INFO:root:Namespace(batch_norm=False, batch_size=128, data_dir='~/.mxnet/datasets/imagenet', dtype='float16', 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='resnet152_v2', momentum=0.9, num_epochs=180, num_gpus=8, num_workers=60, 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_resnet152_v2_180', save_frequency=10, use_pretrained=False, use_rec=True, use_se=False, warmup_epochs=5, warmup_lr=0.0, wd=0.0001)
[23:32:16] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/train.rec, use 31 threads for decoding..
[23:32:22] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/val.rec, use 31 threads for decoding..
[23:33:20] src/kvstore/././comm.h:689: only 32 out of 56 GPU pairs are enabled direct access. It may affect the performance. You can set MXNET_ENABLE_GPU_P2P=0 to turn it off
[23:33:20] src/kvstore/././comm.h:698: .vvvv...
[23:33:20] src/kvstore/././comm.h:698: v.vv.v..
[23:33:20] src/kvstore/././comm.h:698: vv.v..v.
[23:33:20] src/kvstore/././comm.h:698: vvv....v
[23:33:20] src/kvstore/././comm.h:698: v....vvv
[23:33:20] src/kvstore/././comm.h:698: .v..v.vv
[23:33:20] src/kvstore/././comm.h:698: ..v.vv.v
[23:33:20] src/kvstore/././comm.h:698: ...vvvv.
[23:33:29] 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=0.978756
INFO:root:[Epoch 0] speed: 1901 samples/sec	time cost: 686.869376
INFO:root:[Epoch 0] validation: err-top1=0.923669 err-top5=0.794603
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INFO:root:[Epoch 1] training: err-top1=0.850516
INFO:root:[Epoch 1] speed: 2028 samples/sec	time cost: 644.376299
INFO:root:[Epoch 1] validation: err-top1=0.763333 err-top5=0.520249
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INFO:root:[Epoch 2] training: err-top1=0.711161
INFO:root:[Epoch 2] speed: 2031 samples/sec	time cost: 642.676053
INFO:root:[Epoch 2] validation: err-top1=0.720743 err-top5=0.471799
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INFO:root:[Epoch 3] training: err-top1=0.639317
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INFO:root:[Epoch 3] validation: err-top1=0.627013 err-top5=0.359435
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INFO:root:[Epoch 4] training: err-top1=0.604094
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INFO:root:[Epoch 4] validation: err-top1=0.573063 err-top5=0.302575
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INFO:root:[Epoch 5] training: err-top1=0.575970
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INFO:root:[Epoch 5] validation: err-top1=0.564168 err-top5=0.292725
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INFO:root:[Epoch 6] training: err-top1=0.554198
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INFO:root:[Epoch 6] validation: err-top1=0.526846 err-top5=0.260085
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INFO:root:[Epoch 7] training: err-top1=0.539625
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INFO:root:[Epoch 7] validation: err-top1=0.508669 err-top5=0.244619
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INFO:root:[Epoch 8] training: err-top1=0.527400
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INFO:root:[Epoch 8] validation: err-top1=0.513712 err-top5=0.253129
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INFO:root:[Epoch 9] training: err-top1=0.518550
INFO:root:[Epoch 9] speed: 2026 samples/sec	time cost: 644.339859
INFO:root:[Epoch 9] validation: err-top1=0.496114 err-top5=0.234415
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INFO:root:[Epoch 10] training: err-top1=0.511465
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INFO:root:[Epoch 10] validation: err-top1=0.474809 err-top5=0.218292
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INFO:root:[Epoch 11] training: err-top1=0.505137
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INFO:root:[Epoch 11] validation: err-top1=0.491435 err-top5=0.233785
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INFO:root:[Epoch 12] training: err-top1=0.501471
INFO:root:[Epoch 12] speed: 2032 samples/sec	time cost: 642.430570
INFO:root:[Epoch 12] validation: err-top1=0.474171 err-top5=0.218351
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INFO:root:[Epoch 13] training: err-top1=0.496988
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INFO:root:[Epoch 13] validation: err-top1=0.485810 err-top5=0.230987
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INFO:root:[Epoch 14] training: err-top1=0.493188
INFO:root:[Epoch 14] speed: 2031 samples/sec	time cost: 642.785283
INFO:root:[Epoch 14] validation: err-top1=0.462253 err-top5=0.202168
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INFO:root:[Epoch 15] training: err-top1=0.489573
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INFO:root:[Epoch 15] validation: err-top1=0.493104 err-top5=0.236428
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INFO:root:[Epoch 16] training: err-top1=0.487097
INFO:root:[Epoch 16] speed: 2024 samples/sec	time cost: 644.653046
INFO:root:[Epoch 16] validation: err-top1=0.478137 err-top5=0.220942
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INFO:root:[Epoch 17] training: err-top1=0.484783
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INFO:root:[Epoch 17] validation: err-top1=0.463542 err-top5=0.208211
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INFO:root:[Epoch 18] training: err-top1=0.483218
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INFO:root:[Epoch 18] validation: err-top1=0.447804 err-top5=0.199059
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INFO:root:[Epoch 19] training: err-top1=0.480774
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INFO:root:[Epoch 19] validation: err-top1=0.481645 err-top5=0.228595
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INFO:root:[Epoch 20] training: err-top1=0.479252
INFO:root:[Epoch 20] speed: 2024 samples/sec	time cost: 644.664730
INFO:root:[Epoch 20] validation: err-top1=0.444575 err-top5=0.197345
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INFO:root:[Epoch 21] training: err-top1=0.476854
