INFO:root:Namespace(batch_norm=False, batch_size=256, data_dir='~/.mxnet/datasets/imagenet', dtype='float32', last_gamma=False, log_interval=50, logging_dir='logs', lr=0.4, lr_decay=0.1, lr_decay_epoch='40,60', lr_decay_period=0, lr_mode='cosine', mode='hybrid', model='resnet34_v1', momentum=0.9, num_epochs=120, num_gpus=4, num_workers=30, rec_train='/media/ramdisk/rec/train.rec', rec_train_idx='/media/ramdisk/rec/train.idx', rec_val='/media/ramdisk/rec/val.rec', rec_val_idx='/media/ramdisk/rec/val.idx', save_dir='params_resnet34_v1', save_frequency=10, use_pretrained=False, use_rec=True, use_se=False, warmup_epochs=5, warmup_lr=0.0, wd=0.0001)
[04:29:28] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/train.rec, use 15 threads for decoding..
[04:30:23] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/val.rec, use 15 threads for decoding..
[04:31:45] 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=0.955038
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INFO:root:[Epoch 0] validation: err-top1=0.879464 err-top5=0.705497
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INFO:root:[Epoch 1] training: err-top1=0.796053
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INFO:root:[Epoch 1] validation: err-top1=0.761500 err-top5=0.518535
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INFO:root:[Epoch 2] training: err-top1=0.693716
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INFO:root:[Epoch 2] validation: err-top1=0.685427 err-top5=0.421337
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INFO:root:[Epoch 3] training: err-top1=0.641110
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INFO:root:[Epoch 3] validation: err-top1=0.626216 err-top5=0.358777
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INFO:root:[Epoch 4] training: err-top1=0.614369
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INFO:root:[Epoch 4] validation: err-top1=0.611288 err-top5=0.341757
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INFO:root:[Epoch 5] training: err-top1=0.593989
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INFO:root:[Epoch 5] validation: err-top1=0.572367 err-top5=0.308940
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INFO:root:[Epoch 6] training: err-top1=0.576114
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INFO:root:[Epoch 6] validation: err-top1=0.555604 err-top5=0.291016
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INFO:root:[Epoch 7] training: err-top1=0.564202
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INFO:root:[Epoch 7] validation: err-top1=0.542550 err-top5=0.274693
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INFO:root:[Epoch 8] training: err-top1=0.555520
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INFO:root:[Epoch 8] validation: err-top1=0.552834 err-top5=0.288843
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INFO:root:[Epoch 9] training: err-top1=0.549193
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INFO:root:[Epoch 9] validation: err-top1=0.526706 err-top5=0.264688
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INFO:root:[Epoch 10] training: err-top1=0.543382
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INFO:root:[Epoch 10] validation: err-top1=0.544743 err-top5=0.280473
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INFO:root:[Epoch 11] training: err-top1=0.538710
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INFO:root:[Epoch 11] validation: err-top1=0.559611 err-top5=0.292725
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INFO:root:[Epoch 12] training: err-top1=0.535778
INFO:root:[Epoch 12] speed: 1883 samples/sec	time cost: 786.927657
INFO:root:[Epoch 12] validation: err-top1=0.539561 err-top5=0.276686
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INFO:root:[Epoch 13] training: err-top1=0.531565
INFO:root:[Epoch 13] speed: 1333 samples/sec	time cost: 985.990024
INFO:root:[Epoch 13] validation: err-top1=0.532107 err-top5=0.268515
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INFO:root:[Epoch 14] training: err-top1=0.528727
INFO:root:[Epoch 14] speed: 768 samples/sec	time cost: 1688.728513
INFO:root:[Epoch 14] validation: err-top1=0.515226 err-top5=0.251913
