INFO:root:Namespace(batch_norm=False, batch_size=256, data_dir='~/.mxnet/datasets/imagenet', dtype='float32', last_gamma=False, log_interval=50, logging_dir='logs', lr=0.4, lr_decay=0.1, lr_decay_epoch='40,60', lr_decay_period=0, lr_mode='cosine', mode='hybrid', model='resnet18_v2', momentum=0.9, num_epochs=120, num_gpus=4, num_workers=30, rec_train='/media/ramdisk/rec/train.rec', rec_train_idx='/media/ramdisk/rec/train.idx', rec_val='/media/ramdisk/rec/val.rec', rec_val_idx='/media/ramdisk/rec/val.idx', save_dir='params_resnet18_v2', save_frequency=10, use_pretrained=False, use_rec=True, use_se=False, warmup_epochs=5, warmup_lr=0.0, wd=0.0001)
[16:57:53] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/train.rec, use 15 threads for decoding..
[16:57:56] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/val.rec, use 15 threads for decoding..
[16:58:16] 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)
INFO:root:Epoch[0] Batch [49]	Speed: 2749.350230 samples/sec	top1-err=0.999141	lr=0.003133
INFO:root:Epoch[0] Batch [99]	Speed: 2800.326549 samples/sec	top1-err=0.998984	lr=0.006331
INFO:root:Epoch[0] Batch [149]	Speed: 2783.707192 samples/sec	top1-err=0.998789	lr=0.009528
INFO:root:Epoch[0] Batch [199]	Speed: 2796.666666 samples/sec	top1-err=0.998164	lr=0.012726
INFO:root:Epoch[0] Batch [249]	Speed: 2753.820791 samples/sec	top1-err=0.997512	lr=0.015923
INFO:root:Epoch[0] Batch [299]	Speed: 2762.372381 samples/sec	top1-err=0.996794	lr=0.019121
INFO:root:Epoch[0] Batch [349]	Speed: 2804.284446 samples/sec	top1-err=0.995977	lr=0.022318
INFO:root:Epoch[0] Batch [399]	Speed: 2661.361264 samples/sec	top1-err=0.995144	lr=0.025516
INFO:root:Epoch[0] Batch [449]	Speed: 2756.888433 samples/sec	top1-err=0.994102	lr=0.028713
INFO:root:Epoch[0] Batch [499]	Speed: 2727.101951 samples/sec	top1-err=0.993199	lr=0.031910
INFO:root:Epoch[0] Batch [549]	Speed: 2759.528852 samples/sec	top1-err=0.992152	lr=0.035108
INFO:root:Epoch[0] Batch [599]	Speed: 2743.960447 samples/sec	top1-err=0.990954	lr=0.038305
INFO:root:Epoch[0] Batch [649]	Speed: 2765.538106 samples/sec	top1-err=0.989748	lr=0.041503
INFO:root:Epoch[0] Batch [699]	Speed: 2771.365673 samples/sec	top1-err=0.988602	lr=0.044700
INFO:root:Epoch[0] Batch [749]	Speed: 2717.254741 samples/sec	top1-err=0.987227	lr=0.047898
INFO:root:Epoch[0] Batch [799]	Speed: 2803.544485 samples/sec	top1-err=0.985837	lr=0.051095
INFO:root:Epoch[0] Batch [849]	Speed: 2750.156700 samples/sec	top1-err=0.984421	lr=0.054293
INFO:root:Epoch[0] Batch [899]	Speed: 2714.153454 samples/sec	top1-err=0.982906	lr=0.057490
INFO:root:Epoch[0] Batch [949]	Speed: 2760.594591 samples/sec	top1-err=0.981358	lr=0.060687
INFO:root:Epoch[0] Batch [999]	Speed: 2796.632467 samples/sec	top1-err=0.979652	lr=0.063885
INFO:root:Epoch[0] Batch [1049]	Speed: 2690.050203 samples/sec	top1-err=0.977879	lr=0.067082
INFO:root:Epoch[0] Batch [1099]	Speed: 2774.442512 samples/sec	top1-err=0.976000	lr=0.070280
INFO:root:Epoch[0] Batch [1149]	Speed: 2740.710838 samples/sec	top1-err=0.974086	lr=0.073477
INFO:root:Epoch[0] Batch [1199]	Speed: 2669.239823 samples/sec	top1-err=0.972099	lr=0.076675
INFO:root:Epoch[0] Batch [1249]	Speed: 2764.648417 samples/sec	top1-err=0.969962	lr=0.079872
INFO:root:[Epoch 0] training: err-top1=0.969851
INFO:root:[Epoch 0] speed: 2748 samples/sec	time cost: 483.555102
INFO:root:[Epoch 0] validation: err-top1=0.906708 err-top5=0.753209
INFO:root:Epoch[1] Batch [49]	Speed: 2676.849444 samples/sec	top1-err=0.910781	lr=0.083133
INFO:root:Epoch[1] Batch [99]	Speed: 2715.774510 samples/sec	top1-err=0.907734	lr=0.086331
INFO:root:Epoch[1] Batch [149]	Speed: 2739.752702 samples/sec	top1-err=0.904492	lr=0.089528
INFO:root:Epoch[1] Batch [199]	Speed: 2709.481273 samples/sec	top1-err=0.901489	lr=0.092726
INFO:root:Epoch[1] Batch [249]	Speed: 2712.291639 samples/sec	top1-err=0.898648	lr=0.095923
INFO:root:Epoch[1] Batch [299]	Speed: 2664.880777 samples/sec	top1-err=0.895986	lr=0.099121
INFO:root:Epoch[1] Batch [349]	Speed: 2710.047607 samples/sec	top1-err=0.892913	lr=0.102318
INFO:root:Epoch[1] Batch [399]	Speed: 2768.177322 samples/sec	top1-err=0.889294	lr=0.105516
INFO:root:Epoch[1] Batch [449]	Speed: 2793.453806 samples/sec	top1-err=0.886326	lr=0.108713
INFO:root:Epoch[1] Batch [499]	Speed: 2740.229413 samples/sec	top1-err=0.883111	lr=0.111910
INFO:root:Epoch[1] Batch [549]	Speed: 2745.582140 samples/sec	top1-err=0.879908	lr=0.115108
INFO:root:Epoch[1] Batch [599]	Speed: 2662.816799 samples/sec	top1-err=0.876829	lr=0.118305
INFO:root:Epoch[1] Batch [649]	Speed: 2796.591968 samples/sec	top1-err=0.873585	lr=0.121503
INFO:root:Epoch[1] Batch [699]	Speed: 2742.282992 samples/sec	top1-err=0.870639	lr=0.124700
INFO:root:Epoch[1] Batch [749]	Speed: 2727.558542 samples/sec	top1-err=0.867592	lr=0.127898
INFO:root:Epoch[1] Batch [799]	Speed: 2697.921531 samples/sec	top1-err=0.864503	lr=0.131095
INFO:root:Epoch[1] Batch [849]	Speed: 2702.161262 samples/sec	top1-err=0.861419	lr=0.134293
INFO:root:Epoch[1] Batch [899]	Speed: 2791.214570 samples/sec	top1-err=0.858326	lr=0.137490
INFO:root:Epoch[1] Batch [949]	Speed: 2716.956991 samples/sec	top1-err=0.855298	lr=0.140687
INFO:root:Epoch[1] Batch [999]	Speed: 2780.631276 samples/sec	top1-err=0.852303	lr=0.143885
INFO:root:Epoch[1] Batch [1049]	Speed: 2709.350383 samples/sec	top1-err=0.849313	lr=0.147082
INFO:root:Epoch[1] Batch [1099]	Speed: 2739.661231 samples/sec	top1-err=0.846567	lr=0.150280
INFO:root:Epoch[1] Batch [1149]	Speed: 2817.647680 samples/sec	top1-err=0.843786	lr=0.153477
INFO:root:Epoch[1] Batch [1199]	Speed: 2789.242236 samples/sec	top1-err=0.840946	lr=0.156675
INFO:root:Epoch[1] Batch [1249]	Speed: 2797.961010 samples/sec	top1-err=0.838161	lr=0.159872
INFO:root:[Epoch 1] training: err-top1=0.838095
INFO:root:[Epoch 1] speed: 2734 samples/sec	time cost: 485.459303
INFO:root:[Epoch 1] validation: err-top1=0.777344 err-top5=0.541255
INFO:root:Epoch[2] Batch [49]	Speed: 2727.647786 samples/sec	top1-err=0.764355	lr=0.163133
INFO:root:Epoch[2] Batch [99]	Speed: 2693.711537 samples/sec	top1-err=0.760566	lr=0.166331
INFO:root:Epoch[2] Batch [149]	Speed: 2770.836095 samples/sec	top1-err=0.759557	lr=0.169528
INFO:root:Epoch[2] Batch [199]	Speed: 2725.679749 samples/sec	top1-err=0.757896	lr=0.172726
INFO:root:Epoch[2] Batch [249]	Speed: 2754.483892 samples/sec	top1-err=0.756504	lr=0.175923
INFO:root:Epoch[2] Batch [299]	Speed: 2711.094868 samples/sec	top1-err=0.754303	lr=0.179121
INFO:root:Epoch[2] Batch [349]	Speed: 2745.708901 samples/sec	top1-err=0.752129	lr=0.182318
INFO:root:Epoch[2] Batch [399]	Speed: 2732.599736 samples/sec	top1-err=0.750496	lr=0.185516
INFO:root:Epoch[2] Batch [449]	Speed: 2706.894635 samples/sec	top1-err=0.748411	lr=0.188713
INFO:root:Epoch[2] Batch [499]	Speed: 2753.114595 samples/sec	top1-err=0.746883	lr=0.191910
INFO:root:Epoch[2] Batch [549]	Speed: 2764.701556 samples/sec	top1-err=0.745247	lr=0.195108
INFO:root:Epoch[2] Batch [599]	Speed: 2709.693787 samples/sec	top1-err=0.743231	lr=0.198305
INFO:root:Epoch[2] Batch [649]	Speed: 2739.703453 samples/sec	top1-err=0.741295	lr=0.201503
INFO:root:Epoch[2] Batch [699]	Speed: 2773.834186 samples/sec	top1-err=0.739668	lr=0.204700
INFO:root:Epoch[2] Batch [749]	Speed: 2737.254327 samples/sec	top1-err=0.737978	lr=0.207898
INFO:root:Epoch[2] Batch [799]	Speed: 2768.178357 samples/sec	top1-err=0.736453	lr=0.211095
INFO:root:Epoch[2] Batch [849]	Speed: 2724.769119 samples/sec	top1-err=0.734971	lr=0.214293
INFO:root:Epoch[2] Batch [899]	Speed: 2708.988544 samples/sec	top1-err=0.733189	lr=0.217490
INFO:root:Epoch[2] Batch [949]	Speed: 2767.253591 samples/sec	top1-err=0.731699	lr=0.220687
INFO:root:Epoch[2] Batch [999]	Speed: 2756.427879 samples/sec	top1-err=0.730121	lr=0.223885
INFO:root:Epoch[2] Batch [1049]	Speed: 2777.675463 samples/sec	top1-err=0.728738	lr=0.227082
INFO:root:Epoch[2] Batch [1099]	Speed: 2759.798517 samples/sec	top1-err=0.727435	lr=0.230280
INFO:root:Epoch[2] Batch [1149]	Speed: 2722.379601 samples/sec	top1-err=0.725938	lr=0.233477
INFO:root:Epoch[2] Batch [1199]	Speed: 2783.416167 samples/sec	top1-err=0.724458	lr=0.236675
INFO:root:Epoch[2] Batch [1249]	Speed: 2737.658866 samples/sec	top1-err=0.722969	lr=0.239872
INFO:root:[Epoch 2] training: err-top1=0.722947
INFO:root:[Epoch 2] speed: 2739 samples/sec	time cost: 484.509267
INFO:root:[Epoch 2] validation: err-top1=0.682318 err-top5=0.417191
INFO:root:Epoch[3] Batch [49]	Speed: 2734.414790 samples/sec	top1-err=0.678242	lr=0.243133
INFO:root:Epoch[3] Batch [99]	Speed: 2741.771505 samples/sec	top1-err=0.679121	lr=0.246331
INFO:root:Epoch[3] Batch [149]	Speed: 2769.984046 samples/sec	top1-err=0.679102	lr=0.249528
INFO:root:Epoch[3] Batch [199]	Speed: 2760.840825 samples/sec	top1-err=0.678872	lr=0.252726
INFO:root:Epoch[3] Batch [249]	Speed: 2827.211024 samples/sec	top1-err=0.678484	lr=0.255923
INFO:root:Epoch[3] Batch [299]	Speed: 2780.907062 samples/sec	top1-err=0.677783	lr=0.259121
INFO:root:Epoch[3] Batch [349]	Speed: 2829.245267 samples/sec	top1-err=0.677469	lr=0.262318
INFO:root:Epoch[3] Batch [399]	Speed: 2788.591120 samples/sec	top1-err=0.677034	lr=0.265516
INFO:root:Epoch[3] Batch [449]	Speed: 2791.620483 samples/sec	top1-err=0.676194	lr=0.268713
INFO:root:Epoch[3] Batch [499]	Speed: 2724.952538 samples/sec	top1-err=0.675613	lr=0.271910
INFO:root:Epoch[3] Batch [549]	Speed: 2792.627231 samples/sec	top1-err=0.675206	lr=0.275108
INFO:root:Epoch[3] Batch [599]	Speed: 2754.743879 samples/sec	top1-err=0.674188	lr=0.278305
INFO:root:Epoch[3] Batch [649]	Speed: 2744.728184 samples/sec	top1-err=0.673059	lr=0.281503
INFO:root:Epoch[3] Batch [699]	Speed: 2773.724340 samples/sec	top1-err=0.672247	lr=0.284700
INFO:root:Epoch[3] Batch [749]	Speed: 2772.338535 samples/sec	top1-err=0.671525	lr=0.287898
INFO:root:Epoch[3] Batch [799]	Speed: 2766.449324 samples/sec	top1-err=0.670753	lr=0.291095
INFO:root:Epoch[3] Batch [849]	Speed: 2762.460897 samples/sec	top1-err=0.669993	lr=0.294293
INFO:root:Epoch[3] Batch [899]	Speed: 2769.997838 samples/sec	top1-err=0.669368	lr=0.297490
INFO:root:Epoch[3] Batch [949]	Speed: 2757.296106 samples/sec	top1-err=0.668802	lr=0.300687
INFO:root:Epoch[3] Batch [999]	Speed: 2781.012040 samples/sec	top1-err=0.668012	lr=0.303885
INFO:root:Epoch[3] Batch [1049]	Speed: 2777.763741 samples/sec	top1-err=0.667531	lr=0.307082
INFO:root:Epoch[3] Batch [1099]	Speed: 2730.595314 samples/sec	top1-err=0.666955	lr=0.310280
INFO:root:Epoch[3] Batch [1149]	Speed: 2717.970349 samples/sec	top1-err=0.666198	lr=0.313477
INFO:root:Epoch[3] Batch [1199]	Speed: 2737.217448 samples/sec	top1-err=0.665693	lr=0.316675
INFO:root:Epoch[3] Batch [1249]	Speed: 2742.976739 samples/sec	top1-err=0.665159	lr=0.319872
INFO:root:[Epoch 3] training: err-top1=0.665155
INFO:root:[Epoch 3] speed: 2762 samples/sec	time cost: 480.374496
INFO:root:[Epoch 3] validation: err-top1=0.616908 err-top5=0.347098
INFO:root:Epoch[4] Batch [49]	Speed: 2704.355943 samples/sec	top1-err=0.643594	lr=0.323133
INFO:root:Epoch[4] Batch [99]	Speed: 2752.164522 samples/sec	top1-err=0.644463	lr=0.326331
INFO:root:Epoch[4] Batch [149]	Speed: 2736.506595 samples/sec	top1-err=0.643789	lr=0.329528
INFO:root:Epoch[4] Batch [199]	Speed: 2780.285208 samples/sec	top1-err=0.642710	lr=0.332726
INFO:root:Epoch[4] Batch [249]	Speed: 2722.766154 samples/sec	top1-err=0.643188	lr=0.335923
INFO:root:Epoch[4] Batch [299]	Speed: 2686.136812 samples/sec	top1-err=0.643802	lr=0.339121
INFO:root:Epoch[4] Batch [349]	Speed: 2737.247907 samples/sec	top1-err=0.642941	lr=0.342318
INFO:root:Epoch[4] Batch [399]	Speed: 2761.016211 samples/sec	top1-err=0.642620	lr=0.345516
INFO:root:Epoch[4] Batch [449]	Speed: 2723.871811 samples/sec	top1-err=0.642244	lr=0.348713
INFO:root:Epoch[4] Batch [499]	Speed: 2742.222166 samples/sec	top1-err=0.641828	lr=0.351910
INFO:root:Epoch[4] Batch [549]	Speed: 2739.607722 samples/sec	top1-err=0.641419	lr=0.355108
INFO:root:Epoch[4] Batch [599]	Speed: 2728.190650 samples/sec	top1-err=0.641414	lr=0.358305
INFO:root:Epoch[4] Batch [649]	Speed: 2708.280662 samples/sec	top1-err=0.640927	lr=0.361503
INFO:root:Epoch[4] Batch [699]	Speed: 2811.184082 samples/sec	top1-err=0.640910	lr=0.364700
INFO:root:Epoch[4] Batch [749]	Speed: 2745.297417 samples/sec	top1-err=0.640520	lr=0.367898
INFO:root:Epoch[4] Batch [799]	Speed: 2727.843685 samples/sec	top1-err=0.640504	lr=0.371095
INFO:root:Epoch[4] Batch [849]	Speed: 2726.515522 samples/sec	top1-err=0.640083	lr=0.374293
INFO:root:Epoch[4] Batch [899]	Speed: 2723.957013 samples/sec	top1-err=0.639747	lr=0.377490
INFO:root:Epoch[4] Batch [949]	Speed: 2760.524044 samples/sec	top1-err=0.639414	lr=0.380687
INFO:root:Epoch[4] Batch [999]	Speed: 2709.666093 samples/sec	top1-err=0.639307	lr=0.383885
INFO:root:Epoch[4] Batch [1049]	Speed: 2752.734057 samples/sec	top1-err=0.639077	lr=0.387082
INFO:root:Epoch[4] Batch [1099]	Speed: 2767.588362 samples/sec	top1-err=0.638713	lr=0.390280
INFO:root:Epoch[4] Batch [1149]	Speed: 2762.514273 samples/sec	top1-err=0.638523	lr=0.393477
INFO:root:Epoch[4] Batch [1199]	Speed: 2756.028739 samples/sec	top1-err=0.638335	lr=0.396675
INFO:root:Epoch[4] Batch [1249]	Speed: 2722.874038 samples/sec	top1-err=0.638064	lr=0.399872
INFO:root:[Epoch 4] training: err-top1=0.638048
INFO:root:[Epoch 4] speed: 2736 samples/sec	time cost: 484.677223
INFO:root:[Epoch 4] validation: err-top1=0.619180 err-top5=0.351602
INFO:root:Epoch[5] Batch [49]	Speed: 2764.147197 samples/sec	top1-err=0.628965	lr=0.400000
INFO:root:Epoch[5] Batch [99]	Speed: 2759.021936 samples/sec	top1-err=0.627900	lr=0.400000
INFO:root:Epoch[5] Batch [149]	Speed: 2728.214322 samples/sec	top1-err=0.627201	lr=0.399999
INFO:root:Epoch[5] Batch [199]	Speed: 2762.467152 samples/sec	top1-err=0.626099	lr=0.399998
INFO:root:Epoch[5] Batch [249]	Speed: 2726.559659 samples/sec	top1-err=0.625051	lr=0.399997
INFO:root:Epoch[5] Batch [299]	Speed: 2738.830550 samples/sec	top1-err=0.624505	lr=0.399996
INFO:root:Epoch[5] Batch [349]	Speed: 2752.931636 samples/sec	top1-err=0.624233	lr=0.399994
INFO:root:Epoch[5] Batch [399]	Speed: 2729.261557 samples/sec	top1-err=0.623491	lr=0.399992
INFO:root:Epoch[5] Batch [449]	Speed: 2699.801372 samples/sec	top1-err=0.622658	lr=0.399990
INFO:root:Epoch[5] Batch [499]	Speed: 2724.879617 samples/sec	top1-err=0.622650	lr=0.399988
INFO:root:Epoch[5] Batch [549]	Speed: 2793.632743 samples/sec	top1-err=0.622331	lr=0.399986
INFO:root:Epoch[5] Batch [599]	Speed: 2727.380730 samples/sec	top1-err=0.622238	lr=0.399983
INFO:root:Epoch[5] Batch [649]	Speed: 2823.880928 samples/sec	top1-err=0.621791	lr=0.399980
INFO:root:Epoch[5] Batch [699]	Speed: 2793.525901 samples/sec	top1-err=0.621261	lr=0.399977
INFO:root:Epoch[5] Batch [749]	Speed: 2801.805475 samples/sec	top1-err=0.620728	lr=0.399973
INFO:root:Epoch[5] Batch [799]	Speed: 2757.357141 samples/sec	top1-err=0.620403	lr=0.399970
INFO:root:Epoch[5] Batch [849]	Speed: 2724.270503 samples/sec	top1-err=0.619966	lr=0.399966
INFO:root:Epoch[5] Batch [899]	Speed: 2783.793797 samples/sec	top1-err=0.619589	lr=0.399961
INFO:root:Epoch[5] Batch [949]	Speed: 2758.818237 samples/sec	top1-err=0.619247	lr=0.399957
INFO:root:Epoch[5] Batch [999]	Speed: 2745.937003 samples/sec	top1-err=0.618644	lr=0.399952
INFO:root:Epoch[5] Batch [1049]	Speed: 2754.257654 samples/sec	top1-err=0.618470	lr=0.399948
INFO:root:Epoch[5] Batch [1099]	Speed: 2683.265456 samples/sec	top1-err=0.618230	lr=0.399942
INFO:root:Epoch[5] Batch [1149]	Speed: 2724.329636 samples/sec	top1-err=0.618278	lr=0.399937
INFO:root:Epoch[5] Batch [1199]	Speed: 2755.421390 samples/sec	top1-err=0.618149	lr=0.399931
INFO:root:Epoch[5] Batch [1249]	Speed: 2763.665721 samples/sec	top1-err=0.617929	lr=0.399926
INFO:root:[Epoch 5] training: err-top1=0.617921
INFO:root:[Epoch 5] speed: 2747 samples/sec	time cost: 482.628218
INFO:root:[Epoch 5] validation: err-top1=0.607808 err-top5=0.339600
INFO:root:Epoch[6] Batch [49]	Speed: 2654.109981 samples/sec	top1-err=0.605449	lr=0.399919
INFO:root:Epoch[6] Batch [99]	Speed: 2717.974821 samples/sec	top1-err=0.604111	lr=0.399913
INFO:root:Epoch[6] Batch [149]	Speed: 2748.649421 samples/sec	top1-err=0.603574	lr=0.399907
INFO:root:Epoch[6] Batch [199]	Speed: 2745.528259 samples/sec	top1-err=0.602954	lr=0.399900
INFO:root:Epoch[6] Batch [249]	Speed: 2777.041622 samples/sec	top1-err=0.603066	lr=0.399893
INFO:root:Epoch[6] Batch [299]	Speed: 2746.086657 samples/sec	top1-err=0.602933	lr=0.399885
INFO:root:Epoch[6] Batch [349]	Speed: 2794.673965 samples/sec	top1-err=0.603267	lr=0.399878
INFO:root:Epoch[6] Batch [399]	Speed: 2761.270545 samples/sec	top1-err=0.603589	lr=0.399870
INFO:root:Epoch[6] Batch [449]	Speed: 2677.570366 samples/sec	top1-err=0.603457	lr=0.399862
INFO:root:Epoch[6] Batch [499]	Speed: 2735.126021 samples/sec	top1-err=0.602943	lr=0.399854
INFO:root:Epoch[6] Batch [549]	Speed: 2743.973980 samples/sec	top1-err=0.603198	lr=0.399846
INFO:root:Epoch[6] Batch [599]	Speed: 2739.494279 samples/sec	top1-err=0.603141	lr=0.399837
INFO:root:Epoch[6] Batch [649]	Speed: 2821.926733 samples/sec	top1-err=0.602843	lr=0.399828
INFO:root:Epoch[6] Batch [699]	Speed: 2713.223735 samples/sec	top1-err=0.602817	lr=0.399819
INFO:root:Epoch[6] Batch [749]	Speed: 2722.162194 samples/sec	top1-err=0.602491	lr=0.399809
INFO:root:Epoch[6] Batch [799]	Speed: 2778.411787 samples/sec	top1-err=0.602306	lr=0.399800
INFO:root:Epoch[6] Batch [849]	Speed: 2748.146811 samples/sec	top1-err=0.602129	lr=0.399790
INFO:root:Epoch[6] Batch [899]	Speed: 2780.018759 samples/sec	top1-err=0.602212	lr=0.399780
INFO:root:Epoch[6] Batch [949]	Speed: 2722.705501 samples/sec	top1-err=0.601798	lr=0.399769
INFO:root:Epoch[6] Batch [999]	Speed: 2728.574035 samples/sec	top1-err=0.601488	lr=0.399759
INFO:root:Epoch[6] Batch [1049]	Speed: 2753.915752 samples/sec	top1-err=0.601219	lr=0.399748
INFO:root:Epoch[6] Batch [1099]	Speed: 2771.820320 samples/sec	top1-err=0.601310	lr=0.399737
INFO:root:Epoch[6] Batch [1149]	Speed: 2796.068870 samples/sec	top1-err=0.601031	lr=0.399725
INFO:root:Epoch[6] Batch [1199]	Speed: 2744.783052 samples/sec	top1-err=0.600756	lr=0.399714
INFO:root:Epoch[6] Batch [1249]	Speed: 2782.693379 samples/sec	top1-err=0.600685	lr=0.399702
INFO:root:[Epoch 6] training: err-top1=0.600676
INFO:root:[Epoch 6] speed: 2745 samples/sec	time cost: 483.754702
INFO:root:[Epoch 6] validation: err-top1=0.583785 err-top5=0.317303
INFO:root:Epoch[7] Batch [49]	Speed: 2687.698595 samples/sec	top1-err=0.589121	lr=0.399690
INFO:root:Epoch[7] Batch [99]	Speed: 2759.622363 samples/sec	top1-err=0.588682	lr=0.399677
INFO:root:Epoch[7] Batch [149]	Speed: 2740.525396 samples/sec	top1-err=0.588789	lr=0.399665
INFO:root:Epoch[7] Batch [199]	Speed: 2766.779266 samples/sec	top1-err=0.589116	lr=0.399652
INFO:root:Epoch[7] Batch [249]	Speed: 2759.351102 samples/sec	top1-err=0.589477	lr=0.399639
INFO:root:Epoch[7] Batch [299]	Speed: 2776.452222 samples/sec	top1-err=0.589460	lr=0.399626
INFO:root:Epoch[7] Batch [349]	Speed: 2756.292237 samples/sec	top1-err=0.589886	lr=0.399613
INFO:root:Epoch[7] Batch [399]	Speed: 2799.596777 samples/sec	top1-err=0.589475	lr=0.399599
INFO:root:Epoch[7] Batch [449]	Speed: 2700.825918 samples/sec	top1-err=0.589633	lr=0.399585
INFO:root:Epoch[7] Batch [499]	Speed: 2774.463983 samples/sec	top1-err=0.590172	lr=0.399571
INFO:root:Epoch[7] Batch [549]	Speed: 2709.950072 samples/sec	top1-err=0.590229	lr=0.399556
INFO:root:Epoch[7] Batch [599]	Speed: 2686.088061 samples/sec	top1-err=0.590389	lr=0.399542
INFO:root:Epoch[7] Batch [649]	Speed: 2805.307313 samples/sec	top1-err=0.590428	lr=0.399527
INFO:root:Epoch[7] Batch [699]	Speed: 2797.260417 samples/sec	top1-err=0.590244	lr=0.399512
INFO:root:Epoch[7] Batch [749]	Speed: 2773.291631 samples/sec	top1-err=0.590327	lr=0.399496
INFO:root:Epoch[7] Batch [799]	Speed: 2783.457801 samples/sec	top1-err=0.590220	lr=0.399481
INFO:root:Epoch[7] Batch [849]	Speed: 2744.186364 samples/sec	top1-err=0.590160	lr=0.399465
INFO:root:Epoch[7] Batch [899]	Speed: 2749.168792 samples/sec	top1-err=0.589940	lr=0.399449
INFO:root:Epoch[7] Batch [949]	Speed: 2712.264199 samples/sec	top1-err=0.589980	lr=0.399432
INFO:root:Epoch[7] Batch [999]	Speed: 2722.998124 samples/sec	top1-err=0.590142	lr=0.399416
INFO:root:Epoch[7] Batch [1049]	Speed: 2716.077909 samples/sec	top1-err=0.590025	lr=0.399399
INFO:root:Epoch[7] Batch [1099]	Speed: 2758.930025 samples/sec	top1-err=0.589892	lr=0.399382
INFO:root:Epoch[7] Batch [1149]	Speed: 2750.465294 samples/sec	top1-err=0.589947	lr=0.399365
INFO:root:Epoch[7] Batch [1199]	Speed: 2748.793143 samples/sec	top1-err=0.590055	lr=0.399347
INFO:root:Epoch[7] Batch [1249]	Speed: 2692.762070 samples/sec	top1-err=0.589838	lr=0.399329
INFO:root:[Epoch 7] training: err-top1=0.589796
INFO:root:[Epoch 7] speed: 2743 samples/sec	time cost: 484.017972
INFO:root:[Epoch 7] validation: err-top1=0.562938 err-top5=0.297672
INFO:root:Epoch[8] Batch [49]	Speed: 2785.115297 samples/sec	top1-err=0.580391	lr=0.399311
INFO:root:Epoch[8] Batch [99]	Speed: 2732.353298 samples/sec	top1-err=0.580615	lr=0.399293
INFO:root:Epoch[8] Batch [149]	Speed: 2746.233939 samples/sec	top1-err=0.580033	lr=0.399274
INFO:root:Epoch[8] Batch [199]	Speed: 2786.802072 samples/sec	top1-err=0.579790	lr=0.399256
INFO:root:Epoch[8] Batch [249]	Speed: 2700.748305 samples/sec	top1-err=0.579773	lr=0.399237
INFO:root:Epoch[8] Batch [299]	Speed: 2742.282256 samples/sec	top1-err=0.580104	lr=0.399218
INFO:root:Epoch[8] Batch [349]	Speed: 2790.172479 samples/sec	top1-err=0.580285	lr=0.399198
INFO:root:Epoch[8] Batch [399]	Speed: 2720.326664 samples/sec	top1-err=0.580967	lr=0.399179
INFO:root:Epoch[8] Batch [449]	Speed: 2751.887919 samples/sec	top1-err=0.581480	lr=0.399159
INFO:root:Epoch[8] Batch [499]	Speed: 2829.972604 samples/sec	top1-err=0.581428	lr=0.399138
INFO:root:Epoch[8] Batch [549]	Speed: 2796.802013 samples/sec	top1-err=0.581365	lr=0.399118
INFO:root:Epoch[8] Batch [599]	Speed: 2708.506174 samples/sec	top1-err=0.581561	lr=0.399098
INFO:root:Epoch[8] Batch [649]	Speed: 2750.639681 samples/sec	top1-err=0.581495	lr=0.399077
INFO:root:Epoch[8] Batch [699]	Speed: 2759.678466 samples/sec	top1-err=0.581603	lr=0.399056
INFO:root:Epoch[8] Batch [749]	Speed: 2727.392784 samples/sec	top1-err=0.581810	lr=0.399034
INFO:root:Epoch[8] Batch [799]	Speed: 2747.725877 samples/sec	top1-err=0.581707	lr=0.399013
INFO:root:Epoch[8] Batch [849]	Speed: 2749.911769 samples/sec	top1-err=0.581951	lr=0.398991
INFO:root:Epoch[8] Batch [899]	Speed: 2825.300205 samples/sec	top1-err=0.581933	lr=0.398969
INFO:root:Epoch[8] Batch [949]	Speed: 2757.133510 samples/sec	top1-err=0.581894	lr=0.398947
INFO:root:Epoch[8] Batch [999]	Speed: 2784.263397 samples/sec	top1-err=0.582013	lr=0.398924
INFO:root:Epoch[8] Batch [1049]	Speed: 2719.224742 samples/sec	top1-err=0.581932	lr=0.398901
INFO:root:Epoch[8] Batch [1099]	Speed: 2744.484535 samples/sec	top1-err=0.581841	lr=0.398878
INFO:root:Epoch[8] Batch [1149]	Speed: 2727.003913 samples/sec	top1-err=0.581889	lr=0.398855
INFO:root:Epoch[8] Batch [1199]	Speed: 2804.686002 samples/sec	top1-err=0.581859	lr=0.398832
INFO:root:Epoch[8] Batch [1249]	Speed: 2724.575112 samples/sec	top1-err=0.581827	lr=0.398808
INFO:root:[Epoch 8] training: err-top1=0.581828
INFO:root:[Epoch 8] speed: 2753 samples/sec	time cost: 482.086433
INFO:root:[Epoch 8] validation: err-top1=0.611507 err-top5=0.347557
INFO:root:Epoch[9] Batch [49]	Speed: 2708.649043 samples/sec	top1-err=0.571309	lr=0.398784
INFO:root:Epoch[9] Batch [99]	Speed: 2760.140851 samples/sec	top1-err=0.569922	lr=0.398760
INFO:root:Epoch[9] Batch [149]	Speed: 2828.592072 samples/sec	top1-err=0.571693	lr=0.398735
INFO:root:Epoch[9] Batch [199]	Speed: 2735.622032 samples/sec	top1-err=0.572002	lr=0.398710
INFO:root:Epoch[9] Batch [249]	Speed: 2760.099345 samples/sec	top1-err=0.572477	lr=0.398686
INFO:root:Epoch[9] Batch [299]	Speed: 2765.631313 samples/sec	top1-err=0.572777	lr=0.398660
INFO:root:Epoch[9] Batch [349]	Speed: 2767.985148 samples/sec	top1-err=0.573220	lr=0.398635
INFO:root:Epoch[9] Batch [399]	Speed: 2804.256945 samples/sec	top1-err=0.573176	lr=0.398610
INFO:root:Epoch[9] Batch [449]	Speed: 2772.862530 samples/sec	top1-err=0.573709	lr=0.398584
INFO:root:Epoch[9] Batch [499]	Speed: 2694.666341 samples/sec	top1-err=0.573611	lr=0.398558
INFO:root:Epoch[9] Batch [549]	Speed: 2750.476567 samples/sec	top1-err=0.573787	lr=0.398531
INFO:root:Epoch[9] Batch [599]	Speed: 2701.843118 samples/sec	top1-err=0.573836	lr=0.398505
INFO:root:Epoch[9] Batch [649]	Speed: 2808.445184 samples/sec	top1-err=0.573923	lr=0.398478
INFO:root:Epoch[9] Batch [699]	Speed: 2716.583014 samples/sec	top1-err=0.574174	lr=0.398451
INFO:root:Epoch[9] Batch [749]	Speed: 2752.270904 samples/sec	top1-err=0.574555	lr=0.398424
INFO:root:Epoch[9] Batch [799]	Speed: 2713.519536 samples/sec	top1-err=0.574586	lr=0.398396
INFO:root:Epoch[9] Batch [849]	Speed: 2759.579099 samples/sec	top1-err=0.574915	lr=0.398369
