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='resnet34_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_resnet34_v1b', save_frequency=10, use_pretrained=False, use_rec=True, use_se=False, warmup_epochs=5, warmup_lr=0.0, wd=0.0001)
[22:14:28] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/train.rec, use 15 threads for decoding..
[22:14:30] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/val.rec, use 15 threads for decoding..
[22:14:50] 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=0.957473
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INFO:root:[Epoch 0] validation: err-top1=0.912289 err-top5=0.772142
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INFO:root:[Epoch 1] training: err-top1=0.798848
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INFO:root:[Epoch 1] validation: err-top1=0.739676 err-top5=0.490633
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INFO:root:[Epoch 2] training: err-top1=0.695313
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INFO:root:[Epoch 2] validation: err-top1=0.686862 err-top5=0.422373
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INFO:root:[Epoch 3] training: err-top1=0.642597
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INFO:root:[Epoch 3] validation: err-top1=0.674227 err-top5=0.417191
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INFO:root:[Epoch 4] training: err-top1=0.616637
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INFO:root:[Epoch 4] validation: err-top1=0.639230 err-top5=0.368642
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INFO:root:[Epoch 5] training: err-top1=0.595652
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INFO:root:[Epoch 6] training: err-top1=0.577598
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INFO:root:[Epoch 6] validation: err-top1=0.586794 err-top5=0.322525
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INFO:root:[Epoch 7] training: err-top1=0.565195
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INFO:root:[Epoch 7] validation: err-top1=0.575694 err-top5=0.307338
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INFO:root:[Epoch 8] training: err-top1=0.556713
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INFO:root:[Epoch 8] validation: err-top1=0.544743 err-top5=0.279496
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INFO:root:[Epoch 9] training: err-top1=0.549961
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INFO:root:[Epoch 9] validation: err-top1=0.575973 err-top5=0.305684
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INFO:root:[Epoch 10] training: err-top1=0.544281
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INFO:root:[Epoch 10] validation: err-top1=0.596779 err-top5=0.332649
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INFO:root:[Epoch 11] training: err-top1=0.539588
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INFO:root:[Epoch 11] validation: err-top1=0.529195 err-top5=0.263590
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INFO:root:[Epoch 12] training: err-top1=0.536091
INFO:root:[Epoch 12] speed: 2590 samples/sec	time cost: 511.929911
INFO:root:[Epoch 12] validation: err-top1=0.553332 err-top5=0.289860
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INFO:root:[Epoch 13] training: err-top1=0.531614
INFO:root:[Epoch 13] speed: 2576 samples/sec	time cost: 514.091548
INFO:root:[Epoch 13] validation: err-top1=0.507773 err-top5=0.253169
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INFO:root:[Epoch 14] training: err-top1=0.529574
INFO:root:[Epoch 14] speed: 2580 samples/sec	time cost: 513.826988
INFO:root:[Epoch 14] validation: err-top1=0.520408 err-top5=0.251415
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INFO:root:[Epoch 15] training: err-top1=0.526838
INFO:root:[Epoch 15] speed: 2581 samples/sec	time cost: 513.140416
INFO:root:[Epoch 15] validation: err-top1=0.508630 err-top5=0.247409
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INFO:root:[Epoch 16] training: err-top1=0.524441
INFO:root:[Epoch 16] speed: 2574 samples/sec	time cost: 514.603746
INFO:root:[Epoch 16] validation: err-top1=0.550064 err-top5=0.287727