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INFO:root:[Epoch 15] training: err-top1=0.526079
INFO:root:[Epoch 15] speed: 2578 samples/sec	time cost: 513.830321
INFO:root:[Epoch 15] validation: err-top1=0.515226 err-top5=0.252750
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INFO:root:[Epoch 16] training: err-top1=0.523405
INFO:root:[Epoch 16] speed: 2575 samples/sec	time cost: 514.460809
INFO:root:[Epoch 16] validation: err-top1=0.511280 err-top5=0.253707
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INFO:root:[Epoch 17] training: err-top1=0.521537
INFO:root:[Epoch 17] speed: 2584 samples/sec	time cost: 512.849276
INFO:root:[Epoch 17] validation: err-top1=0.507772 err-top5=0.246155
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INFO:root:[Epoch 18] training: err-top1=0.520092
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INFO:root:[Epoch 18] validation: err-top1=0.485790 err-top5=0.231944
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INFO:root:[Epoch 19] training: err-top1=0.518367
INFO:root:[Epoch 19] speed: 2576 samples/sec	time cost: 514.114563
INFO:root:[Epoch 19] validation: err-top1=0.544045 err-top5=0.282705
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INFO:root:[Epoch 20] training: err-top1=0.515821
INFO:root:[Epoch 20] speed: 2581 samples/sec	time cost: 513.207681
INFO:root:[Epoch 20] validation: err-top1=0.529118 err-top5=0.264270
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INFO:root:[Epoch 21] training: err-top1=0.514662
INFO:root:[Epoch 21] speed: 2577 samples/sec	time cost: 514.236655
INFO:root:[Epoch 21] validation: err-top1=0.532785 err-top5=0.269332
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INFO:root:[Epoch 22] training: err-top1=0.513028
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INFO:root:[Epoch 22] validation: err-top1=0.515187 err-top5=0.251076
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INFO:root:[Epoch 23] training: err-top1=0.511530
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INFO:root:[Epoch 23] validation: err-top1=0.504272 err-top5=0.243795
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INFO:root:[Epoch 24] training: err-top1=0.509563
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INFO:root:[Epoch 24] validation: err-top1=0.530971 err-top5=0.267379
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INFO:root:[Epoch 25] training: err-top1=0.508032
INFO:root:[Epoch 25] speed: 2582 samples/sec	time cost: 513.021697
INFO:root:[Epoch 25] validation: err-top1=0.500678 err-top5=0.244141
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INFO:root:[Epoch 26] training: err-top1=0.506854
INFO:root:[Epoch 26] speed: 2587 samples/sec	time cost: 512.145515
INFO:root:[Epoch 26] validation: err-top1=0.516801 err-top5=0.260623
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INFO:root:[Epoch 27] training: err-top1=0.505465
INFO:root:[Epoch 27] speed: 2575 samples/sec	time cost: 514.052850
INFO:root:[Epoch 27] validation: err-top1=0.484794 err-top5=0.226164
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INFO:root:[Epoch 28] training: err-top1=0.503846
INFO:root:[Epoch 28] speed: 2584 samples/sec	time cost: 513.094813
INFO:root:[Epoch 28] validation: err-top1=0.489517 err-top5=0.234076
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INFO:root:[Epoch 29] training: err-top1=0.502437
INFO:root:[Epoch 29] speed: 2575 samples/sec	time cost: 514.279495
INFO:root:[Epoch 29] validation: err-top1=0.526733 err-top5=0.263509
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INFO:root:[Epoch 30] training: err-top1=0.500811
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INFO:root:[Epoch 30] validation: err-top1=0.491789 err-top5=0.232243
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INFO:root:[Epoch 31] training: err-top1=0.500173
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INFO:root:[Epoch 31] validation: err-top1=0.488680 err-top5=0.231326
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INFO:root:[Epoch 32] training: err-top1=0.498201
INFO:root:[Epoch 32] speed: 2585 samples/sec	time cost: 512.542592
INFO:root:[Epoch 32] validation: err-top1=0.480548 err-top5=0.223095