INFO:root:Epoch[9] Batch [899]	Speed: 2761.046740 samples/sec	top1-err=0.574887	lr=0.398341
INFO:root:Epoch[9] Batch [949]	Speed: 2758.320475 samples/sec	top1-err=0.574903	lr=0.398312
INFO:root:Epoch[9] Batch [999]	Speed: 2737.321352 samples/sec	top1-err=0.575168	lr=0.398284
INFO:root:Epoch[9] Batch [1049]	Speed: 2800.030213 samples/sec	top1-err=0.575131	lr=0.398255
INFO:root:Epoch[9] Batch [1099]	Speed: 2753.610338 samples/sec	top1-err=0.575047	lr=0.398226
INFO:root:Epoch[9] Batch [1149]	Speed: 2766.669978 samples/sec	top1-err=0.575196	lr=0.398197
INFO:root:Epoch[9] Batch [1199]	Speed: 2778.744445 samples/sec	top1-err=0.575317	lr=0.398168
INFO:root:Epoch[9] Batch [1249]	Speed: 2750.570981 samples/sec	top1-err=0.575277	lr=0.398138
INFO:root:[Epoch 9] training: err-top1=0.575275
INFO:root:[Epoch 9] speed: 2752 samples/sec	time cost: 482.030861
INFO:root:[Epoch 9] validation: err-top1=0.558016 err-top5=0.292211
INFO:root:Epoch[10] Batch [49]	Speed: 2744.749935 samples/sec	top1-err=0.564082	lr=0.398108
INFO:root:Epoch[10] Batch [99]	Speed: 2789.643626 samples/sec	top1-err=0.566865	lr=0.398078
INFO:root:Epoch[10] Batch [149]	Speed: 2777.318779 samples/sec	top1-err=0.566563	lr=0.398048
INFO:root:Epoch[10] Batch [199]	Speed: 2785.733098 samples/sec	top1-err=0.568193	lr=0.398017
INFO:root:Epoch[10] Batch [249]	Speed: 2781.605972 samples/sec	top1-err=0.569180	lr=0.397986
INFO:root:Epoch[10] Batch [299]	Speed: 2703.132342 samples/sec	top1-err=0.569430	lr=0.397955
INFO:root:Epoch[10] Batch [349]	Speed: 2707.262058 samples/sec	top1-err=0.570140	lr=0.397924
INFO:root:Epoch[10] Batch [399]	Speed: 2785.388649 samples/sec	top1-err=0.570774	lr=0.397892
INFO:root:Epoch[10] Batch [449]	Speed: 2757.856645 samples/sec	top1-err=0.570781	lr=0.397861
INFO:root:Epoch[10] Batch [499]	Speed: 2706.021676 samples/sec	top1-err=0.571129	lr=0.397829
INFO:root:Epoch[10] Batch [549]	Speed: 2764.186441 samples/sec	top1-err=0.571175	lr=0.397796
INFO:root:Epoch[10] Batch [599]	Speed: 2728.477347 samples/sec	top1-err=0.570931	lr=0.397764
INFO:root:Epoch[10] Batch [649]	Speed: 2718.947629 samples/sec	top1-err=0.571034	lr=0.397731
INFO:root:Epoch[10] Batch [699]	Speed: 2748.750957 samples/sec	top1-err=0.570961	lr=0.397698
INFO:root:Epoch[10] Batch [749]	Speed: 2741.341534 samples/sec	top1-err=0.570729	lr=0.397665
INFO:root:Epoch[10] Batch [799]	Speed: 2774.944891 samples/sec	top1-err=0.570807	lr=0.397632
INFO:root:Epoch[10] Batch [849]	Speed: 2717.162875 samples/sec	top1-err=0.570686	lr=0.397598
INFO:root:Epoch[10] Batch [899]	Speed: 2746.921114 samples/sec	top1-err=0.570757	lr=0.397564
INFO:root:Epoch[10] Batch [949]	Speed: 2697.226670 samples/sec	top1-err=0.570767	lr=0.397530
INFO:root:Epoch[10] Batch [999]	Speed: 2726.723619 samples/sec	top1-err=0.570846	lr=0.397496
INFO:root:Epoch[10] Batch [1049]	Speed: 2752.200041 samples/sec	top1-err=0.570943	lr=0.397461
INFO:root:Epoch[10] Batch [1099]	Speed: 2768.705741 samples/sec	top1-err=0.571095	lr=0.397427
INFO:root:Epoch[10] Batch [1149]	Speed: 2715.911963 samples/sec	top1-err=0.571067	lr=0.397392
INFO:root:Epoch[10] Batch [1199]	Speed: 2740.387783 samples/sec	top1-err=0.571102	lr=0.397356
INFO:root:Epoch[10] Batch [1249]	Speed: 2759.441232 samples/sec	top1-err=0.570944	lr=0.397321
INFO:root:[Epoch 10] training: err-top1=0.570948
INFO:root:[Epoch 10] speed: 2742 samples/sec	time cost: 483.958615
INFO:root:[Epoch 10] validation: err-top1=0.573760 err-top5=0.306621
INFO:root:Epoch[11] Batch [49]	Speed: 2774.603212 samples/sec	top1-err=0.559395	lr=0.397284
INFO:root:Epoch[11] Batch [99]	Speed: 2752.059948 samples/sec	top1-err=0.560234	lr=0.397248
INFO:root:Epoch[11] Batch [149]	Speed: 2786.308442 samples/sec	top1-err=0.562298	lr=0.397212
INFO:root:Epoch[11] Batch [199]	Speed: 2712.797941 samples/sec	top1-err=0.563740	lr=0.397176
INFO:root:Epoch[11] Batch [249]	Speed: 2834.142012 samples/sec	top1-err=0.564895	lr=0.397139
INFO:root:Epoch[11] Batch [299]	Speed: 2762.089850 samples/sec	top1-err=0.565293	lr=0.397102
INFO:root:Epoch[11] Batch [349]	Speed: 2773.632234 samples/sec	top1-err=0.565700	lr=0.397065
INFO:root:Epoch[11] Batch [399]	Speed: 2687.152558 samples/sec	top1-err=0.566235	lr=0.397028
INFO:root:Epoch[11] Batch [449]	Speed: 2752.348297 samples/sec	top1-err=0.566454	lr=0.396990
INFO:root:Epoch[11] Batch [499]	Speed: 2733.944938 samples/sec	top1-err=0.566814	lr=0.396952
INFO:root:Epoch[11] Batch [549]	Speed: 2758.033848 samples/sec	top1-err=0.566839	lr=0.396914
INFO:root:Epoch[11] Batch [599]	Speed: 2797.092929 samples/sec	top1-err=0.566795	lr=0.396876
INFO:root:Epoch[11] Batch [649]	Speed: 2740.811054 samples/sec	top1-err=0.567127	lr=0.396837
INFO:root:Epoch[11] Batch [699]	Speed: 2786.765366 samples/sec	top1-err=0.567059	lr=0.396798
INFO:root:Epoch[11] Batch [749]	Speed: 2738.169517 samples/sec	top1-err=0.566983	lr=0.396759
INFO:root:Epoch[11] Batch [799]	Speed: 2738.337495 samples/sec	top1-err=0.566957	lr=0.396720
INFO:root:Epoch[11] Batch [849]	Speed: 2761.496907 samples/sec	top1-err=0.566967	lr=0.396680
INFO:root:Epoch[11] Batch [899]	Speed: 2769.962144 samples/sec	top1-err=0.566666	lr=0.396641
INFO:root:Epoch[11] Batch [949]	Speed: 2743.712552 samples/sec	top1-err=0.566787	lr=0.396601
INFO:root:Epoch[11] Batch [999]	Speed: 2715.285257 samples/sec	top1-err=0.566893	lr=0.396561
INFO:root:Epoch[11] Batch [1049]	Speed: 2753.084982 samples/sec	top1-err=0.566975	lr=0.396520
INFO:root:Epoch[11] Batch [1099]	Speed: 2686.137081 samples/sec	top1-err=0.566833	lr=0.396479
INFO:root:Epoch[11] Batch [1149]	Speed: 2683.083784 samples/sec	top1-err=0.566857	lr=0.396439
INFO:root:Epoch[11] Batch [1199]	Speed: 2691.519486 samples/sec	top1-err=0.566803	lr=0.396397
INFO:root:Epoch[11] Batch [1249]	Speed: 2720.459340 samples/sec	top1-err=0.566712	lr=0.396356
INFO:root:[Epoch 11] training: err-top1=0.566705
INFO:root:[Epoch 11] speed: 2742 samples/sec	time cost: 483.884719
INFO:root:[Epoch 11] validation: err-top1=0.559224 err-top5=0.295634
INFO:root:Epoch[12] Batch [49]	Speed: 2737.765734 samples/sec	top1-err=0.557324	lr=0.396314
INFO:root:Epoch[12] Batch [99]	Speed: 2797.707782 samples/sec	top1-err=0.558320	lr=0.396272
INFO:root:Epoch[12] Batch [149]	Speed: 2728.623925 samples/sec	top1-err=0.558392	lr=0.396230
INFO:root:Epoch[12] Batch [199]	Speed: 2790.546433 samples/sec	top1-err=0.559380	lr=0.396187
INFO:root:Epoch[12] Batch [249]	Speed: 2759.360178 samples/sec	top1-err=0.560250	lr=0.396145
INFO:root:Epoch[12] Batch [299]	Speed: 2738.606317 samples/sec	top1-err=0.560954	lr=0.396102
INFO:root:Epoch[12] Batch [349]	Speed: 2720.100489 samples/sec	top1-err=0.561339	lr=0.396059
INFO:root:Epoch[12] Batch [399]	Speed: 2785.980946 samples/sec	top1-err=0.561792	lr=0.396016
INFO:root:Epoch[12] Batch [449]	Speed: 2754.229076 samples/sec	top1-err=0.561901	lr=0.395972
INFO:root:Epoch[12] Batch [499]	Speed: 2743.539497 samples/sec	top1-err=0.562014	lr=0.395928
INFO:root:Epoch[12] Batch [549]	Speed: 2722.942225 samples/sec	top1-err=0.561907	lr=0.395885
INFO:root:Epoch[12] Batch [599]	Speed: 2786.218536 samples/sec	top1-err=0.561769	lr=0.395840
INFO:root:Epoch[12] Batch [649]	Speed: 2709.845227 samples/sec	top1-err=0.561617	lr=0.395796
INFO:root:Epoch[12] Batch [699]	Speed: 2737.634401 samples/sec	top1-err=0.561309	lr=0.395751
INFO:root:Epoch[12] Batch [749]	Speed: 2777.180679 samples/sec	top1-err=0.561701	lr=0.395706
INFO:root:Epoch[12] Batch [799]	Speed: 2737.719314 samples/sec	top1-err=0.561913	lr=0.395661
INFO:root:Epoch[12] Batch [849]	Speed: 2739.521678 samples/sec	top1-err=0.562059	lr=0.395616
INFO:root:Epoch[12] Batch [899]	Speed: 2766.175187 samples/sec	top1-err=0.562357	lr=0.395570
INFO:root:Epoch[12] Batch [949]	Speed: 2814.550162 samples/sec	top1-err=0.562570	lr=0.395524
INFO:root:Epoch[12] Batch [999]	Speed: 2754.561409 samples/sec	top1-err=0.562659	lr=0.395478
INFO:root:Epoch[12] Batch [1049]	Speed: 2723.738076 samples/sec	top1-err=0.562813	lr=0.395432
INFO:root:Epoch[12] Batch [1099]	Speed: 2772.391076 samples/sec	top1-err=0.562860	lr=0.395386
INFO:root:Epoch[12] Batch [1149]	Speed: 2753.202695 samples/sec	top1-err=0.562892	lr=0.395339
INFO:root:Epoch[12] Batch [1199]	Speed: 2708.080698 samples/sec	top1-err=0.563064	lr=0.395292
INFO:root:Epoch[12] Batch [1249]	Speed: 2819.944136 samples/sec	top1-err=0.563077	lr=0.395245
INFO:root:[Epoch 12] training: err-top1=0.563080
INFO:root:[Epoch 12] speed: 2752 samples/sec	time cost: 482.365488
INFO:root:[Epoch 12] validation: err-top1=0.561045 err-top5=0.292411
INFO:root:Epoch[13] Batch [49]	Speed: 2771.533421 samples/sec	top1-err=0.553477	lr=0.395196
INFO:root:Epoch[13] Batch [99]	Speed: 2790.008267 samples/sec	top1-err=0.554365	lr=0.395149
INFO:root:Epoch[13] Batch [149]	Speed: 2704.156387 samples/sec	top1-err=0.555788	lr=0.395101
INFO:root:Epoch[13] Batch [199]	Speed: 2757.039247 samples/sec	top1-err=0.556494	lr=0.395052
INFO:root:Epoch[13] Batch [249]	Speed: 2717.111410 samples/sec	top1-err=0.557203	lr=0.395004
INFO:root:Epoch[13] Batch [299]	Speed: 2744.519540 samples/sec	top1-err=0.558148	lr=0.394955
INFO:root:Epoch[13] Batch [349]	Speed: 2709.388497 samples/sec	top1-err=0.558460	lr=0.394907
INFO:root:Epoch[13] Batch [399]	Speed: 2766.793026 samples/sec	top1-err=0.559097	lr=0.394858
INFO:root:Epoch[13] Batch [449]	Speed: 2676.672977 samples/sec	top1-err=0.559156	lr=0.394808
INFO:root:Epoch[13] Batch [499]	Speed: 2762.923754 samples/sec	top1-err=0.559191	lr=0.394759
INFO:root:Epoch[13] Batch [549]	Speed: 2770.524236 samples/sec	top1-err=0.559286	lr=0.394709
INFO:root:Epoch[13] Batch [599]	Speed: 2765.789854 samples/sec	top1-err=0.559258	lr=0.394659
INFO:root:Epoch[13] Batch [649]	Speed: 2741.218954 samples/sec	top1-err=0.559669	lr=0.394609
INFO:root:Epoch[13] Batch [699]	Speed: 2779.480437 samples/sec	top1-err=0.559651	lr=0.394558
INFO:root:Epoch[13] Batch [749]	Speed: 2771.169337 samples/sec	top1-err=0.559642	lr=0.394507
INFO:root:Epoch[13] Batch [799]	Speed: 2801.626404 samples/sec	top1-err=0.559799	lr=0.394457
INFO:root:Epoch[13] Batch [849]	Speed: 2645.289161 samples/sec	top1-err=0.559882	lr=0.394405
INFO:root:Epoch[13] Batch [899]	Speed: 2770.574921 samples/sec	top1-err=0.560095	lr=0.394354
INFO:root:Epoch[13] Batch [949]	Speed: 2737.931289 samples/sec	top1-err=0.560116	lr=0.394302
INFO:root:Epoch[13] Batch [999]	Speed: 2756.068354 samples/sec	top1-err=0.560186	lr=0.394250
INFO:root:Epoch[13] Batch [1049]	Speed: 2775.726121 samples/sec	top1-err=0.560117	lr=0.394198
INFO:root:Epoch[13] Batch [1099]	Speed: 2800.857341 samples/sec	top1-err=0.560000	lr=0.394146
INFO:root:Epoch[13] Batch [1149]	Speed: 2807.098779 samples/sec	top1-err=0.560078	lr=0.394093
INFO:root:Epoch[13] Batch [1199]	Speed: 2713.015294 samples/sec	top1-err=0.560035	lr=0.394041
INFO:root:Epoch[13] Batch [1249]	Speed: 2740.034353 samples/sec	top1-err=0.560119	lr=0.393988
INFO:root:[Epoch 13] training: err-top1=0.560118
INFO:root:[Epoch 13] speed: 2748 samples/sec	time cost: 482.859219
INFO:root:[Epoch 13] validation: err-top1=0.553153 err-top5=0.295301
INFO:root:Epoch[14] Batch [49]	Speed: 2738.943833 samples/sec	top1-err=0.555254	lr=0.393933
INFO:root:Epoch[14] Batch [99]	Speed: 2782.262553 samples/sec	top1-err=0.550996	lr=0.393880
INFO:root:Epoch[14] Batch [149]	Speed: 2760.311820 samples/sec	top1-err=0.552214	lr=0.393826
INFO:root:Epoch[14] Batch [199]	Speed: 2807.917790 samples/sec	top1-err=0.553398	lr=0.393772
INFO:root:Epoch[14] Batch [249]	Speed: 2761.225845 samples/sec	top1-err=0.554020	lr=0.393718
INFO:root:Epoch[14] Batch [299]	Speed: 2778.738261 samples/sec	top1-err=0.554678	lr=0.393664
INFO:root:Epoch[14] Batch [349]	Speed: 2734.129177 samples/sec	top1-err=0.554863	lr=0.393609
INFO:root:Epoch[14] Batch [399]	Speed: 2787.704886 samples/sec	top1-err=0.555234	lr=0.393554
INFO:root:Epoch[14] Batch [449]	Speed: 2715.119237 samples/sec	top1-err=0.555430	lr=0.393499
INFO:root:Epoch[14] Batch [499]	Speed: 2775.977143 samples/sec	top1-err=0.555820	lr=0.393444
INFO:root:Epoch[14] Batch [549]	Speed: 2721.858124 samples/sec	top1-err=0.556101	lr=0.393388
INFO:root:Epoch[14] Batch [599]	Speed: 2744.996122 samples/sec	top1-err=0.556307	lr=0.393332
INFO:root:Epoch[14] Batch [649]	Speed: 2742.873281 samples/sec	top1-err=0.556582	lr=0.393276
INFO:root:Epoch[14] Batch [699]	Speed: 2663.255055 samples/sec	top1-err=0.556636	lr=0.393220
INFO:root:Epoch[14] Batch [749]	Speed: 2734.597769 samples/sec	top1-err=0.556753	lr=0.393163
INFO:root:Epoch[14] Batch [799]	Speed: 2723.734000 samples/sec	top1-err=0.556667	lr=0.393107
INFO:root:Epoch[14] Batch [849]	Speed: 2684.799834 samples/sec	top1-err=0.556654	lr=0.393050
INFO:root:Epoch[14] Batch [899]	Speed: 2712.673755 samples/sec	top1-err=0.556763	lr=0.392993
INFO:root:Epoch[14] Batch [949]	Speed: 2762.731171 samples/sec	top1-err=0.556940	lr=0.392935
INFO:root:Epoch[14] Batch [999]	Speed: 2777.393385 samples/sec	top1-err=0.556927	lr=0.392877
INFO:root:Epoch[14] Batch [1049]	Speed: 2717.018110 samples/sec	top1-err=0.556913	lr=0.392820
INFO:root:Epoch[14] Batch [1099]	Speed: 2702.212707 samples/sec	top1-err=0.556884	lr=0.392762
INFO:root:Epoch[14] Batch [1149]	Speed: 2753.553317 samples/sec	top1-err=0.557000	lr=0.392703
INFO:root:Epoch[14] Batch [1199]	Speed: 2708.282678 samples/sec	top1-err=0.557116	lr=0.392645
INFO:root:Epoch[14] Batch [1249]	Speed: 2734.499469 samples/sec	top1-err=0.557235	lr=0.392586
INFO:root:[Epoch 14] training: err-top1=0.557230
INFO:root:[Epoch 14] speed: 2737 samples/sec	time cost: 485.041118
INFO:root:[Epoch 14] validation: err-top1=0.539082 err-top5=0.275112
INFO:root:Epoch[15] Batch [49]	Speed: 2773.108558 samples/sec	top1-err=0.548594	lr=0.392526
INFO:root:Epoch[15] Batch [99]	Speed: 2724.599033 samples/sec	top1-err=0.549893	lr=0.392466
INFO:root:Epoch[15] Batch [149]	Speed: 2707.832517 samples/sec	top1-err=0.550951	lr=0.392407
INFO:root:Epoch[15] Batch [199]	Speed: 2768.164120 samples/sec	top1-err=0.552153	lr=0.392347
INFO:root:Epoch[15] Batch [249]	Speed: 2790.832857 samples/sec	top1-err=0.552820	lr=0.392287
INFO:root:Epoch[15] Batch [299]	Speed: 2682.421573 samples/sec	top1-err=0.552985	lr=0.392227
INFO:root:Epoch[15] Batch [349]	Speed: 2747.848582 samples/sec	top1-err=0.553371	lr=0.392167
INFO:root:Epoch[15] Batch [399]	Speed: 2694.174050 samples/sec	top1-err=0.553633	lr=0.392106
INFO:root:Epoch[15] Batch [449]	Speed: 2748.674083 samples/sec	top1-err=0.553763	lr=0.392045
INFO:root:Epoch[15] Batch [499]	Speed: 2720.541744 samples/sec	top1-err=0.554168	lr=0.391984
INFO:root:Epoch[15] Batch [549]	Speed: 2761.288368 samples/sec	top1-err=0.554403	lr=0.391923
INFO:root:Epoch[15] Batch [599]	Speed: 2789.919209 samples/sec	top1-err=0.554749	lr=0.391861
INFO:root:Epoch[15] Batch [649]	Speed: 2759.622860 samples/sec	top1-err=0.554959	lr=0.391799
INFO:root:Epoch[15] Batch [699]	Speed: 2763.350851 samples/sec	top1-err=0.555180	lr=0.391737
INFO:root:Epoch[15] Batch [749]	Speed: 2764.990603 samples/sec	top1-err=0.555383	lr=0.391675
INFO:root:Epoch[15] Batch [799]	Speed: 2808.029627 samples/sec	top1-err=0.555566	lr=0.391613
INFO:root:Epoch[15] Batch [849]	Speed: 2731.662273 samples/sec	top1-err=0.555563	lr=0.391550
INFO:root:Epoch[15] Batch [899]	Speed: 2798.305367 samples/sec	top1-err=0.555515	lr=0.391487
INFO:root:Epoch[15] Batch [949]	Speed: 2647.855331 samples/sec	top1-err=0.555431	lr=0.391424
INFO:root:Epoch[15] Batch [999]	Speed: 2776.371206 samples/sec	top1-err=0.555489	lr=0.391361
INFO:root:Epoch[15] Batch [1049]	Speed: 2770.848572 samples/sec	top1-err=0.555472	lr=0.391297
INFO:root:Epoch[15] Batch [1099]	Speed: 2799.286693 samples/sec	top1-err=0.555658	lr=0.391233
INFO:root:Epoch[15] Batch [1149]	Speed: 2741.552600 samples/sec	top1-err=0.555607	lr=0.391169
INFO:root:Epoch[15] Batch [1199]	Speed: 2768.157126 samples/sec	top1-err=0.555572	lr=0.391105
INFO:root:Epoch[15] Batch [1249]	Speed: 2712.778819 samples/sec	top1-err=0.555679	lr=0.391040
INFO:root:[Epoch 15] training: err-top1=0.555656
INFO:root:[Epoch 15] speed: 2747 samples/sec	time cost: 483.015969
INFO:root:[Epoch 15] validation: err-top1=0.565729 err-top5=0.304269
INFO:root:Epoch[16] Batch [49]	Speed: 2735.925176 samples/sec	top1-err=0.546543	lr=0.390974
INFO:root:Epoch[16] Batch [99]	Speed: 2708.703195 samples/sec	top1-err=0.549541	lr=0.390909
INFO:root:Epoch[16] Batch [149]	Speed: 2740.646410 samples/sec	top1-err=0.549531	lr=0.390844
INFO:root:Epoch[16] Batch [199]	Speed: 2738.189034 samples/sec	top1-err=0.549624	lr=0.390779
INFO:root:Epoch[16] Batch [249]	Speed: 2748.047675 samples/sec	top1-err=0.551191	lr=0.390713
INFO:root:Epoch[16] Batch [299]	Speed: 2743.362224 samples/sec	top1-err=0.552256	lr=0.390647
INFO:root:Epoch[16] Batch [349]	Speed: 2746.929511 samples/sec	top1-err=0.551911	lr=0.390581
INFO:root:Epoch[16] Batch [399]	Speed: 2735.117416 samples/sec	top1-err=0.551924	lr=0.390515
INFO:root:Epoch[16] Batch [449]	Speed: 2765.114072 samples/sec	top1-err=0.552120	lr=0.390448
INFO:root:Epoch[16] Batch [499]	Speed: 2762.731918 samples/sec	top1-err=0.552385	lr=0.390381
INFO:root:Epoch[16] Batch [549]	Speed: 2786.755348 samples/sec	top1-err=0.552518	lr=0.390314
INFO:root:Epoch[16] Batch [599]	Speed: 2736.559669 samples/sec	top1-err=0.552677	lr=0.390247
INFO:root:Epoch[16] Batch [649]	Speed: 2662.943826 samples/sec	top1-err=0.552650	lr=0.390180
INFO:root:Epoch[16] Batch [699]	Speed: 2791.468402 samples/sec	top1-err=0.552673	lr=0.390112
INFO:root:Epoch[16] Batch [749]	Speed: 2727.273492 samples/sec	top1-err=0.552992	lr=0.390044
INFO:root:Epoch[16] Batch [799]	Speed: 2798.931479 samples/sec	top1-err=0.552831	lr=0.389976
INFO:root:Epoch[16] Batch [849]	Speed: 2686.566578 samples/sec	top1-err=0.552934	lr=0.389907
INFO:root:Epoch[16] Batch [899]	Speed: 2793.887960 samples/sec	top1-err=0.552961	lr=0.389839
INFO:root:Epoch[16] Batch [949]	Speed: 2755.823890 samples/sec	top1-err=0.553188	lr=0.389770
INFO:root:Epoch[16] Batch [999]	Speed: 2735.376199 samples/sec	top1-err=0.553265	lr=0.389701
INFO:root:Epoch[16] Batch [1049]	Speed: 2771.687166 samples/sec	top1-err=0.553339	lr=0.389632
INFO:root:Epoch[16] Batch [1099]	Speed: 2722.791907 samples/sec	top1-err=0.553157	lr=0.389562
INFO:root:Epoch[16] Batch [1149]	Speed: 2772.947709 samples/sec	top1-err=0.553136	lr=0.389492
INFO:root:Epoch[16] Batch [1199]	Speed: 2753.705003 samples/sec	top1-err=0.553256	lr=0.389422
INFO:root:Epoch[16] Batch [1249]	Speed: 2685.851486 samples/sec	top1-err=0.553479	lr=0.389352
INFO:root:[Epoch 16] training: err-top1=0.553494
INFO:root:[Epoch 16] speed: 2741 samples/sec	time cost: 484.123554
INFO:root:[Epoch 16] validation: err-top1=0.533901 err-top5=0.269531
INFO:root:Epoch[17] Batch [49]	Speed: 2686.987875 samples/sec	top1-err=0.542910	lr=0.389280
INFO:root:Epoch[17] Batch [99]	Speed: 2799.481486 samples/sec	top1-err=0.544053	lr=0.389210
INFO:root:Epoch[17] Batch [149]	Speed: 2777.097968 samples/sec	top1-err=0.546120	lr=0.389139
INFO:root:Epoch[17] Batch [199]	Speed: 2767.869771 samples/sec	top1-err=0.547554	lr=0.389068
INFO:root:Epoch[17] Batch [249]	Speed: 2748.293576 samples/sec	top1-err=0.548633	lr=0.388996
INFO:root:Epoch[17] Batch [299]	Speed: 2741.590190 samples/sec	top1-err=0.548604	lr=0.388925
INFO:root:Epoch[17] Batch [349]	Speed: 2699.705592 samples/sec	top1-err=0.549244	lr=0.388853
INFO:root:Epoch[17] Batch [399]	Speed: 2705.190546 samples/sec	top1-err=0.549375	lr=0.388781
INFO:root:Epoch[17] Batch [449]	Speed: 2718.673910 samples/sec	top1-err=0.549609	lr=0.388709
INFO:root:Epoch[17] Batch [499]	Speed: 2763.088526 samples/sec	top1-err=0.549795	lr=0.388636
INFO:root:Epoch[17] Batch [549]	Speed: 2797.996773 samples/sec	top1-err=0.549830	lr=0.388564
INFO:root:Epoch[17] Batch [599]	Speed: 2710.759287 samples/sec	top1-err=0.549831	lr=0.388491
INFO:root:Epoch[17] Batch [649]	Speed: 2745.840554 samples/sec	top1-err=0.550168	lr=0.388418
INFO:root:Epoch[17] Batch [699]	Speed: 2729.452034 samples/sec	top1-err=0.550432	lr=0.388344
INFO:root:Epoch[17] Batch [749]	Speed: 2766.719310 samples/sec	top1-err=0.550428	lr=0.388271
INFO:root:Epoch[17] Batch [799]	Speed: 2722.065684 samples/sec	top1-err=0.550647	lr=0.388197
INFO:root:Epoch[17] Batch [849]	Speed: 2765.296446 samples/sec	top1-err=0.550969	lr=0.388123
INFO:root:Epoch[17] Batch [899]	Speed: 2720.745759 samples/sec	top1-err=0.551248	lr=0.388049
INFO:root:Epoch[17] Batch [949]	Speed: 2807.217780 samples/sec	top1-err=0.551400	lr=0.387974
INFO:root:Epoch[17] Batch [999]	Speed: 2766.555174 samples/sec	top1-err=0.551511	lr=0.387900
INFO:root:Epoch[17] Batch [1049]	Speed: 2755.120837 samples/sec	top1-err=0.551544	lr=0.387825
INFO:root:Epoch[17] Batch [1099]	Speed: 2736.136909 samples/sec	top1-err=0.551750	lr=0.387750
INFO:root:Epoch[17] Batch [1149]	Speed: 2668.011787 samples/sec	top1-err=0.551754	lr=0.387674
INFO:root:Epoch[17] Batch [1199]	Speed: 2820.827240 samples/sec	top1-err=0.551621	lr=0.387599
INFO:root:Epoch[17] Batch [1249]	Speed: 2770.703107 samples/sec	top1-err=0.551725	lr=0.387523
INFO:root:[Epoch 17] training: err-top1=0.551744
INFO:root:[Epoch 17] speed: 2744 samples/sec	time cost: 483.485815
INFO:root:[Epoch 17] validation: err-top1=0.531189 err-top5=0.268331
INFO:root:Epoch[18] Batch [49]	Speed: 2756.230081 samples/sec	top1-err=0.546621	lr=0.387445
INFO:root:Epoch[18] Batch [99]	Speed: 2724.591498 samples/sec	top1-err=0.546709	lr=0.387369
INFO:root:Epoch[18] Batch [149]	Speed: 2703.029861 samples/sec	top1-err=0.546888	lr=0.387293
INFO:root:Epoch[18] Batch [199]	Speed: 2723.420910 samples/sec	top1-err=0.547402	lr=0.387216
INFO:root:Epoch[18] Batch [249]	Speed: 2777.045105 samples/sec	top1-err=0.547504	lr=0.387139
INFO:root:Epoch[18] Batch [299]	Speed: 2735.619941 samples/sec	top1-err=0.547223	lr=0.387062
INFO:root:Epoch[18] Batch [349]	Speed: 2742.447938 samples/sec	top1-err=0.547037	lr=0.386984
INFO:root:Epoch[18] Batch [399]	Speed: 2720.987038 samples/sec	top1-err=0.547175	lr=0.386907
INFO:root:Epoch[18] Batch [449]	Speed: 2740.476259 samples/sec	top1-err=0.547693	lr=0.386829
INFO:root:Epoch[18] Batch [499]	Speed: 2760.443387 samples/sec	top1-err=0.548129	lr=0.386751
INFO:root:Epoch[18] Batch [549]	Speed: 2683.905174 samples/sec	top1-err=0.548317	lr=0.386673
INFO:root:Epoch[18] Batch [599]	Speed: 2747.202483 samples/sec	top1-err=0.548395	lr=0.386594
INFO:root:Epoch[18] Batch [649]	Speed: 2731.513665 samples/sec	top1-err=0.548756	lr=0.386515
INFO:root:Epoch[18] Batch [699]	Speed: 2838.775239 samples/sec	top1-err=0.549092	lr=0.386436
INFO:root:Epoch[18] Batch [749]	Speed: 2779.046973 samples/sec	top1-err=0.549319	lr=0.386357
INFO:root:Epoch[18] Batch [799]	Speed: 2807.871603 samples/sec	top1-err=0.549309	lr=0.386278
INFO:root:Epoch[18] Batch [849]	Speed: 2763.960990 samples/sec	top1-err=0.549545	lr=0.386198
INFO:root:Epoch[18] Batch [899]	Speed: 2730.638264 samples/sec	top1-err=0.549812	lr=0.386119
INFO:root:Epoch[18] Batch [949]	Speed: 2743.612579 samples/sec	top1-err=0.549938	lr=0.386038
INFO:root:Epoch[18] Batch [999]	Speed: 2721.399233 samples/sec	top1-err=0.549767	lr=0.385958
INFO:root:Epoch[18] Batch [1049]	Speed: 2804.812931 samples/sec	top1-err=0.549938	lr=0.385878
INFO:root:Epoch[18] Batch [1099]	Speed: 2741.189912 samples/sec	top1-err=0.550012	lr=0.385797
INFO:root:Epoch[18] Batch [1149]	Speed: 2820.906795 samples/sec	top1-err=0.549959	lr=0.385716
INFO:root:Epoch[18] Batch [1199]	Speed: 2721.046339 samples/sec	top1-err=0.549945	lr=0.385635
INFO:root:Epoch[18] Batch [1249]	Speed: 2824.343759 samples/sec	top1-err=0.549952	lr=0.385554
INFO:root:[Epoch 18] training: err-top1=0.549939
INFO:root:[Epoch 18] speed: 2750 samples/sec	time cost: 482.771488
INFO:root:[Epoch 18] validation: err-top1=0.555146 err-top5=0.285714
INFO:root:Epoch[19] Batch [49]	Speed: 2751.565362 samples/sec	top1-err=0.540938	lr=0.385470
INFO:root:Epoch[19] Batch [99]	Speed: 2700.000557 samples/sec	top1-err=0.544844	lr=0.385388
INFO:root:Epoch[19] Batch [149]	Speed: 2740.863421 samples/sec	top1-err=0.544355	lr=0.385306
INFO:root:Epoch[19] Batch [199]	Speed: 2775.232461 samples/sec	top1-err=0.544780	lr=0.385224
INFO:root:Epoch[19] Batch [249]	Speed: 2793.932778 samples/sec	top1-err=0.544387	lr=0.385142
INFO:root:Epoch[19] Batch [299]	Speed: 2712.963849 samples/sec	top1-err=0.544922	lr=0.385059
INFO:root:Epoch[19] Batch [349]	Speed: 2737.431719 samples/sec	top1-err=0.545343	lr=0.384976
INFO:root:Epoch[19] Batch [399]	Speed: 2756.993516 samples/sec	top1-err=0.545144	lr=0.384893
INFO:root:Epoch[19] Batch [449]	Speed: 2715.263216 samples/sec	top1-err=0.545356	lr=0.384810
INFO:root:Epoch[19] Batch [499]	Speed: 2703.951482 samples/sec	top1-err=0.545334	lr=0.384726
INFO:root:Epoch[19] Batch [549]	Speed: 2634.728429 samples/sec	top1-err=0.545781	lr=0.384642
INFO:root:Epoch[19] Batch [599]	Speed: 2785.799953 samples/sec	top1-err=0.545602	lr=0.384558
INFO:root:Epoch[19] Batch [649]	Speed: 2726.301226 samples/sec	top1-err=0.545771	lr=0.384474
INFO:root:Epoch[19] Batch [699]	Speed: 2676.214619 samples/sec	top1-err=0.546138	lr=0.384389