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INFO:root:[Epoch 17] training: err-top1=0.521972
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INFO:root:[Epoch 17] validation: err-top1=0.493184 err-top5=0.235860
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INFO:root:[Epoch 18] training: err-top1=0.520089
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INFO:root:[Epoch 18] validation: err-top1=0.507474 err-top5=0.244539
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INFO:root:[Epoch 19] training: err-top1=0.518373
INFO:root:[Epoch 19] speed: 2601 samples/sec	time cost: 509.377555
INFO:root:[Epoch 19] validation: err-top1=0.506318 err-top5=0.245137
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INFO:root:[Epoch 20] training: err-top1=0.515595
INFO:root:[Epoch 20] speed: 2578 samples/sec	time cost: 513.717618
INFO:root:[Epoch 20] validation: err-top1=0.519173 err-top5=0.255321
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INFO:root:[Epoch 21] training: err-top1=0.514503
INFO:root:[Epoch 21] speed: 2574 samples/sec	time cost: 514.949132
INFO:root:[Epoch 21] validation: err-top1=0.497449 err-top5=0.239537
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INFO:root:[Epoch 22] training: err-top1=0.512334
INFO:root:[Epoch 22] speed: 2579 samples/sec	time cost: 513.621507
INFO:root:[Epoch 22] validation: err-top1=0.506158 err-top5=0.243104
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INFO:root:[Epoch 23] training: err-top1=0.512011
INFO:root:[Epoch 23] speed: 2571 samples/sec	time cost: 515.118071
INFO:root:[Epoch 23] validation: err-top1=0.501628 err-top5=0.238078
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INFO:root:[Epoch 24] training: err-top1=0.509677
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INFO:root:[Epoch 24] validation: err-top1=0.534977 err-top5=0.270946
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INFO:root:[Epoch 25] training: err-top1=0.508260
INFO:root:[Epoch 25] speed: 2582 samples/sec	time cost: 512.985335
INFO:root:[Epoch 25] validation: err-top1=0.495954 err-top5=0.237305
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INFO:root:[Epoch 26] training: err-top1=0.507303
INFO:root:[Epoch 26] speed: 2583 samples/sec	time cost: 512.960285
INFO:root:[Epoch 26] validation: err-top1=0.507832 err-top5=0.246373
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INFO:root:[Epoch 27] training: err-top1=0.506013
INFO:root:[Epoch 27] speed: 2580 samples/sec	time cost: 513.242194
INFO:root:[Epoch 27] validation: err-top1=0.494300 err-top5=0.240493
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INFO:root:[Epoch 28] training: err-top1=0.504104
INFO:root:[Epoch 28] speed: 2581 samples/sec	time cost: 513.868542
INFO:root:[Epoch 28] validation: err-top1=0.487285 err-top5=0.225566
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INFO:root:[Epoch 29] training: err-top1=0.502374
INFO:root:[Epoch 29] speed: 2575 samples/sec	time cost: 514.404353
INFO:root:[Epoch 29] validation: err-top1=0.513224 err-top5=0.250936
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INFO:root:[Epoch 30] training: err-top1=0.501669
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INFO:root:[Epoch 30] validation: err-top1=0.491012 err-top5=0.230349
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INFO:root:[Epoch 31] training: err-top1=0.500085
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INFO:root:[Epoch 31] validation: err-top1=0.484873 err-top5=0.224570
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INFO:root:[Epoch 32] training: err-top1=0.498507
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INFO:root:[Epoch 32] validation: err-top1=0.478795 err-top5=0.219348
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INFO:root:[Epoch 33] training: err-top1=0.497101
INFO:root:[Epoch 33] speed: 2580 samples/sec	time cost: 513.546653
INFO:root:[Epoch 33] validation: err-top1=0.509028 err-top5=0.251176
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INFO:root:[Epoch 34] training: err-top1=0.495370
INFO:root:[Epoch 34] speed: 2582 samples/sec	time cost: 512.695923