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INFO:root:[Epoch 33] training: err-top1=0.496952
INFO:root:[Epoch 33] speed: 2580 samples/sec	time cost: 513.338310
INFO:root:[Epoch 33] validation: err-top1=0.502232 err-top5=0.242048
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INFO:root:[Epoch 34] training: err-top1=0.495817
INFO:root:[Epoch 34] speed: 2581 samples/sec	time cost: 512.735342
INFO:root:[Epoch 34] validation: err-top1=0.500509 err-top5=0.242065
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INFO:root:[Epoch 35] training: err-top1=0.494371
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INFO:root:[Epoch 35] validation: err-top1=0.492287 err-top5=0.237524
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INFO:root:[Epoch 36] training: err-top1=0.492720
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INFO:root:[Epoch 36] validation: err-top1=0.467654 err-top5=0.210738
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INFO:root:[Epoch 37] training: err-top1=0.491020
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INFO:root:[Epoch 37] validation: err-top1=0.472118 err-top5=0.216777
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INFO:root:[Epoch 38] training: err-top1=0.489448
INFO:root:[Epoch 38] speed: 2579 samples/sec	time cost: 513.538199
INFO:root:[Epoch 38] validation: err-top1=0.481425 err-top5=0.223992
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INFO:root:[Epoch 39] training: err-top1=0.487835
INFO:root:[Epoch 39] speed: 2582 samples/sec	time cost: 513.055073
INFO:root:[Epoch 39] validation: err-top1=0.466897 err-top5=0.216219
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INFO:root:[Epoch 40] training: err-top1=0.486334
INFO:root:[Epoch 40] speed: 2572 samples/sec	time cost: 514.890365
INFO:root:[Epoch 40] validation: err-top1=0.467896 err-top5=0.211609
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INFO:root:[Epoch 41] training: err-top1=0.484925
INFO:root:[Epoch 41] speed: 2584 samples/sec	time cost: 512.940391
INFO:root:[Epoch 41] validation: err-top1=0.479054 err-top5=0.222238
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INFO:root:[Epoch 42] training: err-top1=0.482912
INFO:root:[Epoch 42] speed: 2591 samples/sec	time cost: 511.596292
INFO:root:[Epoch 42] validation: err-top1=0.462632 err-top5=0.210479
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INFO:root:[Epoch 43] training: err-top1=0.482487
INFO:root:[Epoch 43] speed: 2589 samples/sec	time cost: 511.886971
INFO:root:[Epoch 43] validation: err-top1=0.466877 err-top5=0.211436
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INFO:root:[Epoch 44] training: err-top1=0.480525
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INFO:root:[Epoch 44] validation: err-top1=0.471620 err-top5=0.221640
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INFO:root:[Epoch 45] training: err-top1=0.479308
INFO:root:[Epoch 45] speed: 2576 samples/sec	time cost: 514.301511
INFO:root:[Epoch 45] validation: err-top1=0.455855 err-top5=0.206234
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INFO:root:[Epoch 46] training: err-top1=0.476799
INFO:root:[Epoch 46] speed: 2575 samples/sec	time cost: 514.328469
INFO:root:[Epoch 46] validation: err-top1=0.448242 err-top5=0.195923
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INFO:root:[Epoch 47] training: err-top1=0.475349
INFO:root:[Epoch 47] speed: 2580 samples/sec	time cost: 513.729573
INFO:root:[Epoch 47] validation: err-top1=0.459901 err-top5=0.211755
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INFO:root:[Epoch 48] training: err-top1=0.473301
INFO:root:[Epoch 48] speed: 2580 samples/sec	time cost: 513.455595
INFO:root:[Epoch 48] validation: err-top1=0.440011 err-top5=0.193559
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INFO:root:[Epoch 49] training: err-top1=0.471529
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INFO:root:[Epoch 49] validation: err-top1=0.447385 err-top5=0.201252
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INFO:root:[Epoch 50] training: err-top1=0.469527
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INFO:root:[Epoch 50] validation: err-top1=0.439632 err-top5=0.190489