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INFO:root:[Epoch 21] validation: err-top1=0.471640 err-top5=0.212990
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INFO:root:[Epoch 22] training: err-top1=0.476480
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INFO:root:[Epoch 22] validation: err-top1=0.469368 err-top5=0.211954
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INFO:root:[Epoch 23] training: err-top1=0.474102
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INFO:root:[Epoch 23] validation: err-top1=0.465251 err-top5=0.214783
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INFO:root:[Epoch 24] training: err-top1=0.472095
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INFO:root:[Epoch 24] validation: err-top1=0.449956 err-top5=0.199637
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INFO:root:[Epoch 25] training: err-top1=0.471600
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INFO:root:[Epoch 25] validation: err-top1=0.443658 err-top5=0.192821
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INFO:root:[Epoch 26] training: err-top1=0.470548
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INFO:root:[Epoch 26] validation: err-top1=0.448800 err-top5=0.192064
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INFO:root:[Epoch 27] training: err-top1=0.469997
INFO:root:[Epoch 27] speed: 2030 samples/sec	time cost: 642.423763
INFO:root:[Epoch 27] validation: err-top1=0.448202 err-top5=0.195173
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INFO:root:[Epoch 28] training: err-top1=0.467710
INFO:root:[Epoch 28] speed: 2023 samples/sec	time cost: 645.408914
INFO:root:[Epoch 28] validation: err-top1=0.469746 err-top5=0.210419
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INFO:root:[Epoch 29] training: err-top1=0.466380
INFO:root:[Epoch 29] speed: 2027 samples/sec	time cost: 643.544876
INFO:root:[Epoch 29] validation: err-top1=0.470378 err-top5=0.214905
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INFO:root:[Epoch 30] training: err-top1=0.465890
INFO:root:[Epoch 30] speed: 2030 samples/sec	time cost: 643.117796
INFO:root:[Epoch 30] validation: err-top1=0.447445 err-top5=0.197166
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INFO:root:[Epoch 31] training: err-top1=0.464137
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INFO:root:[Epoch 31] validation: err-top1=0.443140 err-top5=0.194994
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INFO:root:[Epoch 32] training: err-top1=0.463671
INFO:root:[Epoch 32] speed: 2039 samples/sec	time cost: 639.791711
INFO:root:[Epoch 32] validation: err-top1=0.443698 err-top5=0.194376
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INFO:root:[Epoch 33] training: err-top1=0.462088
INFO:root:[Epoch 33] speed: 2023 samples/sec	time cost: 644.717311
INFO:root:[Epoch 33] validation: err-top1=0.443379 err-top5=0.194595
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INFO:root:[Epoch 34] training: err-top1=0.461921
INFO:root:[Epoch 34] speed: 2033 samples/sec	time cost: 641.107069
INFO:root:[Epoch 34] validation: err-top1=0.432922 err-top5=0.185201
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INFO:root:[Epoch 35] training: err-top1=0.460230
INFO:root:[Epoch 35] speed: 2035 samples/sec	time cost: 641.769844
INFO:root:[Epoch 35] validation: err-top1=0.443160 err-top5=0.193579
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INFO:root:[Epoch 36] training: err-top1=0.459746
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INFO:root:[Epoch 36] validation: err-top1=0.434790 err-top5=0.188975
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INFO:root:[Epoch 37] training: err-top1=0.459758
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INFO:root:[Epoch 37] validation: err-top1=0.428870 err-top5=0.183972
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INFO:root:[Epoch 38] training: err-top1=0.457436
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INFO:root:[Epoch 38] validation: err-top1=0.429050 err-top5=0.185029
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INFO:root:[Epoch 39] training: err-top1=0.457316
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INFO:root:[Epoch 39] validation: err-top1=0.429887 err-top5=0.182757
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INFO:root:[Epoch 40] training: err-top1=0.456165
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INFO:root:[Epoch 40] validation: err-top1=0.426615 err-top5=0.180745
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INFO:root:[Epoch 41] training: err-top1=0.454545
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INFO:root:[Epoch 41] validation: err-top1=0.427993 err-top5=0.183195
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INFO:root:[Epoch 42] training: err-top1=0.454272
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INFO:root:[Epoch 42] validation: err-top1=0.433036 err-top5=0.184012
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INFO:root:[Epoch 43] training: err-top1=0.454203
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INFO:root:[Epoch 43] validation: err-top1=0.429528 err-top5=0.180923
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INFO:root:[Epoch 44] training: err-top1=0.451665
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INFO:root:[Epoch 44] validation: err-top1=0.421476 err-top5=0.181581
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INFO:root:[Epoch 45] training: err-top1=0.451252
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INFO:root:[Epoch 45] validation: err-top1=0.423788 err-top5=0.179747
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INFO:root:[Epoch 46] training: err-top1=0.449935
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INFO:root:[Epoch 46] validation: err-top1=0.418172 err-top5=0.174825
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INFO:root:[Epoch 47] training: err-top1=0.449246
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INFO:root:[Epoch 47] validation: err-top1=0.433713 err-top5=0.190430