INFO:root:Epoch[19] Batch [749]	Speed: 2754.108309 samples/sec	top1-err=0.546424	lr=0.384305
INFO:root:Epoch[19] Batch [799]	Speed: 2786.500095 samples/sec	top1-err=0.546656	lr=0.384220
INFO:root:Epoch[19] Batch [849]	Speed: 2771.687774 samples/sec	top1-err=0.546920	lr=0.384135
INFO:root:Epoch[19] Batch [899]	Speed: 2755.296381 samples/sec	top1-err=0.547228	lr=0.384049
INFO:root:Epoch[19] Batch [949]	Speed: 2717.914382 samples/sec	top1-err=0.547293	lr=0.383964
INFO:root:Epoch[19] Batch [999]	Speed: 2812.951448 samples/sec	top1-err=0.547368	lr=0.383878
INFO:root:Epoch[19] Batch [1049]	Speed: 2811.901977 samples/sec	top1-err=0.547565	lr=0.383792
INFO:root:Epoch[19] Batch [1099]	Speed: 2807.222991 samples/sec	top1-err=0.547669	lr=0.383706
INFO:root:Epoch[19] Batch [1149]	Speed: 2719.075867 samples/sec	top1-err=0.547766	lr=0.383619
INFO:root:Epoch[19] Batch [1199]	Speed: 2749.580733 samples/sec	top1-err=0.548022	lr=0.383533
INFO:root:Epoch[19] Batch [1249]	Speed: 2691.497424 samples/sec	top1-err=0.547985	lr=0.383446
INFO:root:[Epoch 19] training: err-top1=0.547962
INFO:root:[Epoch 19] speed: 2740 samples/sec	time cost: 484.133333
INFO:root:[Epoch 19] validation: err-top1=0.526786 err-top5=0.264768
INFO:root:Epoch[20] Batch [49]	Speed: 2715.820326 samples/sec	top1-err=0.543398	lr=0.383357
INFO:root:Epoch[20] Batch [99]	Speed: 2705.127641 samples/sec	top1-err=0.544141	lr=0.383270
INFO:root:Epoch[20] Batch [149]	Speed: 2745.047211 samples/sec	top1-err=0.544388	lr=0.383182
INFO:root:Epoch[20] Batch [199]	Speed: 2816.327490 samples/sec	top1-err=0.543862	lr=0.383094
INFO:root:Epoch[20] Batch [249]	Speed: 2777.000971 samples/sec	top1-err=0.543305	lr=0.383006
INFO:root:Epoch[20] Batch [299]	Speed: 2782.792614 samples/sec	top1-err=0.543587	lr=0.382918
INFO:root:Epoch[20] Batch [349]	Speed: 2803.268802 samples/sec	top1-err=0.544124	lr=0.382830
INFO:root:Epoch[20] Batch [399]	Speed: 2762.453115 samples/sec	top1-err=0.544424	lr=0.382741
INFO:root:Epoch[20] Batch [449]	Speed: 2764.607487 samples/sec	top1-err=0.544607	lr=0.382652
INFO:root:Epoch[20] Batch [499]	Speed: 2695.746617 samples/sec	top1-err=0.544617	lr=0.382563
INFO:root:Epoch[20] Batch [549]	Speed: 2787.723269 samples/sec	top1-err=0.544869	lr=0.382474
INFO:root:Epoch[20] Batch [599]	Speed: 2721.460724 samples/sec	top1-err=0.545321	lr=0.382384
INFO:root:Epoch[20] Batch [649]	Speed: 2761.732860 samples/sec	top1-err=0.545044	lr=0.382295
INFO:root:Epoch[20] Batch [699]	Speed: 2755.569533 samples/sec	top1-err=0.545191	lr=0.382205
INFO:root:Epoch[20] Batch [749]	Speed: 2827.422119 samples/sec	top1-err=0.545353	lr=0.382115
INFO:root:Epoch[20] Batch [799]	Speed: 2770.238391 samples/sec	top1-err=0.545569	lr=0.382024
INFO:root:Epoch[20] Batch [849]	Speed: 2754.230560 samples/sec	top1-err=0.545676	lr=0.381934
INFO:root:Epoch[20] Batch [899]	Speed: 2807.112172 samples/sec	top1-err=0.545693	lr=0.381843
INFO:root:Epoch[20] Batch [949]	Speed: 2731.459015 samples/sec	top1-err=0.545997	lr=0.381752
INFO:root:Epoch[20] Batch [999]	Speed: 2756.600193 samples/sec	top1-err=0.545854	lr=0.381661
INFO:root:Epoch[20] Batch [1049]	Speed: 2737.213959 samples/sec	top1-err=0.546097	lr=0.381569
INFO:root:Epoch[20] Batch [1099]	Speed: 2725.979448 samples/sec	top1-err=0.546223	lr=0.381477
INFO:root:Epoch[20] Batch [1149]	Speed: 2748.585991 samples/sec	top1-err=0.546201	lr=0.381385
INFO:root:Epoch[20] Batch [1199]	Speed: 2703.759169 samples/sec	top1-err=0.546340	lr=0.381293
INFO:root:Epoch[20] Batch [1249]	Speed: 2696.765513 samples/sec	top1-err=0.546382	lr=0.381201
INFO:root:[Epoch 20] training: err-top1=0.546383
INFO:root:[Epoch 20] speed: 2751 samples/sec	time cost: 482.386634
INFO:root:[Epoch 20] validation: err-top1=0.534738 err-top5=0.274534
INFO:root:Epoch[21] Batch [49]	Speed: 2721.467381 samples/sec	top1-err=0.540469	lr=0.381107
INFO:root:Epoch[21] Batch [99]	Speed: 2780.979412 samples/sec	top1-err=0.540840	lr=0.381014
INFO:root:Epoch[21] Batch [149]	Speed: 2775.500684 samples/sec	top1-err=0.541491	lr=0.380921
INFO:root:Epoch[21] Batch [199]	Speed: 2805.696369 samples/sec	top1-err=0.542158	lr=0.380828
INFO:root:Epoch[21] Batch [249]	Speed: 2758.717869 samples/sec	top1-err=0.541582	lr=0.380734
INFO:root:Epoch[21] Batch [299]	Speed: 2757.215213 samples/sec	top1-err=0.542549	lr=0.380641
INFO:root:Epoch[21] Batch [349]	Speed: 2781.524943 samples/sec	top1-err=0.542919	lr=0.380547
INFO:root:Epoch[21] Batch [399]	Speed: 2736.768570 samples/sec	top1-err=0.543101	lr=0.380453
INFO:root:Epoch[21] Batch [449]	Speed: 2740.643751 samples/sec	top1-err=0.543392	lr=0.380359
INFO:root:Epoch[21] Batch [499]	Speed: 2773.709329 samples/sec	top1-err=0.543219	lr=0.380264
INFO:root:Epoch[21] Batch [549]	Speed: 2725.174886 samples/sec	top1-err=0.543359	lr=0.380169
INFO:root:Epoch[21] Batch [599]	Speed: 2745.301699 samples/sec	top1-err=0.543366	lr=0.380074
INFO:root:Epoch[21] Batch [649]	Speed: 2841.549843 samples/sec	top1-err=0.543670	lr=0.379979
INFO:root:Epoch[21] Batch [699]	Speed: 2683.118950 samples/sec	top1-err=0.543813	lr=0.379884
INFO:root:Epoch[21] Batch [749]	Speed: 2745.738039 samples/sec	top1-err=0.544217	lr=0.379788
INFO:root:Epoch[21] Batch [799]	Speed: 2745.359678 samples/sec	top1-err=0.544337	lr=0.379693
INFO:root:Epoch[21] Batch [849]	Speed: 2719.441233 samples/sec	top1-err=0.544415	lr=0.379597
INFO:root:Epoch[21] Batch [899]	Speed: 2764.246146 samples/sec	top1-err=0.544620	lr=0.379501
INFO:root:Epoch[21] Batch [949]	Speed: 2742.833729 samples/sec	top1-err=0.544804	lr=0.379404
INFO:root:Epoch[21] Batch [999]	Speed: 2743.549942 samples/sec	top1-err=0.545038	lr=0.379307
INFO:root:Epoch[21] Batch [1049]	Speed: 2752.789527 samples/sec	top1-err=0.545190	lr=0.379211
INFO:root:Epoch[21] Batch [1099]	Speed: 2669.458481 samples/sec	top1-err=0.545273	lr=0.379114
INFO:root:Epoch[21] Batch [1149]	Speed: 2750.228479 samples/sec	top1-err=0.545168	lr=0.379016
INFO:root:Epoch[21] Batch [1199]	Speed: 2799.627106 samples/sec	top1-err=0.545282	lr=0.378919
INFO:root:Epoch[21] Batch [1249]	Speed: 2716.807333 samples/sec	top1-err=0.545288	lr=0.378821
INFO:root:[Epoch 21] training: err-top1=0.545303
INFO:root:[Epoch 21] speed: 2748 samples/sec	time cost: 483.145524
INFO:root:[Epoch 21] validation: err-top1=0.546875 err-top5=0.282625
INFO:root:Epoch[22] Batch [49]	Speed: 2677.705349 samples/sec	top1-err=0.541328	lr=0.378721
INFO:root:Epoch[22] Batch [99]	Speed: 2743.982255 samples/sec	top1-err=0.537773	lr=0.378623
INFO:root:Epoch[22] Batch [149]	Speed: 2755.571160 samples/sec	top1-err=0.538984	lr=0.378525
INFO:root:Epoch[22] Batch [199]	Speed: 2726.607709 samples/sec	top1-err=0.539175	lr=0.378426
INFO:root:Epoch[22] Batch [249]	Speed: 2723.653855 samples/sec	top1-err=0.539109	lr=0.378328
INFO:root:Epoch[22] Batch [299]	Speed: 2660.457532 samples/sec	top1-err=0.539622	lr=0.378229
INFO:root:Epoch[22] Batch [349]	Speed: 2750.592401 samples/sec	top1-err=0.540474	lr=0.378129
INFO:root:Epoch[22] Batch [399]	Speed: 2728.403059 samples/sec	top1-err=0.540432	lr=0.378030
INFO:root:Epoch[22] Batch [449]	Speed: 2744.968438 samples/sec	top1-err=0.540942	lr=0.377930
INFO:root:Epoch[22] Batch [499]	Speed: 2702.596546 samples/sec	top1-err=0.540938	lr=0.377831
INFO:root:Epoch[22] Batch [549]	Speed: 2716.875079 samples/sec	top1-err=0.541403	lr=0.377731
INFO:root:Epoch[22] Batch [599]	Speed: 2795.446659 samples/sec	top1-err=0.541963	lr=0.377630
INFO:root:Epoch[22] Batch [649]	Speed: 2813.499092 samples/sec	top1-err=0.542497	lr=0.377530
INFO:root:Epoch[22] Batch [699]	Speed: 2752.521971 samples/sec	top1-err=0.542586	lr=0.377429
INFO:root:Epoch[22] Batch [749]	Speed: 2735.562965 samples/sec	top1-err=0.542723	lr=0.377328
INFO:root:Epoch[22] Batch [799]	Speed: 2803.389565 samples/sec	top1-err=0.542821	lr=0.377227
INFO:root:Epoch[22] Batch [849]	Speed: 2747.077341 samples/sec	top1-err=0.542940	lr=0.377126
INFO:root:Epoch[22] Batch [899]	Speed: 2717.057746 samples/sec	top1-err=0.543021	lr=0.377024
INFO:root:Epoch[22] Batch [949]	Speed: 2716.045927 samples/sec	top1-err=0.543103	lr=0.376923
INFO:root:Epoch[22] Batch [999]	Speed: 2689.108972 samples/sec	top1-err=0.543299	lr=0.376821
INFO:root:Epoch[22] Batch [1049]	Speed: 2791.760677 samples/sec	top1-err=0.543421	lr=0.376719
INFO:root:Epoch[22] Batch [1099]	Speed: 2707.407662 samples/sec	top1-err=0.543631	lr=0.376616
INFO:root:Epoch[22] Batch [1149]	Speed: 2774.101852 samples/sec	top1-err=0.543802	lr=0.376514
INFO:root:Epoch[22] Batch [1199]	Speed: 2746.445759 samples/sec	top1-err=0.543724	lr=0.376411
INFO:root:Epoch[22] Batch [1249]	Speed: 2767.643540 samples/sec	top1-err=0.543724	lr=0.376308
INFO:root:[Epoch 22] training: err-top1=0.543720
INFO:root:[Epoch 22] speed: 2736 samples/sec	time cost: 484.887817
INFO:root:[Epoch 22] validation: err-top1=0.531569 err-top5=0.263971
INFO:root:Epoch[23] Batch [49]	Speed: 2774.937647 samples/sec	top1-err=0.535488	lr=0.376203
INFO:root:Epoch[23] Batch [99]	Speed: 2793.453080 samples/sec	top1-err=0.537139	lr=0.376099
INFO:root:Epoch[23] Batch [149]	Speed: 2741.072069 samples/sec	top1-err=0.538118	lr=0.375996
INFO:root:Epoch[23] Batch [199]	Speed: 2741.423877 samples/sec	top1-err=0.538647	lr=0.375892
INFO:root:Epoch[23] Batch [249]	Speed: 2672.034810 samples/sec	top1-err=0.539086	lr=0.375788
INFO:root:Epoch[23] Batch [299]	Speed: 2790.814469 samples/sec	top1-err=0.539704	lr=0.375683
INFO:root:Epoch[23] Batch [349]	Speed: 2665.861611 samples/sec	top1-err=0.539735	lr=0.375579
INFO:root:Epoch[23] Batch [399]	Speed: 2756.032771 samples/sec	top1-err=0.540271	lr=0.375474
INFO:root:Epoch[23] Batch [449]	Speed: 2779.133719 samples/sec	top1-err=0.540365	lr=0.375369
INFO:root:Epoch[23] Batch [499]	Speed: 2781.765089 samples/sec	top1-err=0.540674	lr=0.375264
INFO:root:Epoch[23] Batch [549]	Speed: 2764.722129 samples/sec	top1-err=0.540843	lr=0.375159
INFO:root:Epoch[23] Batch [599]	Speed: 2718.455787 samples/sec	top1-err=0.540890	lr=0.375053
INFO:root:Epoch[23] Batch [649]	Speed: 2741.667404 samples/sec	top1-err=0.540889	lr=0.374948
INFO:root:Epoch[23] Batch [699]	Speed: 2750.739744 samples/sec	top1-err=0.541455	lr=0.374842
INFO:root:Epoch[23] Batch [749]	Speed: 2706.768157 samples/sec	top1-err=0.541493	lr=0.374736
INFO:root:Epoch[23] Batch [799]	Speed: 2794.705643 samples/sec	top1-err=0.541702	lr=0.374629
INFO:root:Epoch[23] Batch [849]	Speed: 2723.031443 samples/sec	top1-err=0.542023	lr=0.374523
INFO:root:Epoch[23] Batch [899]	Speed: 2725.505918 samples/sec	top1-err=0.541992	lr=0.374416
INFO:root:Epoch[23] Batch [949]	Speed: 2735.992171 samples/sec	top1-err=0.542360	lr=0.374309
INFO:root:Epoch[23] Batch [999]	Speed: 2822.426834 samples/sec	top1-err=0.542442	lr=0.374202
INFO:root:Epoch[23] Batch [1049]	Speed: 2829.021862 samples/sec	top1-err=0.542609	lr=0.374095
INFO:root:Epoch[23] Batch [1099]	Speed: 2730.123407 samples/sec	top1-err=0.542866	lr=0.373987
INFO:root:Epoch[23] Batch [1149]	Speed: 2720.508658 samples/sec	top1-err=0.542880	lr=0.373879
INFO:root:Epoch[23] Batch [1199]	Speed: 2690.405854 samples/sec	top1-err=0.542841	lr=0.373771
INFO:root:Epoch[23] Batch [1249]	Speed: 2700.261157 samples/sec	top1-err=0.542892	lr=0.373663
INFO:root:[Epoch 23] training: err-top1=0.542870
INFO:root:[Epoch 23] speed: 2742 samples/sec	time cost: 483.780428
INFO:root:[Epoch 23] validation: err-top1=0.525065 err-top5=0.261739
INFO:root:Epoch[24] Batch [49]	Speed: 2768.438794 samples/sec	top1-err=0.536250	lr=0.373552
INFO:root:Epoch[24] Batch [99]	Speed: 2766.905782 samples/sec	top1-err=0.535078	lr=0.373444
INFO:root:Epoch[24] Batch [149]	Speed: 2773.743722 samples/sec	top1-err=0.537285	lr=0.373335
INFO:root:Epoch[24] Batch [199]	Speed: 2721.856124 samples/sec	top1-err=0.537832	lr=0.373226
INFO:root:Epoch[24] Batch [249]	Speed: 2716.753853 samples/sec	top1-err=0.538281	lr=0.373117
INFO:root:Epoch[24] Batch [299]	Speed: 2765.499429 samples/sec	top1-err=0.538337	lr=0.373007
INFO:root:Epoch[24] Batch [349]	Speed: 2713.301245 samples/sec	top1-err=0.538736	lr=0.372897
INFO:root:Epoch[24] Batch [399]	Speed: 2744.186925 samples/sec	top1-err=0.539055	lr=0.372788
INFO:root:Epoch[24] Batch [449]	Speed: 2758.763232 samples/sec	top1-err=0.539501	lr=0.372678
INFO:root:Epoch[24] Batch [499]	Speed: 2749.847717 samples/sec	top1-err=0.539895	lr=0.372567
INFO:root:Epoch[24] Batch [549]	Speed: 2788.189164 samples/sec	top1-err=0.540083	lr=0.372457
INFO:root:Epoch[24] Batch [599]	Speed: 2739.225318 samples/sec	top1-err=0.540324	lr=0.372346
INFO:root:Epoch[24] Batch [649]	Speed: 2746.987137 samples/sec	top1-err=0.540322	lr=0.372235
INFO:root:Epoch[24] Batch [699]	Speed: 2737.695023 samples/sec	top1-err=0.540301	lr=0.372124
INFO:root:Epoch[24] Batch [749]	Speed: 2725.268159 samples/sec	top1-err=0.540220	lr=0.372013
INFO:root:Epoch[24] Batch [799]	Speed: 2793.093750 samples/sec	top1-err=0.540295	lr=0.371901
INFO:root:Epoch[24] Batch [849]	Speed: 2754.765364 samples/sec	top1-err=0.540630	lr=0.371790
INFO:root:Epoch[24] Batch [899]	Speed: 2773.631912 samples/sec	top1-err=0.540546	lr=0.371678
INFO:root:Epoch[24] Batch [949]	Speed: 2737.816240 samples/sec	top1-err=0.540706	lr=0.371565
INFO:root:Epoch[24] Batch [999]	Speed: 2759.197623 samples/sec	top1-err=0.540794	lr=0.371453
INFO:root:Epoch[24] Batch [1049]	Speed: 2775.857044 samples/sec	top1-err=0.540854	lr=0.371341
INFO:root:Epoch[24] Batch [1099]	Speed: 2811.443877 samples/sec	top1-err=0.540989	lr=0.371228
INFO:root:Epoch[24] Batch [1149]	Speed: 2746.814864 samples/sec	top1-err=0.540931	lr=0.371115
INFO:root:Epoch[24] Batch [1199]	Speed: 2656.444460 samples/sec	top1-err=0.540818	lr=0.371002
INFO:root:Epoch[24] Batch [1249]	Speed: 2728.067511 samples/sec	top1-err=0.541114	lr=0.370888
INFO:root:[Epoch 24] training: err-top1=0.541123
INFO:root:[Epoch 24] speed: 2747 samples/sec	time cost: 483.269372
INFO:root:[Epoch 24] validation: err-top1=0.531190 err-top5=0.265685
INFO:root:Epoch[25] Batch [49]	Speed: 2784.380398 samples/sec	top1-err=0.533262	lr=0.370773
INFO:root:Epoch[25] Batch [99]	Speed: 2747.274881 samples/sec	top1-err=0.532539	lr=0.370659
INFO:root:Epoch[25] Batch [149]	Speed: 2700.428625 samples/sec	top1-err=0.534453	lr=0.370545
INFO:root:Epoch[25] Batch [199]	Speed: 2802.170451 samples/sec	top1-err=0.535098	lr=0.370431
INFO:root:Epoch[25] Batch [249]	Speed: 2739.334510 samples/sec	top1-err=0.535363	lr=0.370316
INFO:root:Epoch[25] Batch [299]	Speed: 2683.202862 samples/sec	top1-err=0.535677	lr=0.370202
INFO:root:Epoch[25] Batch [349]	Speed: 2737.883607 samples/sec	top1-err=0.536507	lr=0.370087
INFO:root:Epoch[25] Batch [399]	Speed: 2728.713932 samples/sec	top1-err=0.537385	lr=0.369972
INFO:root:Epoch[25] Batch [449]	Speed: 2676.862023 samples/sec	top1-err=0.538075	lr=0.369857
INFO:root:Epoch[25] Batch [499]	Speed: 2763.610665 samples/sec	top1-err=0.538141	lr=0.369741
INFO:root:Epoch[25] Batch [549]	Speed: 2738.178210 samples/sec	top1-err=0.538356	lr=0.369626
INFO:root:Epoch[25] Batch [599]	Speed: 2752.887241 samples/sec	top1-err=0.538369	lr=0.369510
INFO:root:Epoch[25] Batch [649]	Speed: 2690.607060 samples/sec	top1-err=0.538469	lr=0.369394
INFO:root:Epoch[25] Batch [699]	Speed: 2817.882604 samples/sec	top1-err=0.538573	lr=0.369278
INFO:root:Epoch[25] Batch [749]	Speed: 2691.045576 samples/sec	top1-err=0.538799	lr=0.369161
INFO:root:Epoch[25] Batch [799]	Speed: 2731.274823 samples/sec	top1-err=0.538666	lr=0.369045
INFO:root:Epoch[25] Batch [849]	Speed: 2740.868108 samples/sec	top1-err=0.538957	lr=0.368928
INFO:root:Epoch[25] Batch [899]	Speed: 2720.721285 samples/sec	top1-err=0.539146	lr=0.368811
INFO:root:Epoch[25] Batch [949]	Speed: 2706.861880 samples/sec	top1-err=0.539311	lr=0.368694
INFO:root:Epoch[25] Batch [999]	Speed: 2753.045347 samples/sec	top1-err=0.539211	lr=0.368576
INFO:root:Epoch[25] Batch [1049]	Speed: 2741.820828 samples/sec	top1-err=0.539141	lr=0.368459
INFO:root:Epoch[25] Batch [1099]	Speed: 2749.626465 samples/sec	top1-err=0.539327	lr=0.368341
INFO:root:Epoch[25] Batch [1149]	Speed: 2743.032552 samples/sec	top1-err=0.539454	lr=0.368223
INFO:root:Epoch[25] Batch [1199]	Speed: 2773.105228 samples/sec	top1-err=0.539752	lr=0.368105
INFO:root:Epoch[25] Batch [1249]	Speed: 2755.403005 samples/sec	top1-err=0.539884	lr=0.367986
INFO:root:[Epoch 25] training: err-top1=0.539867
INFO:root:[Epoch 25] speed: 2735 samples/sec	time cost: 484.962342
INFO:root:[Epoch 25] validation: err-top1=0.534578 err-top5=0.274733
INFO:root:Epoch[26] Batch [49]	Speed: 2727.442042 samples/sec	top1-err=0.532793	lr=0.367865
INFO:root:Epoch[26] Batch [99]	Speed: 2709.020086 samples/sec	top1-err=0.534238	lr=0.367747
INFO:root:Epoch[26] Batch [149]	Speed: 2729.880296 samples/sec	top1-err=0.534219	lr=0.367628
INFO:root:Epoch[26] Batch [199]	Speed: 2714.703211 samples/sec	top1-err=0.533867	lr=0.367508
INFO:root:Epoch[26] Batch [249]	Speed: 2734.438432 samples/sec	top1-err=0.534871	lr=0.367389
INFO:root:Epoch[26] Batch [299]	Speed: 2807.970146 samples/sec	top1-err=0.535632	lr=0.367269
INFO:root:Epoch[26] Batch [349]	Speed: 2804.716735 samples/sec	top1-err=0.535993	lr=0.367150
INFO:root:Epoch[26] Batch [399]	Speed: 2802.140980 samples/sec	top1-err=0.536135	lr=0.367030
INFO:root:Epoch[26] Batch [449]	Speed: 2709.750716 samples/sec	top1-err=0.536469	lr=0.366909
INFO:root:Epoch[26] Batch [499]	Speed: 2746.702018 samples/sec	top1-err=0.536545	lr=0.366789
INFO:root:Epoch[26] Batch [549]	Speed: 2735.081014 samples/sec	top1-err=0.536950	lr=0.366668
INFO:root:Epoch[26] Batch [599]	Speed: 2742.934696 samples/sec	top1-err=0.537005	lr=0.366548
INFO:root:Epoch[26] Batch [649]	Speed: 2785.815565 samples/sec	top1-err=0.537422	lr=0.366426
INFO:root:Epoch[26] Batch [699]	Speed: 2786.201835 samples/sec	top1-err=0.537306	lr=0.366305
INFO:root:Epoch[26] Batch [749]	Speed: 2717.675882 samples/sec	top1-err=0.537204	lr=0.366184
INFO:root:Epoch[26] Batch [799]	Speed: 2776.771736 samples/sec	top1-err=0.537346	lr=0.366062
INFO:root:Epoch[26] Batch [849]	Speed: 2726.937080 samples/sec	top1-err=0.537381	lr=0.365940
INFO:root:Epoch[26] Batch [899]	Speed: 2795.692853 samples/sec	top1-err=0.537554	lr=0.365819
INFO:root:Epoch[26] Batch [949]	Speed: 2787.267840 samples/sec	top1-err=0.537674	lr=0.365696
INFO:root:Epoch[26] Batch [999]	Speed: 2752.658865 samples/sec	top1-err=0.537808	lr=0.365574
INFO:root:Epoch[26] Batch [1049]	Speed: 2739.668991 samples/sec	top1-err=0.537815	lr=0.365451
INFO:root:Epoch[26] Batch [1099]	Speed: 2774.914054 samples/sec	top1-err=0.538078	lr=0.365329
INFO:root:Epoch[26] Batch [1149]	Speed: 2759.513356 samples/sec	top1-err=0.538333	lr=0.365206
INFO:root:Epoch[26] Batch [1199]	Speed: 2751.357051 samples/sec	top1-err=0.538430	lr=0.365082
INFO:root:Epoch[26] Batch [1249]	Speed: 2724.782291 samples/sec	top1-err=0.538339	lr=0.364959
INFO:root:[Epoch 26] training: err-top1=0.538341
INFO:root:[Epoch 26] speed: 2750 samples/sec	time cost: 482.453709
INFO:root:[Epoch 26] validation: err-top1=0.519671 err-top5=0.256338
INFO:root:Epoch[27] Batch [49]	Speed: 2703.304182 samples/sec	top1-err=0.522949	lr=0.364833
INFO:root:Epoch[27] Batch [99]	Speed: 2775.840934 samples/sec	top1-err=0.527969	lr=0.364709
INFO:root:Epoch[27] Batch [149]	Speed: 2720.066069 samples/sec	top1-err=0.531120	lr=0.364585
INFO:root:Epoch[27] Batch [199]	Speed: 2705.649033 samples/sec	top1-err=0.532178	lr=0.364461
INFO:root:Epoch[27] Batch [249]	Speed: 2736.629485 samples/sec	top1-err=0.532859	lr=0.364337
INFO:root:Epoch[27] Batch [299]	Speed: 2696.076663 samples/sec	top1-err=0.532982	lr=0.364212
INFO:root:Epoch[27] Batch [349]	Speed: 2810.331866 samples/sec	top1-err=0.533714	lr=0.364087
INFO:root:Epoch[27] Batch [399]	Speed: 2730.603751 samples/sec	top1-err=0.534050	lr=0.363962
INFO:root:Epoch[27] Batch [449]	Speed: 2782.876854 samples/sec	top1-err=0.534097	lr=0.363837
INFO:root:Epoch[27] Batch [499]	Speed: 2705.162808 samples/sec	top1-err=0.534004	lr=0.363712
INFO:root:Epoch[27] Batch [549]	Speed: 2740.994015 samples/sec	top1-err=0.534412	lr=0.363586
INFO:root:Epoch[27] Batch [599]	Speed: 2794.064334 samples/sec	top1-err=0.534499	lr=0.363461
INFO:root:Epoch[27] Batch [649]	Speed: 2709.136317 samples/sec	top1-err=0.534935	lr=0.363335
INFO:root:Epoch[27] Batch [699]	Speed: 2775.990061 samples/sec	top1-err=0.534997	lr=0.363209
INFO:root:Epoch[27] Batch [749]	Speed: 2755.870891 samples/sec	top1-err=0.535013	lr=0.363082
INFO:root:Epoch[27] Batch [799]	Speed: 2723.040973 samples/sec	top1-err=0.535240	lr=0.362956
INFO:root:Epoch[27] Batch [849]	Speed: 2765.669745 samples/sec	top1-err=0.535550	lr=0.362829
INFO:root:Epoch[27] Batch [899]	Speed: 2789.865676 samples/sec	top1-err=0.535761	lr=0.362702
INFO:root:Epoch[27] Batch [949]	Speed: 2703.621513 samples/sec	top1-err=0.535849	lr=0.362575
INFO:root:Epoch[27] Batch [999]	Speed: 2826.897138 samples/sec	top1-err=0.536037	lr=0.362448
INFO:root:Epoch[27] Batch [1049]	Speed: 2766.580728 samples/sec	top1-err=0.536109	lr=0.362320
INFO:root:Epoch[27] Batch [1099]	Speed: 2704.417518 samples/sec	top1-err=0.536159	lr=0.362193
INFO:root:Epoch[27] Batch [1149]	Speed: 2720.912433 samples/sec	top1-err=0.536118	lr=0.362065
INFO:root:Epoch[27] Batch [1199]	Speed: 2707.950490 samples/sec	top1-err=0.536396	lr=0.361937
INFO:root:Epoch[27] Batch [1249]	Speed: 2700.642438 samples/sec	top1-err=0.536432	lr=0.361809
INFO:root:[Epoch 27] training: err-top1=0.536415
INFO:root:[Epoch 27] speed: 2738 samples/sec	time cost: 484.291202
INFO:root:[Epoch 27] validation: err-top1=0.524534 err-top5=0.261619
INFO:root:Epoch[28] Batch [49]	Speed: 2677.709456 samples/sec	top1-err=0.526484	lr=0.361678
INFO:root:Epoch[28] Batch [99]	Speed: 2760.298728 samples/sec	top1-err=0.530947	lr=0.361549
INFO:root:Epoch[28] Batch [149]	Speed: 2724.516556 samples/sec	top1-err=0.530664	lr=0.361420
INFO:root:Epoch[28] Batch [199]	Speed: 2763.509984 samples/sec	top1-err=0.531641	lr=0.361291
INFO:root:Epoch[28] Batch [249]	Speed: 2708.124650 samples/sec	top1-err=0.531656	lr=0.361162
INFO:root:Epoch[28] Batch [299]	Speed: 2772.436854 samples/sec	top1-err=0.532467	lr=0.361032
INFO:root:Epoch[28] Batch [349]	Speed: 2681.093178 samples/sec	top1-err=0.532567	lr=0.360903
INFO:root:Epoch[28] Batch [399]	Speed: 2766.165816 samples/sec	top1-err=0.532939	lr=0.360773
INFO:root:Epoch[28] Batch [449]	Speed: 2699.596244 samples/sec	top1-err=0.532854	lr=0.360643
INFO:root:Epoch[28] Batch [499]	Speed: 2734.069304 samples/sec	top1-err=0.533264	lr=0.360513
INFO:root:Epoch[28] Batch [549]	Speed: 2779.736168 samples/sec	top1-err=0.533375	lr=0.360382
INFO:root:Epoch[28] Batch [599]	Speed: 2825.220217 samples/sec	top1-err=0.533250	lr=0.360252
INFO:root:Epoch[28] Batch [649]	Speed: 2683.471631 samples/sec	top1-err=0.533400	lr=0.360121
INFO:root:Epoch[28] Batch [699]	Speed: 2732.470948 samples/sec	top1-err=0.533419	lr=0.359990
INFO:root:Epoch[28] Batch [749]	Speed: 2703.792836 samples/sec	top1-err=0.533637	lr=0.359859
INFO:root:Epoch[28] Batch [799]	Speed: 2738.690837 samples/sec	top1-err=0.533896	lr=0.359728
INFO:root:Epoch[28] Batch [849]	Speed: 2723.056926 samples/sec	top1-err=0.533873	lr=0.359596
INFO:root:Epoch[28] Batch [899]	Speed: 2733.075108 samples/sec	top1-err=0.534184	lr=0.359465
INFO:root:Epoch[28] Batch [949]	Speed: 2765.686022 samples/sec	top1-err=0.534438	lr=0.359333
INFO:root:Epoch[28] Batch [999]	Speed: 2735.286483 samples/sec	top1-err=0.534667	lr=0.359201
INFO:root:Epoch[28] Batch [1049]	Speed: 2777.523101 samples/sec	top1-err=0.534822	lr=0.359068
INFO:root:Epoch[28] Batch [1099]	Speed: 2824.126140 samples/sec	top1-err=0.534743	lr=0.358936
INFO:root:Epoch[28] Batch [1149]	Speed: 2688.314750 samples/sec	top1-err=0.534812	lr=0.358803
INFO:root:Epoch[28] Batch [1199]	Speed: 2786.467988 samples/sec	top1-err=0.535008	lr=0.358670
INFO:root:Epoch[28] Batch [1249]	Speed: 2708.823430 samples/sec	top1-err=0.535077	lr=0.358537
INFO:root:[Epoch 28] training: err-top1=0.535042
INFO:root:[Epoch 28] speed: 2736 samples/sec	time cost: 485.176744
INFO:root:[Epoch 28] validation: err-top1=0.505939 err-top5=0.246154
INFO:root:Epoch[29] Batch [49]	Speed: 2678.895106 samples/sec	top1-err=0.527070	lr=0.358401
INFO:root:Epoch[29] Batch [99]	Speed: 2726.479832 samples/sec	top1-err=0.527920	lr=0.358268
INFO:root:Epoch[29] Batch [149]	Speed: 2732.157480 samples/sec	top1-err=0.529909	lr=0.358134
INFO:root:Epoch[29] Batch [199]	Speed: 2751.182714 samples/sec	top1-err=0.530596	lr=0.358001
INFO:root:Epoch[29] Batch [249]	Speed: 2814.190658 samples/sec	top1-err=0.531324	lr=0.357867
INFO:root:Epoch[29] Batch [299]	Speed: 2774.819324 samples/sec	top1-err=0.531608	lr=0.357732
INFO:root:Epoch[29] Batch [349]	Speed: 2758.096405 samples/sec	top1-err=0.531576	lr=0.357598
INFO:root:Epoch[29] Batch [399]	Speed: 2727.874074 samples/sec	top1-err=0.531331	lr=0.357464
INFO:root:Epoch[29] Batch [449]	Speed: 2708.627963 samples/sec	top1-err=0.531617	lr=0.357329
INFO:root:Epoch[29] Batch [499]	Speed: 2782.895462 samples/sec	top1-err=0.531746	lr=0.357194
INFO:root:Epoch[29] Batch [549]	Speed: 2747.290346 samples/sec	top1-err=0.531639	lr=0.357059