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INFO:root:[Epoch 51] training: err-top1=0.468584
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INFO:root:[Epoch 51] validation: err-top1=0.460399 err-top5=0.209004
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INFO:root:[Epoch 52] training: err-top1=0.465721
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INFO:root:[Epoch 52] validation: err-top1=0.468913 err-top5=0.219340
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INFO:root:[Epoch 53] training: err-top1=0.463636
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INFO:root:[Epoch 53] validation: err-top1=0.438257 err-top5=0.191964
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INFO:root:[Epoch 54] training: err-top1=0.462745
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INFO:root:[Epoch 54] validation: err-top1=0.436165 err-top5=0.187998
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INFO:root:[Epoch 55] training: err-top1=0.461100
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INFO:root:[Epoch 55] validation: err-top1=0.432896 err-top5=0.185328
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INFO:root:[Epoch 56] training: err-top1=0.458805
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INFO:root:[Epoch 56] validation: err-top1=0.425383 err-top5=0.181740
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INFO:root:[Epoch 57] training: err-top1=0.455900
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INFO:root:[Epoch 57] validation: err-top1=0.439752 err-top5=0.193419
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INFO:root:[Epoch 58] training: err-top1=0.454479
INFO:root:[Epoch 58] speed: 2582 samples/sec	time cost: 513.038829
INFO:root:[Epoch 58] validation: err-top1=0.441162 err-top5=0.195068
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INFO:root:[Epoch 59] training: err-top1=0.451995
INFO:root:[Epoch 59] speed: 2582 samples/sec	time cost: 513.404385
INFO:root:[Epoch 59] validation: err-top1=0.453982 err-top5=0.206453
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INFO:root:[Epoch 60] training: err-top1=0.450052
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INFO:root:[Epoch 60] validation: err-top1=0.422573 err-top5=0.183096
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INFO:root:[Epoch 61] training: err-top1=0.448218
INFO:root:[Epoch 61] speed: 2578 samples/sec	time cost: 513.902299
INFO:root:[Epoch 61] validation: err-top1=0.430804 err-top5=0.189134
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INFO:root:[Epoch 62] training: err-top1=0.445418
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INFO:root:[Epoch 62] validation: err-top1=0.404955 err-top5=0.168048
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INFO:root:[Epoch 63] training: err-top1=0.442520
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INFO:root:[Epoch 63] validation: err-top1=0.419678 err-top5=0.180318
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INFO:root:[Epoch 64] training: err-top1=0.440699
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INFO:root:[Epoch 64] validation: err-top1=0.413504 err-top5=0.175622
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INFO:root:[Epoch 65] training: err-top1=0.438834
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INFO:root:[Epoch 65] validation: err-top1=0.409020 err-top5=0.168985
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INFO:root:[Epoch 66] training: err-top1=0.436242
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INFO:root:[Epoch 66] validation: err-top1=0.418866 err-top5=0.178193
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INFO:root:[Epoch 67] training: err-top1=0.433654
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INFO:root:[Epoch 67] validation: err-top1=0.412667 err-top5=0.173828
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INFO:root:[Epoch 68] training: err-top1=0.430779
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INFO:root:[Epoch 68] validation: err-top1=0.415717 err-top5=0.173629
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INFO:root:[Epoch 69] training: err-top1=0.428617