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INFO:root:[Epoch 48] training: err-top1=0.447766
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INFO:root:[Epoch 48] validation: err-top1=0.418208 err-top5=0.173629
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INFO:root:[Epoch 49] training: err-top1=0.447158
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INFO:root:[Epoch 49] validation: err-top1=0.417690 err-top5=0.173868
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INFO:root:[Epoch 50] training: err-top1=0.445058
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INFO:root:[Epoch 50] validation: err-top1=0.419802 err-top5=0.178392
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INFO:root:[Epoch 51] validation: err-top1=0.437620 err-top5=0.192164
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INFO:root:[Epoch 52] training: err-top1=0.444819
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INFO:root:[Epoch 52] validation: err-top1=0.406006 err-top5=0.164062
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INFO:root:[Epoch 53] training: err-top1=0.442740
INFO:root:[Epoch 53] speed: 2058 samples/sec	time cost: 634.037012
INFO:root:[Epoch 53] validation: err-top1=0.407286 err-top5=0.166354
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INFO:root:[Epoch 54] training: err-top1=0.440964
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INFO:root:[Epoch 54] validation: err-top1=0.419244 err-top5=0.176798
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INFO:root:[Epoch 55] training: err-top1=0.440879
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INFO:root:[Epoch 55] validation: err-top1=0.415398 err-top5=0.174825
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INFO:root:[Epoch 56] training: err-top1=0.439792
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INFO:root:[Epoch 56] validation: err-top1=0.419324 err-top5=0.176299
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INFO:root:[Epoch 57] training: err-top1=0.438909
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INFO:root:[Epoch 57] validation: err-top1=0.411412 err-top5=0.171735
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INFO:root:[Epoch 58] training: err-top1=0.437792
INFO:root:[Epoch 58] speed: 2033 samples/sec	time cost: 641.716549
INFO:root:[Epoch 58] validation: err-top1=0.413330 err-top5=0.169413
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INFO:root:[Epoch 59] training: err-top1=0.436986
INFO:root:[Epoch 59] speed: 2065 samples/sec	time cost: 632.230677
INFO:root:[Epoch 59] validation: err-top1=0.401606 err-top5=0.164860
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INFO:root:[Epoch 60] training: err-top1=0.435328
INFO:root:[Epoch 60] speed: 2058 samples/sec	time cost: 633.794475
INFO:root:[Epoch 60] validation: err-top1=0.414222 err-top5=0.172592
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INFO:root:[Epoch 61] training: err-top1=0.434168
INFO:root:[Epoch 61] speed: 2032 samples/sec	time cost: 641.767493
INFO:root:[Epoch 61] validation: err-top1=0.419663 err-top5=0.178691
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INFO:root:[Epoch 62] training: err-top1=0.433314
INFO:root:[Epoch 62] speed: 2046 samples/sec	time cost: 637.245123
INFO:root:[Epoch 62] validation: err-top1=0.387735 err-top5=0.154118
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INFO:root:[Epoch 63] training: err-top1=0.431521
INFO:root:[Epoch 63] speed: 2032 samples/sec	time cost: 641.523135
INFO:root:[Epoch 63] validation: err-top1=0.398641 err-top5=0.163717
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INFO:root:[Epoch 64] training: err-top1=0.429874
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INFO:root:[Epoch 64] validation: err-top1=0.413923 err-top5=0.178093
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INFO:root:[Epoch 65] training: err-top1=0.429671
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INFO:root:[Epoch 65] validation: err-top1=0.386440 err-top5=0.153540
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INFO:root:[Epoch 66] training: err-top1=0.428791
INFO:root:[Epoch 66] speed: 2024 samples/sec	time cost: 644.297960
INFO:root:[Epoch 66] validation: err-top1=0.385005 err-top5=0.153779
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INFO:root:[Epoch 67] training: err-top1=0.427575
INFO:root:[Epoch 67] speed: 2027 samples/sec	time cost: 643.361626
INFO:root:[Epoch 67] validation: err-top1=0.387337 err-top5=0.153221
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INFO:root:[Epoch 68] training: err-top1=0.425592
INFO:root:[Epoch 68] speed: 2024 samples/sec	time cost: 644.069646
INFO:root:[Epoch 68] validation: err-top1=0.381676 err-top5=0.148617
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INFO:root:[Epoch 69] training: err-top1=0.424550
INFO:root:[Epoch 69] speed: 2044 samples/sec	time cost: 638.138190
INFO:root:[Epoch 69] validation: err-top1=0.398254 err-top5=0.161011
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INFO:root:[Epoch 70] training: err-top1=0.424311
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INFO:root:[Epoch 70] validation: err-top1=0.388532 err-top5=0.158044
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INFO:root:[Epoch 71] training: err-top1=0.422807
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INFO:root:[Epoch 71] validation: err-top1=0.405373 err-top5=0.165996
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INFO:root:[Epoch 72] training: err-top1=0.420862
INFO:root:[Epoch 72] speed: 2034 samples/sec	time cost: 641.179521
INFO:root:[Epoch 72] validation: err-top1=0.446110 err-top5=0.201291
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INFO:root:[Epoch 73] training: err-top1=0.421070
INFO:root:[Epoch 73] speed: 2065 samples/sec	time cost: 631.375859
INFO:root:[Epoch 73] validation: err-top1=0.393335 err-top5=0.157107
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INFO:root:[Epoch 74] training: err-top1=0.419500
INFO:root:[Epoch 74] speed: 2069 samples/sec	time cost: 630.393467