INFO:root:Epoch[29] Batch [599]	Speed: 2691.196793 samples/sec	top1-err=0.531849	lr=0.356924
INFO:root:Epoch[29] Batch [649]	Speed: 2700.372087 samples/sec	top1-err=0.531935	lr=0.356788
INFO:root:Epoch[29] Batch [699]	Speed: 2742.850930 samples/sec	top1-err=0.532188	lr=0.356652
INFO:root:Epoch[29] Batch [749]	Speed: 2689.679823 samples/sec	top1-err=0.532350	lr=0.356517
INFO:root:Epoch[29] Batch [799]	Speed: 2690.961847 samples/sec	top1-err=0.532515	lr=0.356380
INFO:root:Epoch[29] Batch [849]	Speed: 2735.082895 samples/sec	top1-err=0.532517	lr=0.356244
INFO:root:Epoch[29] Batch [899]	Speed: 2750.633762 samples/sec	top1-err=0.532848	lr=0.356108
INFO:root:Epoch[29] Batch [949]	Speed: 2714.464863 samples/sec	top1-err=0.533057	lr=0.355971
INFO:root:Epoch[29] Batch [999]	Speed: 2693.519361 samples/sec	top1-err=0.533196	lr=0.355834
INFO:root:Epoch[29] Batch [1049]	Speed: 2777.034835 samples/sec	top1-err=0.533442	lr=0.355698
INFO:root:Epoch[29] Batch [1099]	Speed: 2742.329812 samples/sec	top1-err=0.533633	lr=0.355560
INFO:root:Epoch[29] Batch [1149]	Speed: 2771.748697 samples/sec	top1-err=0.533881	lr=0.355423
INFO:root:Epoch[29] Batch [1199]	Speed: 2756.197147 samples/sec	top1-err=0.533809	lr=0.355285
INFO:root:Epoch[29] Batch [1249]	Speed: 2748.010471 samples/sec	top1-err=0.534070	lr=0.355148
INFO:root:[Epoch 29] training: err-top1=0.534070
INFO:root:[Epoch 29] speed: 2733 samples/sec	time cost: 485.348906
INFO:root:[Epoch 29] validation: err-top1=0.566569 err-top5=0.300842
INFO:root:Epoch[30] Batch [49]	Speed: 2758.258369 samples/sec	top1-err=0.529277	lr=0.355007
INFO:root:Epoch[30] Batch [99]	Speed: 2744.445252 samples/sec	top1-err=0.529775	lr=0.354869
INFO:root:Epoch[30] Batch [149]	Speed: 2734.104914 samples/sec	top1-err=0.529492	lr=0.354731
INFO:root:Epoch[30] Batch [199]	Speed: 2708.620789 samples/sec	top1-err=0.529756	lr=0.354592
INFO:root:Epoch[30] Batch [249]	Speed: 2740.800490 samples/sec	top1-err=0.529461	lr=0.354454
INFO:root:Epoch[30] Batch [299]	Speed: 2827.181992 samples/sec	top1-err=0.529668	lr=0.354315
INFO:root:Epoch[30] Batch [349]	Speed: 2731.842172 samples/sec	top1-err=0.529911	lr=0.354176
INFO:root:Epoch[30] Batch [399]	Speed: 2696.893090 samples/sec	top1-err=0.530188	lr=0.354037
INFO:root:Epoch[30] Batch [449]	Speed: 2784.656025 samples/sec	top1-err=0.530412	lr=0.353897
INFO:root:Epoch[30] Batch [499]	Speed: 2763.853098 samples/sec	top1-err=0.530719	lr=0.353758
INFO:root:Epoch[30] Batch [549]	Speed: 2743.449981 samples/sec	top1-err=0.530629	lr=0.353618
INFO:root:Epoch[30] Batch [599]	Speed: 2706.389135 samples/sec	top1-err=0.531084	lr=0.353478
INFO:root:Epoch[30] Batch [649]	Speed: 2739.763992 samples/sec	top1-err=0.531188	lr=0.353338
INFO:root:Epoch[30] Batch [699]	Speed: 2784.093816 samples/sec	top1-err=0.531483	lr=0.353198
INFO:root:Epoch[30] Batch [749]	Speed: 2803.854268 samples/sec	top1-err=0.531893	lr=0.353057
INFO:root:Epoch[30] Batch [799]	Speed: 2776.165404 samples/sec	top1-err=0.532186	lr=0.352917
INFO:root:Epoch[30] Batch [849]	Speed: 2802.325931 samples/sec	top1-err=0.532147	lr=0.352776
INFO:root:Epoch[30] Batch [899]	Speed: 2762.195331 samples/sec	top1-err=0.532062	lr=0.352635
INFO:root:Epoch[30] Batch [949]	Speed: 2775.579102 samples/sec	top1-err=0.532091	lr=0.352493
INFO:root:Epoch[30] Batch [999]	Speed: 2708.727418 samples/sec	top1-err=0.532224	lr=0.352352
INFO:root:Epoch[30] Batch [1049]	Speed: 2718.467900 samples/sec	top1-err=0.532491	lr=0.352211
INFO:root:Epoch[30] Batch [1099]	Speed: 2728.079156 samples/sec	top1-err=0.532325	lr=0.352069
INFO:root:Epoch[30] Batch [1149]	Speed: 2773.927201 samples/sec	top1-err=0.532459	lr=0.351927
INFO:root:Epoch[30] Batch [1199]	Speed: 2760.886081 samples/sec	top1-err=0.532375	lr=0.351785
INFO:root:Epoch[30] Batch [1249]	Speed: 2773.182149 samples/sec	top1-err=0.532513	lr=0.351642
INFO:root:[Epoch 30] training: err-top1=0.532505
INFO:root:[Epoch 30] speed: 2750 samples/sec	time cost: 482.539078
INFO:root:[Epoch 30] validation: err-top1=0.502491 err-top5=0.246851
INFO:root:Epoch[31] Batch [49]	Speed: 2779.058301 samples/sec	top1-err=0.523359	lr=0.351497
INFO:root:Epoch[31] Batch [99]	Speed: 2720.383902 samples/sec	top1-err=0.525586	lr=0.351354
INFO:root:Epoch[31] Batch [149]	Speed: 2679.770478 samples/sec	top1-err=0.527324	lr=0.351212
INFO:root:Epoch[31] Batch [199]	Speed: 2740.780831 samples/sec	top1-err=0.527979	lr=0.351069
INFO:root:Epoch[31] Batch [249]	Speed: 2798.295741 samples/sec	top1-err=0.528766	lr=0.350925
INFO:root:Epoch[31] Batch [299]	Speed: 2703.295334 samples/sec	top1-err=0.529082	lr=0.350782
INFO:root:Epoch[31] Batch [349]	Speed: 2776.668155 samples/sec	top1-err=0.529166	lr=0.350639
INFO:root:Epoch[31] Batch [399]	Speed: 2791.980959 samples/sec	top1-err=0.529089	lr=0.350495
INFO:root:Epoch[31] Batch [449]	Speed: 2777.549325 samples/sec	top1-err=0.529073	lr=0.350351
INFO:root:Epoch[31] Batch [499]	Speed: 2721.132675 samples/sec	top1-err=0.529621	lr=0.350207
INFO:root:Epoch[31] Batch [549]	Speed: 2748.606184 samples/sec	top1-err=0.529746	lr=0.350062
INFO:root:Epoch[31] Batch [599]	Speed: 2738.683362 samples/sec	top1-err=0.529784	lr=0.349918
INFO:root:Epoch[31] Batch [649]	Speed: 2794.968841 samples/sec	top1-err=0.529775	lr=0.349773
INFO:root:Epoch[31] Batch [699]	Speed: 2756.749631 samples/sec	top1-err=0.530146	lr=0.349629
INFO:root:Epoch[31] Batch [749]	Speed: 2780.346042 samples/sec	top1-err=0.530242	lr=0.349484
INFO:root:Epoch[31] Batch [799]	Speed: 2781.861338 samples/sec	top1-err=0.530436	lr=0.349338
INFO:root:Epoch[31] Batch [849]	Speed: 2793.176943 samples/sec	top1-err=0.530593	lr=0.349193
INFO:root:Epoch[31] Batch [899]	Speed: 2758.950973 samples/sec	top1-err=0.530465	lr=0.349048
INFO:root:Epoch[31] Batch [949]	Speed: 2760.826095 samples/sec	top1-err=0.530378	lr=0.348902
INFO:root:Epoch[31] Batch [999]	Speed: 2705.568381 samples/sec	top1-err=0.530508	lr=0.348756
INFO:root:Epoch[31] Batch [1049]	Speed: 2802.314778 samples/sec	top1-err=0.530592	lr=0.348610
INFO:root:Epoch[31] Batch [1099]	Speed: 2717.653527 samples/sec	top1-err=0.530736	lr=0.348464
INFO:root:Epoch[31] Batch [1149]	Speed: 2765.384117 samples/sec	top1-err=0.530746	lr=0.348317
INFO:root:Epoch[31] Batch [1199]	Speed: 2745.908282 samples/sec	top1-err=0.530696	lr=0.348171
INFO:root:Epoch[31] Batch [1249]	Speed: 2755.545950 samples/sec	top1-err=0.530832	lr=0.348024
INFO:root:[Epoch 31] training: err-top1=0.530832
INFO:root:[Epoch 31] speed: 2752 samples/sec	time cost: 482.119889
INFO:root:[Epoch 31] validation: err-top1=0.499761 err-top5=0.241590
INFO:root:Epoch[32] Batch [49]	Speed: 2667.429122 samples/sec	top1-err=0.523672	lr=0.347874
INFO:root:Epoch[32] Batch [99]	Speed: 2783.116619 samples/sec	top1-err=0.525283	lr=0.347727
INFO:root:Epoch[32] Batch [149]	Speed: 2754.126217 samples/sec	top1-err=0.525911	lr=0.347580
INFO:root:Epoch[32] Batch [199]	Speed: 2707.299976 samples/sec	top1-err=0.526289	lr=0.347432
INFO:root:Epoch[32] Batch [249]	Speed: 2788.670279 samples/sec	top1-err=0.526426	lr=0.347285
INFO:root:Epoch[32] Batch [299]	Speed: 2775.549291 samples/sec	top1-err=0.526966	lr=0.347137
INFO:root:Epoch[32] Batch [349]	Speed: 2737.350940 samples/sec	top1-err=0.527107	lr=0.346989
INFO:root:Epoch[32] Batch [399]	Speed: 2756.586534 samples/sec	top1-err=0.527429	lr=0.346841
INFO:root:Epoch[32] Batch [449]	Speed: 2766.598514 samples/sec	top1-err=0.528138	lr=0.346692
INFO:root:Epoch[32] Batch [499]	Speed: 2704.091010 samples/sec	top1-err=0.528271	lr=0.346544
INFO:root:Epoch[32] Batch [549]	Speed: 2715.677593 samples/sec	top1-err=0.528248	lr=0.346395
INFO:root:Epoch[32] Batch [599]	Speed: 2803.734198 samples/sec	top1-err=0.528338	lr=0.346246
INFO:root:Epoch[32] Batch [649]	Speed: 2718.038154 samples/sec	top1-err=0.528702	lr=0.346097
INFO:root:Epoch[32] Batch [699]	Speed: 2729.832581 samples/sec	top1-err=0.528869	lr=0.345948
INFO:root:Epoch[32] Batch [749]	Speed: 2805.089028 samples/sec	top1-err=0.528977	lr=0.345799
INFO:root:Epoch[32] Batch [799]	Speed: 2726.196877 samples/sec	top1-err=0.528998	lr=0.345649
INFO:root:Epoch[32] Batch [849]	Speed: 2767.507292 samples/sec	top1-err=0.529091	lr=0.345499
INFO:root:Epoch[32] Batch [899]	Speed: 2762.361792 samples/sec	top1-err=0.529111	lr=0.345349
INFO:root:Epoch[32] Batch [949]	Speed: 2769.858321 samples/sec	top1-err=0.529183	lr=0.345199
INFO:root:Epoch[32] Batch [999]	Speed: 2744.206212 samples/sec	top1-err=0.529154	lr=0.345049
INFO:root:Epoch[32] Batch [1049]	Speed: 2759.624633 samples/sec	top1-err=0.529373	lr=0.344899
INFO:root:Epoch[32] Batch [1099]	Speed: 2693.857513 samples/sec	top1-err=0.529694	lr=0.344748
INFO:root:Epoch[32] Batch [1149]	Speed: 2708.529096 samples/sec	top1-err=0.529650	lr=0.344597
INFO:root:Epoch[32] Batch [1199]	Speed: 2706.863449 samples/sec	top1-err=0.529816	lr=0.344446
INFO:root:Epoch[32] Batch [1249]	Speed: 2718.935649 samples/sec	top1-err=0.529933	lr=0.344295
INFO:root:[Epoch 32] training: err-top1=0.529921
INFO:root:[Epoch 32] speed: 2739 samples/sec	time cost: 484.316794
INFO:root:[Epoch 32] validation: err-top1=0.512915 err-top5=0.250797
INFO:root:Epoch[33] Batch [49]	Speed: 2787.343234 samples/sec	top1-err=0.524277	lr=0.344141
INFO:root:Epoch[33] Batch [99]	Speed: 2728.988081 samples/sec	top1-err=0.524463	lr=0.343989
INFO:root:Epoch[33] Batch [149]	Speed: 2696.627451 samples/sec	top1-err=0.523665	lr=0.343838
INFO:root:Epoch[33] Batch [199]	Speed: 2695.260595 samples/sec	top1-err=0.524478	lr=0.343686
INFO:root:Epoch[33] Batch [249]	Speed: 2779.282913 samples/sec	top1-err=0.524512	lr=0.343534
INFO:root:Epoch[33] Batch [299]	Speed: 2707.226427 samples/sec	top1-err=0.524691	lr=0.343382
INFO:root:Epoch[33] Batch [349]	Speed: 2756.440050 samples/sec	top1-err=0.524805	lr=0.343229
INFO:root:Epoch[33] Batch [399]	Speed: 2764.945035 samples/sec	top1-err=0.525349	lr=0.343077
INFO:root:Epoch[33] Batch [449]	Speed: 2791.171979 samples/sec	top1-err=0.526018	lr=0.342924
INFO:root:Epoch[33] Batch [499]	Speed: 2745.773252 samples/sec	top1-err=0.526305	lr=0.342771
INFO:root:Epoch[33] Batch [549]	Speed: 2733.526151 samples/sec	top1-err=0.526692	lr=0.342618
INFO:root:Epoch[33] Batch [599]	Speed: 2824.283436 samples/sec	top1-err=0.527036	lr=0.342465
INFO:root:Epoch[33] Batch [649]	Speed: 2710.854313 samples/sec	top1-err=0.527070	lr=0.342312
INFO:root:Epoch[33] Batch [699]	Speed: 2769.123809 samples/sec	top1-err=0.527321	lr=0.342158
INFO:root:Epoch[33] Batch [749]	Speed: 2758.716239 samples/sec	top1-err=0.527491	lr=0.342005
INFO:root:Epoch[33] Batch [799]	Speed: 2757.050539 samples/sec	top1-err=0.527480	lr=0.341851
INFO:root:Epoch[33] Batch [849]	Speed: 2707.478252 samples/sec	top1-err=0.527560	lr=0.341697
INFO:root:Epoch[33] Batch [899]	Speed: 2730.475291 samples/sec	top1-err=0.527944	lr=0.341543
INFO:root:Epoch[33] Batch [949]	Speed: 2695.857921 samples/sec	top1-err=0.528258	lr=0.341388
INFO:root:Epoch[33] Batch [999]	Speed: 2763.671696 samples/sec	top1-err=0.528348	lr=0.341234
INFO:root:Epoch[33] Batch [1049]	Speed: 2774.206926 samples/sec	top1-err=0.528467	lr=0.341079
INFO:root:Epoch[33] Batch [1099]	Speed: 2769.975507 samples/sec	top1-err=0.528585	lr=0.340924
INFO:root:Epoch[33] Batch [1149]	Speed: 2735.208270 samples/sec	top1-err=0.528688	lr=0.340769
INFO:root:Epoch[33] Batch [1199]	Speed: 2741.997902 samples/sec	top1-err=0.528723	lr=0.340614
INFO:root:Epoch[33] Batch [1249]	Speed: 2773.296430 samples/sec	top1-err=0.528702	lr=0.340458
INFO:root:[Epoch 33] training: err-top1=0.528689
INFO:root:[Epoch 33] speed: 2744 samples/sec	time cost: 483.367056
INFO:root:[Epoch 33] validation: err-top1=0.508650 err-top5=0.247329
INFO:root:Epoch[34] Batch [49]	Speed: 2714.234482 samples/sec	top1-err=0.516328	lr=0.340300
INFO:root:Epoch[34] Batch [99]	Speed: 2764.917588 samples/sec	top1-err=0.519668	lr=0.340144
INFO:root:Epoch[34] Batch [149]	Speed: 2759.281362 samples/sec	top1-err=0.521842	lr=0.339988
INFO:root:Epoch[34] Batch [199]	Speed: 2673.730026 samples/sec	top1-err=0.522290	lr=0.339832
INFO:root:Epoch[34] Batch [249]	Speed: 2787.500294 samples/sec	top1-err=0.523145	lr=0.339676
INFO:root:Epoch[34] Batch [299]	Speed: 2743.582294 samples/sec	top1-err=0.523411	lr=0.339520
INFO:root:Epoch[34] Batch [349]	Speed: 2743.442166 samples/sec	top1-err=0.524021	lr=0.339363
INFO:root:Epoch[34] Batch [399]	Speed: 2778.266317 samples/sec	top1-err=0.524749	lr=0.339206
INFO:root:Epoch[34] Batch [449]	Speed: 2735.672737 samples/sec	top1-err=0.525306	lr=0.339049
INFO:root:Epoch[34] Batch [499]	Speed: 2783.978572 samples/sec	top1-err=0.525428	lr=0.338892
INFO:root:Epoch[34] Batch [549]	Speed: 2724.412724 samples/sec	top1-err=0.525517	lr=0.338735
INFO:root:Epoch[34] Batch [599]	Speed: 2722.588793 samples/sec	top1-err=0.525589	lr=0.338578
INFO:root:Epoch[34] Batch [649]	Speed: 2710.472538 samples/sec	top1-err=0.525747	lr=0.338420
INFO:root:Epoch[34] Batch [699]	Speed: 2801.815747 samples/sec	top1-err=0.525999	lr=0.338263
INFO:root:Epoch[34] Batch [749]	Speed: 2750.971924 samples/sec	top1-err=0.526212	lr=0.338105
INFO:root:Epoch[34] Batch [799]	Speed: 2747.161927 samples/sec	top1-err=0.526215	lr=0.337947
INFO:root:Epoch[34] Batch [849]	Speed: 2761.373584 samples/sec	top1-err=0.526114	lr=0.337788
INFO:root:Epoch[34] Batch [899]	Speed: 2755.415450 samples/sec	top1-err=0.526257	lr=0.337630
INFO:root:Epoch[34] Batch [949]	Speed: 2736.702897 samples/sec	top1-err=0.526334	lr=0.337472
INFO:root:Epoch[34] Batch [999]	Speed: 2705.115544 samples/sec	top1-err=0.526310	lr=0.337313
INFO:root:Epoch[34] Batch [1049]	Speed: 2735.565579 samples/sec	top1-err=0.526457	lr=0.337154
INFO:root:Epoch[34] Batch [1099]	Speed: 2758.597487 samples/sec	top1-err=0.526566	lr=0.336995
INFO:root:Epoch[34] Batch [1149]	Speed: 2752.818569 samples/sec	top1-err=0.526656	lr=0.336836
INFO:root:Epoch[34] Batch [1199]	Speed: 2710.566415 samples/sec	top1-err=0.526750	lr=0.336677
INFO:root:Epoch[34] Batch [1249]	Speed: 2770.271947 samples/sec	top1-err=0.526820	lr=0.336517
INFO:root:[Epoch 34] training: err-top1=0.526811
INFO:root:[Epoch 34] speed: 2742 samples/sec	time cost: 483.370157
INFO:root:[Epoch 34] validation: err-top1=0.499817 err-top5=0.239624
INFO:root:Epoch[35] Batch [49]	Speed: 2722.476755 samples/sec	top1-err=0.521738	lr=0.336354
INFO:root:Epoch[35] Batch [99]	Speed: 2750.272366 samples/sec	top1-err=0.521416	lr=0.336194
INFO:root:Epoch[35] Batch [149]	Speed: 2772.685635 samples/sec	top1-err=0.523223	lr=0.336034
INFO:root:Epoch[35] Batch [199]	Speed: 2760.730337 samples/sec	top1-err=0.523389	lr=0.335874
INFO:root:Epoch[35] Batch [249]	Speed: 2722.942225 samples/sec	top1-err=0.523566	lr=0.335714
INFO:root:Epoch[35] Batch [299]	Speed: 2797.942200 samples/sec	top1-err=0.523672	lr=0.335553
INFO:root:Epoch[35] Batch [349]	Speed: 2746.839317 samples/sec	top1-err=0.523200	lr=0.335393
INFO:root:Epoch[35] Batch [399]	Speed: 2734.695205 samples/sec	top1-err=0.523403	lr=0.335232
INFO:root:Epoch[35] Batch [449]	Speed: 2736.430822 samples/sec	top1-err=0.523743	lr=0.335071
INFO:root:Epoch[35] Batch [499]	Speed: 2774.813121 samples/sec	top1-err=0.523473	lr=0.334910
INFO:root:Epoch[35] Batch [549]	Speed: 2729.570059 samples/sec	top1-err=0.523805	lr=0.334749
INFO:root:Epoch[35] Batch [599]	Speed: 2780.909763 samples/sec	top1-err=0.524106	lr=0.334587
INFO:root:Epoch[35] Batch [649]	Speed: 2755.098004 samples/sec	top1-err=0.524609	lr=0.334425
INFO:root:Epoch[35] Batch [699]	Speed: 2748.547189 samples/sec	top1-err=0.525093	lr=0.334264
INFO:root:Epoch[35] Batch [749]	Speed: 2856.733502 samples/sec	top1-err=0.525074	lr=0.334102
INFO:root:Epoch[35] Batch [799]	Speed: 2694.646493 samples/sec	top1-err=0.525170	lr=0.333940
INFO:root:Epoch[35] Batch [849]	Speed: 2745.676674 samples/sec	top1-err=0.525190	lr=0.333777
INFO:root:Epoch[35] Batch [899]	Speed: 2742.757886 samples/sec	top1-err=0.525371	lr=0.333615
INFO:root:Epoch[35] Batch [949]	Speed: 2753.089747 samples/sec	top1-err=0.525454	lr=0.333452
INFO:root:Epoch[35] Batch [999]	Speed: 2707.738522 samples/sec	top1-err=0.525631	lr=0.333290
INFO:root:Epoch[35] Batch [1049]	Speed: 2776.991921 samples/sec	top1-err=0.525622	lr=0.333127
INFO:root:Epoch[35] Batch [1099]	Speed: 2753.308875 samples/sec	top1-err=0.525963	lr=0.332964
INFO:root:Epoch[35] Batch [1149]	Speed: 2716.483428 samples/sec	top1-err=0.526098	lr=0.332801
INFO:root:Epoch[35] Batch [1199]	Speed: 2732.307374 samples/sec	top1-err=0.525991	lr=0.332637
INFO:root:Epoch[35] Batch [1249]	Speed: 2661.412189 samples/sec	top1-err=0.525980	lr=0.332474
INFO:root:[Epoch 35] training: err-top1=0.525980
INFO:root:[Epoch 35] speed: 2743 samples/sec	time cost: 484.353147
INFO:root:[Epoch 35] validation: err-top1=0.502471 err-top5=0.239457
INFO:root:Epoch[36] Batch [49]	Speed: 2688.614872 samples/sec	top1-err=0.516328	lr=0.332307
INFO:root:Epoch[36] Batch [99]	Speed: 2755.235755 samples/sec	top1-err=0.517676	lr=0.332143
INFO:root:Epoch[36] Batch [149]	Speed: 2721.190706 samples/sec	top1-err=0.519759	lr=0.331979
INFO:root:Epoch[36] Batch [199]	Speed: 2731.981362 samples/sec	top1-err=0.520371	lr=0.331815
INFO:root:Epoch[36] Batch [249]	Speed: 2719.133639 samples/sec	top1-err=0.520910	lr=0.331650
INFO:root:Epoch[36] Batch [299]	Speed: 2783.093030 samples/sec	top1-err=0.521647	lr=0.331486
INFO:root:Epoch[36] Batch [349]	Speed: 2768.756360 samples/sec	top1-err=0.521348	lr=0.331321
INFO:root:Epoch[36] Batch [399]	Speed: 2724.543484 samples/sec	top1-err=0.521707	lr=0.331157
INFO:root:Epoch[36] Batch [449]	Speed: 2784.834270 samples/sec	top1-err=0.522081	lr=0.330992
INFO:root:Epoch[36] Batch [499]	Speed: 2718.452070 samples/sec	top1-err=0.521795	lr=0.330827
INFO:root:Epoch[36] Batch [549]	Speed: 2704.032140 samples/sec	top1-err=0.522131	lr=0.330661
INFO:root:Epoch[36] Batch [599]	Speed: 2686.490320 samples/sec	top1-err=0.522687	lr=0.330496
INFO:root:Epoch[36] Batch [649]	Speed: 2750.162582 samples/sec	top1-err=0.523026	lr=0.330330
INFO:root:Epoch[36] Batch [699]	Speed: 2704.504641 samples/sec	top1-err=0.523015	lr=0.330165
INFO:root:Epoch[36] Batch [749]	Speed: 2823.030165 samples/sec	top1-err=0.523488	lr=0.329999
INFO:root:Epoch[36] Batch [799]	Speed: 2802.324249 samples/sec	top1-err=0.523667	lr=0.329833
INFO:root:Epoch[36] Batch [849]	Speed: 2755.101255 samples/sec	top1-err=0.523683	lr=0.329667
INFO:root:Epoch[36] Batch [899]	Speed: 2739.169799 samples/sec	top1-err=0.523837	lr=0.329500
INFO:root:Epoch[36] Batch [949]	Speed: 2679.594027 samples/sec	top1-err=0.523792	lr=0.329334
INFO:root:Epoch[36] Batch [999]	Speed: 2770.441922 samples/sec	top1-err=0.524144	lr=0.329167
INFO:root:Epoch[36] Batch [1049]	Speed: 2731.735175 samples/sec	top1-err=0.524310	lr=0.329000
INFO:root:Epoch[36] Batch [1099]	Speed: 2757.113510 samples/sec	top1-err=0.524407	lr=0.328833
INFO:root:Epoch[36] Batch [1149]	Speed: 2754.171005 samples/sec	top1-err=0.524524	lr=0.328666
INFO:root:Epoch[36] Batch [1199]	Speed: 2765.650155 samples/sec	top1-err=0.524633	lr=0.328499
INFO:root:Epoch[36] Batch [1249]	Speed: 2767.768031 samples/sec	top1-err=0.524780	lr=0.328332
INFO:root:[Epoch 36] training: err-top1=0.524778
INFO:root:[Epoch 36] speed: 2740 samples/sec	time cost: 484.383886
INFO:root:[Epoch 36] validation: err-top1=0.511978 err-top5=0.252352
INFO:root:Epoch[37] Batch [49]	Speed: 2792.067281 samples/sec	top1-err=0.512598	lr=0.328161
INFO:root:Epoch[37] Batch [99]	Speed: 2794.108577 samples/sec	top1-err=0.515078	lr=0.327993
INFO:root:Epoch[37] Batch [149]	Speed: 2775.392678 samples/sec	top1-err=0.516882	lr=0.327825
INFO:root:Epoch[37] Batch [199]	Speed: 2774.489254 samples/sec	top1-err=0.517178	lr=0.327657
INFO:root:Epoch[37] Batch [249]	Speed: 2715.574330 samples/sec	top1-err=0.517922	lr=0.327489
INFO:root:Epoch[37] Batch [299]	Speed: 2748.361143 samples/sec	top1-err=0.518027	lr=0.327321
INFO:root:Epoch[37] Batch [349]	Speed: 2707.023309 samples/sec	top1-err=0.518527	lr=0.327152
INFO:root:Epoch[37] Batch [399]	Speed: 2735.707239 samples/sec	top1-err=0.518977	lr=0.326983
INFO:root:Epoch[37] Batch [449]	Speed: 2716.004603 samples/sec	top1-err=0.519475	lr=0.326815
INFO:root:Epoch[37] Batch [499]	Speed: 2748.031570 samples/sec	top1-err=0.520408	lr=0.326646
INFO:root:Epoch[37] Batch [549]	Speed: 2713.734261 samples/sec	top1-err=0.520591	lr=0.326477
INFO:root:Epoch[37] Batch [599]	Speed: 2698.658292 samples/sec	top1-err=0.520876	lr=0.326307
INFO:root:Epoch[37] Batch [649]	Speed: 2738.096061 samples/sec	top1-err=0.521128	lr=0.326138
INFO:root:Epoch[37] Batch [699]	Speed: 2788.202377 samples/sec	top1-err=0.521211	lr=0.325968
INFO:root:Epoch[37] Batch [749]	Speed: 2786.544243 samples/sec	top1-err=0.521333	lr=0.325799
INFO:root:Epoch[37] Batch [799]	Speed: 2755.944207 samples/sec	top1-err=0.521736	lr=0.325629
INFO:root:Epoch[37] Batch [849]	Speed: 2760.851970 samples/sec	top1-err=0.521945	lr=0.325459
INFO:root:Epoch[37] Batch [899]	Speed: 2758.031333 samples/sec	top1-err=0.522131	lr=0.325289
INFO:root:Epoch[37] Batch [949]	Speed: 2714.536233 samples/sec	top1-err=0.522138	lr=0.325118
INFO:root:Epoch[37] Batch [999]	Speed: 2699.754975 samples/sec	top1-err=0.522255	lr=0.324948
INFO:root:Epoch[37] Batch [1049]	Speed: 2767.919646 samples/sec	top1-err=0.522377	lr=0.324777
INFO:root:Epoch[37] Batch [1099]	Speed: 2754.359887 samples/sec	top1-err=0.522523	lr=0.324607
INFO:root:Epoch[37] Batch [1149]	Speed: 2788.575948 samples/sec	top1-err=0.522589	lr=0.324436
INFO:root:Epoch[37] Batch [1199]	Speed: 2767.847047 samples/sec	top1-err=0.522699	lr=0.324265
INFO:root:Epoch[37] Batch [1249]	Speed: 2752.677813 samples/sec	top1-err=0.522640	lr=0.324094
INFO:root:[Epoch 37] training: err-top1=0.522624
INFO:root:[Epoch 37] speed: 2747 samples/sec	time cost: 483.241178
INFO:root:[Epoch 37] validation: err-top1=0.503827 err-top5=0.246732
INFO:root:Epoch[38] Batch [49]	Speed: 2719.246263 samples/sec	top1-err=0.510332	lr=0.323919
INFO:root:Epoch[38] Batch [99]	Speed: 2689.336489 samples/sec	top1-err=0.512441	lr=0.323747
INFO:root:Epoch[38] Batch [149]	Speed: 2753.815317 samples/sec	top1-err=0.515801	lr=0.323576
INFO:root:Epoch[38] Batch [199]	Speed: 2762.771086 samples/sec	top1-err=0.516152	lr=0.323404
INFO:root:Epoch[38] Batch [249]	Speed: 2717.272482 samples/sec	top1-err=0.516535	lr=0.323232
INFO:root:Epoch[38] Batch [299]	Speed: 2781.731397 samples/sec	top1-err=0.517477	lr=0.323060
INFO:root:Epoch[38] Batch [349]	Speed: 2759.898644 samples/sec	top1-err=0.518538	lr=0.322888
INFO:root:Epoch[38] Batch [399]	Speed: 2704.222823 samples/sec	top1-err=0.518848	lr=0.322715
INFO:root:Epoch[38] Batch [449]	Speed: 2689.831326 samples/sec	top1-err=0.518414	lr=0.322543
INFO:root:Epoch[38] Batch [499]	Speed: 2776.006640 samples/sec	top1-err=0.518736	lr=0.322370
INFO:root:Epoch[38] Batch [549]	Speed: 2739.951533 samples/sec	top1-err=0.518951	lr=0.322197
INFO:root:Epoch[38] Batch [599]	Speed: 2769.396102 samples/sec	top1-err=0.519458	lr=0.322025
INFO:root:Epoch[38] Batch [649]	Speed: 2775.246915 samples/sec	top1-err=0.519854	lr=0.321851
INFO:root:Epoch[38] Batch [699]	Speed: 2743.378520 samples/sec	top1-err=0.520033	lr=0.321678
INFO:root:Epoch[38] Batch [749]	Speed: 2756.518845 samples/sec	top1-err=0.519990	lr=0.321505
INFO:root:Epoch[38] Batch [799]	Speed: 2749.881380 samples/sec	top1-err=0.520201	lr=0.321331
INFO:root:Epoch[38] Batch [849]	Speed: 2734.502673 samples/sec	top1-err=0.520457	lr=0.321158
INFO:root:Epoch[38] Batch [899]	Speed: 2779.115017 samples/sec	top1-err=0.520618	lr=0.320984
INFO:root:Epoch[38] Batch [949]	Speed: 2760.217943 samples/sec	top1-err=0.520716	lr=0.320810
INFO:root:Epoch[38] Batch [999]	Speed: 2711.165068 samples/sec	top1-err=0.520852	lr=0.320636
INFO:root:Epoch[38] Batch [1049]	Speed: 2727.695320 samples/sec	top1-err=0.521001	lr=0.320462
INFO:root:Epoch[38] Batch [1099]	Speed: 2729.818146 samples/sec	top1-err=0.521071	lr=0.320287
INFO:root:Epoch[38] Batch [1149]	Speed: 2727.997750 samples/sec	top1-err=0.521183	lr=0.320113
INFO:root:Epoch[38] Batch [1199]	Speed: 2744.027380 samples/sec	top1-err=0.521271	lr=0.319938
INFO:root:Epoch[38] Batch [1249]	Speed: 2766.345870 samples/sec	top1-err=0.521493	lr=0.319763
INFO:root:[Epoch 38] training: err-top1=0.521500
INFO:root:[Epoch 38] speed: 2739 samples/sec	time cost: 484.142809
INFO:root:[Epoch 38] validation: err-top1=0.489278 err-top5=0.230110
INFO:root:Epoch[39] Batch [49]	Speed: 2759.548178 samples/sec	top1-err=0.511816	lr=0.319585
INFO:root:Epoch[39] Batch [99]	Speed: 2810.702561 samples/sec	top1-err=0.513613	lr=0.319410
INFO:root:Epoch[39] Batch [149]	Speed: 2692.755114 samples/sec	top1-err=0.515065	lr=0.319234
INFO:root:Epoch[39] Batch [199]	Speed: 2722.939187 samples/sec	top1-err=0.515581	lr=0.319059
INFO:root:Epoch[39] Batch [249]	Speed: 2708.077693 samples/sec	top1-err=0.516520	lr=0.318883
INFO:root:Epoch[39] Batch [299]	Speed: 2755.386955 samples/sec	top1-err=0.517090	lr=0.318708
INFO:root:Epoch[39] Batch [349]	Speed: 2765.984075 samples/sec	top1-err=0.517358	lr=0.318532
INFO:root:Epoch[39] Batch [399]	Speed: 2679.636925 samples/sec	top1-err=0.517854	lr=0.318356