INFO:root:[Epoch 34] validation: err-top1=0.493958 err-top5=0.235535
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INFO:root:[Epoch 35] training: err-top1=0.493958
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INFO:root:[Epoch 35] validation: err-top1=0.487643 err-top5=0.232442
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INFO:root:[Epoch 36] training: err-top1=0.492427
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INFO:root:[Epoch 36] validation: err-top1=0.471799 err-top5=0.217773
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INFO:root:[Epoch 37] training: err-top1=0.491305
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INFO:root:[Epoch 37] validation: err-top1=0.481027 err-top5=0.227778
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INFO:root:[Epoch 38] training: err-top1=0.489601
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INFO:root:[Epoch 38] validation: err-top1=0.461595 err-top5=0.207529
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INFO:root:[Epoch 39] training: err-top1=0.488607
INFO:root:[Epoch 39] speed: 2588 samples/sec	time cost: 512.037438
INFO:root:[Epoch 39] validation: err-top1=0.442184 err-top5=0.194176
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INFO:root:[Epoch 40] training: err-top1=0.486107
INFO:root:[Epoch 40] speed: 2576 samples/sec	time cost: 514.134706
INFO:root:[Epoch 40] validation: err-top1=0.465007 err-top5=0.211039
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INFO:root:[Epoch 41] training: err-top1=0.484877
INFO:root:[Epoch 41] speed: 2587 samples/sec	time cost: 512.303031
INFO:root:[Epoch 41] validation: err-top1=0.468212 err-top5=0.214565
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INFO:root:[Epoch 42] training: err-top1=0.483678
INFO:root:[Epoch 42] speed: 2583 samples/sec	time cost: 513.311870
INFO:root:[Epoch 42] validation: err-top1=0.466358 err-top5=0.216179
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INFO:root:[Epoch 43] training: err-top1=0.481941
INFO:root:[Epoch 43] speed: 2589 samples/sec	time cost: 511.769695
INFO:root:[Epoch 43] validation: err-top1=0.455816 err-top5=0.199358
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INFO:root:[Epoch 44] training: err-top1=0.480096
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INFO:root:[Epoch 44] validation: err-top1=0.457569 err-top5=0.210041
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INFO:root:[Epoch 45] training: err-top1=0.478261
INFO:root:[Epoch 45] speed: 2576 samples/sec	time cost: 514.465149
INFO:root:[Epoch 45] validation: err-top1=0.472875 err-top5=0.220683
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INFO:root:[Epoch 46] training: err-top1=0.476777
INFO:root:[Epoch 46] speed: 2572 samples/sec	time cost: 515.066875
INFO:root:[Epoch 46] validation: err-top1=0.470988 err-top5=0.217346
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INFO:root:[Epoch 47] training: err-top1=0.475139
INFO:root:[Epoch 47] speed: 2579 samples/sec	time cost: 514.010953
INFO:root:[Epoch 47] validation: err-top1=0.457510 err-top5=0.204082
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INFO:root:[Epoch 48] training: err-top1=0.473316
INFO:root:[Epoch 48] speed: 2582 samples/sec	time cost: 513.100327
INFO:root:[Epoch 48] validation: err-top1=0.450415 err-top5=0.197943
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INFO:root:[Epoch 49] training: err-top1=0.471880
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INFO:root:[Epoch 49] validation: err-top1=0.454899 err-top5=0.201451
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INFO:root:[Epoch 50] training: err-top1=0.470200
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INFO:root:[Epoch 50] validation: err-top1=0.445352 err-top5=0.199896
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INFO:root:[Epoch 51] training: err-top1=0.467822
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INFO:root:[Epoch 51] validation: err-top1=0.441645 err-top5=0.195572
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INFO:root:[Epoch 52] training: err-top1=0.466385