INFO:root:[Epoch 74] validation: err-top1=0.379165 err-top5=0.151128
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INFO:root:[Epoch 75] training: err-top1=0.417678
INFO:root:[Epoch 75] speed: 2046 samples/sec	time cost: 636.982396
INFO:root:[Epoch 75] validation: err-top1=0.390361 err-top5=0.153524
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INFO:root:[Epoch 76] training: err-top1=0.416577
INFO:root:[Epoch 76] speed: 2038 samples/sec	time cost: 639.902390
INFO:root:[Epoch 76] validation: err-top1=0.377531 err-top5=0.148776
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INFO:root:[Epoch 77] training: err-top1=0.415431
INFO:root:[Epoch 77] speed: 2038 samples/sec	time cost: 639.835915
INFO:root:[Epoch 77] validation: err-top1=0.379644 err-top5=0.148836
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INFO:root:[Epoch 78] training: err-top1=0.413794
INFO:root:[Epoch 78] speed: 2043 samples/sec	time cost: 639.028220
INFO:root:[Epoch 78] validation: err-top1=0.374581 err-top5=0.146425
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INFO:root:[Epoch 79] training: err-top1=0.412038
INFO:root:[Epoch 79] speed: 2084 samples/sec	time cost: 625.913838
INFO:root:[Epoch 79] validation: err-top1=0.373306 err-top5=0.146106
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INFO:root:[Epoch 80] training: err-top1=0.411372
INFO:root:[Epoch 80] speed: 2040 samples/sec	time cost: 639.393116
INFO:root:[Epoch 80] validation: err-top1=0.384208 err-top5=0.153420
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INFO:root:[Epoch 81] training: err-top1=0.409760
INFO:root:[Epoch 81] speed: 2043 samples/sec	time cost: 638.692115
INFO:root:[Epoch 81] validation: err-top1=0.372864 err-top5=0.146444
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INFO:root:[Epoch 82] training: err-top1=0.407820
INFO:root:[Epoch 82] speed: 2045 samples/sec	time cost: 638.140433
INFO:root:[Epoch 82] validation: err-top1=0.371173 err-top5=0.142140
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INFO:root:[Epoch 83] training: err-top1=0.406852
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INFO:root:[Epoch 83] validation: err-top1=0.376395 err-top5=0.146803
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INFO:root:[Epoch 84] training: err-top1=0.405006
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INFO:root:[Epoch 84] validation: err-top1=0.368543 err-top5=0.139947
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INFO:root:[Epoch 85] training: err-top1=0.403433
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INFO:root:[Epoch 85] validation: err-top1=0.364278 err-top5=0.138074
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INFO:root:[Epoch 86] training: err-top1=0.401509
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INFO:root:[Epoch 86] validation: err-top1=0.361428 err-top5=0.135005
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INFO:root:[Epoch 87] training: err-top1=0.400508
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INFO:root:[Epoch 87] validation: err-top1=0.362000 err-top5=0.139323
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INFO:root:[Epoch 88] training: err-top1=0.398865
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INFO:root:[Epoch 88] validation: err-top1=0.358917 err-top5=0.136998
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INFO:root:[Epoch 89] training: err-top1=0.398201
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INFO:root:[Epoch 89] validation: err-top1=0.360690 err-top5=0.139728
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INFO:root:[Epoch 90] training: err-top1=0.396057
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INFO:root:[Epoch 90] validation: err-top1=0.378488 err-top5=0.151088
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INFO:root:[Epoch 91] training: err-top1=0.394554
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INFO:root:[Epoch 91] validation: err-top1=0.362464 err-top5=0.138672
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INFO:root:[Epoch 92] training: err-top1=0.393484
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INFO:root:[Epoch 92] validation: err-top1=0.362484 err-top5=0.136679
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INFO:root:[Epoch 93] training: err-top1=0.391510
INFO:root:[Epoch 93] speed: 2043 samples/sec	time cost: 639.062758
INFO:root:[Epoch 93] validation: err-top1=0.353170 err-top5=0.130941
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INFO:root:[Epoch 94] training: err-top1=0.390072
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INFO:root:[Epoch 94] validation: err-top1=0.352101 err-top5=0.131238
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INFO:root:[Epoch 95] training: err-top1=0.388111
INFO:root:[Epoch 95] speed: 2031 samples/sec	time cost: 642.335332
INFO:root:[Epoch 95] validation: err-top1=0.358259 err-top5=0.134746
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INFO:root:[Epoch 96] training: err-top1=0.386378
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INFO:root:[Epoch 96] validation: err-top1=0.350546 err-top5=0.129285
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INFO:root:[Epoch 97] training: err-top1=0.384779
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INFO:root:[Epoch 97] validation: err-top1=0.345723 err-top5=0.127691
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INFO:root:[Epoch 98] training: err-top1=0.382920
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INFO:root:[Epoch 98] validation: err-top1=0.370219 err-top5=0.145630
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INFO:root:[Epoch 99] training: err-top1=0.380089
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INFO:root:[Epoch 99] validation: err-top1=0.345384 err-top5=0.126116
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INFO:root:[Epoch 100] training: err-top1=0.379914
INFO:root:[Epoch 100] speed: 2034 samples/sec	time cost: 641.745599
INFO:root:[Epoch 100] validation: err-top1=0.343232 err-top5=0.125658