INFO:root:Epoch[39] Batch [449]	Speed: 2776.794787 samples/sec	top1-err=0.518746	lr=0.318180
INFO:root:Epoch[39] Batch [499]	Speed: 2719.950932 samples/sec	top1-err=0.518734	lr=0.318004
INFO:root:Epoch[39] Batch [549]	Speed: 2734.398879 samples/sec	top1-err=0.518912	lr=0.317827
INFO:root:Epoch[39] Batch [599]	Speed: 2764.113896 samples/sec	top1-err=0.519215	lr=0.317651
INFO:root:Epoch[39] Batch [649]	Speed: 2720.746173 samples/sec	top1-err=0.519380	lr=0.317474
INFO:root:Epoch[39] Batch [699]	Speed: 2758.706741 samples/sec	top1-err=0.519508	lr=0.317297
INFO:root:Epoch[39] Batch [749]	Speed: 2727.821024 samples/sec	top1-err=0.519678	lr=0.317120
INFO:root:Epoch[39] Batch [799]	Speed: 2727.077398 samples/sec	top1-err=0.519852	lr=0.316943
INFO:root:Epoch[39] Batch [849]	Speed: 2754.156629 samples/sec	top1-err=0.519746	lr=0.316766
INFO:root:Epoch[39] Batch [899]	Speed: 2748.552923 samples/sec	top1-err=0.519750	lr=0.316589
INFO:root:Epoch[39] Batch [949]	Speed: 2785.214524 samples/sec	top1-err=0.519934	lr=0.316411
INFO:root:Epoch[39] Batch [999]	Speed: 2638.664371 samples/sec	top1-err=0.520140	lr=0.316233
INFO:root:Epoch[39] Batch [1049]	Speed: 2753.810727 samples/sec	top1-err=0.520246	lr=0.316056
INFO:root:Epoch[39] Batch [1099]	Speed: 2688.143397 samples/sec	top1-err=0.520534	lr=0.315878
INFO:root:Epoch[39] Batch [1149]	Speed: 2722.287561 samples/sec	top1-err=0.520700	lr=0.315700
INFO:root:Epoch[39] Batch [1199]	Speed: 2732.078751 samples/sec	top1-err=0.520837	lr=0.315522
INFO:root:Epoch[39] Batch [1249]	Speed: 2791.763399 samples/sec	top1-err=0.521033	lr=0.315343
INFO:root:[Epoch 39] training: err-top1=0.521047
INFO:root:[Epoch 39] speed: 2734 samples/sec	time cost: 485.119083
INFO:root:[Epoch 39] validation: err-top1=0.491709 err-top5=0.236189
INFO:root:Epoch[40] Batch [49]	Speed: 2715.358112 samples/sec	top1-err=0.512227	lr=0.315161
INFO:root:Epoch[40] Batch [99]	Speed: 2781.720047 samples/sec	top1-err=0.512070	lr=0.314983
INFO:root:Epoch[40] Batch [149]	Speed: 2738.882143 samples/sec	top1-err=0.513841	lr=0.314804
INFO:root:Epoch[40] Batch [199]	Speed: 2720.305402 samples/sec	top1-err=0.515132	lr=0.314625
INFO:root:Epoch[40] Batch [249]	Speed: 2715.886306 samples/sec	top1-err=0.516117	lr=0.314446
INFO:root:Epoch[40] Batch [299]	Speed: 2732.318742 samples/sec	top1-err=0.515433	lr=0.314267
INFO:root:Epoch[40] Batch [349]	Speed: 2698.781165 samples/sec	top1-err=0.515527	lr=0.314087
INFO:root:Epoch[40] Batch [399]	Speed: 2749.142959 samples/sec	top1-err=0.516250	lr=0.313908
INFO:root:Epoch[40] Batch [449]	Speed: 2712.830018 samples/sec	top1-err=0.516699	lr=0.313728
INFO:root:Epoch[40] Batch [499]	Speed: 2772.855476 samples/sec	top1-err=0.516539	lr=0.313549
INFO:root:Epoch[40] Batch [549]	Speed: 2728.734424 samples/sec	top1-err=0.516504	lr=0.313369
INFO:root:Epoch[40] Batch [599]	Speed: 2732.187513 samples/sec	top1-err=0.517062	lr=0.313189
INFO:root:Epoch[40] Batch [649]	Speed: 2742.705167 samples/sec	top1-err=0.517258	lr=0.313009
INFO:root:Epoch[40] Batch [699]	Speed: 2706.729810 samples/sec	top1-err=0.517101	lr=0.312829
INFO:root:Epoch[40] Batch [749]	Speed: 2716.583324 samples/sec	top1-err=0.517445	lr=0.312648
INFO:root:Epoch[40] Batch [799]	Speed: 2734.518934 samples/sec	top1-err=0.517705	lr=0.312468
INFO:root:Epoch[40] Batch [849]	Speed: 2722.859124 samples/sec	top1-err=0.517779	lr=0.312287
INFO:root:Epoch[40] Batch [899]	Speed: 2733.586000 samples/sec	top1-err=0.518134	lr=0.312106
INFO:root:Epoch[40] Batch [949]	Speed: 2747.767012 samples/sec	top1-err=0.518361	lr=0.311925
INFO:root:Epoch[40] Batch [999]	Speed: 2715.769461 samples/sec	top1-err=0.518492	lr=0.311744
INFO:root:Epoch[40] Batch [1049]	Speed: 2697.583645 samples/sec	top1-err=0.518533	lr=0.311563
INFO:root:Epoch[40] Batch [1099]	Speed: 2721.561400 samples/sec	top1-err=0.518648	lr=0.311382
INFO:root:Epoch[40] Batch [1149]	Speed: 2779.385359 samples/sec	top1-err=0.518873	lr=0.311201
INFO:root:Epoch[40] Batch [1199]	Speed: 2734.187276 samples/sec	top1-err=0.519164	lr=0.311019
INFO:root:Epoch[40] Batch [1249]	Speed: 2765.957177 samples/sec	top1-err=0.519277	lr=0.310837
INFO:root:[Epoch 40] training: err-top1=0.519281
INFO:root:[Epoch 40] speed: 2729 samples/sec	time cost: 485.856914
INFO:root:[Epoch 40] validation: err-top1=0.486979 err-top5=0.232218
INFO:root:Epoch[41] Batch [49]	Speed: 2777.708768 samples/sec	top1-err=0.512324	lr=0.310652
INFO:root:Epoch[41] Batch [99]	Speed: 2779.064199 samples/sec	top1-err=0.510830	lr=0.310470
INFO:root:Epoch[41] Batch [149]	Speed: 2742.207214 samples/sec	top1-err=0.511100	lr=0.310288
INFO:root:Epoch[41] Batch [199]	Speed: 2786.489501 samples/sec	top1-err=0.511733	lr=0.310105
INFO:root:Epoch[41] Batch [249]	Speed: 2705.628716 samples/sec	top1-err=0.512375	lr=0.309923
INFO:root:Epoch[41] Batch [299]	Speed: 2758.573887 samples/sec	top1-err=0.513219	lr=0.309741
INFO:root:Epoch[41] Batch [349]	Speed: 2752.668498 samples/sec	top1-err=0.513742	lr=0.309558
INFO:root:Epoch[41] Batch [399]	Speed: 2742.145937 samples/sec	top1-err=0.513655	lr=0.309375
INFO:root:Epoch[41] Batch [449]	Speed: 2734.580393 samples/sec	top1-err=0.514397	lr=0.309192
INFO:root:Epoch[41] Batch [499]	Speed: 2689.693366 samples/sec	top1-err=0.515146	lr=0.309009
INFO:root:Epoch[41] Batch [549]	Speed: 2752.953692 samples/sec	top1-err=0.515575	lr=0.308826
INFO:root:Epoch[41] Batch [599]	Speed: 2792.721547 samples/sec	top1-err=0.515898	lr=0.308643
INFO:root:Epoch[41] Batch [649]	Speed: 2688.198146 samples/sec	top1-err=0.516331	lr=0.308459
INFO:root:Epoch[41] Batch [699]	Speed: 2800.614218 samples/sec	top1-err=0.516540	lr=0.308276
INFO:root:Epoch[41] Batch [749]	Speed: 2724.077881 samples/sec	top1-err=0.516914	lr=0.308092
INFO:root:Epoch[41] Batch [799]	Speed: 2710.472983 samples/sec	top1-err=0.517052	lr=0.307908
INFO:root:Epoch[41] Batch [849]	Speed: 2741.615286 samples/sec	top1-err=0.517107	lr=0.307725
INFO:root:Epoch[41] Batch [899]	Speed: 2762.878289 samples/sec	top1-err=0.517331	lr=0.307540
INFO:root:Epoch[41] Batch [949]	Speed: 2726.542973 samples/sec	top1-err=0.517296	lr=0.307356
INFO:root:Epoch[41] Batch [999]	Speed: 2709.370858 samples/sec	top1-err=0.517217	lr=0.307172
INFO:root:Epoch[41] Batch [1049]	Speed: 2820.830649 samples/sec	top1-err=0.517270	lr=0.306988
INFO:root:Epoch[41] Batch [1099]	Speed: 2727.334938 samples/sec	top1-err=0.517432	lr=0.306803
INFO:root:Epoch[41] Batch [1149]	Speed: 2668.435740 samples/sec	top1-err=0.517422	lr=0.306618
INFO:root:Epoch[41] Batch [1199]	Speed: 2761.253396 samples/sec	top1-err=0.517619	lr=0.306433
INFO:root:Epoch[41] Batch [1249]	Speed: 2760.746876 samples/sec	top1-err=0.517731	lr=0.306249
INFO:root:[Epoch 41] training: err-top1=0.517727
INFO:root:[Epoch 41] speed: 2741 samples/sec	time cost: 484.224621
INFO:root:[Epoch 41] validation: err-top1=0.507494 err-top5=0.248605
INFO:root:Epoch[42] Batch [49]	Speed: 2733.887266 samples/sec	top1-err=0.505801	lr=0.306060
INFO:root:Epoch[42] Batch [99]	Speed: 2704.437374 samples/sec	top1-err=0.510713	lr=0.305875
INFO:root:Epoch[42] Batch [149]	Speed: 2748.771892 samples/sec	top1-err=0.511211	lr=0.305689
INFO:root:Epoch[42] Batch [199]	Speed: 2796.316121 samples/sec	top1-err=0.512959	lr=0.305504
INFO:root:Epoch[42] Batch [249]	Speed: 2759.238393 samples/sec	top1-err=0.513367	lr=0.305318
INFO:root:Epoch[42] Batch [299]	Speed: 2823.727242 samples/sec	top1-err=0.512845	lr=0.305133
INFO:root:Epoch[42] Batch [349]	Speed: 2750.659482 samples/sec	top1-err=0.513817	lr=0.304947
INFO:root:Epoch[42] Batch [399]	Speed: 2764.792642 samples/sec	top1-err=0.513958	lr=0.304761
INFO:root:Epoch[42] Batch [449]	Speed: 2738.536295 samples/sec	top1-err=0.514338	lr=0.304575
INFO:root:Epoch[42] Batch [499]	Speed: 2669.954461 samples/sec	top1-err=0.514447	lr=0.304388
INFO:root:Epoch[42] Batch [549]	Speed: 2715.807790 samples/sec	top1-err=0.514585	lr=0.304202
INFO:root:Epoch[42] Batch [599]	Speed: 2743.773689 samples/sec	top1-err=0.514878	lr=0.304016
INFO:root:Epoch[42] Batch [649]	Speed: 2735.521010 samples/sec	top1-err=0.515117	lr=0.303829
INFO:root:Epoch[42] Batch [699]	Speed: 2730.162732 samples/sec	top1-err=0.515437	lr=0.303642
INFO:root:Epoch[42] Batch [749]	Speed: 2736.088801 samples/sec	top1-err=0.515454	lr=0.303456
INFO:root:Epoch[42] Batch [799]	Speed: 2755.077998 samples/sec	top1-err=0.515709	lr=0.303269
INFO:root:Epoch[42] Batch [849]	Speed: 2645.204541 samples/sec	top1-err=0.515732	lr=0.303082
INFO:root:Epoch[42] Batch [899]	Speed: 2725.373336 samples/sec	top1-err=0.515556	lr=0.302894
INFO:root:Epoch[42] Batch [949]	Speed: 2716.686972 samples/sec	top1-err=0.515495	lr=0.302707
INFO:root:Epoch[42] Batch [999]	Speed: 2777.537865 samples/sec	top1-err=0.515588	lr=0.302520
INFO:root:Epoch[42] Batch [1049]	Speed: 2740.779047 samples/sec	top1-err=0.515682	lr=0.302332
INFO:root:Epoch[42] Batch [1099]	Speed: 2730.348475 samples/sec	top1-err=0.515748	lr=0.302144
INFO:root:Epoch[42] Batch [1149]	Speed: 2792.805771 samples/sec	top1-err=0.515710	lr=0.301957
INFO:root:Epoch[42] Batch [1199]	Speed: 2741.649482 samples/sec	top1-err=0.515753	lr=0.301769
INFO:root:Epoch[42] Batch [1249]	Speed: 2724.377919 samples/sec	top1-err=0.515785	lr=0.301581
INFO:root:[Epoch 42] training: err-top1=0.515818
INFO:root:[Epoch 42] speed: 2736 samples/sec	time cost: 485.136431
INFO:root:[Epoch 42] validation: err-top1=0.485152 err-top5=0.230628
INFO:root:Epoch[43] Batch [49]	Speed: 2755.017346 samples/sec	top1-err=0.508398	lr=0.301389
INFO:root:Epoch[43] Batch [99]	Speed: 2748.918758 samples/sec	top1-err=0.508936	lr=0.301200
INFO:root:Epoch[43] Batch [149]	Speed: 2753.968621 samples/sec	top1-err=0.509108	lr=0.301012
INFO:root:Epoch[43] Batch [199]	Speed: 2753.983561 samples/sec	top1-err=0.510137	lr=0.300823
INFO:root:Epoch[43] Batch [249]	Speed: 2777.648805 samples/sec	top1-err=0.511617	lr=0.300635
INFO:root:Epoch[43] Batch [299]	Speed: 2727.422990 samples/sec	top1-err=0.512243	lr=0.300446
INFO:root:Epoch[43] Batch [349]	Speed: 2764.636458 samples/sec	top1-err=0.512363	lr=0.300257
INFO:root:Epoch[43] Batch [399]	Speed: 2777.080335 samples/sec	top1-err=0.512671	lr=0.300068
INFO:root:Epoch[43] Batch [449]	Speed: 2779.569153 samples/sec	top1-err=0.512897	lr=0.299879
INFO:root:Epoch[43] Batch [499]	Speed: 2741.177455 samples/sec	top1-err=0.513111	lr=0.299690
INFO:root:Epoch[43] Batch [549]	Speed: 2788.727207 samples/sec	top1-err=0.513501	lr=0.299500
INFO:root:Epoch[43] Batch [599]	Speed: 2755.453103 samples/sec	top1-err=0.513490	lr=0.299311
INFO:root:Epoch[43] Batch [649]	Speed: 2725.757384 samples/sec	top1-err=0.513558	lr=0.299121
INFO:root:Epoch[43] Batch [699]	Speed: 2724.023424 samples/sec	top1-err=0.513648	lr=0.298932
INFO:root:Epoch[43] Batch [749]	Speed: 2728.266071 samples/sec	top1-err=0.513674	lr=0.298742
INFO:root:Epoch[43] Batch [799]	Speed: 2752.349003 samples/sec	top1-err=0.513669	lr=0.298552
INFO:root:Epoch[43] Batch [849]	Speed: 2695.141527 samples/sec	top1-err=0.513853	lr=0.298362
INFO:root:Epoch[43] Batch [899]	Speed: 2660.082965 samples/sec	top1-err=0.514059	lr=0.298171
INFO:root:Epoch[43] Batch [949]	Speed: 2781.148757 samples/sec	top1-err=0.514105	lr=0.297981
INFO:root:Epoch[43] Batch [999]	Speed: 2706.015367 samples/sec	top1-err=0.514066	lr=0.297791
INFO:root:Epoch[43] Batch [1049]	Speed: 2762.968046 samples/sec	top1-err=0.514304	lr=0.297600
INFO:root:Epoch[43] Batch [1099]	Speed: 2780.579935 samples/sec	top1-err=0.514286	lr=0.297409
INFO:root:Epoch[43] Batch [1149]	Speed: 2772.775744 samples/sec	top1-err=0.514352	lr=0.297219
INFO:root:Epoch[43] Batch [1199]	Speed: 2613.388390 samples/sec	top1-err=0.514536	lr=0.297028
INFO:root:Epoch[43] Batch [1249]	Speed: 2769.324069 samples/sec	top1-err=0.514624	lr=0.296837
INFO:root:[Epoch 43] training: err-top1=0.514600
INFO:root:[Epoch 43] speed: 2740 samples/sec	time cost: 484.301804
INFO:root:[Epoch 43] validation: err-top1=0.477081 err-top5=0.224470
INFO:root:Epoch[44] Batch [49]	Speed: 2676.562418 samples/sec	top1-err=0.504355	lr=0.296642
INFO:root:Epoch[44] Batch [99]	Speed: 2705.883073 samples/sec	top1-err=0.506211	lr=0.296451
INFO:root:Epoch[44] Batch [149]	Speed: 2790.211414 samples/sec	top1-err=0.506940	lr=0.296259
INFO:root:Epoch[44] Batch [199]	Speed: 2739.318227 samples/sec	top1-err=0.507822	lr=0.296068
INFO:root:Epoch[44] Batch [249]	Speed: 2743.933520 samples/sec	top1-err=0.508684	lr=0.295876
INFO:root:Epoch[44] Batch [299]	Speed: 2723.963682 samples/sec	top1-err=0.509440	lr=0.295684
INFO:root:Epoch[44] Batch [349]	Speed: 2773.825301 samples/sec	top1-err=0.509565	lr=0.295493
INFO:root:Epoch[44] Batch [399]	Speed: 2772.800662 samples/sec	top1-err=0.510042	lr=0.295301
INFO:root:Epoch[44] Batch [449]	Speed: 2749.858316 samples/sec	top1-err=0.510130	lr=0.295109
INFO:root:Epoch[44] Batch [499]	Speed: 2769.053717 samples/sec	top1-err=0.510652	lr=0.294917
INFO:root:Epoch[44] Batch [549]	Speed: 2701.095817 samples/sec	top1-err=0.510550	lr=0.294724
INFO:root:Epoch[44] Batch [599]	Speed: 2761.633630 samples/sec	top1-err=0.510503	lr=0.294532
INFO:root:Epoch[44] Batch [649]	Speed: 2699.800829 samples/sec	top1-err=0.510741	lr=0.294339
INFO:root:Epoch[44] Batch [699]	Speed: 2746.081038 samples/sec	top1-err=0.511159	lr=0.294147
INFO:root:Epoch[44] Batch [749]	Speed: 2711.664616 samples/sec	top1-err=0.511415	lr=0.293954
INFO:root:Epoch[44] Batch [799]	Speed: 2629.473987 samples/sec	top1-err=0.511385	lr=0.293761
INFO:root:Epoch[44] Batch [849]	Speed: 2713.395009 samples/sec	top1-err=0.511541	lr=0.293568
INFO:root:Epoch[44] Batch [899]	Speed: 2750.161455 samples/sec	top1-err=0.511842	lr=0.293375
INFO:root:Epoch[44] Batch [949]	Speed: 2741.747142 samples/sec	top1-err=0.511834	lr=0.293182
INFO:root:Epoch[44] Batch [999]	Speed: 2780.114456 samples/sec	top1-err=0.512030	lr=0.292989
INFO:root:Epoch[44] Batch [1049]	Speed: 2756.338122 samples/sec	top1-err=0.512183	lr=0.292795
INFO:root:Epoch[44] Batch [1099]	Speed: 2752.633249 samples/sec	top1-err=0.512275	lr=0.292602
INFO:root:Epoch[44] Batch [1149]	Speed: 2764.145098 samples/sec	top1-err=0.512348	lr=0.292408
INFO:root:Epoch[44] Batch [1199]	Speed: 2691.795996 samples/sec	top1-err=0.512343	lr=0.292215
INFO:root:Epoch[44] Batch [1249]	Speed: 2755.440658 samples/sec	top1-err=0.512437	lr=0.292021
INFO:root:[Epoch 44] training: err-top1=0.512427
INFO:root:[Epoch 44] speed: 2732 samples/sec	time cost: 485.382364
INFO:root:[Epoch 44] validation: err-top1=0.487923 err-top5=0.231485
INFO:root:Epoch[45] Batch [49]	Speed: 2770.005198 samples/sec	top1-err=0.501602	lr=0.291823
INFO:root:Epoch[45] Batch [99]	Speed: 2761.314607 samples/sec	top1-err=0.504854	lr=0.291629
INFO:root:Epoch[45] Batch [149]	Speed: 2693.408689 samples/sec	top1-err=0.505020	lr=0.291435
INFO:root:Epoch[45] Batch [199]	Speed: 2750.362645 samples/sec	top1-err=0.505688	lr=0.291240
INFO:root:Epoch[45] Batch [249]	Speed: 2753.809809 samples/sec	top1-err=0.506289	lr=0.291046
INFO:root:Epoch[45] Batch [299]	Speed: 2768.217109 samples/sec	top1-err=0.507025	lr=0.290852
INFO:root:Epoch[45] Batch [349]	Speed: 2714.477215 samples/sec	top1-err=0.507826	lr=0.290657
INFO:root:Epoch[45] Batch [399]	Speed: 2668.466510 samples/sec	top1-err=0.508306	lr=0.290462
INFO:root:Epoch[45] Batch [449]	Speed: 2679.234108 samples/sec	top1-err=0.508917	lr=0.290267
INFO:root:Epoch[45] Batch [499]	Speed: 2746.221437 samples/sec	top1-err=0.508787	lr=0.290073
INFO:root:Epoch[45] Batch [549]	Speed: 2740.545646 samples/sec	top1-err=0.509153	lr=0.289878
INFO:root:Epoch[45] Batch [599]	Speed: 2733.511120 samples/sec	top1-err=0.509398	lr=0.289682
INFO:root:Epoch[45] Batch [649]	Speed: 2709.448729 samples/sec	top1-err=0.509647	lr=0.289487
INFO:root:Epoch[45] Batch [699]	Speed: 2772.333274 samples/sec	top1-err=0.509714	lr=0.289292
INFO:root:Epoch[45] Batch [749]	Speed: 2784.091073 samples/sec	top1-err=0.509872	lr=0.289096
INFO:root:Epoch[45] Batch [799]	Speed: 2718.976959 samples/sec	top1-err=0.509830	lr=0.288901
INFO:root:Epoch[45] Batch [849]	Speed: 2754.586743 samples/sec	top1-err=0.510111	lr=0.288705
INFO:root:Epoch[45] Batch [899]	Speed: 2736.678449 samples/sec	top1-err=0.510168	lr=0.288509
INFO:root:Epoch[45] Batch [949]	Speed: 2729.116956 samples/sec	top1-err=0.510360	lr=0.288314
INFO:root:Epoch[45] Batch [999]	Speed: 2767.770884 samples/sec	top1-err=0.510343	lr=0.288118
INFO:root:Epoch[45] Batch [1049]	Speed: 2712.838482 samples/sec	top1-err=0.510610	lr=0.287921
INFO:root:Epoch[45] Batch [1099]	Speed: 2772.504898 samples/sec	top1-err=0.510609	lr=0.287725
INFO:root:Epoch[45] Batch [1149]	Speed: 2742.967139 samples/sec	top1-err=0.510763	lr=0.287529
INFO:root:Epoch[45] Batch [1199]	Speed: 2750.065977 samples/sec	top1-err=0.510865	lr=0.287333
INFO:root:Epoch[45] Batch [1249]	Speed: 2759.087302 samples/sec	top1-err=0.510885	lr=0.287136
INFO:root:[Epoch 45] training: err-top1=0.510896
INFO:root:[Epoch 45] speed: 2736 samples/sec	time cost: 484.808562
INFO:root:[Epoch 45] validation: err-top1=0.483478 err-top5=0.229911
INFO:root:Epoch[46] Batch [49]	Speed: 2774.946074 samples/sec	top1-err=0.501699	lr=0.286936
INFO:root:Epoch[46] Batch [99]	Speed: 2712.221552 samples/sec	top1-err=0.505000	lr=0.286739
INFO:root:Epoch[46] Batch [149]	Speed: 2735.492785 samples/sec	top1-err=0.505703	lr=0.286542
INFO:root:Epoch[46] Batch [199]	Speed: 2812.805360 samples/sec	top1-err=0.506382	lr=0.286345
INFO:root:Epoch[46] Batch [249]	Speed: 2733.885491 samples/sec	top1-err=0.506488	lr=0.286148
INFO:root:Epoch[46] Batch [299]	Speed: 2745.544265 samples/sec	top1-err=0.506719	lr=0.285951
INFO:root:Epoch[46] Batch [349]	Speed: 2723.557964 samples/sec	top1-err=0.507073	lr=0.285754
INFO:root:Epoch[46] Batch [399]	Speed: 2691.934948 samples/sec	top1-err=0.507773	lr=0.285556
INFO:root:Epoch[46] Batch [449]	Speed: 2745.763808 samples/sec	top1-err=0.507463	lr=0.285359
INFO:root:Epoch[46] Batch [499]	Speed: 2671.230438 samples/sec	top1-err=0.507547	lr=0.285161
INFO:root:Epoch[46] Batch [549]	Speed: 2703.766590 samples/sec	top1-err=0.507804	lr=0.284964
INFO:root:Epoch[46] Batch [599]	Speed: 2725.696736 samples/sec	top1-err=0.507964	lr=0.284766
INFO:root:Epoch[46] Batch [649]	Speed: 2753.173116 samples/sec	top1-err=0.508200	lr=0.284568
INFO:root:Epoch[46] Batch [699]	Speed: 2752.522288 samples/sec	top1-err=0.508230	lr=0.284370
INFO:root:Epoch[46] Batch [749]	Speed: 2738.783256 samples/sec	top1-err=0.508151	lr=0.284172
INFO:root:Epoch[46] Batch [799]	Speed: 2743.811936 samples/sec	top1-err=0.508436	lr=0.283974
INFO:root:Epoch[46] Batch [849]	Speed: 2770.484990 samples/sec	top1-err=0.508613	lr=0.283776
INFO:root:Epoch[46] Batch [899]	Speed: 2714.233178 samples/sec	top1-err=0.508639	lr=0.283577
INFO:root:Epoch[46] Batch [949]	Speed: 2742.911889 samples/sec	top1-err=0.508597	lr=0.283379
INFO:root:Epoch[46] Batch [999]	Speed: 2774.391829 samples/sec	top1-err=0.508653	lr=0.283181
INFO:root:Epoch[46] Batch [1049]	Speed: 2757.731699 samples/sec	top1-err=0.508717	lr=0.282982
INFO:root:Epoch[46] Batch [1099]	Speed: 2738.606596 samples/sec	top1-err=0.508756	lr=0.282783
INFO:root:Epoch[46] Batch [1149]	Speed: 2717.337776 samples/sec	top1-err=0.508916	lr=0.282584
INFO:root:Epoch[46] Batch [1199]	Speed: 2729.136171 samples/sec	top1-err=0.509240	lr=0.282385
INFO:root:Epoch[46] Batch [1249]	Speed: 2744.310051 samples/sec	top1-err=0.509288	lr=0.282186
INFO:root:[Epoch 46] training: err-top1=0.509264
INFO:root:[Epoch 46] speed: 2735 samples/sec	time cost: 485.124358
INFO:root:[Epoch 46] validation: err-top1=0.490295 err-top5=0.234395
INFO:root:Epoch[47] Batch [49]	Speed: 2754.526325 samples/sec	top1-err=0.500547	lr=0.281983
INFO:root:Epoch[47] Batch [99]	Speed: 2769.337997 samples/sec	top1-err=0.501436	lr=0.281784
INFO:root:Epoch[47] Batch [149]	Speed: 2730.388674 samples/sec	top1-err=0.503613	lr=0.281585
INFO:root:Epoch[47] Batch [199]	Speed: 2753.792046 samples/sec	top1-err=0.504067	lr=0.281385
INFO:root:Epoch[47] Batch [249]	Speed: 2729.832304 samples/sec	top1-err=0.504414	lr=0.281186
INFO:root:Epoch[47] Batch [299]	Speed: 2780.152967 samples/sec	top1-err=0.504010	lr=0.280986
INFO:root:Epoch[47] Batch [349]	Speed: 2768.850819 samples/sec	top1-err=0.503962	lr=0.280786
INFO:root:Epoch[47] Batch [399]	Speed: 2726.872328 samples/sec	top1-err=0.504333	lr=0.280587
INFO:root:Epoch[47] Batch [449]	Speed: 2665.369632 samples/sec	top1-err=0.504703	lr=0.280387
INFO:root:Epoch[47] Batch [499]	Speed: 2752.288823 samples/sec	top1-err=0.504686	lr=0.280187
INFO:root:Epoch[47] Batch [549]	Speed: 2673.452788 samples/sec	top1-err=0.505352	lr=0.279987
INFO:root:Epoch[47] Batch [599]	Speed: 2724.162094 samples/sec	top1-err=0.505531	lr=0.279786
INFO:root:Epoch[47] Batch [649]	Speed: 2743.625514 samples/sec	top1-err=0.505891	lr=0.279586
INFO:root:Epoch[47] Batch [699]	Speed: 2707.663242 samples/sec	top1-err=0.506094	lr=0.279386
INFO:root:Epoch[47] Batch [749]	Speed: 2772.562671 samples/sec	top1-err=0.506177	lr=0.279185
INFO:root:Epoch[47] Batch [799]	Speed: 2788.648841 samples/sec	top1-err=0.506387	lr=0.278985
INFO:root:Epoch[47] Batch [849]	Speed: 2693.007091 samples/sec	top1-err=0.506804	lr=0.278784
INFO:root:Epoch[47] Batch [899]	Speed: 2771.505664 samples/sec	top1-err=0.507042	lr=0.278583
INFO:root:Epoch[47] Batch [949]	Speed: 2705.043170 samples/sec	top1-err=0.507121	lr=0.278382
INFO:root:Epoch[47] Batch [999]	Speed: 2804.735160 samples/sec	top1-err=0.507313	lr=0.278181
INFO:root:Epoch[47] Batch [1049]	Speed: 2736.972514 samples/sec	top1-err=0.507463	lr=0.277980
INFO:root:Epoch[47] Batch [1099]	Speed: 2763.519692 samples/sec	top1-err=0.507724	lr=0.277779
INFO:root:Epoch[47] Batch [1149]	Speed: 2692.399990 samples/sec	top1-err=0.507819	lr=0.277578
INFO:root:Epoch[47] Batch [1199]	Speed: 2665.967416 samples/sec	top1-err=0.508097	lr=0.277377
INFO:root:Epoch[47] Batch [1249]	Speed: 2700.238918 samples/sec	top1-err=0.508143	lr=0.277175
INFO:root:[Epoch 47] training: err-top1=0.508138
INFO:root:[Epoch 47] speed: 2731 samples/sec	time cost: 485.928335
INFO:root:[Epoch 47] validation: err-top1=0.476104 err-top5=0.224908
INFO:root:Epoch[48] Batch [49]	Speed: 2743.731517 samples/sec	top1-err=0.492617	lr=0.276970
INFO:root:Epoch[48] Batch [99]	Speed: 2725.610560 samples/sec	top1-err=0.499561	lr=0.276768
INFO:root:Epoch[48] Batch [149]	Speed: 2786.798130 samples/sec	top1-err=0.500996	lr=0.276566
INFO:root:Epoch[48] Batch [199]	Speed: 2839.083962 samples/sec	top1-err=0.502466	lr=0.276365
INFO:root:Epoch[48] Batch [249]	Speed: 2741.907472 samples/sec	top1-err=0.504035	lr=0.276163
INFO:root:Epoch[48] Batch [299]	Speed: 2786.581088 samples/sec	top1-err=0.504746	lr=0.275961
INFO:root:Epoch[48] Batch [349]	Speed: 2792.766655 samples/sec	top1-err=0.504919	lr=0.275759
INFO:root:Epoch[48] Batch [399]	Speed: 2728.095271 samples/sec	top1-err=0.504929	lr=0.275557
INFO:root:Epoch[48] Batch [449]	Speed: 2747.021890 samples/sec	top1-err=0.505195	lr=0.275354
INFO:root:Epoch[48] Batch [499]	Speed: 2726.753948 samples/sec	top1-err=0.505049	lr=0.275152
INFO:root:Epoch[48] Batch [549]	Speed: 2717.624810 samples/sec	top1-err=0.505206	lr=0.274950
INFO:root:Epoch[48] Batch [599]	Speed: 2790.707226 samples/sec	top1-err=0.505212	lr=0.274747
INFO:root:Epoch[48] Batch [649]	Speed: 2722.658140 samples/sec	top1-err=0.505300	lr=0.274545
INFO:root:Epoch[48] Batch [699]	Speed: 2763.880417 samples/sec	top1-err=0.505446	lr=0.274342
INFO:root:Epoch[48] Batch [749]	Speed: 2703.775850 samples/sec	top1-err=0.505734	lr=0.274139
INFO:root:Epoch[48] Batch [799]	Speed: 2757.732761 samples/sec	top1-err=0.506320	lr=0.273936
INFO:root:Epoch[48] Batch [849]	Speed: 2707.813294 samples/sec	top1-err=0.506606	lr=0.273733
INFO:root:Epoch[48] Batch [899]	Speed: 2721.363677 samples/sec	top1-err=0.506928	lr=0.273530
INFO:root:Epoch[48] Batch [949]	Speed: 2700.754419 samples/sec	top1-err=0.506923	lr=0.273327
INFO:root:Epoch[48] Batch [999]	Speed: 2714.545909 samples/sec	top1-err=0.507008	lr=0.273124
INFO:root:Epoch[48] Batch [1049]	Speed: 2664.367144 samples/sec	top1-err=0.507218	lr=0.272921
INFO:root:Epoch[48] Batch [1099]	Speed: 2750.264829 samples/sec	top1-err=0.507328	lr=0.272717
INFO:root:Epoch[48] Batch [1149]	Speed: 2673.591816 samples/sec	top1-err=0.507390	lr=0.272514
INFO:root:Epoch[48] Batch [1199]	Speed: 2760.091293 samples/sec	top1-err=0.507436	lr=0.272310
INFO:root:Epoch[48] Batch [1249]	Speed: 2754.102693 samples/sec	top1-err=0.507377	lr=0.272107
INFO:root:[Epoch 48] training: err-top1=0.507371
INFO:root:[Epoch 48] speed: 2737 samples/sec	time cost: 484.508694
INFO:root:[Epoch 48] validation: err-top1=0.485690 err-top5=0.229153
INFO:root:Epoch[49] Batch [49]	Speed: 2706.098603 samples/sec	top1-err=0.499004	lr=0.271899
INFO:root:Epoch[49] Batch [99]	Speed: 2752.438677 samples/sec	top1-err=0.500820	lr=0.271695
INFO:root:Epoch[49] Batch [149]	Speed: 2762.197853 samples/sec	top1-err=0.500247	lr=0.271491
INFO:root:Epoch[49] Batch [199]	Speed: 2780.457925 samples/sec	top1-err=0.500986	lr=0.271287
INFO:root:Epoch[49] Batch [249]	Speed: 2727.710114 samples/sec	top1-err=0.502012	lr=0.271083