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INFO:root:[Epoch 52] validation: err-top1=0.453552 err-top5=0.204041
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INFO:root:[Epoch 53] training: err-top1=0.463661
INFO:root:[Epoch 53] speed: 2577 samples/sec	time cost: 514.361922
INFO:root:[Epoch 53] validation: err-top1=0.441048 err-top5=0.191885
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INFO:root:[Epoch 54] training: err-top1=0.462145
INFO:root:[Epoch 54] speed: 2579 samples/sec	time cost: 513.532615
INFO:root:[Epoch 54] validation: err-top1=0.450235 err-top5=0.199478
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INFO:root:[Epoch 55] training: err-top1=0.460279
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INFO:root:[Epoch 55] validation: err-top1=0.430465 err-top5=0.183235
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INFO:root:[Epoch 56] training: err-top1=0.458646
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INFO:root:[Epoch 56] validation: err-top1=0.442343 err-top5=0.194475
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INFO:root:[Epoch 57] training: err-top1=0.455949
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INFO:root:[Epoch 57] validation: err-top1=0.452726 err-top5=0.198661
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INFO:root:[Epoch 58] training: err-top1=0.453870
INFO:root:[Epoch 58] speed: 2584 samples/sec	time cost: 512.755707
INFO:root:[Epoch 58] validation: err-top1=0.443075 err-top5=0.193197
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INFO:root:[Epoch 59] training: err-top1=0.452654
INFO:root:[Epoch 59] speed: 2579 samples/sec	time cost: 514.046857
INFO:root:[Epoch 59] validation: err-top1=0.446987 err-top5=0.201371
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INFO:root:[Epoch 60] training: err-top1=0.449789
INFO:root:[Epoch 60] speed: 2583 samples/sec	time cost: 512.880479
INFO:root:[Epoch 60] validation: err-top1=0.443180 err-top5=0.197206
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INFO:root:[Epoch 61] training: err-top1=0.447398
INFO:root:[Epoch 61] speed: 2574 samples/sec	time cost: 514.817852
INFO:root:[Epoch 61] validation: err-top1=0.430385 err-top5=0.185527
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INFO:root:[Epoch 62] training: err-top1=0.445273
INFO:root:[Epoch 62] speed: 2574 samples/sec	time cost: 514.469897
INFO:root:[Epoch 62] validation: err-top1=0.421038 err-top5=0.178571
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INFO:root:[Epoch 63] training: err-top1=0.443136
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INFO:root:[Epoch 63] validation: err-top1=0.423482 err-top5=0.179321
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INFO:root:[Epoch 64] training: err-top1=0.440889
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INFO:root:[Epoch 64] validation: err-top1=0.417072 err-top5=0.177336
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INFO:root:[Epoch 65] training: err-top1=0.438460
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INFO:root:[Epoch 65] validation: err-top1=0.415677 err-top5=0.175761
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INFO:root:[Epoch 66] training: err-top1=0.435965
INFO:root:[Epoch 66] speed: 2610 samples/sec	time cost: 508.048659
INFO:root:[Epoch 66] validation: err-top1=0.411850 err-top5=0.173908
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INFO:root:[Epoch 67] training: err-top1=0.433458
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INFO:root:[Epoch 67] validation: err-top1=0.399633 err-top5=0.164581
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INFO:root:[Epoch 68] training: err-top1=0.431170
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INFO:root:[Epoch 68] validation: err-top1=0.409877 err-top5=0.173768
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INFO:root:[Epoch 69] training: err-top1=0.428157
INFO:root:[Epoch 69] speed: 2579 samples/sec	time cost: 513.456066
INFO:root:[Epoch 69] validation: err-top1=0.404277 err-top5=0.168050
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INFO:root:[Epoch 70] training: err-top1=0.426175