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INFO:root:[Epoch 101] training: err-top1=0.376773
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INFO:root:[Epoch 101] validation: err-top1=0.339864 err-top5=0.126694
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INFO:root:[Epoch 102] training: err-top1=0.375308
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INFO:root:[Epoch 102] validation: err-top1=0.342793 err-top5=0.125458
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INFO:root:[Epoch 103] training: err-top1=0.373447
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INFO:root:[Epoch 103] validation: err-top1=0.337871 err-top5=0.123406
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INFO:root:[Epoch 104] training: err-top1=0.370959
INFO:root:[Epoch 104] speed: 2057 samples/sec	time cost: 634.168230
INFO:root:[Epoch 104] validation: err-top1=0.331624 err-top5=0.119202
INFO:root:Epoch[105] Batch [49]	Speed: 2017.417418 samples/sec	top1-err=0.361973	lr=0.155359
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INFO:root:[Epoch 105] training: err-top1=0.369940
INFO:root:[Epoch 105] speed: 2085 samples/sec	time cost: 626.249317
INFO:root:[Epoch 105] validation: err-top1=0.349151 err-top5=0.131896
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INFO:root:[Epoch 106] training: err-top1=0.367960
INFO:root:[Epoch 106] speed: 2044 samples/sec	time cost: 638.215673
INFO:root:[Epoch 106] validation: err-top1=0.332848 err-top5=0.121313
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INFO:root:[Epoch 107] training: err-top1=0.366322
INFO:root:[Epoch 107] speed: 2052 samples/sec	time cost: 636.104427
INFO:root:[Epoch 107] validation: err-top1=0.349988 err-top5=0.132474
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INFO:root:[Epoch 108] training: err-top1=0.364053
INFO:root:[Epoch 108] speed: 2041 samples/sec	time cost: 639.183877
INFO:root:[Epoch 108] validation: err-top1=0.329919 err-top5=0.117646
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INFO:root:[Epoch 109] training: err-top1=0.362312
INFO:root:[Epoch 109] speed: 2030 samples/sec	time cost: 642.500359
INFO:root:[Epoch 109] validation: err-top1=0.329719 err-top5=0.119519
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INFO:root:[Epoch 110] training: err-top1=0.359312
INFO:root:[Epoch 110] speed: 2052 samples/sec	time cost: 635.631320
INFO:root:[Epoch 110] validation: err-top1=0.325073 err-top5=0.115865
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INFO:root:[Epoch 111] training: err-top1=0.357578
INFO:root:[Epoch 111] speed: 2040 samples/sec	time cost: 639.393954
INFO:root:[Epoch 111] validation: err-top1=0.326710 err-top5=0.115992
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INFO:root:[Epoch 112] training: err-top1=0.355502
INFO:root:[Epoch 112] speed: 2042 samples/sec	time cost: 638.811038
INFO:root:[Epoch 112] validation: err-top1=0.334483 err-top5=0.124482
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INFO:root:[Epoch 113] training: err-top1=0.353573
INFO:root:[Epoch 113] speed: 2031 samples/sec	time cost: 642.035924
INFO:root:[Epoch 113] validation: err-top1=0.310965 err-top5=0.106366
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INFO:root:[Epoch 114] training: err-top1=0.350976
INFO:root:[Epoch 114] speed: 2042 samples/sec	time cost: 639.012138
INFO:root:[Epoch 114] validation: err-top1=0.312580 err-top5=0.108159
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INFO:root:[Epoch 115] training: err-top1=0.349455
INFO:root:[Epoch 115] speed: 2030 samples/sec	time cost: 642.814581
INFO:root:[Epoch 115] validation: err-top1=0.316586 err-top5=0.109953
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INFO:root:[Epoch 116] training: err-top1=0.347033
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INFO:root:[Epoch 116] validation: err-top1=0.312663 err-top5=0.105347
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INFO:root:[Epoch 117] training: err-top1=0.344779
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INFO:root:[Epoch 117] validation: err-top1=0.309650 err-top5=0.105847
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INFO:root:[Epoch 118] training: err-top1=0.342360
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INFO:root:[Epoch 118] validation: err-top1=0.306621 err-top5=0.104691
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INFO:root:[Epoch 119] training: err-top1=0.340236
INFO:root:[Epoch 119] speed: 2050 samples/sec	time cost: 636.467234
INFO:root:[Epoch 119] validation: err-top1=0.303312 err-top5=0.101702
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INFO:root:[Epoch 120] training: err-top1=0.337916
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INFO:root:[Epoch 120] validation: err-top1=0.308554 err-top5=0.106804
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INFO:root:[Epoch 121] training: err-top1=0.335488
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INFO:root:[Epoch 121] validation: err-top1=0.298569 err-top5=0.100925
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INFO:root:[Epoch 122] training: err-top1=0.332745
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INFO:root:[Epoch 122] validation: err-top1=0.296956 err-top5=0.100342
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INFO:root:[Epoch 123] training: err-top1=0.331504
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INFO:root:[Epoch 123] validation: err-top1=0.303392 err-top5=0.104831
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INFO:root:[Epoch 124] training: err-top1=0.328399
INFO:root:[Epoch 124] speed: 2054 samples/sec	time cost: 635.239517
INFO:root:[Epoch 124] validation: err-top1=0.296975 err-top5=0.097616
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INFO:root:[Epoch 125] training: err-top1=0.325002
INFO:root:[Epoch 125] speed: 2043 samples/sec	time cost: 638.541855
INFO:root:[Epoch 125] validation: err-top1=0.293846 err-top5=0.098533
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INFO:root:[Epoch 126] training: err-top1=0.323156