INFO:root:Epoch[49] Batch [299]	Speed: 2777.086225 samples/sec	top1-err=0.502308	lr=0.270879
INFO:root:Epoch[49] Batch [349]	Speed: 2784.273072 samples/sec	top1-err=0.502305	lr=0.270675
INFO:root:Epoch[49] Batch [399]	Speed: 2707.492998 samples/sec	top1-err=0.502666	lr=0.270470
INFO:root:Epoch[49] Batch [449]	Speed: 2704.653832 samples/sec	top1-err=0.503398	lr=0.270266
INFO:root:Epoch[49] Batch [499]	Speed: 2717.906573 samples/sec	top1-err=0.503416	lr=0.270061
INFO:root:Epoch[49] Batch [549]	Speed: 2767.968558 samples/sec	top1-err=0.503594	lr=0.269857
INFO:root:Epoch[49] Batch [599]	Speed: 2671.757358 samples/sec	top1-err=0.503311	lr=0.269652
INFO:root:Epoch[49] Batch [649]	Speed: 2730.930894 samples/sec	top1-err=0.503720	lr=0.269447
INFO:root:Epoch[49] Batch [699]	Speed: 2772.837288 samples/sec	top1-err=0.503910	lr=0.269243
INFO:root:Epoch[49] Batch [749]	Speed: 2684.260040 samples/sec	top1-err=0.504033	lr=0.269038
INFO:root:Epoch[49] Batch [799]	Speed: 2710.984630 samples/sec	top1-err=0.503901	lr=0.268833
INFO:root:Epoch[49] Batch [849]	Speed: 2720.770922 samples/sec	top1-err=0.504262	lr=0.268628
INFO:root:Epoch[49] Batch [899]	Speed: 2740.548269 samples/sec	top1-err=0.504491	lr=0.268422
INFO:root:Epoch[49] Batch [949]	Speed: 2774.903942 samples/sec	top1-err=0.504740	lr=0.268217
INFO:root:Epoch[49] Batch [999]	Speed: 2808.233240 samples/sec	top1-err=0.504646	lr=0.268012
INFO:root:Epoch[49] Batch [1049]	Speed: 2723.850356 samples/sec	top1-err=0.504694	lr=0.267807
INFO:root:Epoch[49] Batch [1099]	Speed: 2730.891095 samples/sec	top1-err=0.504843	lr=0.267601
INFO:root:Epoch[49] Batch [1149]	Speed: 2731.364449 samples/sec	top1-err=0.505036	lr=0.267396
INFO:root:Epoch[49] Batch [1199]	Speed: 2765.835878 samples/sec	top1-err=0.505220	lr=0.267190
INFO:root:Epoch[49] Batch [1249]	Speed: 2743.503326 samples/sec	top1-err=0.505488	lr=0.266984
INFO:root:[Epoch 49] training: err-top1=0.505502
INFO:root:[Epoch 49] speed: 2737 samples/sec	time cost: 484.629435
INFO:root:[Epoch 49] validation: err-top1=0.477898 err-top5=0.224829
INFO:root:Epoch[50] Batch [49]	Speed: 2795.316901 samples/sec	top1-err=0.500176	lr=0.266774
INFO:root:Epoch[50] Batch [99]	Speed: 2742.985673 samples/sec	top1-err=0.497559	lr=0.266568
INFO:root:Epoch[50] Batch [149]	Speed: 2782.209962 samples/sec	top1-err=0.498210	lr=0.266362
INFO:root:Epoch[50] Batch [199]	Speed: 2739.083153 samples/sec	top1-err=0.499658	lr=0.266156
INFO:root:Epoch[50] Batch [249]	Speed: 2761.462959 samples/sec	top1-err=0.500148	lr=0.265950
INFO:root:Epoch[50] Batch [299]	Speed: 2718.631301 samples/sec	top1-err=0.500778	lr=0.265744
INFO:root:Epoch[50] Batch [349]	Speed: 2781.271692 samples/sec	top1-err=0.500642	lr=0.265538
INFO:root:Epoch[50] Batch [399]	Speed: 2700.714679 samples/sec	top1-err=0.500940	lr=0.265331
INFO:root:Epoch[50] Batch [449]	Speed: 2683.188111 samples/sec	top1-err=0.500927	lr=0.265125
INFO:root:Epoch[50] Batch [499]	Speed: 2753.999595 samples/sec	top1-err=0.501150	lr=0.264918
INFO:root:Epoch[50] Batch [549]	Speed: 2774.213521 samples/sec	top1-err=0.501573	lr=0.264712
INFO:root:Epoch[50] Batch [599]	Speed: 2730.094877 samples/sec	top1-err=0.501468	lr=0.264505
INFO:root:Epoch[50] Batch [649]	Speed: 2729.631157 samples/sec	top1-err=0.501788	lr=0.264298
INFO:root:Epoch[50] Batch [699]	Speed: 2710.036971 samples/sec	top1-err=0.502055	lr=0.264092
INFO:root:Epoch[50] Batch [749]	Speed: 2697.665923 samples/sec	top1-err=0.502204	lr=0.263885
INFO:root:Epoch[50] Batch [799]	Speed: 2727.599525 samples/sec	top1-err=0.502184	lr=0.263678
INFO:root:Epoch[50] Batch [849]	Speed: 2737.584216 samples/sec	top1-err=0.502289	lr=0.263471
INFO:root:Epoch[50] Batch [899]	Speed: 2739.589094 samples/sec	top1-err=0.502402	lr=0.263264
INFO:root:Epoch[50] Batch [949]	Speed: 2740.345120 samples/sec	top1-err=0.502588	lr=0.263056
INFO:root:Epoch[50] Batch [999]	Speed: 2750.716525 samples/sec	top1-err=0.502604	lr=0.262849
INFO:root:Epoch[50] Batch [1049]	Speed: 2716.231369 samples/sec	top1-err=0.502827	lr=0.262642
INFO:root:Epoch[50] Batch [1099]	Speed: 2760.615316 samples/sec	top1-err=0.503047	lr=0.262434
INFO:root:Epoch[50] Batch [1149]	Speed: 2730.265649 samples/sec	top1-err=0.503020	lr=0.262227
INFO:root:Epoch[50] Batch [1199]	Speed: 2753.970105 samples/sec	top1-err=0.503020	lr=0.262019
INFO:root:Epoch[50] Batch [1249]	Speed: 2740.137736 samples/sec	top1-err=0.503230	lr=0.261812
INFO:root:[Epoch 50] training: err-top1=0.503215
INFO:root:[Epoch 50] speed: 2737 samples/sec	time cost: 485.140969
INFO:root:[Epoch 50] validation: err-top1=0.477619 err-top5=0.223513
INFO:root:Epoch[51] Batch [49]	Speed: 2751.292122 samples/sec	top1-err=0.493965	lr=0.261600
INFO:root:Epoch[51] Batch [99]	Speed: 2770.706539 samples/sec	top1-err=0.496650	lr=0.261392
INFO:root:Epoch[51] Batch [149]	Speed: 2673.510135 samples/sec	top1-err=0.497539	lr=0.261184
INFO:root:Epoch[51] Batch [199]	Speed: 2742.166351 samples/sec	top1-err=0.497466	lr=0.260976
INFO:root:Epoch[51] Batch [249]	Speed: 2755.769005 samples/sec	top1-err=0.497559	lr=0.260768
INFO:root:Epoch[51] Batch [299]	Speed: 2695.360458 samples/sec	top1-err=0.497783	lr=0.260560
INFO:root:Epoch[51] Batch [349]	Speed: 2705.427132 samples/sec	top1-err=0.498326	lr=0.260352
INFO:root:Epoch[51] Batch [399]	Speed: 2739.987576 samples/sec	top1-err=0.498655	lr=0.260144
INFO:root:Epoch[51] Batch [449]	Speed: 2726.572883 samples/sec	top1-err=0.499351	lr=0.259935
INFO:root:Epoch[51] Batch [499]	Speed: 2718.668988 samples/sec	top1-err=0.499527	lr=0.259727
INFO:root:Epoch[51] Batch [549]	Speed: 2758.250788 samples/sec	top1-err=0.499753	lr=0.259519
INFO:root:Epoch[51] Batch [599]	Speed: 2830.808601 samples/sec	top1-err=0.499779	lr=0.259310
INFO:root:Epoch[51] Batch [649]	Speed: 2794.497005 samples/sec	top1-err=0.500042	lr=0.259102
INFO:root:Epoch[51] Batch [699]	Speed: 2765.976166 samples/sec	top1-err=0.500261	lr=0.258893
INFO:root:Epoch[51] Batch [749]	Speed: 2850.988608 samples/sec	top1-err=0.500264	lr=0.258684
INFO:root:Epoch[51] Batch [799]	Speed: 2776.833314 samples/sec	top1-err=0.500367	lr=0.258475
INFO:root:Epoch[51] Batch [849]	Speed: 2652.524433 samples/sec	top1-err=0.500307	lr=0.258267
INFO:root:Epoch[51] Batch [899]	Speed: 2672.668617 samples/sec	top1-err=0.500706	lr=0.258058
INFO:root:Epoch[51] Batch [949]	Speed: 2682.831718 samples/sec	top1-err=0.500907	lr=0.257849
INFO:root:Epoch[51] Batch [999]	Speed: 2759.737976 samples/sec	top1-err=0.501084	lr=0.257640
INFO:root:Epoch[51] Batch [1049]	Speed: 2674.262562 samples/sec	top1-err=0.501046	lr=0.257430
INFO:root:Epoch[51] Batch [1099]	Speed: 2718.265878 samples/sec	top1-err=0.501262	lr=0.257221
INFO:root:Epoch[51] Batch [1149]	Speed: 2737.087214 samples/sec	top1-err=0.501333	lr=0.257012
INFO:root:Epoch[51] Batch [1199]	Speed: 2717.084698 samples/sec	top1-err=0.501592	lr=0.256803
INFO:root:Epoch[51] Batch [1249]	Speed: 2730.446476 samples/sec	top1-err=0.501602	lr=0.256593
INFO:root:[Epoch 51] training: err-top1=0.501599
INFO:root:[Epoch 51] speed: 2732 samples/sec	time cost: 485.774747
INFO:root:[Epoch 51] validation: err-top1=0.484515 err-top5=0.230808
INFO:root:Epoch[52] Batch [49]	Speed: 2773.753180 samples/sec	top1-err=0.488535	lr=0.256379
INFO:root:Epoch[52] Batch [99]	Speed: 2680.502811 samples/sec	top1-err=0.492510	lr=0.256170
INFO:root:Epoch[52] Batch [149]	Speed: 2749.466286 samples/sec	top1-err=0.494928	lr=0.255960
INFO:root:Epoch[52] Batch [199]	Speed: 2691.292949 samples/sec	top1-err=0.496147	lr=0.255751
INFO:root:Epoch[52] Batch [249]	Speed: 2724.676745 samples/sec	top1-err=0.496285	lr=0.255541
INFO:root:Epoch[52] Batch [299]	Speed: 2761.854724 samples/sec	top1-err=0.496865	lr=0.255331
INFO:root:Epoch[52] Batch [349]	Speed: 2752.974726 samples/sec	top1-err=0.497374	lr=0.255121
INFO:root:Epoch[52] Batch [399]	Speed: 2760.036131 samples/sec	top1-err=0.497502	lr=0.254911
INFO:root:Epoch[52] Batch [449]	Speed: 2746.276785 samples/sec	top1-err=0.497769	lr=0.254701
INFO:root:Epoch[52] Batch [499]	Speed: 2797.451904 samples/sec	top1-err=0.498301	lr=0.254491
INFO:root:Epoch[52] Batch [549]	Speed: 2756.620362 samples/sec	top1-err=0.498667	lr=0.254281
INFO:root:Epoch[52] Batch [599]	Speed: 2798.262086 samples/sec	top1-err=0.498538	lr=0.254071
INFO:root:Epoch[52] Batch [649]	Speed: 2773.198981 samples/sec	top1-err=0.498407	lr=0.253861
INFO:root:Epoch[52] Batch [699]	Speed: 2779.061322 samples/sec	top1-err=0.498470	lr=0.253650
INFO:root:Epoch[52] Batch [749]	Speed: 2790.477827 samples/sec	top1-err=0.498743	lr=0.253440
INFO:root:Epoch[52] Batch [799]	Speed: 2715.783302 samples/sec	top1-err=0.498773	lr=0.253229
INFO:root:Epoch[52] Batch [849]	Speed: 2784.474735 samples/sec	top1-err=0.498929	lr=0.253019
INFO:root:Epoch[52] Batch [899]	Speed: 2705.041057 samples/sec	top1-err=0.499170	lr=0.252808
INFO:root:Epoch[52] Batch [949]	Speed: 2736.191851 samples/sec	top1-err=0.499296	lr=0.252598
INFO:root:Epoch[52] Batch [999]	Speed: 2715.887886 samples/sec	top1-err=0.499410	lr=0.252387
INFO:root:Epoch[52] Batch [1049]	Speed: 2775.791096 samples/sec	top1-err=0.499798	lr=0.252176
INFO:root:Epoch[52] Batch [1099]	Speed: 2735.623635 samples/sec	top1-err=0.499985	lr=0.251965
INFO:root:Epoch[52] Batch [1149]	Speed: 2811.160309 samples/sec	top1-err=0.499944	lr=0.251754
INFO:root:Epoch[52] Batch [1199]	Speed: 2741.996887 samples/sec	top1-err=0.500038	lr=0.251543
INFO:root:Epoch[52] Batch [1249]	Speed: 2729.851945 samples/sec	top1-err=0.500115	lr=0.251332
INFO:root:[Epoch 52] training: err-top1=0.500113
INFO:root:[Epoch 52] speed: 2747 samples/sec	time cost: 482.928596
INFO:root:[Epoch 52] validation: err-top1=0.492269 err-top5=0.237427
INFO:root:Epoch[53] Batch [49]	Speed: 2697.012990 samples/sec	top1-err=0.487715	lr=0.251117
INFO:root:Epoch[53] Batch [99]	Speed: 2785.605035 samples/sec	top1-err=0.492129	lr=0.250906
INFO:root:Epoch[53] Batch [149]	Speed: 2725.734480 samples/sec	top1-err=0.492109	lr=0.250695
INFO:root:Epoch[53] Batch [199]	Speed: 2779.534436 samples/sec	top1-err=0.493164	lr=0.250483
INFO:root:Epoch[53] Batch [249]	Speed: 2745.182485 samples/sec	top1-err=0.494191	lr=0.250272
INFO:root:Epoch[53] Batch [299]	Speed: 2725.912112 samples/sec	top1-err=0.494945	lr=0.250061
INFO:root:Epoch[53] Batch [349]	Speed: 2733.782162 samples/sec	top1-err=0.495262	lr=0.249849
INFO:root:Epoch[53] Batch [399]	Speed: 2691.790868 samples/sec	top1-err=0.495872	lr=0.249638
INFO:root:Epoch[53] Batch [449]	Speed: 2712.205452 samples/sec	top1-err=0.496120	lr=0.249426
INFO:root:Epoch[53] Batch [499]	Speed: 2752.570094 samples/sec	top1-err=0.496686	lr=0.249215
INFO:root:Epoch[53] Batch [549]	Speed: 2734.086674 samples/sec	top1-err=0.496687	lr=0.249003
INFO:root:Epoch[53] Batch [599]	Speed: 2722.940326 samples/sec	top1-err=0.497101	lr=0.248791
INFO:root:Epoch[53] Batch [649]	Speed: 2704.554506 samples/sec	top1-err=0.497269	lr=0.248579
INFO:root:Epoch[53] Batch [699]	Speed: 2732.424742 samples/sec	top1-err=0.497471	lr=0.248367
INFO:root:Epoch[53] Batch [749]	Speed: 2764.448227 samples/sec	top1-err=0.497661	lr=0.248156
INFO:root:Epoch[53] Batch [799]	Speed: 2746.826950 samples/sec	top1-err=0.497727	lr=0.247944
INFO:root:Epoch[53] Batch [849]	Speed: 2737.149102 samples/sec	top1-err=0.497860	lr=0.247732
INFO:root:Epoch[53] Batch [899]	Speed: 2646.982737 samples/sec	top1-err=0.497938	lr=0.247519
INFO:root:Epoch[53] Batch [949]	Speed: 2766.280267 samples/sec	top1-err=0.498164	lr=0.247307
INFO:root:Epoch[53] Batch [999]	Speed: 2774.437673 samples/sec	top1-err=0.498248	lr=0.247095
INFO:root:Epoch[53] Batch [1049]	Speed: 2709.818692 samples/sec	top1-err=0.498305	lr=0.246883
INFO:root:Epoch[53] Batch [1099]	Speed: 2663.201186 samples/sec	top1-err=0.498226	lr=0.246670
INFO:root:Epoch[53] Batch [1149]	Speed: 2777.437209 samples/sec	top1-err=0.498261	lr=0.246458
INFO:root:Epoch[53] Batch [1199]	Speed: 2760.295890 samples/sec	top1-err=0.498293	lr=0.246246
INFO:root:Epoch[53] Batch [1249]	Speed: 2782.444349 samples/sec	top1-err=0.498407	lr=0.246033
INFO:root:[Epoch 53] training: err-top1=0.498411
INFO:root:[Epoch 53] speed: 2731 samples/sec	time cost: 486.018776
INFO:root:[Epoch 53] validation: err-top1=0.484734 err-top5=0.231784
INFO:root:Epoch[54] Batch [49]	Speed: 2748.118606 samples/sec	top1-err=0.490332	lr=0.245816
INFO:root:Epoch[54] Batch [99]	Speed: 2731.867229 samples/sec	top1-err=0.492432	lr=0.245604
INFO:root:Epoch[54] Batch [149]	Speed: 2737.972760 samples/sec	top1-err=0.492734	lr=0.245391
INFO:root:Epoch[54] Batch [199]	Speed: 2726.164795 samples/sec	top1-err=0.492710	lr=0.245178
INFO:root:Epoch[54] Batch [249]	Speed: 2763.617067 samples/sec	top1-err=0.492422	lr=0.244966
INFO:root:Epoch[54] Batch [299]	Speed: 2739.987611 samples/sec	top1-err=0.492904	lr=0.244753
INFO:root:Epoch[54] Batch [349]	Speed: 2773.437225 samples/sec	top1-err=0.492999	lr=0.244540
INFO:root:Epoch[54] Batch [399]	Speed: 2697.159730 samples/sec	top1-err=0.493323	lr=0.244327
INFO:root:Epoch[54] Batch [449]	Speed: 2747.853434 samples/sec	top1-err=0.493828	lr=0.244114
INFO:root:Epoch[54] Batch [499]	Speed: 2793.024874 samples/sec	top1-err=0.494352	lr=0.243901
INFO:root:Epoch[54] Batch [549]	Speed: 2734.835730 samples/sec	top1-err=0.494748	lr=0.243688
INFO:root:Epoch[54] Batch [599]	Speed: 2694.053962 samples/sec	top1-err=0.495081	lr=0.243475
INFO:root:Epoch[54] Batch [649]	Speed: 2738.816229 samples/sec	top1-err=0.495377	lr=0.243262
INFO:root:Epoch[54] Batch [699]	Speed: 2762.555994 samples/sec	top1-err=0.495647	lr=0.243049
INFO:root:Epoch[54] Batch [749]	Speed: 2739.800659 samples/sec	top1-err=0.495512	lr=0.242835
INFO:root:Epoch[54] Batch [799]	Speed: 2715.694867 samples/sec	top1-err=0.495721	lr=0.242622
INFO:root:Epoch[54] Batch [849]	Speed: 2728.734562 samples/sec	top1-err=0.495835	lr=0.242409
INFO:root:Epoch[54] Batch [899]	Speed: 2740.775969 samples/sec	top1-err=0.495923	lr=0.242195
INFO:root:Epoch[54] Batch [949]	Speed: 2771.714962 samples/sec	top1-err=0.496105	lr=0.241982
INFO:root:Epoch[54] Batch [999]	Speed: 2732.031828 samples/sec	top1-err=0.496032	lr=0.241768
INFO:root:Epoch[54] Batch [1049]	Speed: 2679.876353 samples/sec	top1-err=0.496117	lr=0.241555
INFO:root:Epoch[54] Batch [1099]	Speed: 2728.753217 samples/sec	top1-err=0.496081	lr=0.241341
INFO:root:Epoch[54] Batch [1149]	Speed: 2695.242700 samples/sec	top1-err=0.496252	lr=0.241127
INFO:root:Epoch[54] Batch [1199]	Speed: 2691.172174 samples/sec	top1-err=0.496482	lr=0.240914
INFO:root:Epoch[54] Batch [1249]	Speed: 2766.844287 samples/sec	top1-err=0.496617	lr=0.240700
INFO:root:[Epoch 54] training: err-top1=0.496616
INFO:root:[Epoch 54] speed: 2732 samples/sec	time cost: 485.566334
INFO:root:[Epoch 54] validation: err-top1=0.472377 err-top5=0.218949
INFO:root:Epoch[55] Batch [49]	Speed: 2695.213474 samples/sec	top1-err=0.485703	lr=0.240482
INFO:root:Epoch[55] Batch [99]	Speed: 2789.704399 samples/sec	top1-err=0.488437	lr=0.240268
INFO:root:Epoch[55] Batch [149]	Speed: 2810.418370 samples/sec	top1-err=0.490736	lr=0.240054
INFO:root:Epoch[55] Batch [199]	Speed: 2689.586849 samples/sec	top1-err=0.490684	lr=0.239840
INFO:root:Epoch[55] Batch [249]	Speed: 2725.165342 samples/sec	top1-err=0.491094	lr=0.239626
INFO:root:Epoch[55] Batch [299]	Speed: 2786.146636 samples/sec	top1-err=0.491885	lr=0.239412
INFO:root:Epoch[55] Batch [349]	Speed: 2747.064936 samples/sec	top1-err=0.492450	lr=0.239198
INFO:root:Epoch[55] Batch [399]	Speed: 2780.033226 samples/sec	top1-err=0.492468	lr=0.238984
INFO:root:Epoch[55] Batch [449]	Speed: 2750.495308 samples/sec	top1-err=0.492322	lr=0.238769
INFO:root:Epoch[55] Batch [499]	Speed: 2771.112945 samples/sec	top1-err=0.492287	lr=0.238555
INFO:root:Epoch[55] Batch [549]	Speed: 2752.654137 samples/sec	top1-err=0.492438	lr=0.238341
INFO:root:Epoch[55] Batch [599]	Speed: 2759.617647 samples/sec	top1-err=0.492476	lr=0.238126
INFO:root:Epoch[55] Batch [649]	Speed: 2701.408178 samples/sec	top1-err=0.492819	lr=0.237912
INFO:root:Epoch[55] Batch [699]	Speed: 2794.490605 samples/sec	top1-err=0.493206	lr=0.237698
INFO:root:Epoch[55] Batch [749]	Speed: 2781.244388 samples/sec	top1-err=0.493676	lr=0.237483
INFO:root:Epoch[55] Batch [799]	Speed: 2743.028138 samples/sec	top1-err=0.493931	lr=0.237269
INFO:root:Epoch[55] Batch [849]	Speed: 2770.034997 samples/sec	top1-err=0.494176	lr=0.237054
INFO:root:Epoch[55] Batch [899]	Speed: 2726.788536 samples/sec	top1-err=0.494347	lr=0.236839
INFO:root:Epoch[55] Batch [949]	Speed: 2742.113058 samples/sec	top1-err=0.494420	lr=0.236625
INFO:root:Epoch[55] Batch [999]	Speed: 2749.427283 samples/sec	top1-err=0.494459	lr=0.236410
INFO:root:Epoch[55] Batch [1049]	Speed: 2818.692234 samples/sec	top1-err=0.494626	lr=0.236195
INFO:root:Epoch[55] Batch [1099]	Speed: 2720.050945 samples/sec	top1-err=0.494440	lr=0.235981
INFO:root:Epoch[55] Batch [1149]	Speed: 2652.674104 samples/sec	top1-err=0.494271	lr=0.235766
INFO:root:Epoch[55] Batch [1199]	Speed: 2715.300226 samples/sec	top1-err=0.494304	lr=0.235551
INFO:root:Epoch[55] Batch [1249]	Speed: 2760.038472 samples/sec	top1-err=0.494545	lr=0.235336
INFO:root:[Epoch 55] training: err-top1=0.494537
INFO:root:[Epoch 55] speed: 2746 samples/sec	time cost: 483.223945
INFO:root:[Epoch 55] validation: err-top1=0.482741 err-top5=0.230369
INFO:root:Epoch[56] Batch [49]	Speed: 2768.934681 samples/sec	top1-err=0.487969	lr=0.235117
INFO:root:Epoch[56] Batch [99]	Speed: 2731.597018 samples/sec	top1-err=0.486172	lr=0.234902
INFO:root:Epoch[56] Batch [149]	Speed: 2728.057218 samples/sec	top1-err=0.487266	lr=0.234687
INFO:root:Epoch[56] Batch [199]	Speed: 2698.163932 samples/sec	top1-err=0.487744	lr=0.234472
INFO:root:Epoch[56] Batch [249]	Speed: 2681.276254 samples/sec	top1-err=0.488301	lr=0.234256
INFO:root:Epoch[56] Batch [299]	Speed: 2706.671404 samples/sec	top1-err=0.488232	lr=0.234041
INFO:root:Epoch[56] Batch [349]	Speed: 2768.712774 samples/sec	top1-err=0.488437	lr=0.233826
INFO:root:Epoch[56] Batch [399]	Speed: 2756.091770 samples/sec	top1-err=0.489382	lr=0.233611
INFO:root:Epoch[56] Batch [449]	Speed: 2736.304184 samples/sec	top1-err=0.489918	lr=0.233396
INFO:root:Epoch[56] Batch [499]	Speed: 2722.110229 samples/sec	top1-err=0.489924	lr=0.233180
INFO:root:Epoch[56] Batch [549]	Speed: 2751.689573 samples/sec	top1-err=0.489972	lr=0.232965
INFO:root:Epoch[56] Batch [599]	Speed: 2740.064105 samples/sec	top1-err=0.490171	lr=0.232749
INFO:root:Epoch[56] Batch [649]	Speed: 2689.758251 samples/sec	top1-err=0.490219	lr=0.232534
INFO:root:Epoch[56] Batch [699]	Speed: 2699.155786 samples/sec	top1-err=0.490428	lr=0.232319
INFO:root:Epoch[56] Batch [749]	Speed: 2766.003669 samples/sec	top1-err=0.490464	lr=0.232103
INFO:root:Epoch[56] Batch [799]	Speed: 2739.581335 samples/sec	top1-err=0.490753	lr=0.231887
INFO:root:Epoch[56] Batch [849]	Speed: 2754.440648 samples/sec	top1-err=0.491155	lr=0.231672
INFO:root:Epoch[56] Batch [899]	Speed: 2742.679596 samples/sec	top1-err=0.491434	lr=0.231456
INFO:root:Epoch[56] Batch [949]	Speed: 2749.276139 samples/sec	top1-err=0.491476	lr=0.231241
INFO:root:Epoch[56] Batch [999]	Speed: 2755.624093 samples/sec	top1-err=0.491509	lr=0.231025
INFO:root:Epoch[56] Batch [1049]	Speed: 2780.107509 samples/sec	top1-err=0.491679	lr=0.230809
INFO:root:Epoch[56] Batch [1099]	Speed: 2752.897757 samples/sec	top1-err=0.491754	lr=0.230593
INFO:root:Epoch[56] Batch [1149]	Speed: 2748.893072 samples/sec	top1-err=0.492069	lr=0.230377
INFO:root:Epoch[56] Batch [1199]	Speed: 2726.465847 samples/sec	top1-err=0.492079	lr=0.230162
INFO:root:Epoch[56] Batch [1249]	Speed: 2717.337948 samples/sec	top1-err=0.492160	lr=0.229946
INFO:root:[Epoch 56] training: err-top1=0.492168
INFO:root:[Epoch 56] speed: 2734 samples/sec	time cost: 485.124638
INFO:root:[Epoch 56] validation: err-top1=0.461057 err-top5=0.211217
INFO:root:Epoch[57] Batch [49]	Speed: 2723.005651 samples/sec	top1-err=0.485801	lr=0.229725
INFO:root:Epoch[57] Batch [99]	Speed: 2708.426069 samples/sec	top1-err=0.486563	lr=0.229510
INFO:root:Epoch[57] Batch [149]	Speed: 2712.387937 samples/sec	top1-err=0.487246	lr=0.229294
INFO:root:Epoch[57] Batch [199]	Speed: 2756.504869 samples/sec	top1-err=0.487241	lr=0.229077
INFO:root:Epoch[57] Batch [249]	Speed: 2787.937774 samples/sec	top1-err=0.486602	lr=0.228861
INFO:root:Epoch[57] Batch [299]	Speed: 2765.242215 samples/sec	top1-err=0.487344	lr=0.228645
INFO:root:Epoch[57] Batch [349]	Speed: 2735.589554 samples/sec	top1-err=0.487472	lr=0.228429
INFO:root:Epoch[57] Batch [399]	Speed: 2744.429364 samples/sec	top1-err=0.487822	lr=0.228213
INFO:root:Epoch[57] Batch [449]	Speed: 2707.233287 samples/sec	top1-err=0.487904	lr=0.227997
INFO:root:Epoch[57] Batch [499]	Speed: 2701.516110 samples/sec	top1-err=0.488641	lr=0.227781
INFO:root:Epoch[57] Batch [549]	Speed: 2713.573060 samples/sec	top1-err=0.488814	lr=0.227564
INFO:root:Epoch[57] Batch [599]	Speed: 2750.909832 samples/sec	top1-err=0.489019	lr=0.227348
INFO:root:Epoch[57] Batch [649]	Speed: 2754.843604 samples/sec	top1-err=0.489280	lr=0.227132
INFO:root:Epoch[57] Batch [699]	Speed: 2761.765643 samples/sec	top1-err=0.489139	lr=0.226915
INFO:root:Epoch[57] Batch [749]	Speed: 2764.455380 samples/sec	top1-err=0.489327	lr=0.226699
INFO:root:Epoch[57] Batch [799]	Speed: 2776.288113 samples/sec	top1-err=0.489615	lr=0.226482
INFO:root:Epoch[57] Batch [849]	Speed: 2765.642105 samples/sec	top1-err=0.489596	lr=0.226266
INFO:root:Epoch[57] Batch [899]	Speed: 2750.454972 samples/sec	top1-err=0.489605	lr=0.226049
INFO:root:Epoch[57] Batch [949]	Speed: 2739.534748 samples/sec	top1-err=0.489808	lr=0.225833
INFO:root:Epoch[57] Batch [999]	Speed: 2737.810236 samples/sec	top1-err=0.489897	lr=0.225616
INFO:root:Epoch[57] Batch [1049]	Speed: 2751.186556 samples/sec	top1-err=0.489815	lr=0.225400
INFO:root:Epoch[57] Batch [1099]	Speed: 2819.933138 samples/sec	top1-err=0.490063	lr=0.225183
INFO:root:Epoch[57] Batch [1149]	Speed: 2696.562133 samples/sec	top1-err=0.490047	lr=0.224967
INFO:root:Epoch[57] Batch [1199]	Speed: 2769.431924 samples/sec	top1-err=0.490107	lr=0.224750
INFO:root:Epoch[57] Batch [1249]	Speed: 2775.681884 samples/sec	top1-err=0.490244	lr=0.224533
INFO:root:[Epoch 57] training: err-top1=0.490216
INFO:root:[Epoch 57] speed: 2744 samples/sec	time cost: 483.779841
INFO:root:[Epoch 57] validation: err-top1=0.465920 err-top5=0.212651
INFO:root:Epoch[58] Batch [49]	Speed: 2737.848143 samples/sec	top1-err=0.486484	lr=0.224312
INFO:root:Epoch[58] Batch [99]	Speed: 2762.945509 samples/sec	top1-err=0.484941	lr=0.224095
INFO:root:Epoch[58] Batch [149]	Speed: 2694.419159 samples/sec	top1-err=0.484635	lr=0.223879
INFO:root:Epoch[58] Batch [199]	Speed: 2782.988797 samples/sec	top1-err=0.484634	lr=0.223662
INFO:root:Epoch[58] Batch [249]	Speed: 2718.368795 samples/sec	top1-err=0.485371	lr=0.223445
INFO:root:Epoch[58] Batch [299]	Speed: 2779.379171 samples/sec	top1-err=0.485768	lr=0.223228
INFO:root:Epoch[58] Batch [349]	Speed: 2824.751377 samples/sec	top1-err=0.485753	lr=0.223011
INFO:root:Epoch[58] Batch [399]	Speed: 2869.171450 samples/sec	top1-err=0.485867	lr=0.222794
INFO:root:Epoch[58] Batch [449]	Speed: 2759.612256 samples/sec	top1-err=0.486098	lr=0.222577
INFO:root:Epoch[58] Batch [499]	Speed: 2702.100198 samples/sec	top1-err=0.486248	lr=0.222360
INFO:root:Epoch[58] Batch [549]	Speed: 2724.590322 samples/sec	top1-err=0.486495	lr=0.222143
INFO:root:Epoch[58] Batch [599]	Speed: 2724.977364 samples/sec	top1-err=0.486833	lr=0.221926
INFO:root:Epoch[58] Batch [649]	Speed: 2774.514202 samples/sec	top1-err=0.487221	lr=0.221709
INFO:root:Epoch[58] Batch [699]	Speed: 2742.412390 samples/sec	top1-err=0.487571	lr=0.221492
INFO:root:Epoch[58] Batch [749]	Speed: 2761.608344 samples/sec	top1-err=0.487534	lr=0.221275
INFO:root:Epoch[58] Batch [799]	Speed: 2826.475582 samples/sec	top1-err=0.487670	lr=0.221058
INFO:root:Epoch[58] Batch [849]	Speed: 2765.192794 samples/sec	top1-err=0.487886	lr=0.220841
INFO:root:Epoch[58] Batch [899]	Speed: 2760.572553 samples/sec	top1-err=0.488038	lr=0.220623
INFO:root:Epoch[58] Batch [949]	Speed: 2757.088980 samples/sec	top1-err=0.488161	lr=0.220406
INFO:root:Epoch[58] Batch [999]	Speed: 2783.523464 samples/sec	top1-err=0.488308	lr=0.220189
INFO:root:Epoch[58] Batch [1049]	Speed: 2697.003473 samples/sec	top1-err=0.488336	lr=0.219972
INFO:root:Epoch[58] Batch [1099]	Speed: 2761.993152 samples/sec	top1-err=0.488507	lr=0.219754
INFO:root:Epoch[58] Batch [1149]	Speed: 2708.247464 samples/sec	top1-err=0.488640	lr=0.219537
INFO:root:Epoch[58] Batch [1199]	Speed: 2802.289144 samples/sec	top1-err=0.488792	lr=0.219320
INFO:root:Epoch[58] Batch [1249]	Speed: 2713.374302 samples/sec	top1-err=0.488973	lr=0.219102
INFO:root:[Epoch 58] training: err-top1=0.488947
INFO:root:[Epoch 58] speed: 2753 samples/sec	time cost: 481.857288
INFO:root:[Epoch 58] validation: err-top1=0.466838 err-top5=0.214437
INFO:root:Epoch[59] Batch [49]	Speed: 2672.923668 samples/sec	top1-err=0.476660	lr=0.218881
INFO:root:Epoch[59] Batch [99]	Speed: 2768.912510 samples/sec	top1-err=0.479053	lr=0.218663