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INFO:root:[Epoch 70] validation: err-top1=0.401985 err-top5=0.166255
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INFO:root:[Epoch 71] training: err-top1=0.422910
INFO:root:[Epoch 71] speed: 2580 samples/sec	time cost: 514.014083
INFO:root:[Epoch 71] validation: err-top1=0.388632 err-top5=0.161252
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INFO:root:[Epoch 72] training: err-top1=0.420952
INFO:root:[Epoch 72] speed: 2580 samples/sec	time cost: 513.664622
INFO:root:[Epoch 72] validation: err-top1=0.385244 err-top5=0.151547
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INFO:root:[Epoch 73] training: err-top1=0.417375
INFO:root:[Epoch 73] speed: 2581 samples/sec	time cost: 513.220796
INFO:root:[Epoch 73] validation: err-top1=0.388732 err-top5=0.157007
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INFO:root:[Epoch 74] training: err-top1=0.415166
INFO:root:[Epoch 74] speed: 2583 samples/sec	time cost: 512.928996
INFO:root:[Epoch 74] validation: err-top1=0.384367 err-top5=0.156808
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INFO:root:[Epoch 75] training: err-top1=0.412066
INFO:root:[Epoch 75] speed: 2584 samples/sec	time cost: 512.898772
INFO:root:[Epoch 75] validation: err-top1=0.386780 err-top5=0.154378
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INFO:root:[Epoch 76] training: err-top1=0.409287
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INFO:root:[Epoch 76] validation: err-top1=0.375000 err-top5=0.146126
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INFO:root:[Epoch 77] training: err-top1=0.406044
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INFO:root:[Epoch 77] validation: err-top1=0.364656 err-top5=0.141641
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INFO:root:[Epoch 78] training: err-top1=0.402841
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INFO:root:[Epoch 78] validation: err-top1=0.365952 err-top5=0.143216
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INFO:root:[Epoch 79] training: err-top1=0.400322
INFO:root:[Epoch 79] speed: 2585 samples/sec	time cost: 512.443488
INFO:root:[Epoch 79] validation: err-top1=0.369180 err-top5=0.145249
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INFO:root:[Epoch 80] training: err-top1=0.396557
INFO:root:[Epoch 80] speed: 2585 samples/sec	time cost: 512.467176
INFO:root:[Epoch 80] validation: err-top1=0.367128 err-top5=0.141881
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INFO:root:[Epoch 81] training: err-top1=0.393241
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INFO:root:[Epoch 81] validation: err-top1=0.357585 err-top5=0.138916
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INFO:root:[Epoch 82] training: err-top1=0.389596
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INFO:root:[Epoch 82] validation: err-top1=0.365274 err-top5=0.143056
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INFO:root:[Epoch 83] training: err-top1=0.386392
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INFO:root:[Epoch 83] validation: err-top1=0.365474 err-top5=0.143455
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INFO:root:[Epoch 84] training: err-top1=0.382805
INFO:root:[Epoch 84] speed: 2583 samples/sec	time cost: 512.891257
INFO:root:[Epoch 84] validation: err-top1=0.362345 err-top5=0.138213
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INFO:root:[Epoch 85] training: err-top1=0.379553
INFO:root:[Epoch 85] speed: 2586 samples/sec	time cost: 512.684712
INFO:root:[Epoch 85] validation: err-top1=0.350646 err-top5=0.131158
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INFO:root:[Epoch 86] training: err-top1=0.376002
INFO:root:[Epoch 86] speed: 2580 samples/sec	time cost: 513.579926
INFO:root:[Epoch 86] validation: err-top1=0.347796 err-top5=0.130381
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INFO:root:[Epoch 87] training: err-top1=0.372468
INFO:root:[Epoch 87] speed: 2584 samples/sec	time cost: 512.846047
INFO:root:[Epoch 87] validation: err-top1=0.344747 err-top5=0.130269