INFO:root:[Epoch 126] speed: 2039 samples/sec	time cost: 639.349361
INFO:root:[Epoch 126] validation: err-top1=0.295799 err-top5=0.098613
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INFO:root:[Epoch 127] training: err-top1=0.319990
INFO:root:[Epoch 127] speed: 2058 samples/sec	time cost: 633.569576
INFO:root:[Epoch 127] validation: err-top1=0.325073 err-top5=0.118123
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INFO:root:[Epoch 128] training: err-top1=0.317438
INFO:root:[Epoch 128] speed: 2033 samples/sec	time cost: 642.546152
INFO:root:[Epoch 128] validation: err-top1=0.285336 err-top5=0.091797
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INFO:root:[Epoch 129] training: err-top1=0.314908
INFO:root:[Epoch 129] speed: 2027 samples/sec	time cost: 644.052981
INFO:root:[Epoch 129] validation: err-top1=0.289282 err-top5=0.095265
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INFO:root:[Epoch 130] training: err-top1=0.312665
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INFO:root:[Epoch 130] validation: err-top1=0.288963 err-top5=0.096241
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INFO:root:[Epoch 131] training: err-top1=0.309445
INFO:root:[Epoch 131] speed: 2039 samples/sec	time cost: 639.587664
INFO:root:[Epoch 131] validation: err-top1=0.290836 err-top5=0.097497
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INFO:root:[Epoch 132] training: err-top1=0.307057
INFO:root:[Epoch 132] speed: 2041 samples/sec	time cost: 638.976834
INFO:root:[Epoch 132] validation: err-top1=0.281091 err-top5=0.087472
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INFO:root:[Epoch 133] training: err-top1=0.303628
INFO:root:[Epoch 133] speed: 2035 samples/sec	time cost: 640.604862
INFO:root:[Epoch 133] validation: err-top1=0.281291 err-top5=0.091227
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INFO:root:[Epoch 134] training: err-top1=0.300663
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INFO:root:[Epoch 134] validation: err-top1=0.277085 err-top5=0.087054
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INFO:root:[Epoch 135] training: err-top1=0.298527
INFO:root:[Epoch 135] speed: 2050 samples/sec	time cost: 636.400012
INFO:root:[Epoch 135] validation: err-top1=0.275012 err-top5=0.086256
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INFO:root:[Epoch 136] training: err-top1=0.295208
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INFO:root:[Epoch 136] validation: err-top1=0.268056 err-top5=0.083167
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INFO:root:[Epoch 137] training: err-top1=0.292201
INFO:root:[Epoch 137] speed: 2035 samples/sec	time cost: 640.771094
INFO:root:[Epoch 137] validation: err-top1=0.270568 err-top5=0.082948
INFO:root:Epoch[138] Batch [49]	Speed: 2015.908108 samples/sec	top1-err=0.283477	lr=0.054110
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INFO:root:[Epoch 138] training: err-top1=0.289888
INFO:root:[Epoch 138] speed: 2038 samples/sec	time cost: 640.063435
INFO:root:[Epoch 138] validation: err-top1=0.272959 err-top5=0.088668
INFO:root:Epoch[139] Batch [49]	Speed: 2033.447505 samples/sec	top1-err=0.283242	lr=0.051678
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INFO:root:[Epoch 139] training: err-top1=0.285466
INFO:root:[Epoch 139] speed: 2042 samples/sec	time cost: 638.897832
INFO:root:[Epoch 139] validation: err-top1=0.269531 err-top5=0.083618
INFO:root:Epoch[140] Batch [49]	Speed: 2008.064418 samples/sec	top1-err=0.277676	lr=0.049293
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INFO:root:[Epoch 140] training: err-top1=0.282501
INFO:root:[Epoch 140] speed: 2032 samples/sec	time cost: 642.020309
INFO:root:[Epoch 140] validation: err-top1=0.264987 err-top5=0.081812
INFO:root:Epoch[141] Batch [49]	Speed: 2058.688797 samples/sec	top1-err=0.274512	lr=0.046957
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INFO:root:[Epoch 141] training: err-top1=0.278868
INFO:root:[Epoch 141] speed: 2024 samples/sec	time cost: 644.788820
INFO:root:[Epoch 141] validation: err-top1=0.259805 err-top5=0.079301
INFO:root:Epoch[142] Batch [49]	Speed: 2089.460683 samples/sec	top1-err=0.265645	lr=0.044671
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INFO:root:[Epoch 142] training: err-top1=0.275750
INFO:root:[Epoch 142] speed: 2030 samples/sec	time cost: 642.755481
INFO:root:[Epoch 142] validation: err-top1=0.266761 err-top5=0.084243
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INFO:root:[Epoch 143] training: err-top1=0.272532
INFO:root:[Epoch 143] speed: 2039 samples/sec	time cost: 640.249635
INFO:root:[Epoch 143] validation: err-top1=0.257932 err-top5=0.079261
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INFO:root:[Epoch 144] training: err-top1=0.269151
INFO:root:[Epoch 144] speed: 2043 samples/sec	time cost: 638.985360
INFO:root:[Epoch 144] validation: err-top1=0.256099 err-top5=0.077906
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INFO:root:[Epoch 145] training: err-top1=0.265458
INFO:root:[Epoch 145] speed: 2053 samples/sec	time cost: 635.663789
INFO:root:[Epoch 145] validation: err-top1=0.253520 err-top5=0.076294
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INFO:root:[Epoch 146] training: err-top1=0.262382
INFO:root:[Epoch 146] speed: 2042 samples/sec	time cost: 639.234731
INFO:root:[Epoch 146] validation: err-top1=0.250957 err-top5=0.072644
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INFO:root:[Epoch 147] training: err-top1=0.258079
INFO:root:[Epoch 147] speed: 2034 samples/sec	time cost: 641.204456
INFO:root:[Epoch 147] validation: err-top1=0.250179 err-top5=0.074538
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INFO:root:[Epoch 148] training: err-top1=0.254963
INFO:root:[Epoch 148] speed: 2033 samples/sec	time cost: 641.874805
INFO:root:[Epoch 148] validation: err-top1=0.245316 err-top5=0.072644
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INFO:root:[Epoch 149] training: err-top1=0.250068
INFO:root:[Epoch 149] speed: 2044 samples/sec	time cost: 638.337095