INFO:root:Epoch[59] Batch [149]	Speed: 2781.734100 samples/sec	top1-err=0.480176	lr=0.218446
INFO:root:Epoch[59] Batch [199]	Speed: 2796.052706 samples/sec	top1-err=0.482969	lr=0.218228
INFO:root:Epoch[59] Batch [249]	Speed: 2760.138758 samples/sec	top1-err=0.482898	lr=0.218011
INFO:root:Epoch[59] Batch [299]	Speed: 2740.074698 samples/sec	top1-err=0.483389	lr=0.217793
INFO:root:Epoch[59] Batch [349]	Speed: 2732.750721 samples/sec	top1-err=0.484328	lr=0.217576
INFO:root:Epoch[59] Batch [399]	Speed: 2740.521584 samples/sec	top1-err=0.485469	lr=0.217358
INFO:root:Epoch[59] Batch [449]	Speed: 2758.780634 samples/sec	top1-err=0.485556	lr=0.217141
INFO:root:Epoch[59] Batch [499]	Speed: 2720.642352 samples/sec	top1-err=0.485512	lr=0.216923
INFO:root:Epoch[59] Batch [549]	Speed: 2701.902165 samples/sec	top1-err=0.485740	lr=0.216706
INFO:root:Epoch[59] Batch [599]	Speed: 2728.750269 samples/sec	top1-err=0.485931	lr=0.216488
INFO:root:Epoch[59] Batch [649]	Speed: 2723.030131 samples/sec	top1-err=0.486049	lr=0.216270
INFO:root:Epoch[59] Batch [699]	Speed: 2747.485527 samples/sec	top1-err=0.486164	lr=0.216053
INFO:root:Epoch[59] Batch [749]	Speed: 2732.792696 samples/sec	top1-err=0.486210	lr=0.215835
INFO:root:Epoch[59] Batch [799]	Speed: 2798.612352 samples/sec	top1-err=0.486486	lr=0.215617
INFO:root:Epoch[59] Batch [849]	Speed: 2748.876252 samples/sec	top1-err=0.486700	lr=0.215400
INFO:root:Epoch[59] Batch [899]	Speed: 2732.766162 samples/sec	top1-err=0.487024	lr=0.215182
INFO:root:Epoch[59] Batch [949]	Speed: 2752.475966 samples/sec	top1-err=0.486928	lr=0.214964
INFO:root:Epoch[59] Batch [999]	Speed: 2695.531616 samples/sec	top1-err=0.487021	lr=0.214746
INFO:root:Epoch[59] Batch [1049]	Speed: 2760.573902 samples/sec	top1-err=0.487120	lr=0.214529
INFO:root:Epoch[59] Batch [1099]	Speed: 2785.054110 samples/sec	top1-err=0.487187	lr=0.214311
INFO:root:Epoch[59] Batch [1149]	Speed: 2781.650397 samples/sec	top1-err=0.487111	lr=0.214093
INFO:root:Epoch[59] Batch [1199]	Speed: 2737.225787 samples/sec	top1-err=0.487329	lr=0.213875
INFO:root:Epoch[59] Batch [1249]	Speed: 2743.465263 samples/sec	top1-err=0.487373	lr=0.213657
INFO:root:[Epoch 59] training: err-top1=0.487378
INFO:root:[Epoch 59] speed: 2742 samples/sec	time cost: 484.050660
INFO:root:[Epoch 59] validation: err-top1=0.465541 err-top5=0.213030
INFO:root:Epoch[60] Batch [49]	Speed: 2743.953855 samples/sec	top1-err=0.476074	lr=0.213435
INFO:root:Epoch[60] Batch [99]	Speed: 2760.408081 samples/sec	top1-err=0.477461	lr=0.213217
INFO:root:Epoch[60] Batch [149]	Speed: 2805.064296 samples/sec	top1-err=0.478001	lr=0.212999
INFO:root:Epoch[60] Batch [199]	Speed: 2766.768180 samples/sec	top1-err=0.479365	lr=0.212781
INFO:root:Epoch[60] Batch [249]	Speed: 2787.382235 samples/sec	top1-err=0.480711	lr=0.212563
INFO:root:Epoch[60] Batch [299]	Speed: 2697.246420 samples/sec	top1-err=0.481133	lr=0.212345
INFO:root:Epoch[60] Batch [349]	Speed: 2695.087882 samples/sec	top1-err=0.481970	lr=0.212127
INFO:root:Epoch[60] Batch [399]	Speed: 2802.343411 samples/sec	top1-err=0.482117	lr=0.211909
INFO:root:Epoch[60] Batch [449]	Speed: 2812.182785 samples/sec	top1-err=0.482233	lr=0.211691
INFO:root:Epoch[60] Batch [499]	Speed: 2760.400382 samples/sec	top1-err=0.482307	lr=0.211473
INFO:root:Epoch[60] Batch [549]	Speed: 2763.702710 samples/sec	top1-err=0.482225	lr=0.211255
INFO:root:Epoch[60] Batch [599]	Speed: 2713.409683 samples/sec	top1-err=0.482225	lr=0.211037
INFO:root:Epoch[60] Batch [649]	Speed: 2737.158452 samples/sec	top1-err=0.482477	lr=0.210819
INFO:root:Epoch[60] Batch [699]	Speed: 2768.403319 samples/sec	top1-err=0.482775	lr=0.210601
INFO:root:Epoch[60] Batch [749]	Speed: 2723.382089 samples/sec	top1-err=0.482879	lr=0.210383
INFO:root:Epoch[60] Batch [799]	Speed: 2743.214058 samples/sec	top1-err=0.482990	lr=0.210165
INFO:root:Epoch[60] Batch [849]	Speed: 2726.506694 samples/sec	top1-err=0.483340	lr=0.209947
INFO:root:Epoch[60] Batch [899]	Speed: 2725.545110 samples/sec	top1-err=0.483302	lr=0.209729
INFO:root:Epoch[60] Batch [949]	Speed: 2750.256551 samples/sec	top1-err=0.483387	lr=0.209511
INFO:root:Epoch[60] Batch [999]	Speed: 2846.078374 samples/sec	top1-err=0.483430	lr=0.209293
INFO:root:Epoch[60] Batch [1049]	Speed: 2797.072272 samples/sec	top1-err=0.483496	lr=0.209075
INFO:root:Epoch[60] Batch [1099]	Speed: 2752.429504 samples/sec	top1-err=0.483473	lr=0.208856
INFO:root:Epoch[60] Batch [1149]	Speed: 2762.539149 samples/sec	top1-err=0.483728	lr=0.208638
INFO:root:Epoch[60] Batch [1199]	Speed: 2732.217825 samples/sec	top1-err=0.483665	lr=0.208420
INFO:root:Epoch[60] Batch [1249]	Speed: 2748.676018 samples/sec	top1-err=0.483845	lr=0.208202
INFO:root:[Epoch 60] training: err-top1=0.483818
INFO:root:[Epoch 60] speed: 2753 samples/sec	time cost: 481.925121
INFO:root:[Epoch 60] validation: err-top1=0.456075 err-top5=0.210140
INFO:root:Epoch[61] Batch [49]	Speed: 2738.350135 samples/sec	top1-err=0.476113	lr=0.207979
INFO:root:Epoch[61] Batch [99]	Speed: 2780.240502 samples/sec	top1-err=0.477812	lr=0.207761
INFO:root:Epoch[61] Batch [149]	Speed: 2728.792606 samples/sec	top1-err=0.477650	lr=0.207543
INFO:root:Epoch[61] Batch [199]	Speed: 2694.507227 samples/sec	top1-err=0.478711	lr=0.207325
INFO:root:Epoch[61] Batch [249]	Speed: 2777.591214 samples/sec	top1-err=0.478840	lr=0.207106
INFO:root:Epoch[61] Batch [299]	Speed: 2748.909891 samples/sec	top1-err=0.479606	lr=0.206888
INFO:root:Epoch[61] Batch [349]	Speed: 2774.040073 samples/sec	top1-err=0.479478	lr=0.206670
INFO:root:Epoch[61] Batch [399]	Speed: 2816.873974 samples/sec	top1-err=0.479792	lr=0.206452
INFO:root:Epoch[61] Batch [449]	Speed: 2724.457934 samples/sec	top1-err=0.480673	lr=0.206233
INFO:root:Epoch[61] Batch [499]	Speed: 2688.634631 samples/sec	top1-err=0.480437	lr=0.206015
INFO:root:Epoch[61] Batch [549]	Speed: 2778.189724 samples/sec	top1-err=0.480664	lr=0.205797
INFO:root:Epoch[61] Batch [599]	Speed: 2733.367391 samples/sec	top1-err=0.480843	lr=0.205579
INFO:root:Epoch[61] Batch [649]	Speed: 2753.916176 samples/sec	top1-err=0.480792	lr=0.205360
INFO:root:Epoch[61] Batch [699]	Speed: 2751.027641 samples/sec	top1-err=0.481131	lr=0.205142
INFO:root:Epoch[61] Batch [749]	Speed: 2776.654154 samples/sec	top1-err=0.481289	lr=0.204924
INFO:root:Epoch[61] Batch [799]	Speed: 2764.396877 samples/sec	top1-err=0.481488	lr=0.204705
INFO:root:Epoch[61] Batch [849]	Speed: 2798.079347 samples/sec	top1-err=0.481438	lr=0.204487
INFO:root:Epoch[61] Batch [899]	Speed: 2747.325141 samples/sec	top1-err=0.481596	lr=0.204269
INFO:root:Epoch[61] Batch [949]	Speed: 2802.389745 samples/sec	top1-err=0.481816	lr=0.204051
INFO:root:Epoch[61] Batch [999]	Speed: 2708.086128 samples/sec	top1-err=0.481799	lr=0.203832
INFO:root:Epoch[61] Batch [1049]	Speed: 2738.718778 samples/sec	top1-err=0.482031	lr=0.203614
INFO:root:Epoch[61] Batch [1099]	Speed: 2761.439274 samples/sec	top1-err=0.482352	lr=0.203396
INFO:root:Epoch[61] Batch [1149]	Speed: 2819.602652 samples/sec	top1-err=0.482560	lr=0.203177
INFO:root:Epoch[61] Batch [1199]	Speed: 2714.237055 samples/sec	top1-err=0.482656	lr=0.202959
INFO:root:Epoch[61] Batch [1249]	Speed: 2719.327319 samples/sec	top1-err=0.482687	lr=0.202740
INFO:root:[Epoch 61] training: err-top1=0.482698
INFO:root:[Epoch 61] speed: 2750 samples/sec	time cost: 482.473890
INFO:root:[Epoch 61] validation: err-top1=0.481704 err-top5=0.230529
INFO:root:Epoch[62] Batch [49]	Speed: 2702.908745 samples/sec	top1-err=0.475625	lr=0.202518
INFO:root:Epoch[62] Batch [99]	Speed: 2713.292914 samples/sec	top1-err=0.476738	lr=0.202299
INFO:root:Epoch[62] Batch [149]	Speed: 2780.273582 samples/sec	top1-err=0.477793	lr=0.202081
INFO:root:Epoch[62] Batch [199]	Speed: 2695.465606 samples/sec	top1-err=0.478081	lr=0.201863
INFO:root:Epoch[62] Batch [249]	Speed: 2724.293140 samples/sec	top1-err=0.479180	lr=0.201644
INFO:root:Epoch[62] Batch [299]	Speed: 2690.476841 samples/sec	top1-err=0.480033	lr=0.201426
INFO:root:Epoch[62] Batch [349]	Speed: 2784.587565 samples/sec	top1-err=0.479470	lr=0.201208
INFO:root:Epoch[62] Batch [399]	Speed: 2789.954005 samples/sec	top1-err=0.479822	lr=0.200989
INFO:root:Epoch[62] Batch [449]	Speed: 2701.153065 samples/sec	top1-err=0.479803	lr=0.200771
INFO:root:Epoch[62] Batch [499]	Speed: 2703.408079 samples/sec	top1-err=0.479846	lr=0.200552
INFO:root:Epoch[62] Batch [549]	Speed: 2757.883066 samples/sec	top1-err=0.480325	lr=0.200334
INFO:root:Epoch[62] Batch [599]	Speed: 2763.287452 samples/sec	top1-err=0.479985	lr=0.200116
INFO:root:Epoch[62] Batch [649]	Speed: 2736.611177 samples/sec	top1-err=0.479889	lr=0.199897
INFO:root:Epoch[62] Batch [699]	Speed: 2736.363109 samples/sec	top1-err=0.480234	lr=0.199679
INFO:root:Epoch[62] Batch [749]	Speed: 2758.418582 samples/sec	top1-err=0.480490	lr=0.199461
INFO:root:Epoch[62] Batch [799]	Speed: 2814.429801 samples/sec	top1-err=0.480576	lr=0.199242
INFO:root:Epoch[62] Batch [849]	Speed: 2737.085923 samples/sec	top1-err=0.480735	lr=0.199024
INFO:root:Epoch[62] Batch [899]	Speed: 2717.196327 samples/sec	top1-err=0.480781	lr=0.198806
INFO:root:Epoch[62] Batch [949]	Speed: 2759.989378 samples/sec	top1-err=0.480906	lr=0.198587
INFO:root:Epoch[62] Batch [999]	Speed: 2707.924436 samples/sec	top1-err=0.480815	lr=0.198369
INFO:root:Epoch[62] Batch [1049]	Speed: 2765.369481 samples/sec	top1-err=0.481009	lr=0.198150
INFO:root:Epoch[62] Batch [1099]	Speed: 2810.849020 samples/sec	top1-err=0.481067	lr=0.197932
INFO:root:Epoch[62] Batch [1149]	Speed: 2718.169024 samples/sec	top1-err=0.481197	lr=0.197714
INFO:root:Epoch[62] Batch [1199]	Speed: 2813.346939 samples/sec	top1-err=0.481191	lr=0.197495
INFO:root:Epoch[62] Batch [1249]	Speed: 2738.170285 samples/sec	top1-err=0.481231	lr=0.197277
INFO:root:[Epoch 62] training: err-top1=0.481247
INFO:root:[Epoch 62] speed: 2741 samples/sec	time cost: 483.762289
INFO:root:[Epoch 62] validation: err-top1=0.452487 err-top5=0.204520
INFO:root:Epoch[63] Batch [49]	Speed: 2737.359245 samples/sec	top1-err=0.477676	lr=0.197054
INFO:root:Epoch[63] Batch [99]	Speed: 2749.204655 samples/sec	top1-err=0.477178	lr=0.196836
INFO:root:Epoch[63] Batch [149]	Speed: 2733.336740 samples/sec	top1-err=0.475456	lr=0.196618
INFO:root:Epoch[63] Batch [199]	Speed: 2801.332717 samples/sec	top1-err=0.476851	lr=0.196399
INFO:root:Epoch[63] Batch [249]	Speed: 2763.718680 samples/sec	top1-err=0.477016	lr=0.196181
INFO:root:Epoch[63] Batch [299]	Speed: 2743.454398 samples/sec	top1-err=0.476807	lr=0.195963
INFO:root:Epoch[63] Batch [349]	Speed: 2722.403898 samples/sec	top1-err=0.477023	lr=0.195744
INFO:root:Epoch[63] Batch [399]	Speed: 2715.648162 samples/sec	top1-err=0.477825	lr=0.195526
INFO:root:Epoch[63] Batch [449]	Speed: 2720.470196 samples/sec	top1-err=0.478023	lr=0.195308
INFO:root:Epoch[63] Batch [499]	Speed: 2741.767234 samples/sec	top1-err=0.478162	lr=0.195089
INFO:root:Epoch[63] Batch [549]	Speed: 2676.805500 samples/sec	top1-err=0.478335	lr=0.194871
INFO:root:Epoch[63] Batch [599]	Speed: 2752.237324 samples/sec	top1-err=0.478258	lr=0.194653
INFO:root:Epoch[63] Batch [649]	Speed: 2752.608269 samples/sec	top1-err=0.478507	lr=0.194434
INFO:root:Epoch[63] Batch [699]	Speed: 2737.975517 samples/sec	top1-err=0.478218	lr=0.194216
INFO:root:Epoch[63] Batch [749]	Speed: 2743.066048 samples/sec	top1-err=0.478366	lr=0.193998
INFO:root:Epoch[63] Batch [799]	Speed: 2743.679916 samples/sec	top1-err=0.478529	lr=0.193780
INFO:root:Epoch[63] Batch [849]	Speed: 2786.863951 samples/sec	top1-err=0.478427	lr=0.193561
INFO:root:Epoch[63] Batch [899]	Speed: 2697.505167 samples/sec	top1-err=0.478575	lr=0.193343
INFO:root:Epoch[63] Batch [949]	Speed: 2698.476802 samples/sec	top1-err=0.478477	lr=0.193125
INFO:root:Epoch[63] Batch [999]	Speed: 2801.511896 samples/sec	top1-err=0.478608	lr=0.192907
INFO:root:Epoch[63] Batch [1049]	Speed: 2779.480580 samples/sec	top1-err=0.478730	lr=0.192688
INFO:root:Epoch[63] Batch [1099]	Speed: 2750.787769 samples/sec	top1-err=0.478770	lr=0.192470
INFO:root:Epoch[63] Batch [1149]	Speed: 2709.449173 samples/sec	top1-err=0.478736	lr=0.192252
INFO:root:Epoch[63] Batch [1199]	Speed: 2755.309249 samples/sec	top1-err=0.478665	lr=0.192034
INFO:root:Epoch[63] Batch [1249]	Speed: 2744.465841 samples/sec	top1-err=0.478731	lr=0.191816
INFO:root:[Epoch 63] training: err-top1=0.478754
INFO:root:[Epoch 63] speed: 2739 samples/sec	time cost: 483.945546
INFO:root:[Epoch 63] validation: err-top1=0.447550 err-top5=0.199768
INFO:root:Epoch[64] Batch [49]	Speed: 2744.532343 samples/sec	top1-err=0.469160	lr=0.191593
INFO:root:Epoch[64] Batch [99]	Speed: 2676.020462 samples/sec	top1-err=0.472500	lr=0.191375
INFO:root:Epoch[64] Batch [149]	Speed: 2747.961522 samples/sec	top1-err=0.473125	lr=0.191157
INFO:root:Epoch[64] Batch [199]	Speed: 2766.841899 samples/sec	top1-err=0.473428	lr=0.190939
INFO:root:Epoch[64] Batch [249]	Speed: 2792.206467 samples/sec	top1-err=0.474906	lr=0.190720
INFO:root:Epoch[64] Batch [299]	Speed: 2743.114122 samples/sec	top1-err=0.475365	lr=0.190502
INFO:root:Epoch[64] Batch [349]	Speed: 2775.184475 samples/sec	top1-err=0.475711	lr=0.190284
INFO:root:Epoch[64] Batch [399]	Speed: 2706.158246 samples/sec	top1-err=0.475696	lr=0.190066
INFO:root:Epoch[64] Batch [449]	Speed: 2729.917705 samples/sec	top1-err=0.475469	lr=0.189848
INFO:root:Epoch[64] Batch [499]	Speed: 2706.481979 samples/sec	top1-err=0.475391	lr=0.189630
INFO:root:Epoch[64] Batch [549]	Speed: 2676.321914 samples/sec	top1-err=0.475114	lr=0.189412
INFO:root:Epoch[64] Batch [599]	Speed: 2727.680318 samples/sec	top1-err=0.475384	lr=0.189194
INFO:root:Epoch[64] Batch [649]	Speed: 2751.333822 samples/sec	top1-err=0.475596	lr=0.188976
INFO:root:Epoch[64] Batch [699]	Speed: 2736.850326 samples/sec	top1-err=0.475883	lr=0.188758
INFO:root:Epoch[64] Batch [749]	Speed: 2749.473221 samples/sec	top1-err=0.476216	lr=0.188540
INFO:root:Epoch[64] Batch [799]	Speed: 2698.590841 samples/sec	top1-err=0.476669	lr=0.188322
INFO:root:Epoch[64] Batch [849]	Speed: 2765.512571 samples/sec	top1-err=0.476625	lr=0.188104
INFO:root:Epoch[64] Batch [899]	Speed: 2732.988326 samples/sec	top1-err=0.476619	lr=0.187886
INFO:root:Epoch[64] Batch [949]	Speed: 2757.458720 samples/sec	top1-err=0.476619	lr=0.187668
INFO:root:Epoch[64] Batch [999]	Speed: 2751.737350 samples/sec	top1-err=0.476625	lr=0.187450
INFO:root:Epoch[64] Batch [1049]	Speed: 2728.164032 samples/sec	top1-err=0.476687	lr=0.187232
INFO:root:Epoch[64] Batch [1099]	Speed: 2775.182072 samples/sec	top1-err=0.476664	lr=0.187014
INFO:root:Epoch[64] Batch [1149]	Speed: 2760.746592 samples/sec	top1-err=0.476765	lr=0.186796
INFO:root:Epoch[64] Batch [1199]	Speed: 2722.911359 samples/sec	top1-err=0.476850	lr=0.186578
INFO:root:Epoch[64] Batch [1249]	Speed: 2712.422984 samples/sec	top1-err=0.476969	lr=0.186360
INFO:root:[Epoch 64] training: err-top1=0.476957
INFO:root:[Epoch 64] speed: 2734 samples/sec	time cost: 486.011022
INFO:root:[Epoch 64] validation: err-top1=0.448581 err-top5=0.202687
INFO:root:Epoch[65] Batch [49]	Speed: 2765.191868 samples/sec	top1-err=0.470020	lr=0.186138
INFO:root:Epoch[65] Batch [99]	Speed: 2777.837005 samples/sec	top1-err=0.472764	lr=0.185920
INFO:root:Epoch[65] Batch [149]	Speed: 2697.162440 samples/sec	top1-err=0.473112	lr=0.185702
INFO:root:Epoch[65] Batch [199]	Speed: 2730.107545 samples/sec	top1-err=0.473140	lr=0.185485
INFO:root:Epoch[65] Batch [249]	Speed: 2775.735592 samples/sec	top1-err=0.473488	lr=0.185267
INFO:root:Epoch[65] Batch [299]	Speed: 2697.278536 samples/sec	top1-err=0.473223	lr=0.185049
INFO:root:Epoch[65] Batch [349]	Speed: 2741.489182 samples/sec	top1-err=0.473432	lr=0.184831
INFO:root:Epoch[65] Batch [399]	Speed: 2713.546726 samples/sec	top1-err=0.473792	lr=0.184614
INFO:root:Epoch[65] Batch [449]	Speed: 2786.205775 samples/sec	top1-err=0.473767	lr=0.184396
INFO:root:Epoch[65] Batch [499]	Speed: 2742.896193 samples/sec	top1-err=0.473328	lr=0.184178
INFO:root:Epoch[65] Batch [549]	Speed: 2764.755873 samples/sec	top1-err=0.473627	lr=0.183960
INFO:root:Epoch[65] Batch [599]	Speed: 2699.084917 samples/sec	top1-err=0.473901	lr=0.183743
INFO:root:Epoch[65] Batch [649]	Speed: 2715.237467 samples/sec	top1-err=0.473779	lr=0.183525
INFO:root:Epoch[65] Batch [699]	Speed: 2775.135271 samples/sec	top1-err=0.473824	lr=0.183308
INFO:root:Epoch[65] Batch [749]	Speed: 2741.268433 samples/sec	top1-err=0.473973	lr=0.183090
INFO:root:Epoch[65] Batch [799]	Speed: 2718.768046 samples/sec	top1-err=0.473842	lr=0.182872
INFO:root:Epoch[65] Batch [849]	Speed: 2726.073053 samples/sec	top1-err=0.474019	lr=0.182655
INFO:root:Epoch[65] Batch [899]	Speed: 2728.363195 samples/sec	top1-err=0.474134	lr=0.182437
INFO:root:Epoch[65] Batch [949]	Speed: 2729.836086 samples/sec	top1-err=0.474313	lr=0.182220
INFO:root:Epoch[65] Batch [999]	Speed: 2799.272244 samples/sec	top1-err=0.474536	lr=0.182002
INFO:root:Epoch[65] Batch [1049]	Speed: 2715.662894 samples/sec	top1-err=0.474469	lr=0.181785
INFO:root:Epoch[65] Batch [1099]	Speed: 2745.074721 samples/sec	top1-err=0.474609	lr=0.181567
INFO:root:Epoch[65] Batch [1149]	Speed: 2762.012050 samples/sec	top1-err=0.474576	lr=0.181350
INFO:root:Epoch[65] Batch [1199]	Speed: 2777.751848 samples/sec	top1-err=0.474494	lr=0.181132
INFO:root:Epoch[65] Batch [1249]	Speed: 2700.464213 samples/sec	top1-err=0.474445	lr=0.180915
INFO:root:[Epoch 65] training: err-top1=0.474448
INFO:root:[Epoch 65] speed: 2738 samples/sec	time cost: 484.724742
INFO:root:[Epoch 65] validation: err-top1=0.452966 err-top5=0.204680
INFO:root:Epoch[66] Batch [49]	Speed: 2703.647484 samples/sec	top1-err=0.469531	lr=0.180693
INFO:root:Epoch[66] Batch [99]	Speed: 2744.046770 samples/sec	top1-err=0.468945	lr=0.180476
INFO:root:Epoch[66] Batch [149]	Speed: 2732.599596 samples/sec	top1-err=0.469590	lr=0.180259
INFO:root:Epoch[66] Batch [199]	Speed: 2759.421766 samples/sec	top1-err=0.469170	lr=0.180041
INFO:root:Epoch[66] Batch [249]	Speed: 2696.911820 samples/sec	top1-err=0.469453	lr=0.179824
INFO:root:Epoch[66] Batch [299]	Speed: 2717.131006 samples/sec	top1-err=0.469730	lr=0.179607
INFO:root:Epoch[66] Batch [349]	Speed: 2659.397511 samples/sec	top1-err=0.470123	lr=0.179390
INFO:root:Epoch[66] Batch [399]	Speed: 2766.132181 samples/sec	top1-err=0.469966	lr=0.179172
INFO:root:Epoch[66] Batch [449]	Speed: 2748.624056 samples/sec	top1-err=0.469607	lr=0.178955
INFO:root:Epoch[66] Batch [499]	Speed: 2737.183223 samples/sec	top1-err=0.470176	lr=0.178738
INFO:root:Epoch[66] Batch [549]	Speed: 2713.608823 samples/sec	top1-err=0.470323	lr=0.178521
INFO:root:Epoch[66] Batch [599]	Speed: 2738.530987 samples/sec	top1-err=0.470778	lr=0.178304
INFO:root:Epoch[66] Batch [649]	Speed: 2772.319030 samples/sec	top1-err=0.470992	lr=0.178087
INFO:root:Epoch[66] Batch [699]	Speed: 2772.020470 samples/sec	top1-err=0.471044	lr=0.177870
INFO:root:Epoch[66] Batch [749]	Speed: 2706.093182 samples/sec	top1-err=0.471199	lr=0.177653
INFO:root:Epoch[66] Batch [799]	Speed: 2733.072187 samples/sec	top1-err=0.471357	lr=0.177436
INFO:root:Epoch[66] Batch [849]	Speed: 2756.155017 samples/sec	top1-err=0.471479	lr=0.177219
INFO:root:Epoch[66] Batch [899]	Speed: 2737.699281 samples/sec	top1-err=0.471691	lr=0.177002
INFO:root:Epoch[66] Batch [949]	Speed: 2798.384569 samples/sec	top1-err=0.471885	lr=0.176785
INFO:root:Epoch[66] Batch [999]	Speed: 2760.295003 samples/sec	top1-err=0.472002	lr=0.176568
INFO:root:Epoch[66] Batch [1049]	Speed: 2758.564213 samples/sec	top1-err=0.472187	lr=0.176351
INFO:root:Epoch[66] Batch [1099]	Speed: 2736.008206 samples/sec	top1-err=0.472148	lr=0.176134
INFO:root:Epoch[66] Batch [1149]	Speed: 2659.209935 samples/sec	top1-err=0.472288	lr=0.175918
INFO:root:Epoch[66] Batch [1199]	Speed: 2728.648195 samples/sec	top1-err=0.472331	lr=0.175701
INFO:root:Epoch[66] Batch [1249]	Speed: 2689.062503 samples/sec	top1-err=0.472481	lr=0.175484
INFO:root:[Epoch 66] training: err-top1=0.472472
INFO:root:[Epoch 66] speed: 2729 samples/sec	time cost: 486.211418
INFO:root:[Epoch 66] validation: err-top1=0.446688 err-top5=0.194854
INFO:root:Epoch[67] Batch [49]	Speed: 2748.212296 samples/sec	top1-err=0.462812	lr=0.175263
INFO:root:Epoch[67] Batch [99]	Speed: 2721.204706 samples/sec	top1-err=0.464102	lr=0.175046
INFO:root:Epoch[67] Batch [149]	Speed: 2799.979066 samples/sec	top1-err=0.464056	lr=0.174830
INFO:root:Epoch[67] Batch [199]	Speed: 2737.409456 samples/sec	top1-err=0.465562	lr=0.174613
INFO:root:Epoch[67] Batch [249]	Speed: 2761.462214 samples/sec	top1-err=0.465953	lr=0.174397
INFO:root:Epoch[67] Batch [299]	Speed: 2741.234840 samples/sec	top1-err=0.466829	lr=0.174180
INFO:root:Epoch[67] Batch [349]	Speed: 2724.042670 samples/sec	top1-err=0.467006	lr=0.173964
INFO:root:Epoch[67] Batch [399]	Speed: 2726.210236 samples/sec	top1-err=0.466721	lr=0.173747
INFO:root:Epoch[67] Batch [449]	Speed: 2796.260230 samples/sec	top1-err=0.466951	lr=0.173531
INFO:root:Epoch[67] Batch [499]	Speed: 2724.724141 samples/sec	top1-err=0.467395	lr=0.173314
INFO:root:Epoch[67] Batch [549]	Speed: 2771.930445 samples/sec	top1-err=0.467772	lr=0.173098
INFO:root:Epoch[67] Batch [599]	Speed: 2721.761635 samples/sec	top1-err=0.468079	lr=0.172881
INFO:root:Epoch[67] Batch [649]	Speed: 2691.883725 samples/sec	top1-err=0.468101	lr=0.172665
INFO:root:Epoch[67] Batch [699]	Speed: 2702.158236 samples/sec	top1-err=0.468470	lr=0.172449
INFO:root:Epoch[67] Batch [749]	Speed: 2722.521625 samples/sec	top1-err=0.468616	lr=0.172232
INFO:root:Epoch[67] Batch [799]	Speed: 2777.390044 samples/sec	top1-err=0.468706	lr=0.172016
INFO:root:Epoch[67] Batch [849]	Speed: 2686.749159 samples/sec	top1-err=0.468925	lr=0.171800
INFO:root:Epoch[67] Batch [899]	Speed: 2689.469864 samples/sec	top1-err=0.469066	lr=0.171584
INFO:root:Epoch[67] Batch [949]	Speed: 2739.440322 samples/sec	top1-err=0.469141	lr=0.171368
INFO:root:Epoch[67] Batch [999]	Speed: 2730.520772 samples/sec	top1-err=0.469343	lr=0.171152
INFO:root:Epoch[67] Batch [1049]	Speed: 2728.192799 samples/sec	top1-err=0.469298	lr=0.170935
INFO:root:Epoch[67] Batch [1099]	Speed: 2741.077213 samples/sec	top1-err=0.469489	lr=0.170719
INFO:root:Epoch[67] Batch [1149]	Speed: 2739.306801 samples/sec	top1-err=0.469583	lr=0.170503
INFO:root:Epoch[67] Batch [1199]	Speed: 2773.406744 samples/sec	top1-err=0.469574	lr=0.170287
INFO:root:Epoch[67] Batch [1249]	Speed: 2715.678589 samples/sec	top1-err=0.469707	lr=0.170072
INFO:root:[Epoch 67] training: err-top1=0.469676
INFO:root:[Epoch 67] speed: 2733 samples/sec	time cost: 485.357305
INFO:root:[Epoch 67] validation: err-top1=0.436484 err-top5=0.189931
INFO:root:Epoch[68] Batch [49]	Speed: 2706.848710 samples/sec	top1-err=0.459844	lr=0.169851
INFO:root:Epoch[68] Batch [99]	Speed: 2726.339403 samples/sec	top1-err=0.461084	lr=0.169635
INFO:root:Epoch[68] Batch [149]	Speed: 2726.774445 samples/sec	top1-err=0.463197	lr=0.169420
INFO:root:Epoch[68] Batch [199]	Speed: 2735.497176 samples/sec	top1-err=0.463755	lr=0.169204
INFO:root:Epoch[68] Batch [249]	Speed: 2734.615041 samples/sec	top1-err=0.463527	lr=0.168988
INFO:root:Epoch[68] Batch [299]	Speed: 2768.157697 samples/sec	top1-err=0.464180	lr=0.168772
INFO:root:Epoch[68] Batch [349]	Speed: 2760.412304 samples/sec	top1-err=0.464244	lr=0.168557
INFO:root:Epoch[68] Batch [399]	Speed: 2754.434289 samples/sec	top1-err=0.465054	lr=0.168341
INFO:root:Epoch[68] Batch [449]	Speed: 2766.989491 samples/sec	top1-err=0.465280	lr=0.168126
INFO:root:Epoch[68] Batch [499]	Speed: 2727.222371 samples/sec	top1-err=0.465594	lr=0.167910
INFO:root:Epoch[68] Batch [549]	Speed: 2759.331211 samples/sec	top1-err=0.465547	lr=0.167694
INFO:root:Epoch[68] Batch [599]	Speed: 2732.359417 samples/sec	top1-err=0.466056	lr=0.167479
INFO:root:Epoch[68] Batch [649]	Speed: 2721.239119 samples/sec	top1-err=0.466169	lr=0.167263
INFO:root:Epoch[68] Batch [699]	Speed: 2755.125715 samples/sec	top1-err=0.466228	lr=0.167048
INFO:root:Epoch[68] Batch [749]	Speed: 2738.431252 samples/sec	top1-err=0.466411	lr=0.166833
INFO:root:Epoch[68] Batch [799]	Speed: 2769.186548 samples/sec	top1-err=0.466273	lr=0.166617
INFO:root:Epoch[68] Batch [849]	Speed: 2755.445254 samples/sec	top1-err=0.466347	lr=0.166402
INFO:root:Epoch[68] Batch [899]	Speed: 2720.550291 samples/sec	top1-err=0.466515	lr=0.166187
INFO:root:Epoch[68] Batch [949]	Speed: 2734.092383 samples/sec	top1-err=0.466595	lr=0.165972
INFO:root:Epoch[68] Batch [999]	Speed: 2799.939711 samples/sec	top1-err=0.466727	lr=0.165756
INFO:root:Epoch[68] Batch [1049]	Speed: 2718.122853 samples/sec	top1-err=0.466768	lr=0.165541
INFO:root:Epoch[68] Batch [1099]	Speed: 2757.730955 samples/sec	top1-err=0.466910	lr=0.165326
INFO:root:Epoch[68] Batch [1149]	Speed: 2693.086692 samples/sec	top1-err=0.466864	lr=0.165111
INFO:root:Epoch[68] Batch [1199]	Speed: 2748.840855 samples/sec	top1-err=0.467012	lr=0.164896
INFO:root:Epoch[68] Batch [1249]	Speed: 2751.832732 samples/sec	top1-err=0.467230	lr=0.164681
INFO:root:[Epoch 68] training: err-top1=0.467229