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INFO:root:[Epoch 88] training: err-top1=0.368372
INFO:root:[Epoch 88] speed: 2584 samples/sec	time cost: 512.927322
INFO:root:[Epoch 88] validation: err-top1=0.341059 err-top5=0.129863
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INFO:root:[Epoch 89] training: err-top1=0.364602
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INFO:root:[Epoch 89] validation: err-top1=0.337313 err-top5=0.125717
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INFO:root:[Epoch 90] training: err-top1=0.360611
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INFO:root:[Epoch 90] validation: err-top1=0.326112 err-top5=0.118005
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INFO:root:[Epoch 91] training: err-top1=0.355468
INFO:root:[Epoch 91] speed: 2578 samples/sec	time cost: 513.660450
INFO:root:[Epoch 91] validation: err-top1=0.329440 err-top5=0.122070
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INFO:root:[Epoch 92] training: err-top1=0.351679
INFO:root:[Epoch 92] speed: 2602 samples/sec	time cost: 509.472325
INFO:root:[Epoch 92] validation: err-top1=0.325474 err-top5=0.118941
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INFO:root:[Epoch 93] training: err-top1=0.348147
INFO:root:[Epoch 93] speed: 2580 samples/sec	time cost: 513.864586
INFO:root:[Epoch 93] validation: err-top1=0.322042 err-top5=0.118205
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INFO:root:[Epoch 94] training: err-top1=0.343298
INFO:root:[Epoch 94] speed: 2574 samples/sec	time cost: 514.720164
INFO:root:[Epoch 94] validation: err-top1=0.320651 err-top5=0.114577
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INFO:root:[Epoch 95] training: err-top1=0.339350
INFO:root:[Epoch 95] speed: 2580 samples/sec	time cost: 513.643266
INFO:root:[Epoch 95] validation: err-top1=0.312779 err-top5=0.109614
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INFO:root:[Epoch 96] training: err-top1=0.334464
INFO:root:[Epoch 96] speed: 2582 samples/sec	time cost: 513.172998
INFO:root:[Epoch 96] validation: err-top1=0.312799 err-top5=0.112165
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INFO:root:[Epoch 97] training: err-top1=0.329487
INFO:root:[Epoch 97] speed: 2580 samples/sec	time cost: 513.466250
INFO:root:[Epoch 97] validation: err-top1=0.317443 err-top5=0.114896
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INFO:root:[Epoch 98] training: err-top1=0.324735
INFO:root:[Epoch 98] speed: 2582 samples/sec	time cost: 512.586114
INFO:root:[Epoch 98] validation: err-top1=0.308024 err-top5=0.106832
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INFO:root:[Epoch 99] training: err-top1=0.320009
INFO:root:[Epoch 99] speed: 2598 samples/sec	time cost: 510.546949
INFO:root:[Epoch 99] validation: err-top1=0.299585 err-top5=0.102041
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INFO:root:[Epoch 100] training: err-top1=0.314991
INFO:root:[Epoch 100] speed: 2581 samples/sec	time cost: 513.943693
INFO:root:[Epoch 100] validation: err-top1=0.296795 err-top5=0.101981
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INFO:root:[Epoch 101] training: err-top1=0.309847
INFO:root:[Epoch 101] speed: 2567 samples/sec	time cost: 516.180566
INFO:root:[Epoch 101] validation: err-top1=0.296656 err-top5=0.101443
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INFO:root:[Epoch 102] training: err-top1=0.305238
INFO:root:[Epoch 102] speed: 2581 samples/sec	time cost: 513.193513
INFO:root:[Epoch 102] validation: err-top1=0.285595 err-top5=0.096560
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INFO:root:[Epoch 103] training: err-top1=0.299842
INFO:root:[Epoch 103] speed: 2578 samples/sec	time cost: 513.895396
INFO:root:[Epoch 103] validation: err-top1=0.284439 err-top5=0.094169
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INFO:root:[Epoch 104] training: err-top1=0.294971
INFO:root:[Epoch 104] speed: 2591 samples/sec	time cost: 511.121559
INFO:root:[Epoch 104] validation: err-top1=0.283936 err-top5=0.094971
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INFO:root:[Epoch 105] training: err-top1=0.289822
INFO:root:[Epoch 105] speed: 2579 samples/sec	time cost: 513.715275