INFO:root:[Epoch 149] validation: err-top1=0.241370 err-top5=0.071608
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INFO:root:[Epoch 150] training: err-top1=0.246775
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INFO:root:[Epoch 150] validation: err-top1=0.243742 err-top5=0.070532
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INFO:root:[Epoch 151] training: err-top1=0.242504
INFO:root:[Epoch 151] speed: 2039 samples/sec	time cost: 639.778720
INFO:root:[Epoch 151] validation: err-top1=0.241943 err-top5=0.069641
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INFO:root:[Epoch 152] training: err-top1=0.239116
INFO:root:[Epoch 152] speed: 2030 samples/sec	time cost: 642.823593
INFO:root:[Epoch 152] validation: err-top1=0.237345 err-top5=0.068200
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INFO:root:[Epoch 153] training: err-top1=0.233996
INFO:root:[Epoch 153] speed: 2038 samples/sec	time cost: 639.887142
INFO:root:[Epoch 153] validation: err-top1=0.238401 err-top5=0.068339
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INFO:root:[Epoch 154] training: err-top1=0.230666
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INFO:root:[Epoch 154] validation: err-top1=0.236388 err-top5=0.067742
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INFO:root:[Epoch 155] training: err-top1=0.225827
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INFO:root:[Epoch 155] validation: err-top1=0.234056 err-top5=0.065549
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INFO:root:[Epoch 156] training: err-top1=0.221453
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INFO:root:[Epoch 156] validation: err-top1=0.235471 err-top5=0.066426
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INFO:root:[Epoch 157] training: err-top1=0.216853
INFO:root:[Epoch 157] speed: 2037 samples/sec	time cost: 640.768801
INFO:root:[Epoch 157] validation: err-top1=0.228475 err-top5=0.064168
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INFO:root:[Epoch 158] training: err-top1=0.212421
INFO:root:[Epoch 158] speed: 2044 samples/sec	time cost: 638.900323
INFO:root:[Epoch 158] validation: err-top1=0.227519 err-top5=0.062998
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INFO:root:[Epoch 159] training: err-top1=0.208084
INFO:root:[Epoch 159] speed: 2037 samples/sec	time cost: 640.252031
INFO:root:[Epoch 159] validation: err-top1=0.224888 err-top5=0.062879
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INFO:root:[Epoch 160] training: err-top1=0.203076
INFO:root:[Epoch 160] speed: 2033 samples/sec	time cost: 642.287231
INFO:root:[Epoch 160] validation: err-top1=0.224470 err-top5=0.061783
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INFO:root:[Epoch 161] training: err-top1=0.198012
INFO:root:[Epoch 161] speed: 2061 samples/sec	time cost: 632.832450
INFO:root:[Epoch 161] validation: err-top1=0.223732 err-top5=0.061444
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INFO:root:[Epoch 162] training: err-top1=0.193702
INFO:root:[Epoch 162] speed: 2030 samples/sec	time cost: 642.376040
INFO:root:[Epoch 162] validation: err-top1=0.219828 err-top5=0.062297
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INFO:root:[Epoch 163] training: err-top1=0.188925
INFO:root:[Epoch 163] speed: 2044 samples/sec	time cost: 638.418381
INFO:root:[Epoch 163] validation: err-top1=0.220225 err-top5=0.059471
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INFO:root:[Epoch 164] training: err-top1=0.184268
INFO:root:[Epoch 164] speed: 2044 samples/sec	time cost: 638.846670
INFO:root:[Epoch 164] validation: err-top1=0.216777 err-top5=0.058992
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INFO:root:[Epoch 165] training: err-top1=0.180307
INFO:root:[Epoch 165] speed: 2033 samples/sec	time cost: 642.250307
INFO:root:[Epoch 165] validation: err-top1=0.215043 err-top5=0.058494
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INFO:root:[Epoch 166] training: err-top1=0.175964
INFO:root:[Epoch 166] speed: 2037 samples/sec	time cost: 640.533016
INFO:root:[Epoch 166] validation: err-top1=0.213508 err-top5=0.057219
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INFO:root:[Epoch 167] training: err-top1=0.170857
INFO:root:[Epoch 167] speed: 2066 samples/sec	time cost: 631.515975
INFO:root:[Epoch 167] validation: err-top1=0.213110 err-top5=0.057876
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INFO:root:[Epoch 168] training: err-top1=0.166642
INFO:root:[Epoch 168] speed: 2049 samples/sec	time cost: 636.644720
INFO:root:[Epoch 168] validation: err-top1=0.213888 err-top5=0.057190
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INFO:root:[Epoch 169] training: err-top1=0.163633
INFO:root:[Epoch 169] speed: 2044 samples/sec	time cost: 638.281784
INFO:root:[Epoch 169] validation: err-top1=0.211814 err-top5=0.057438
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INFO:root:[Epoch 170] training: err-top1=0.159829
INFO:root:[Epoch 170] speed: 2043 samples/sec	time cost: 638.411049
INFO:root:[Epoch 170] validation: err-top1=0.211396 err-top5=0.056561
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INFO:root:[Epoch 171] training: err-top1=0.156667
INFO:root:[Epoch 171] speed: 2024 samples/sec	time cost: 644.810949
INFO:root:[Epoch 171] validation: err-top1=0.209363 err-top5=0.056601
INFO:root:Epoch[172] Batch [49]	Speed: 2097.350490 samples/sec	top1-err=0.154746	lr=0.002039
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INFO:root:[Epoch 172] training: err-top1=0.153546
INFO:root:[Epoch 172] speed: 2058 samples/sec	time cost: 633.487352
INFO:root:[Epoch 172] validation: err-top1=0.209921 err-top5=0.056840
INFO:root:Epoch[173] Batch [49]	Speed: 2182.670124 samples/sec	top1-err=0.149102	lr=0.001559
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INFO:root:[Epoch 173] training: err-top1=0.151294
INFO:root:[Epoch 173] speed: 2050 samples/sec	time cost: 636.323981
INFO:root:[Epoch 173] validation: err-top1=0.209044 err-top5=0.056362
INFO:root:Epoch[174] Batch [49]	Speed: 2016.424883 samples/sec	top1-err=0.148711	lr=0.001144
