] training: err-top1=0.501036
INFO:root:[Epoch 50] speed: 2758 samples/sec	time cost: 481.385059
INFO:root:[Epoch 50] validation: err-top1=0.482761 err-top5=0.230349
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INFO:root:[Epoch 51] training: err-top1=0.498870
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INFO:root:[Epoch 51] validation: err-top1=0.491171 err-top5=0.236627
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INFO:root:[Epoch 52] training: err-top1=0.497443
INFO:root:[Epoch 52] speed: 2764 samples/sec	time cost: 480.280510
INFO:root:[Epoch 52] validation: err-top1=0.472534 err-top5=0.218465
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INFO:root:[Epoch 53] training: err-top1=0.495133
INFO:root:[Epoch 53] speed: 2750 samples/sec	time cost: 482.961936
INFO:root:[Epoch 53] validation: err-top1=0.504026 err-top5=0.249422
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INFO:root:[Epoch 54] training: err-top1=0.493573
INFO:root:[Epoch 54] speed: 2748 samples/sec	time cost: 482.676795
INFO:root:[Epoch 54] validation: err-top1=0.464605 err-top5=0.212014
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INFO:root:[Epoch 55] training: err-top1=0.492575
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INFO:root:[Epoch 55] validation: err-top1=0.476144 err-top5=0.224609
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INFO:root:[Epoch 56] training: err-top1=0.490443
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INFO:root:[Epoch 56] validation: err-top1=0.473254 err-top5=0.220843
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INFO:root:[Epoch 57] training: err-top1=0.488341
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INFO:root:[Epoch 57] validation: err-top1=0.454002 err-top5=0.207231
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INFO:root:[Epoch 58] training: err-top1=0.486410
INFO:root:[Epoch 58] speed: 2755 samples/sec	time cost: 481.615461
INFO:root:[Epoch 58] validation: err-top1=0.470296 err-top5=0.217957
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INFO:root:[Epoch 59] training: err-top1=0.484526
INFO:root:[Epoch 59] speed: 2752 samples/sec	time cost: 482.446508
INFO:root:[Epoch 59] validation: err-top1=0.474669 err-top5=0.223015
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INFO:root:[Epoch 60] training: err-top1=0.481998
INFO:root:[Epoch 60] speed: 2764 samples/sec	time cost: 480.116764
INFO:root:[Epoch 60] validation: err-top1=0.456075 err-top5=0.206792
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INFO:root:[Epoch 61] training: err-top1=0.480125
INFO:root:[Epoch 61] speed: 2757 samples/sec	time cost: 481.323620
INFO:root:[Epoch 61] validation: err-top1=0.452348 err-top5=0.206892
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INFO:root:[Epoch 62] training: err-top1=0.478035
INFO:root:[Epoch 62] speed: 2748 samples/sec	time cost: 482.777885
INFO:root:[Epoch 62] validation: err-top1=0.468670 err-top5=0.216418
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INFO:root:[Epoch 63] training: err-top1=0.476408
INFO:root:[Epoch 63] speed: 2745 samples/sec	time cost: 482.850601
INFO:root:[Epoch 63] validation: err-top1=0.449727 err-top5=0.199198
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INFO:root:[Epoch 64] training: err-top1=0.474048
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INFO:root:[Epoch 64] validation: err-top1=0.436105 err-top5=0.190749
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INFO:root:[Epoch 65] training: err-top1=0.471438
INFO:root:[Epoch 65] speed: 2758 samples/sec	time cost: 481.152838
INFO:root:[Epoch 65] validation: err-top1=0.453464 err-top5=0.206274
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INFO:root:[Epoch 66] training: err-top1=0.469645
INFO:root:[Epoch 66] speed: 2751 samples/sec	time cost: 482.464951
INFO:root:[Epoch 66] validation: err-top1=0.436304 err-top5=0.193858
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INFO:root:[Epoch 67] training: err-top1=0.467280
INFO:root:[Epoch 67] speed: 2756 samples/sec	time cost: 481.590120
INFO:root:[Epoch 67] validation: err-top1=0.436962 err-top5=0.194037
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INFO:root:[Epoch 68] training: err-top1=0.464697
INFO:root:[Epoch 68] speed: 2751 samples/sec	time cost: 482.382149
INFO:root:[Epoch 68] validation: err-top1=0.437420 err-top5=0.195293
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INFO:root:[Epoch 69] training: err-top1=0.462520