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INFO:root:[Epoch 69] validation: err-top1=0.402161 err-top5=0.166646
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INFO:root:[Epoch 70] training: err-top1=0.425977
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INFO:root:[Epoch 70] validation: err-top1=0.402842 err-top5=0.166952
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INFO:root:[Epoch 71] training: err-top1=0.423378
INFO:root:[Epoch 71] speed: 2581 samples/sec	time cost: 513.726170
INFO:root:[Epoch 71] validation: err-top1=0.402882 err-top5=0.172752
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INFO:root:[Epoch 72] training: err-top1=0.420141
INFO:root:[Epoch 72] speed: 2580 samples/sec	time cost: 513.663729
INFO:root:[Epoch 72] validation: err-top1=0.388074 err-top5=0.156449
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INFO:root:[Epoch 73] training: err-top1=0.417863
INFO:root:[Epoch 73] speed: 2574 samples/sec	time cost: 514.558981
INFO:root:[Epoch 73] validation: err-top1=0.387396 err-top5=0.156908
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INFO:root:[Epoch 74] training: err-top1=0.413849
INFO:root:[Epoch 74] speed: 2579 samples/sec	time cost: 513.743297
INFO:root:[Epoch 74] validation: err-top1=0.395010 err-top5=0.162548
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INFO:root:[Epoch 75] training: err-top1=0.411453
INFO:root:[Epoch 75] speed: 2593 samples/sec	time cost: 511.051531
INFO:root:[Epoch 75] validation: err-top1=0.388062 err-top5=0.157389
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INFO:root:[Epoch 76] training: err-top1=0.408896
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INFO:root:[Epoch 76] validation: err-top1=0.380281 err-top5=0.150909
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INFO:root:[Epoch 77] training: err-top1=0.406892
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INFO:root:[Epoch 77] validation: err-top1=0.368642 err-top5=0.143595
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INFO:root:[Epoch 78] training: err-top1=0.402805
INFO:root:[Epoch 78] speed: 2581 samples/sec	time cost: 513.773837
INFO:root:[Epoch 78] validation: err-top1=0.367805 err-top5=0.142419
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INFO:root:[Epoch 79] training: err-top1=0.399715
INFO:root:[Epoch 79] speed: 2584 samples/sec	time cost: 512.546571
INFO:root:[Epoch 79] validation: err-top1=0.364876 err-top5=0.143834
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INFO:root:[Epoch 80] training: err-top1=0.396112
INFO:root:[Epoch 80] speed: 2584 samples/sec	time cost: 512.752832
INFO:root:[Epoch 80] validation: err-top1=0.368005 err-top5=0.145548
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INFO:root:[Epoch 81] training: err-top1=0.393858
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INFO:root:[Epoch 81] validation: err-top1=0.364136 err-top5=0.142660
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INFO:root:[Epoch 82] training: err-top1=0.389783
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INFO:root:[Epoch 82] validation: err-top1=0.368084 err-top5=0.145129
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INFO:root:[Epoch 83] training: err-top1=0.386819
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INFO:root:[Epoch 83] validation: err-top1=0.363620 err-top5=0.141502
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INFO:root:[Epoch 84] training: err-top1=0.383094
INFO:root:[Epoch 84] speed: 2587 samples/sec	time cost: 512.041946
INFO:root:[Epoch 84] validation: err-top1=0.357422 err-top5=0.137376
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INFO:root:[Epoch 85] training: err-top1=0.379599
INFO:root:[Epoch 85] speed: 2584 samples/sec	time cost: 512.798813
INFO:root:[Epoch 85] validation: err-top1=0.352738 err-top5=0.132613
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INFO:root:[Epoch 86] training: err-top1=0.376146
INFO:root:[Epoch 86] speed: 2578 samples/sec	time cost: 513.991656
INFO:root:[Epoch 86] validation: err-top1=0.347716 err-top5=0.129923
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INFO:root:[Epoch 87] training: err-top1=0.372765
INFO:root:[Epoch 87] speed: 2581 samples/sec	time cost: 513.210892