INFO:root:[Epoch 105] validation: err-top1=0.278779 err-top5=0.091199
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INFO:root:[Epoch 106] training: err-top1=0.284414
INFO:root:[Epoch 106] speed: 2582 samples/sec	time cost: 513.007785
INFO:root:[Epoch 106] validation: err-top1=0.276646 err-top5=0.089445
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INFO:root:[Epoch 107] training: err-top1=0.279274
INFO:root:[Epoch 107] speed: 2583 samples/sec	time cost: 513.337423
INFO:root:[Epoch 107] validation: err-top1=0.275151 err-top5=0.089704
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INFO:root:[Epoch 108] training: err-top1=0.274720
INFO:root:[Epoch 108] speed: 2583 samples/sec	time cost: 512.822248
INFO:root:[Epoch 108] validation: err-top1=0.268196 err-top5=0.086197
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INFO:root:[Epoch 109] training: err-top1=0.268842
INFO:root:[Epoch 109] speed: 2573 samples/sec	time cost: 514.929664
INFO:root:[Epoch 109] validation: err-top1=0.268475 err-top5=0.085838
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INFO:root:[Epoch 110] training: err-top1=0.263976
INFO:root:[Epoch 110] speed: 2583 samples/sec	time cost: 513.059257
INFO:root:[Epoch 110] validation: err-top1=0.263529 err-top5=0.084147
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INFO:root:[Epoch 111] training: err-top1=0.259626
INFO:root:[Epoch 111] speed: 2583 samples/sec	time cost: 513.110753
INFO:root:[Epoch 111] validation: err-top1=0.260802 err-top5=0.082390
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INFO:root:[Epoch 112] training: err-top1=0.255793
INFO:root:[Epoch 112] speed: 2582 samples/sec	time cost: 512.906482
INFO:root:[Epoch 112] validation: err-top1=0.259487 err-top5=0.082111
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INFO:root:[Epoch 113] training: err-top1=0.252398
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INFO:root:[Epoch 113] validation: err-top1=0.258410 err-top5=0.080935
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INFO:root:[Epoch 114] training: err-top1=0.249201
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INFO:root:[Epoch 114] validation: err-top1=0.256577 err-top5=0.080078
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INFO:root:[Epoch 115] training: err-top1=0.246484
INFO:root:[Epoch 115] speed: 2588 samples/sec	time cost: 511.972806
INFO:root:[Epoch 115] validation: err-top1=0.255002 err-top5=0.079879
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INFO:root:[Epoch 116] training: err-top1=0.244665
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INFO:root:[Epoch 116] validation: err-top1=0.253947 err-top5=0.079346
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INFO:root:Epoch[117] Batch [1249]	Speed: 2571.661462 samples/sec	top1-err=0.243014	lr=0.000299
INFO:root:[Epoch 117] training: err-top1=0.243010
INFO:root:[Epoch 117] speed: 2575 samples/sec	time cost: 514.792084
INFO:root:[Epoch 117] validation: err-top1=0.253906 err-top5=0.079680
INFO:root:Epoch[118] Batch [49]	Speed: 2493.979995 samples/sec	top1-err=0.240742	lr=0.000287
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INFO:root:Epoch[118] Batch [1249]	Speed: 2601.543118 samples/sec	top1-err=0.241994	lr=0.000075
INFO:root:[Epoch 118] training: err-top1=0.241992
INFO:root:[Epoch 118] speed: 2577 samples/sec	time cost: 513.993251
INFO:root:[Epoch 118] validation: err-top1=0.253308 err-top5=0.079201
INFO:root:Epoch[119] Batch [49]	Speed: 2546.298248 samples/sec	top1-err=0.240664	lr=0.000069
INFO:root:Epoch[119] Batch [99]	Speed: 2541.223904 samples/sec	top1-err=0.241113	lr=0.000063
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INFO:root:Epoch[119] Batch [999]	Speed: 2607.140762 samples/sec	top1-err=0.240933	lr=0.000003
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INFO:root:Epoch[119] Batch [1249]	Speed: 2557.494429 samples/sec	top1-err=0.240877	lr=0.000000
INFO:root:[Epoch 119] training: err-top1=0.240875
INFO:root:[Epoch 119] speed: 2583 samples/sec	time cost: 512.866607
INFO:root:[Epoch 119] validation: err-top1=0.253268 err-top5=0.079620