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INFO:root:[Epoch 69] validation: err-top1=0.432943 err-top5=0.189962
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INFO:root:[Epoch 70] training: err-top1=0.459544
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INFO:root:[Epoch 70] validation: err-top1=0.431182 err-top5=0.187659
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INFO:root:[Epoch 71] training: err-top1=0.457963
INFO:root:[Epoch 71] speed: 2760 samples/sec	time cost: 481.399762
INFO:root:[Epoch 71] validation: err-top1=0.426240 err-top5=0.187620
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INFO:root:[Epoch 72] training: err-top1=0.454972
INFO:root:[Epoch 72] speed: 2762 samples/sec	time cost: 480.520564
INFO:root:[Epoch 72] validation: err-top1=0.441127 err-top5=0.199159
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INFO:root:[Epoch 73] training: err-top1=0.452462
INFO:root:[Epoch 73] speed: 2754 samples/sec	time cost: 481.756579
INFO:root:[Epoch 73] validation: err-top1=0.422094 err-top5=0.184192
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INFO:root:[Epoch 74] training: err-top1=0.449694
INFO:root:[Epoch 74] speed: 2754 samples/sec	time cost: 481.779002
INFO:root:[Epoch 74] validation: err-top1=0.408582 err-top5=0.174506
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INFO:root:[Epoch 75] training: err-top1=0.447812
INFO:root:[Epoch 75] speed: 2764 samples/sec	time cost: 480.222727
INFO:root:[Epoch 75] validation: err-top1=0.421061 err-top5=0.182719
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INFO:root:[Epoch 76] training: err-top1=0.444669
INFO:root:[Epoch 76] speed: 2757 samples/sec	time cost: 481.482891
INFO:root:[Epoch 76] validation: err-top1=0.407844 err-top5=0.175442
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INFO:root:[Epoch 77] training: err-top1=0.442136
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INFO:root:[Epoch 77] validation: err-top1=0.405831 err-top5=0.170181
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INFO:root:[Epoch 78] training: err-top1=0.438495
INFO:root:[Epoch 78] speed: 2755 samples/sec	time cost: 481.976727
INFO:root:[Epoch 78] validation: err-top1=0.407087 err-top5=0.172453
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INFO:root:[Epoch 79] training: err-top1=0.436137
INFO:root:[Epoch 79] speed: 2765 samples/sec	time cost: 479.908932
INFO:root:[Epoch 79] validation: err-top1=0.400052 err-top5=0.166813
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INFO:root:[Epoch 80] training: err-top1=0.433586
INFO:root:[Epoch 80] speed: 2763 samples/sec	time cost: 480.252944
INFO:root:[Epoch 80] validation: err-top1=0.406091 err-top5=0.172413
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INFO:root:[Epoch 81] training: err-top1=0.430187
INFO:root:[Epoch 81] speed: 2765 samples/sec	time cost: 480.000811
INFO:root:[Epoch 81] validation: err-top1=0.401428 err-top5=0.167826
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INFO:root:[Epoch 82] training: err-top1=0.427076
INFO:root:[Epoch 82] speed: 2755 samples/sec	time cost: 482.000068
INFO:root:[Epoch 82] validation: err-top1=0.390924 err-top5=0.162588
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INFO:root:[Epoch 83] training: err-top1=0.424000
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INFO:root:[Epoch 83] validation: err-top1=0.388194 err-top5=0.158642
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INFO:root:[Epoch 84] training: err-top1=0.421103
INFO:root:[Epoch 84] speed: 2757 samples/sec	time cost: 481.476798
INFO:root:[Epoch 84] validation: err-top1=0.391482 err-top5=0.161452
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INFO:root:[Epoch 85] training: err-top1=0.418420
INFO:root:[Epoch 85] speed: 2752 samples/sec	time cost: 482.321065
INFO:root:[Epoch 85] validation: err-top1=0.389648 err-top5=0.161252
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INFO:root:[Epoch 86] training: err-top1=0.414141
INFO:root:[Epoch 86] speed: 2759 samples/sec	time cost: 481.060039
INFO:root:[Epoch 86] validation: err-top1=0.390685 err-top5=0.162448
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INFO:root:[Epoch 87] training: err-top1=0.410586
INFO:root:[Epoch 87] speed: 2760 samples/sec	time cost: 480.937006
INFO:root:[Epoch 87] validation: err-top1=0.380086 err-top5=0.155111