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INFO:root:[Epoch 174] training: err-top1=0.149486
INFO:root:[Epoch 174] speed: 2039 samples/sec	time cost: 639.269733
INFO:root:[Epoch 174] validation: err-top1=0.208049 err-top5=0.056519
INFO:root:Epoch[175] Batch [49]	Speed: 2063.614060 samples/sec	top1-err=0.149805	lr=0.000793
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INFO:root:[Epoch 175] training: err-top1=0.147440
INFO:root:[Epoch 175] speed: 2045 samples/sec	time cost: 637.807475
INFO:root:[Epoch 175] validation: err-top1=0.207928 err-top5=0.056541
INFO:root:Epoch[176] Batch [49]	Speed: 2040.810135 samples/sec	top1-err=0.148379	lr=0.000505
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INFO:root:[Epoch 176] training: err-top1=0.146338
INFO:root:[Epoch 176] speed: 2036 samples/sec	time cost: 640.445092
INFO:root:[Epoch 176] validation: err-top1=0.208845 err-top5=0.056003
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INFO:root:Epoch[177] Batch [999]	Speed: 1987.592523 samples/sec	top1-err=0.145810	lr=0.000156
INFO:root:Epoch[177] Batch [1049]	Speed: 2062.844974 samples/sec	top1-err=0.145761	lr=0.000151
INFO:root:Epoch[177] Batch [1099]	Speed: 2093.933538 samples/sec	top1-err=0.145796	lr=0.000145
INFO:root:Epoch[177] Batch [1149]	Speed: 2012.100097 samples/sec	top1-err=0.145778	lr=0.000140
INFO:root:Epoch[177] Batch [1199]	Speed: 2031.363784 samples/sec	top1-err=0.145736	lr=0.000134
INFO:root:Epoch[177] Batch [1249]	Speed: 2142.499851 samples/sec	top1-err=0.145770	lr=0.000129
INFO:root:[Epoch 177] training: err-top1=0.145758
INFO:root:[Epoch 177] speed: 2037 samples/sec	time cost: 640.507053
INFO:root:[Epoch 177] validation: err-top1=0.208028 err-top5=0.055764
INFO:root:Epoch[178] Batch [49]	Speed: 2105.942046 samples/sec	top1-err=0.144316	lr=0.000124
INFO:root:Epoch[178] Batch [99]	Speed: 2025.074936 samples/sec	top1-err=0.143672	lr=0.000119
INFO:root:Epoch[178] Batch [149]	Speed: 2053.552474 samples/sec	top1-err=0.143704	lr=0.000114
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INFO:root:Epoch[178] Batch [299]	Speed: 2060.844172 samples/sec	top1-err=0.145010	lr=0.000100
INFO:root:Epoch[178] Batch [349]	Speed: 2066.066675 samples/sec	top1-err=0.145008	lr=0.000095
INFO:root:Epoch[178] Batch [399]	Speed: 2002.998475 samples/sec	top1-err=0.145498	lr=0.000091
INFO:root:Epoch[178] Batch [449]	Speed: 2075.434503 samples/sec	top1-err=0.145480	lr=0.000087
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INFO:root:Epoch[178] Batch [549]	Speed: 2019.057384 samples/sec	top1-err=0.145229	lr=0.000079
INFO:root:Epoch[178] Batch [599]	Speed: 2058.334071 samples/sec	top1-err=0.145195	lr=0.000075
INFO:root:Epoch[178] Batch [649]	Speed: 2032.391800 samples/sec	top1-err=0.145243	lr=0.000071
INFO:root:Epoch[178] Batch [699]	Speed: 2016.556177 samples/sec	top1-err=0.145335	lr=0.000067
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INFO:root:Epoch[178] Batch [849]	Speed: 2027.145385 samples/sec	top1-err=0.145368	lr=0.000056
INFO:root:Epoch[178] Batch [899]	Speed: 2009.040600 samples/sec	top1-err=0.145267	lr=0.000053
INFO:root:Epoch[178] Batch [949]	Speed: 2022.291584 samples/sec	top1-err=0.145144	lr=0.000050
INFO:root:Epoch[178] Batch [999]	Speed: 2023.459407 samples/sec	top1-err=0.145138	lr=0.000047
INFO:root:Epoch[178] Batch [1049]	Speed: 2010.117730 samples/sec	top1-err=0.145105	lr=0.000043
INFO:root:Epoch[178] Batch [1099]	Speed: 2049.954422 samples/sec	top1-err=0.145145	lr=0.000041
INFO:root:Epoch[178] Batch [1149]	Speed: 2008.530702 samples/sec	top1-err=0.145177	lr=0.000038
INFO:root:Epoch[178] Batch [1199]	Speed: 2023.669345 samples/sec	top1-err=0.145269	lr=0.000035
INFO:root:Epoch[178] Batch [1249]	Speed: 2141.714213 samples/sec	top1-err=0.145250	lr=0.000032
INFO:root:[Epoch 178] training: err-top1=0.145251
INFO:root:[Epoch 178] speed: 2038 samples/sec	time cost: 639.912814
INFO:root:[Epoch 178] validation: err-top1=0.208068 err-top5=0.055903
INFO:root:Epoch[179] Batch [49]	Speed: 2019.348342 samples/sec	top1-err=0.145801	lr=0.000030
INFO:root:Epoch[179] Batch [99]	Speed: 2051.360113 samples/sec	top1-err=0.145098	lr=0.000027
INFO:root:Epoch[179] Batch [149]	Speed: 2049.652524 samples/sec	top1-err=0.144687	lr=0.000025
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INFO:root:Epoch[179] Batch [249]	Speed: 2025.106904 samples/sec	top1-err=0.145711	lr=0.000021
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INFO:root:Epoch[179] Batch [399]	Speed: 2013.617472 samples/sec	top1-err=0.145256	lr=0.000015
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INFO:root:Epoch[179] Batch [599]	Speed: 2019.365641 samples/sec	top1-err=0.145461	lr=0.000009
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INFO:root:Epoch[179] Batch [699]	Speed: 2047.556912 samples/sec	top1-err=0.145138	lr=0.000006
INFO:root:Epoch[179] Batch [749]	Speed: 2065.078607 samples/sec	top1-err=0.145104	lr=0.000005
INFO:root:Epoch[179] Batch [799]	Speed: 2026.883205 samples/sec	top1-err=0.145068	lr=0.000004
INFO:root:Epoch[179] Batch [849]	Speed: 2033.401488 samples/sec	top1-err=0.145037	lr=0.000003
INFO:root:Epoch[179] Batch [899]	Speed: 1990.167495 samples/sec	top1-err=0.144929	lr=0.000003
INFO:root:Epoch[179] Batch [949]	Speed: 2086.081244 samples/sec	top1-err=0.144878	lr=0.000002
INFO:root:Epoch[179] Batch [999]	Speed: 2028.775644 samples/sec	top1-err=0.144881	lr=0.000001
INFO:root:Epoch[179] Batch [1049]	Speed: 2013.703328 samples/sec	top1-err=0.144847	lr=0.000001
INFO:root:Epoch[179] Batch [1099]	Speed: 2059.180194 samples/sec	top1-err=0.144750	lr=0.000000
INFO:root:Epoch[179] Batch [1149]	Speed: 2033.472306 samples/sec	top1-err=0.144747	lr=0.000000
INFO:root:Epoch[179] Batch [1199]	Speed: 2028.845354 samples/sec	top1-err=0.144736	lr=0.000000
INFO:root:Epoch[179] Batch [1249]	Speed: 2216.124698 samples/sec	top1-err=0.144836	lr=0.000000
INFO:root:[Epoch 179] training: err-top1=0.144811
INFO:root:[Epoch 179] speed: 2036 samples/sec	time cost: 640.890186
INFO:root:[Epoch 179] validation: err-top1=0.208107 err-top5=0.056162