INFO:root:[Epoch 87] validation: err-top1=0.344828 err-top5=0.128662
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INFO:root:[Epoch 88] training: err-top1=0.368239
INFO:root:[Epoch 88] speed: 2583 samples/sec	time cost: 513.233091
INFO:root:[Epoch 88] validation: err-top1=0.339565 err-top5=0.127252
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INFO:root:[Epoch 89] training: err-top1=0.364110
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INFO:root:[Epoch 89] validation: err-top1=0.334921 err-top5=0.123306
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INFO:root:[Epoch 90] training: err-top1=0.360478
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INFO:root:[Epoch 90] validation: err-top1=0.337034 err-top5=0.125458
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INFO:root:[Epoch 91] training: err-top1=0.356516
INFO:root:[Epoch 91] speed: 2581 samples/sec	time cost: 512.908888
INFO:root:[Epoch 91] validation: err-top1=0.330317 err-top5=0.123087
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INFO:root:[Epoch 92] training: err-top1=0.353182
INFO:root:[Epoch 92] speed: 2577 samples/sec	time cost: 513.891707
INFO:root:[Epoch 92] validation: err-top1=0.318180 err-top5=0.114138
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INFO:root:[Epoch 93] training: err-top1=0.347492
INFO:root:[Epoch 93] speed: 2579 samples/sec	time cost: 513.871378
INFO:root:[Epoch 93] validation: err-top1=0.327189 err-top5=0.120097
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INFO:root:[Epoch 94] training: err-top1=0.343714
INFO:root:[Epoch 94] speed: 2574 samples/sec	time cost: 514.886155
INFO:root:[Epoch 94] validation: err-top1=0.321090 err-top5=0.115613
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INFO:root:[Epoch 95] training: err-top1=0.339126
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INFO:root:[Epoch 95] validation: err-top1=0.316227 err-top5=0.114377
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INFO:root:[Epoch 96] training: err-top1=0.334769
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INFO:root:[Epoch 96] validation: err-top1=0.308793 err-top5=0.108139
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INFO:root:[Epoch 97] training: err-top1=0.329879
INFO:root:[Epoch 97] speed: 2573 samples/sec	time cost: 514.474150
INFO:root:[Epoch 97] validation: err-top1=0.305285 err-top5=0.106485
INFO:root:Epoch[98] Batch [49]	Speed: 2595.272763 samples/sec	top1-err=0.318926	lr=0.034925
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INFO:root:[Epoch 98] training: err-top1=0.325082
INFO:root:[Epoch 98] speed: 2582 samples/sec	time cost: 512.647867
INFO:root:[Epoch 98] validation: err-top1=0.302083 err-top5=0.104675
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INFO:root:[Epoch 99] training: err-top1=0.320562
INFO:root:[Epoch 99] speed: 2586 samples/sec	time cost: 512.645867
INFO:root:[Epoch 99] validation: err-top1=0.300821 err-top5=0.103994
INFO:root:Epoch[100] Batch [49]	Speed: 2572.717714 samples/sec	top1-err=0.314121	lr=0.029005
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INFO:root:[Epoch 100] training: err-top1=0.315255
INFO:root:[Epoch 100] speed: 2584 samples/sec	time cost: 513.319979
INFO:root:[Epoch 100] validation: err-top1=0.295181 err-top5=0.100327
INFO:root:Epoch[101] Batch [49]	Speed: 2542.223003 samples/sec	top1-err=0.304355	lr=0.026235
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INFO:root:[Epoch 101] training: err-top1=0.310119
INFO:root:[Epoch 101] speed: 2566 samples/sec	time cost: 516.215065
INFO:root:[Epoch 101] validation: err-top1=0.292670 err-top5=0.099849
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INFO:root:[Epoch 102] training: err-top1=0.305606
INFO:root:[Epoch 102] speed: 2576 samples/sec	time cost: 514.128552
INFO:root:[Epoch 102] validation: err-top1=0.291713 err-top5=0.100088
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INFO:root:[Epoch 103] training: err-top1=0.299691
INFO:root:[Epoch 103] speed: 2581 samples/sec	time cost: 513.274211
INFO:root:[Epoch 103] validation: err-top1=0.285953 err-top5=0.095743
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INFO:root:[Epoch 104] training: err-top1=0.294823