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INFO:root:[Epoch 88] training: err-top1=0.407406
INFO:root:[Epoch 88] speed: 2766 samples/sec	time cost: 480.148266
INFO:root:[Epoch 88] validation: err-top1=0.382294 err-top5=0.157725
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INFO:root:[Epoch 89] training: err-top1=0.404081
INFO:root:[Epoch 89] speed: 2758 samples/sec	time cost: 480.994058
INFO:root:[Epoch 89] validation: err-top1=0.373924 err-top5=0.153440
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INFO:root:[Epoch 90] training: err-top1=0.401425
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INFO:root:[Epoch 90] validation: err-top1=0.369878 err-top5=0.149095
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INFO:root:[Epoch 91] training: err-top1=0.397089
INFO:root:[Epoch 91] speed: 2753 samples/sec	time cost: 481.810753
INFO:root:[Epoch 91] validation: err-top1=0.365214 err-top5=0.145508
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INFO:root:[Epoch 92] training: err-top1=0.393861
INFO:root:[Epoch 92] speed: 2749 samples/sec	time cost: 482.850962
INFO:root:[Epoch 92] validation: err-top1=0.361747 err-top5=0.142917
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INFO:root:[Epoch 93] training: err-top1=0.389651
INFO:root:[Epoch 93] speed: 2751 samples/sec	time cost: 482.737331
INFO:root:[Epoch 93] validation: err-top1=0.360596 err-top5=0.143148
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INFO:root:[Epoch 94] training: err-top1=0.385627
INFO:root:[Epoch 94] speed: 2747 samples/sec	time cost: 483.108799
INFO:root:[Epoch 94] validation: err-top1=0.356744 err-top5=0.139250
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INFO:root:[Epoch 95] training: err-top1=0.381727
INFO:root:[Epoch 95] speed: 2760 samples/sec	time cost: 480.736276
INFO:root:[Epoch 95] validation: err-top1=0.345564 err-top5=0.134387
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INFO:root:[Epoch 96] training: err-top1=0.377641
INFO:root:[Epoch 96] speed: 2752 samples/sec	time cost: 482.327161
INFO:root:[Epoch 96] validation: err-top1=0.346660 err-top5=0.134487
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INFO:root:[Epoch 97] training: err-top1=0.373383
INFO:root:[Epoch 97] speed: 2757 samples/sec	time cost: 481.329109
INFO:root:[Epoch 97] validation: err-top1=0.345344 err-top5=0.132533
INFO:root:Epoch[98] Batch [49]	Speed: 2757.218328 samples/sec	top1-err=0.362539	lr=0.034925
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INFO:root:[Epoch 98] training: err-top1=0.369388
INFO:root:[Epoch 98] speed: 2752 samples/sec	time cost: 481.739741
INFO:root:[Epoch 98] validation: err-top1=0.343180 err-top5=0.131571
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INFO:root:[Epoch 99] training: err-top1=0.365225
INFO:root:[Epoch 99] speed: 2759 samples/sec	time cost: 481.296122
INFO:root:[Epoch 99] validation: err-top1=0.333865 err-top5=0.125996
INFO:root:Epoch[100] Batch [49]	Speed: 2723.595200 samples/sec	top1-err=0.355840	lr=0.029005
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INFO:root:[Epoch 100] training: err-top1=0.360645
INFO:root:[Epoch 100] speed: 2764 samples/sec	time cost: 480.742604
INFO:root:[Epoch 100] validation: err-top1=0.334861 err-top5=0.125140
INFO:root:Epoch[101] Batch [49]	Speed: 2707.785365 samples/sec	top1-err=0.347852	lr=0.026235
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INFO:root:[Epoch 101] training: err-top1=0.356286
INFO:root:[Epoch 101] speed: 2747 samples/sec	time cost: 483.253301
INFO:root:[Epoch 101] validation: err-top1=0.328842 err-top5=0.125060
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INFO:root:[Epoch 102] training: err-top1=0.351904
INFO:root:[Epoch 102] speed: 2759 samples/sec	time cost: 480.824412
INFO:root:[Epoch 102] validation: err-top1=0.324298 err-top5=0.119818
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INFO:root:[Epoch 103] training: err-top1=0.347359
INFO:root:[Epoch 103] speed: 2758 samples/sec	time cost: 481.033855
INFO:root:[Epoch 103] validation: err-top1=0.324298 err-top5=0.120157
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INFO:root:[Epoch 104] training: err-top1=0.343616
INFO:root:[Epoch 104] speed: 2764 samples/sec	time cost: 479.998765
INFO:root:[Epoch 104] validation: err-top1=0.323140 err-top5=0.121134
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INFO:root:[Epoch 105] training: err-top1=0.338622
INFO:root:[Epoch 105] speed: 2757 samples/sec	time cost: 481.562640
INFO:root:[Epoch 105] validation: err-top1=0.317044 err-top5=0.115872
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INFO:root:[Epoch 106] training: err-top1=0.334493
INFO:root:[Epoch 106] speed: 2751 samples/sec	time cost: 482.239432
INFO:root:[Epoch 106] validation: err-top1=0.311005 err-top5=0.113700
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INFO:root:[Epoch 107] training: err-top1=0.329859
INFO:root:[Epoch 107] speed: 2763 samples/sec	time cost: 480.760553
INFO:root:[Epoch 107] validation: err-top1=0.312281 err-top5=0.113481
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INFO:root:[Epoch 108] training: err-top1=0.325780
INFO:root:[Epoch 108] speed: 2764 samples/sec	time cost: 479.937935
INFO:root:[Epoch 108] validation: err-top1=0.302296 err-top5=0.108618
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INFO:root:[Epoch 109] training: err-top1=0.321332
INFO:root:[Epoch 109] speed: 2759 samples/sec	time cost: 481.134847
INFO:root:[Epoch 109] validation: err-top1=0.304508 err-top5=0.109295
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INFO:root:[Epoch 110] training: err-top1=0.317895
INFO:root:[Epoch 110] speed: 2758 samples/sec	time cost: 481.173715
INFO:root:[Epoch 110] validation: err-top1=0.300415 err-top5=0.107422
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INFO:root:[Epoch 111] training: err-top1=0.313789
INFO:root:[Epoch 111] speed: 2758 samples/sec	time cost: 481.444631
INFO:root:[Epoch 111] validation: err-top1=0.299067 err-top5=0.107103
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INFO:root:[Epoch 112] training: err-top1=0.310319
INFO:root:[Epoch 112] speed: 2766 samples/sec	time cost: 479.725018
INFO:root:[Epoch 112] validation: err-top1=0.296855 err-top5=0.104173
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INFO:root:[Epoch 113] training: err-top1=0.306684
INFO:root:[Epoch 113] speed: 2754 samples/sec	time cost: 481.717558
INFO:root:[Epoch 113] validation: err-top1=0.294224 err-top5=0.103735
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INFO:root:[Epoch 114] training: err-top1=0.304712
INFO:root:[Epoch 114] speed: 2770 samples/sec	time cost: 479.502941
INFO:root:[Epoch 114] validation: err-top1=0.294523 err-top5=0.103237
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INFO:root:[Epoch 115] training: err-top1=0.302061
INFO:root:[Epoch 115] speed: 2765 samples/sec	time cost: 480.158032
INFO:root:[Epoch 115] validation: err-top1=0.292769 err-top5=0.102260
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INFO:root:[Epoch 116] training: err-top1=0.300848
INFO:root:[Epoch 116] speed: 2754 samples/sec	time cost: 481.832163
INFO:root:[Epoch 116] validation: err-top1=0.291748 err-top5=0.102234
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INFO:root:Epoch[117] Batch [1249]	Speed: 2759.370460 samples/sec	top1-err=0.299240	lr=0.000299
INFO:root:[Epoch 117] training: err-top1=0.299255
INFO:root:[Epoch 117] speed: 2757 samples/sec	time cost: 481.687047
INFO:root:[Epoch 117] validation: err-top1=0.290677 err-top5=0.101941
INFO:root:Epoch[118] Batch [49]	Speed: 2667.153984 samples/sec	top1-err=0.297852	lr=0.000287
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INFO:root:Epoch[118] Batch [1249]	Speed: 2819.792544 samples/sec	top1-err=0.298424	lr=0.000075
INFO:root:[Epoch 118] training: err-top1=0.298439
INFO:root:[Epoch 118] speed: 2757 samples/sec	time cost: 481.284425
INFO:root:[Epoch 118] validation: err-top1=0.291235 err-top5=0.101842
INFO:root:Epoch[119] Batch [49]	Speed: 2771.531883 samples/sec	top1-err=0.297051	lr=0.000069
INFO:root:Epoch[119] Batch [99]	Speed: 2720.600129 samples/sec	top1-err=0.297119	lr=0.000063
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INFO:root:Epoch[119] Batch [599]	Speed: 2816.547011 samples/sec	top1-err=0.296681	lr=0.000020
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INFO:root:Epoch[119] Batch [999]	Speed: 2753.587671 samples/sec	top1-err=0.297463	lr=0.000003
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INFO:root:Epoch[119] Batch [1149]	Speed: 2713.559653 samples/sec	top1-err=0.297437	lr=0.000000
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INFO:root:Epoch[119] Batch [1249]	Speed: 2718.983741 samples/sec	top1-err=0.297330	lr=0.000000
INFO:root:[Epoch 119] training: err-top1=0.297322
INFO:root:[Epoch 119] speed: 2757 samples/sec	time cost: 481.302323
INFO:root:[Epoch 119] validation: err-top1=0.291235 err-top5=0.101383