INFO:root:[Epoch 104] speed: 2604 samples/sec	time cost: 508.800515
INFO:root:[Epoch 104] validation: err-top1=0.280477 err-top5=0.093872
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INFO:root:[Epoch 105] training: err-top1=0.289828
INFO:root:[Epoch 105] speed: 2589 samples/sec	time cost: 511.881425
INFO:root:[Epoch 105] validation: err-top1=0.282147 err-top5=0.092156
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INFO:root:[Epoch 106] training: err-top1=0.284632
INFO:root:[Epoch 106] speed: 2579 samples/sec	time cost: 513.556320
INFO:root:[Epoch 106] validation: err-top1=0.276746 err-top5=0.091418
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INFO:root:[Epoch 107] training: err-top1=0.280075
INFO:root:[Epoch 107] speed: 2583 samples/sec	time cost: 513.394883
INFO:root:[Epoch 107] validation: err-top1=0.273059 err-top5=0.089545
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INFO:root:[Epoch 108] training: err-top1=0.274536
INFO:root:[Epoch 108] speed: 2583 samples/sec	time cost: 512.787611
INFO:root:[Epoch 108] validation: err-top1=0.271265 err-top5=0.088449
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INFO:root:[Epoch 109] training: err-top1=0.269842
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INFO:root:[Epoch 109] validation: err-top1=0.267538 err-top5=0.085499
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INFO:root:[Epoch 110] training: err-top1=0.265100
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INFO:root:[Epoch 110] validation: err-top1=0.264872 err-top5=0.083720
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INFO:root:[Epoch 111] training: err-top1=0.260201
INFO:root:[Epoch 111] speed: 2581 samples/sec	time cost: 513.738460
INFO:root:[Epoch 111] validation: err-top1=0.266781 err-top5=0.085419
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INFO:root:[Epoch 112] training: err-top1=0.255875
INFO:root:[Epoch 112] speed: 2596 samples/sec	time cost: 510.359752
INFO:root:[Epoch 112] validation: err-top1=0.262077 err-top5=0.084064
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INFO:root:[Epoch 113] training: err-top1=0.252656
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INFO:root:[Epoch 113] validation: err-top1=0.259726 err-top5=0.081573
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INFO:root:[Epoch 114] training: err-top1=0.249204
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INFO:root:[Epoch 114] validation: err-top1=0.258171 err-top5=0.081792
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INFO:root:[Epoch 115] training: err-top1=0.246768
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INFO:root:[Epoch 115] validation: err-top1=0.257832 err-top5=0.082290
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INFO:root:[Epoch 116] training: err-top1=0.245410
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INFO:root:[Epoch 116] validation: err-top1=0.256836 err-top5=0.081502
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INFO:root:Epoch[117] Batch [1249]	Speed: 2582.068436 samples/sec	top1-err=0.243808	lr=0.000299
INFO:root:[Epoch 117] training: err-top1=0.243811
INFO:root:[Epoch 117] speed: 2577 samples/sec	time cost: 514.312233
INFO:root:[Epoch 117] validation: err-top1=0.255820 err-top5=0.081274
INFO:root:Epoch[118] Batch [49]	Speed: 2481.852175 samples/sec	top1-err=0.242148	lr=0.000287
INFO:root:Epoch[118] Batch [99]	Speed: 2627.292171 samples/sec	top1-err=0.242803	lr=0.000275
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INFO:root:Epoch[118] Batch [1249]	Speed: 2596.290684 samples/sec	top1-err=0.242770	lr=0.000075
INFO:root:[Epoch 118] training: err-top1=0.242786
INFO:root:[Epoch 118] speed: 2595 samples/sec	time cost: 510.492690
INFO:root:[Epoch 118] validation: err-top1=0.256637 err-top5=0.081354
INFO:root:Epoch[119] Batch [49]	Speed: 2562.115791 samples/sec	top1-err=0.241250	lr=0.000069
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INFO:root:Epoch[119] Batch [1249]	Speed: 2564.659344 samples/sec	top1-err=0.242313	lr=0.000000
INFO:root:[Epoch 119] training: err-top1=0.242318
INFO:root:[Epoch 119] speed: 2580 samples/sec	time cost: 513.275318
INFO:root:[Epoch 119] validation: err-top1=0.256258 err-top5=0.080995