INFO:root:[Epoch 68] speed: 2739 samples/sec	time cost: 484.223651
INFO:root:[Epoch 68] validation: err-top1=0.440649 err-top5=0.192901
INFO:root:Epoch[69] Batch [49]	Speed: 2752.157715 samples/sec	top1-err=0.457187	lr=0.164462
INFO:root:Epoch[69] Batch [99]	Speed: 2743.232876 samples/sec	top1-err=0.457090	lr=0.164247
INFO:root:Epoch[69] Batch [149]	Speed: 2767.693228 samples/sec	top1-err=0.458737	lr=0.164032
INFO:root:Epoch[69] Batch [199]	Speed: 2783.082715 samples/sec	top1-err=0.459541	lr=0.163818
INFO:root:Epoch[69] Batch [249]	Speed: 2708.304879 samples/sec	top1-err=0.460078	lr=0.163603
INFO:root:Epoch[69] Batch [299]	Speed: 2820.622092 samples/sec	top1-err=0.461035	lr=0.163388
INFO:root:Epoch[69] Batch [349]	Speed: 2736.152562 samples/sec	top1-err=0.461465	lr=0.163173
INFO:root:Epoch[69] Batch [399]	Speed: 2726.718079 samples/sec	top1-err=0.461902	lr=0.162959
INFO:root:Epoch[69] Batch [449]	Speed: 2797.023273 samples/sec	top1-err=0.462457	lr=0.162744
INFO:root:Epoch[69] Batch [499]	Speed: 2761.095872 samples/sec	top1-err=0.462613	lr=0.162530
INFO:root:Epoch[69] Batch [549]	Speed: 2749.619705 samples/sec	top1-err=0.463148	lr=0.162315
INFO:root:Epoch[69] Batch [599]	Speed: 2752.711404 samples/sec	top1-err=0.463210	lr=0.162101
INFO:root:Epoch[69] Batch [649]	Speed: 2724.487660 samples/sec	top1-err=0.463556	lr=0.161886
INFO:root:Epoch[69] Batch [699]	Speed: 2743.525092 samples/sec	top1-err=0.463772	lr=0.161672
INFO:root:Epoch[69] Batch [749]	Speed: 2757.968957 samples/sec	top1-err=0.464132	lr=0.161458
INFO:root:Epoch[69] Batch [799]	Speed: 2764.192846 samples/sec	top1-err=0.464175	lr=0.161244
INFO:root:Epoch[69] Batch [849]	Speed: 2760.608005 samples/sec	top1-err=0.464407	lr=0.161029
INFO:root:Epoch[69] Batch [899]	Speed: 2720.586584 samples/sec	top1-err=0.464365	lr=0.160815
INFO:root:Epoch[69] Batch [949]	Speed: 2726.904115 samples/sec	top1-err=0.464347	lr=0.160601
INFO:root:Epoch[69] Batch [999]	Speed: 2699.433698 samples/sec	top1-err=0.464557	lr=0.160387
INFO:root:Epoch[69] Batch [1049]	Speed: 2717.914519 samples/sec	top1-err=0.464472	lr=0.160173
INFO:root:Epoch[69] Batch [1099]	Speed: 2715.731717 samples/sec	top1-err=0.464577	lr=0.159959
INFO:root:Epoch[69] Batch [1149]	Speed: 2733.129267 samples/sec	top1-err=0.464825	lr=0.159745
INFO:root:Epoch[69] Batch [1199]	Speed: 2715.996977 samples/sec	top1-err=0.464927	lr=0.159531
INFO:root:Epoch[69] Batch [1249]	Speed: 2744.103118 samples/sec	top1-err=0.464997	lr=0.159317
INFO:root:[Epoch 69] training: err-top1=0.464998
INFO:root:[Epoch 69] speed: 2742 samples/sec	time cost: 483.622837
INFO:root:[Epoch 69] validation: err-top1=0.440653 err-top5=0.195414
INFO:root:Epoch[70] Batch [49]	Speed: 2741.567020 samples/sec	top1-err=0.454824	lr=0.159099
INFO:root:Epoch[70] Batch [99]	Speed: 2735.831173 samples/sec	top1-err=0.456592	lr=0.158886
INFO:root:Epoch[70] Batch [149]	Speed: 2789.262777 samples/sec	top1-err=0.458717	lr=0.158672
INFO:root:Epoch[70] Batch [199]	Speed: 2795.052619 samples/sec	top1-err=0.459268	lr=0.158458
INFO:root:Epoch[70] Batch [249]	Speed: 2793.582010 samples/sec	top1-err=0.459488	lr=0.158245
INFO:root:Epoch[70] Batch [299]	Speed: 2717.417721 samples/sec	top1-err=0.459453	lr=0.158031
INFO:root:Epoch[70] Batch [349]	Speed: 2708.657652 samples/sec	top1-err=0.459420	lr=0.157818
INFO:root:Epoch[70] Batch [399]	Speed: 2757.360115 samples/sec	top1-err=0.459709	lr=0.157604
INFO:root:Epoch[70] Batch [449]	Speed: 2724.108739 samples/sec	top1-err=0.460191	lr=0.157391
INFO:root:Epoch[70] Batch [499]	Speed: 2738.305022 samples/sec	top1-err=0.460293	lr=0.157177
INFO:root:Epoch[70] Batch [549]	Speed: 2745.122689 samples/sec	top1-err=0.460769	lr=0.156964
INFO:root:Epoch[70] Batch [599]	Speed: 2749.521343 samples/sec	top1-err=0.461006	lr=0.156751
INFO:root:Epoch[70] Batch [649]	Speed: 2757.035566 samples/sec	top1-err=0.461319	lr=0.156538
INFO:root:Epoch[70] Batch [699]	Speed: 2712.857023 samples/sec	top1-err=0.461715	lr=0.156325
INFO:root:Epoch[70] Batch [749]	Speed: 2732.022930 samples/sec	top1-err=0.461548	lr=0.156112
INFO:root:Epoch[70] Batch [799]	Speed: 2782.309595 samples/sec	top1-err=0.461830	lr=0.155899
INFO:root:Epoch[70] Batch [849]	Speed: 2762.756798 samples/sec	top1-err=0.461822	lr=0.155686
INFO:root:Epoch[70] Batch [899]	Speed: 2769.369138 samples/sec	top1-err=0.461942	lr=0.155473
INFO:root:Epoch[70] Batch [949]	Speed: 2729.729384 samples/sec	top1-err=0.461913	lr=0.155260
INFO:root:Epoch[70] Batch [999]	Speed: 2758.158078 samples/sec	top1-err=0.462295	lr=0.155047
INFO:root:Epoch[70] Batch [1049]	Speed: 2735.220533 samples/sec	top1-err=0.462364	lr=0.154834
INFO:root:Epoch[70] Batch [1099]	Speed: 2721.635040 samples/sec	top1-err=0.462385	lr=0.154622
INFO:root:Epoch[70] Batch [1149]	Speed: 2755.403288 samples/sec	top1-err=0.462630	lr=0.154409
INFO:root:Epoch[70] Batch [1199]	Speed: 2716.569200 samples/sec	top1-err=0.462550	lr=0.154196
INFO:root:Epoch[70] Batch [1249]	Speed: 2787.318488 samples/sec	top1-err=0.462618	lr=0.153984
INFO:root:[Epoch 70] training: err-top1=0.462614
INFO:root:[Epoch 70] speed: 2745 samples/sec	time cost: 483.449578
INFO:root:[Epoch 70] validation: err-top1=0.432059 err-top5=0.193100
INFO:root:Epoch[71] Batch [49]	Speed: 2717.302636 samples/sec	top1-err=0.460918	lr=0.153767
INFO:root:Epoch[71] Batch [99]	Speed: 2684.105643 samples/sec	top1-err=0.459629	lr=0.153555
INFO:root:Epoch[71] Batch [149]	Speed: 2807.022019 samples/sec	top1-err=0.458353	lr=0.153342
INFO:root:Epoch[71] Batch [199]	Speed: 2731.135671 samples/sec	top1-err=0.457988	lr=0.153130
INFO:root:Epoch[71] Batch [249]	Speed: 2798.162838 samples/sec	top1-err=0.458152	lr=0.152918
INFO:root:Epoch[71] Batch [299]	Speed: 2711.382879 samples/sec	top1-err=0.458340	lr=0.152705
INFO:root:Epoch[71] Batch [349]	Speed: 2695.051151 samples/sec	top1-err=0.458195	lr=0.152493
INFO:root:Epoch[71] Batch [399]	Speed: 2798.567201 samples/sec	top1-err=0.458123	lr=0.152281
INFO:root:Epoch[71] Batch [449]	Speed: 2797.651982 samples/sec	top1-err=0.458301	lr=0.152069
INFO:root:Epoch[71] Batch [499]	Speed: 2755.967338 samples/sec	top1-err=0.458506	lr=0.151857
INFO:root:Epoch[71] Batch [549]	Speed: 2708.912169 samples/sec	top1-err=0.458762	lr=0.151645
INFO:root:Epoch[71] Batch [599]	Speed: 2754.107744 samples/sec	top1-err=0.458867	lr=0.151433
INFO:root:Epoch[71] Batch [649]	Speed: 2700.864234 samples/sec	top1-err=0.459455	lr=0.151222
INFO:root:Epoch[71] Batch [699]	Speed: 2720.608539 samples/sec	top1-err=0.459413	lr=0.151010
INFO:root:Epoch[71] Batch [749]	Speed: 2716.150978 samples/sec	top1-err=0.459401	lr=0.150798
INFO:root:Epoch[71] Batch [799]	Speed: 2750.259651 samples/sec	top1-err=0.459412	lr=0.150587
INFO:root:Epoch[71] Batch [849]	Speed: 2785.902409 samples/sec	top1-err=0.459743	lr=0.150375
INFO:root:Epoch[71] Batch [899]	Speed: 2757.570398 samples/sec	top1-err=0.460122	lr=0.150163
INFO:root:Epoch[71] Batch [949]	Speed: 2733.582485 samples/sec	top1-err=0.460457	lr=0.149952
INFO:root:Epoch[71] Batch [999]	Speed: 2765.573187 samples/sec	top1-err=0.460532	lr=0.149741
INFO:root:Epoch[71] Batch [1049]	Speed: 2726.452071 samples/sec	top1-err=0.460701	lr=0.149529
INFO:root:Epoch[71] Batch [1099]	Speed: 2743.410273 samples/sec	top1-err=0.460846	lr=0.149318
INFO:root:Epoch[71] Batch [1149]	Speed: 2700.436605 samples/sec	top1-err=0.460825	lr=0.149107
INFO:root:Epoch[71] Batch [1199]	Speed: 2766.543662 samples/sec	top1-err=0.460849	lr=0.148896
INFO:root:Epoch[71] Batch [1249]	Speed: 2745.755874 samples/sec	top1-err=0.460712	lr=0.148685
INFO:root:[Epoch 71] training: err-top1=0.460713
INFO:root:[Epoch 71] speed: 2739 samples/sec	time cost: 484.750415
INFO:root:[Epoch 71] validation: err-top1=0.439692 err-top5=0.196269
INFO:root:Epoch[72] Batch [49]	Speed: 2757.344821 samples/sec	top1-err=0.451133	lr=0.148469
INFO:root:Epoch[72] Batch [99]	Speed: 2703.613650 samples/sec	top1-err=0.450781	lr=0.148258
INFO:root:Epoch[72] Batch [149]	Speed: 2722.495531 samples/sec	top1-err=0.452702	lr=0.148047
INFO:root:Epoch[72] Batch [199]	Speed: 2780.128348 samples/sec	top1-err=0.453159	lr=0.147837
INFO:root:Epoch[72] Batch [249]	Speed: 2759.894033 samples/sec	top1-err=0.452789	lr=0.147626
INFO:root:Epoch[72] Batch [299]	Speed: 2748.925691 samples/sec	top1-err=0.453112	lr=0.147415
INFO:root:Epoch[72] Batch [349]	Speed: 2678.147418 samples/sec	top1-err=0.453923	lr=0.147204
INFO:root:Epoch[72] Batch [399]	Speed: 2716.502328 samples/sec	top1-err=0.454133	lr=0.146994
INFO:root:Epoch[72] Batch [449]	Speed: 2735.185068 samples/sec	top1-err=0.454266	lr=0.146783
INFO:root:Epoch[72] Batch [499]	Speed: 2748.272613 samples/sec	top1-err=0.454533	lr=0.146573
INFO:root:Epoch[72] Batch [549]	Speed: 2738.190500 samples/sec	top1-err=0.455053	lr=0.146362
INFO:root:Epoch[72] Batch [599]	Speed: 2733.418012 samples/sec	top1-err=0.455646	lr=0.146152
INFO:root:Epoch[72] Batch [649]	Speed: 2738.583581 samples/sec	top1-err=0.455819	lr=0.145942
INFO:root:Epoch[72] Batch [699]	Speed: 2799.938214 samples/sec	top1-err=0.455978	lr=0.145732
INFO:root:Epoch[72] Batch [749]	Speed: 2784.916105 samples/sec	top1-err=0.456141	lr=0.145521
INFO:root:Epoch[72] Batch [799]	Speed: 2756.627935 samples/sec	top1-err=0.456343	lr=0.145311
INFO:root:Epoch[72] Batch [849]	Speed: 2708.559774 samples/sec	top1-err=0.456381	lr=0.145101
INFO:root:Epoch[72] Batch [899]	Speed: 2687.499405 samples/sec	top1-err=0.456598	lr=0.144891
INFO:root:Epoch[72] Batch [949]	Speed: 2772.242800 samples/sec	top1-err=0.456662	lr=0.144682
INFO:root:Epoch[72] Batch [999]	Speed: 2659.891702 samples/sec	top1-err=0.456730	lr=0.144472
INFO:root:Epoch[72] Batch [1049]	Speed: 2797.574352 samples/sec	top1-err=0.456787	lr=0.144262
INFO:root:Epoch[72] Batch [1099]	Speed: 2776.981399 samples/sec	top1-err=0.456880	lr=0.144052
INFO:root:Epoch[72] Batch [1149]	Speed: 2811.855033 samples/sec	top1-err=0.456805	lr=0.143843
INFO:root:Epoch[72] Batch [1199]	Speed: 2696.092437 samples/sec	top1-err=0.456952	lr=0.143633
INFO:root:Epoch[72] Batch [1249]	Speed: 2768.992913 samples/sec	top1-err=0.457093	lr=0.143424
INFO:root:[Epoch 72] training: err-top1=0.457095
INFO:root:[Epoch 72] speed: 2739 samples/sec	time cost: 484.370761
INFO:root:[Epoch 72] validation: err-top1=0.426977 err-top5=0.185527
INFO:root:Epoch[73] Batch [49]	Speed: 2698.194781 samples/sec	top1-err=0.448047	lr=0.143210
INFO:root:Epoch[73] Batch [99]	Speed: 2711.736728 samples/sec	top1-err=0.446963	lr=0.143001
INFO:root:Epoch[73] Batch [149]	Speed: 2713.029827 samples/sec	top1-err=0.449115	lr=0.142791
INFO:root:Epoch[73] Batch [199]	Speed: 2780.964754 samples/sec	top1-err=0.450718	lr=0.142582
INFO:root:Epoch[73] Batch [249]	Speed: 2781.602153 samples/sec	top1-err=0.451219	lr=0.142373
INFO:root:Epoch[73] Batch [299]	Speed: 2754.686210 samples/sec	top1-err=0.452181	lr=0.142164
INFO:root:Epoch[73] Batch [349]	Speed: 2755.498182 samples/sec	top1-err=0.452539	lr=0.141955
INFO:root:Epoch[73] Batch [399]	Speed: 2743.281235 samples/sec	top1-err=0.452922	lr=0.141746
INFO:root:Epoch[73] Batch [449]	Speed: 2772.832813 samples/sec	top1-err=0.453045	lr=0.141537
INFO:root:Epoch[73] Batch [499]	Speed: 2742.301656 samples/sec	top1-err=0.453096	lr=0.141328
INFO:root:Epoch[73] Batch [549]	Speed: 2718.899263 samples/sec	top1-err=0.453525	lr=0.141120
INFO:root:Epoch[73] Batch [599]	Speed: 2706.486106 samples/sec	top1-err=0.453965	lr=0.140911
INFO:root:Epoch[73] Batch [649]	Speed: 2731.845926 samples/sec	top1-err=0.454377	lr=0.140702
INFO:root:Epoch[73] Batch [699]	Speed: 2690.836820 samples/sec	top1-err=0.454215	lr=0.140494
INFO:root:Epoch[73] Batch [749]	Speed: 2797.457115 samples/sec	top1-err=0.454290	lr=0.140285
INFO:root:Epoch[73] Batch [799]	Speed: 2776.986965 samples/sec	top1-err=0.454197	lr=0.140077
INFO:root:Epoch[73] Batch [849]	Speed: 2719.564317 samples/sec	top1-err=0.454283	lr=0.139869
INFO:root:Epoch[73] Batch [899]	Speed: 2748.276166 samples/sec	top1-err=0.454290	lr=0.139661
INFO:root:Epoch[73] Batch [949]	Speed: 2785.743578 samples/sec	top1-err=0.454332	lr=0.139452
INFO:root:Epoch[73] Batch [999]	Speed: 2738.238507 samples/sec	top1-err=0.454405	lr=0.139244
INFO:root:Epoch[73] Batch [1049]	Speed: 2700.605555 samples/sec	top1-err=0.454506	lr=0.139036
INFO:root:Epoch[73] Batch [1099]	Speed: 2796.087364 samples/sec	top1-err=0.454624	lr=0.138828
INFO:root:Epoch[73] Batch [1149]	Speed: 2751.506521 samples/sec	top1-err=0.454928	lr=0.138620
INFO:root:Epoch[73] Batch [1199]	Speed: 2717.788144 samples/sec	top1-err=0.455024	lr=0.138413
INFO:root:Epoch[73] Batch [1249]	Speed: 2756.301612 samples/sec	top1-err=0.455263	lr=0.138205
INFO:root:[Epoch 73] training: err-top1=0.455259
INFO:root:[Epoch 73] speed: 2740 samples/sec	time cost: 484.116121
INFO:root:[Epoch 73] validation: err-top1=0.426419 err-top5=0.185108
INFO:root:Epoch[74] Batch [49]	Speed: 2714.066429 samples/sec	top1-err=0.447617	lr=0.137993
INFO:root:Epoch[74] Batch [99]	Speed: 2750.307202 samples/sec	top1-err=0.446064	lr=0.137786
INFO:root:Epoch[74] Batch [149]	Speed: 2761.204720 samples/sec	top1-err=0.447070	lr=0.137578
INFO:root:Epoch[74] Batch [199]	Speed: 2744.953772 samples/sec	top1-err=0.447271	lr=0.137371
INFO:root:Epoch[74] Batch [249]	Speed: 2707.679527 samples/sec	top1-err=0.448398	lr=0.137163
INFO:root:Epoch[74] Batch [299]	Speed: 2752.188789 samples/sec	top1-err=0.448649	lr=0.136956
INFO:root:Epoch[74] Batch [349]	Speed: 2747.036824 samples/sec	top1-err=0.449372	lr=0.136749
INFO:root:Epoch[74] Batch [399]	Speed: 2763.755244 samples/sec	top1-err=0.449724	lr=0.136542
INFO:root:Epoch[74] Batch [449]	Speed: 2731.634927 samples/sec	top1-err=0.450380	lr=0.136335
INFO:root:Epoch[74] Batch [499]	Speed: 2762.084308 samples/sec	top1-err=0.449936	lr=0.136128
INFO:root:Epoch[74] Batch [549]	Speed: 2725.550022 samples/sec	top1-err=0.450048	lr=0.135921
INFO:root:Epoch[74] Batch [599]	Speed: 2753.788515 samples/sec	top1-err=0.449971	lr=0.135714
INFO:root:Epoch[74] Batch [649]	Speed: 2777.276324 samples/sec	top1-err=0.450102	lr=0.135507
INFO:root:Epoch[74] Batch [699]	Speed: 2766.396117 samples/sec	top1-err=0.450264	lr=0.135301
INFO:root:Epoch[74] Batch [749]	Speed: 2771.607966 samples/sec	top1-err=0.450565	lr=0.135094
INFO:root:Epoch[74] Batch [799]	Speed: 2765.107378 samples/sec	top1-err=0.450656	lr=0.134887
INFO:root:Epoch[74] Batch [849]	Speed: 2778.740777 samples/sec	top1-err=0.450856	lr=0.134681
INFO:root:Epoch[74] Batch [899]	Speed: 2786.044632 samples/sec	top1-err=0.451015	lr=0.134475
INFO:root:Epoch[74] Batch [949]	Speed: 2708.437000 samples/sec	top1-err=0.450990	lr=0.134268
INFO:root:Epoch[74] Batch [999]	Speed: 2749.914762 samples/sec	top1-err=0.451054	lr=0.134062
INFO:root:Epoch[74] Batch [1049]	Speed: 2691.513245 samples/sec	top1-err=0.451230	lr=0.133856
INFO:root:Epoch[74] Batch [1099]	Speed: 2802.951283 samples/sec	top1-err=0.451286	lr=0.133650
INFO:root:Epoch[74] Batch [1149]	Speed: 2737.110029 samples/sec	top1-err=0.451521	lr=0.133444
INFO:root:Epoch[74] Batch [1199]	Speed: 2726.479659 samples/sec	top1-err=0.451695	lr=0.133238
INFO:root:Epoch[74] Batch [1249]	Speed: 2677.784515 samples/sec	top1-err=0.451889	lr=0.133032
INFO:root:[Epoch 74] training: err-top1=0.451897
INFO:root:[Epoch 74] speed: 2743 samples/sec	time cost: 483.786695
INFO:root:[Epoch 74] validation: err-top1=0.431940 err-top5=0.190768
INFO:root:Epoch[75] Batch [49]	Speed: 2805.272866 samples/sec	top1-err=0.444824	lr=0.132822
INFO:root:Epoch[75] Batch [99]	Speed: 2747.539204 samples/sec	top1-err=0.444990	lr=0.132617
INFO:root:Epoch[75] Batch [149]	Speed: 2756.950193 samples/sec	top1-err=0.446146	lr=0.132411
INFO:root:Epoch[75] Batch [199]	Speed: 2765.441024 samples/sec	top1-err=0.447290	lr=0.132206
INFO:root:Epoch[75] Batch [249]	Speed: 2692.381998 samples/sec	top1-err=0.447414	lr=0.132000
INFO:root:Epoch[75] Batch [299]	Speed: 2790.527903 samples/sec	top1-err=0.447305	lr=0.131795
INFO:root:Epoch[75] Batch [349]	Speed: 2775.516468 samples/sec	top1-err=0.447439	lr=0.131590
INFO:root:Epoch[75] Batch [399]	Speed: 2824.977825 samples/sec	top1-err=0.447346	lr=0.131385
INFO:root:Epoch[75] Batch [449]	Speed: 2752.501120 samples/sec	top1-err=0.447500	lr=0.131180
INFO:root:Epoch[75] Batch [499]	Speed: 2776.968292 samples/sec	top1-err=0.447879	lr=0.130975
INFO:root:Epoch[75] Batch [549]	Speed: 2741.492262 samples/sec	top1-err=0.447987	lr=0.130770
INFO:root:Epoch[75] Batch [599]	Speed: 2798.523145 samples/sec	top1-err=0.448092	lr=0.130565
INFO:root:Epoch[75] Batch [649]	Speed: 2740.459263 samples/sec	top1-err=0.448260	lr=0.130360
INFO:root:Epoch[75] Batch [699]	Speed: 2725.700680 samples/sec	top1-err=0.448387	lr=0.130155
INFO:root:Epoch[75] Batch [749]	Speed: 2746.564521 samples/sec	top1-err=0.448431	lr=0.129951
INFO:root:Epoch[75] Batch [799]	Speed: 2801.205664 samples/sec	top1-err=0.448516	lr=0.129746
INFO:root:Epoch[75] Batch [849]	Speed: 2863.171350 samples/sec	top1-err=0.448736	lr=0.129542
INFO:root:Epoch[75] Batch [899]	Speed: 2762.565056 samples/sec	top1-err=0.448764	lr=0.129338
INFO:root:Epoch[75] Batch [949]	Speed: 2707.509725 samples/sec	top1-err=0.448881	lr=0.129133
INFO:root:Epoch[75] Batch [999]	Speed: 2767.934309 samples/sec	top1-err=0.449031	lr=0.128929
INFO:root:Epoch[75] Batch [1049]	Speed: 2783.603851 samples/sec	top1-err=0.449060	lr=0.128725
INFO:root:Epoch[75] Batch [1099]	Speed: 2756.119962 samples/sec	top1-err=0.449060	lr=0.128521
INFO:root:Epoch[75] Batch [1149]	Speed: 2780.754345 samples/sec	top1-err=0.449208	lr=0.128317
INFO:root:Epoch[75] Batch [1199]	Speed: 2800.281671 samples/sec	top1-err=0.449471	lr=0.128113
INFO:root:Epoch[75] Batch [1249]	Speed: 2772.253894 samples/sec	top1-err=0.449785	lr=0.127910
INFO:root:[Epoch 75] training: err-top1=0.449785
INFO:root:[Epoch 75] speed: 2766 samples/sec	time cost: 480.000934
INFO:root:[Epoch 75] validation: err-top1=0.417887 err-top5=0.178894
INFO:root:Epoch[76] Batch [49]	Speed: 2761.917418 samples/sec	top1-err=0.439746	lr=0.127702
INFO:root:Epoch[76] Batch [99]	Speed: 2767.365457 samples/sec	top1-err=0.440488	lr=0.127498
INFO:root:Epoch[76] Batch [149]	Speed: 2770.148447 samples/sec	top1-err=0.441608	lr=0.127295
INFO:root:Epoch[76] Batch [199]	Speed: 2805.266124 samples/sec	top1-err=0.442529	lr=0.127092
INFO:root:Epoch[76] Batch [249]	Speed: 2835.169337 samples/sec	top1-err=0.443227	lr=0.126888
INFO:root:Epoch[76] Batch [299]	Speed: 2802.528280 samples/sec	top1-err=0.444115	lr=0.126685
INFO:root:Epoch[76] Batch [349]	Speed: 2801.736022 samples/sec	top1-err=0.444621	lr=0.126482
INFO:root:Epoch[76] Batch [399]	Speed: 2678.448213 samples/sec	top1-err=0.444963	lr=0.126279
INFO:root:Epoch[76] Batch [449]	Speed: 2731.843354 samples/sec	top1-err=0.445048	lr=0.126076
INFO:root:Epoch[76] Batch [499]	Speed: 2797.520670 samples/sec	top1-err=0.445492	lr=0.125873
INFO:root:Epoch[76] Batch [549]	Speed: 2784.816719 samples/sec	top1-err=0.445540	lr=0.125670
INFO:root:Epoch[76] Batch [599]	Speed: 2704.826956 samples/sec	top1-err=0.445768	lr=0.125468
INFO:root:Epoch[76] Batch [649]	Speed: 2763.457779 samples/sec	top1-err=0.446046	lr=0.125265
INFO:root:Epoch[76] Batch [699]	Speed: 2707.202810 samples/sec	top1-err=0.446410	lr=0.125062
INFO:root:Epoch[76] Batch [749]	Speed: 2729.547195 samples/sec	top1-err=0.446328	lr=0.124860
INFO:root:Epoch[76] Batch [799]	Speed: 2711.015945 samples/sec	top1-err=0.446317	lr=0.124658
INFO:root:Epoch[76] Batch [849]	Speed: 2713.532634 samples/sec	top1-err=0.446534	lr=0.124455
INFO:root:Epoch[76] Batch [899]	Speed: 2738.281872 samples/sec	top1-err=0.446664	lr=0.124253
INFO:root:Epoch[76] Batch [949]	Speed: 2724.750277 samples/sec	top1-err=0.446914	lr=0.124051
INFO:root:Epoch[76] Batch [999]	Speed: 2782.718620 samples/sec	top1-err=0.446977	lr=0.123849
INFO:root:Epoch[76] Batch [1049]	Speed: 2802.123356 samples/sec	top1-err=0.447320	lr=0.123647
INFO:root:Epoch[76] Batch [1099]	Speed: 2714.722910 samples/sec	top1-err=0.447413	lr=0.123446
INFO:root:Epoch[76] Batch [1149]	Speed: 2760.901556 samples/sec	top1-err=0.447531	lr=0.123244
INFO:root:Epoch[76] Batch [1199]	Speed: 2765.870824 samples/sec	top1-err=0.447627	lr=0.123042
INFO:root:Epoch[76] Batch [1249]	Speed: 2707.078863 samples/sec	top1-err=0.447702	lr=0.122841
INFO:root:[Epoch 76] training: err-top1=0.447690
INFO:root:[Epoch 76] speed: 2751 samples/sec	time cost: 482.654136
INFO:root:[Epoch 76] validation: err-top1=0.412089 err-top5=0.176857
INFO:root:Epoch[77] Batch [49]	Speed: 2685.171557 samples/sec	top1-err=0.438320	lr=0.122635
INFO:root:Epoch[77] Batch [99]	Speed: 2765.719184 samples/sec	top1-err=0.437109	lr=0.122434
INFO:root:Epoch[77] Batch [149]	Speed: 2694.928449 samples/sec	top1-err=0.438548	lr=0.122233
INFO:root:Epoch[77] Batch [199]	Speed: 2773.673539 samples/sec	top1-err=0.439692	lr=0.122032
INFO:root:Epoch[77] Batch [249]	Speed: 2753.266939 samples/sec	top1-err=0.440398	lr=0.121831
INFO:root:Epoch[77] Batch [299]	Speed: 2727.795002 samples/sec	top1-err=0.441087	lr=0.121630
INFO:root:Epoch[77] Batch [349]	Speed: 2731.357293 samples/sec	top1-err=0.441546	lr=0.121429
INFO:root:Epoch[77] Batch [399]	Speed: 2719.220576 samples/sec	top1-err=0.441809	lr=0.121228
INFO:root:Epoch[77] Batch [449]	Speed: 2828.443460 samples/sec	top1-err=0.442105	lr=0.121027
INFO:root:Epoch[77] Batch [499]	Speed: 2749.041570 samples/sec	top1-err=0.442270	lr=0.120827
INFO:root:Epoch[77] Batch [549]	Speed: 2754.844806 samples/sec	top1-err=0.442498	lr=0.120626
INFO:root:Epoch[77] Batch [599]	Speed: 2718.769630 samples/sec	top1-err=0.442782	lr=0.120426
INFO:root:Epoch[77] Batch [649]	Speed: 2780.984994 samples/sec	top1-err=0.443128	lr=0.120226
INFO:root:Epoch[77] Batch [699]	Speed: 2779.626358 samples/sec	top1-err=0.443324	lr=0.120025
INFO:root:Epoch[77] Batch [749]	Speed: 2741.962822 samples/sec	top1-err=0.443831	lr=0.119825
INFO:root:Epoch[77] Batch [799]	Speed: 2793.102396 samples/sec	top1-err=0.443834	lr=0.119625
INFO:root:Epoch[77] Batch [849]	Speed: 2809.835859 samples/sec	top1-err=0.443965	lr=0.119425
INFO:root:Epoch[77] Batch [899]	Speed: 2711.872609 samples/sec	top1-err=0.444248	lr=0.119226
INFO:root:Epoch[77] Batch [949]	Speed: 2801.833988 samples/sec	top1-err=0.444435	lr=0.119026
INFO:root:Epoch[77] Batch [999]	Speed: 2786.790102 samples/sec	top1-err=0.444473	lr=0.118826
INFO:root:Epoch[77] Batch [1049]	Speed: 2806.646571 samples/sec	top1-err=0.444704	lr=0.118627
INFO:root:Epoch[77] Batch [1099]	Speed: 2763.295950 samples/sec	top1-err=0.444723	lr=0.118427
INFO:root:Epoch[77] Batch [1149]	Speed: 2756.164037 samples/sec	top1-err=0.444912	lr=0.118228
INFO:root:Epoch[77] Batch [1199]	Speed: 2792.372136 samples/sec	top1-err=0.444786	lr=0.118029
INFO:root:Epoch[77] Batch [1249]	Speed: 2768.358424 samples/sec	top1-err=0.444777	lr=0.117830
INFO:root:[Epoch 77] training: err-top1=0.444784
INFO:root:[Epoch 77] speed: 2756 samples/sec	time cost: 481.471226
INFO:root:[Epoch 77] validation: err-top1=0.402942 err-top5=0.165637
INFO:root:Epoch[78] Batch [49]	Speed: 2746.883974 samples/sec	top1-err=0.431699	lr=0.117627
INFO:root:Epoch[78] Batch [99]	Speed: 2763.654553 samples/sec	top1-err=0.432490	lr=0.117428
INFO:root:Epoch[78] Batch [149]	Speed: 2731.980493 samples/sec	top1-err=0.434036	lr=0.117229
INFO:root:Epoch[78] Batch [199]	Speed: 2779.705872 samples/sec	top1-err=0.435410	lr=0.117030
INFO:root:Epoch[78] Batch [249]	Speed: 2735.978403 samples/sec	top1-err=0.435887	lr=0.116831
INFO:root:Epoch[78] Batch [299]	Speed: 2784.212463 samples/sec	top1-err=0.436745	lr=0.116633
INFO:root:Epoch[78] Batch [349]	Speed: 2729.585741 samples/sec	top1-err=0.437369	lr=0.116434
INFO:root:Epoch[78] Batch [399]	Speed: 2706.349366 samples/sec	top1-err=0.438030	lr=0.116236
INFO:root:Epoch[78] Batch [449]	Speed: 2778.452336 samples/sec	top1-err=0.438279	lr=0.116038
INFO:root:Epoch[78] Batch [499]	Speed: 2805.359242 samples/sec	top1-err=0.438934	lr=0.115840
INFO:root:Epoch[78] Batch [549]	Speed: 2800.174138 samples/sec	top1-err=0.439219	lr=0.115642
INFO:root:Epoch[78] Batch [599]	Speed: 2695.813757 samples/sec	top1-err=0.439033	lr=0.115444
INFO:root:Epoch[78] Batch [649]	Speed: 2775.539067 samples/sec	top1-err=0.439330	lr=0.115246
INFO:root:Epoch[78] Batch [699]	Speed: 2763.115083 samples/sec	top1-err=0.439809	lr=0.115048
INFO:root:Epoch[78] Batch [749]	Speed: 2806.355021 samples/sec	top1-err=0.439911	lr=0.114850
INFO:root:Epoch[78] Batch [799]	Speed: 2801.843200 samples/sec	top1-err=0.440092	lr=0.114653
INFO:root:Epoch[78] Batch [849]	Speed: 2741.578570 samples/sec	top1-err=0.440223	lr=0.114455
INFO:root:Epoch[78] Batch [899]	Speed: 2738.027218 samples/sec	top1-err=0.440409	lr=0.114258
INFO:root:Epoch[78] Batch [949]	Speed: 2723.510746 samples/sec	top1-err=0.440545	lr=0.114061
INFO:root:Epoch[78] Batch [999]	Speed: 2685.286052 samples/sec	top1-err=0.440565	lr=0.113864
INFO:root:Epoch[78] Batch [1049]	Speed: 2747.101975 samples/sec	top1-err=0.440450	lr=0.113667
INFO:root:Epoch[78] Batch [1099]	Speed: 2752.240710 samples/sec	top1-err=0.440383	lr=0.113470
INFO:root:Epoch[78] Batch [1149]	Speed: 2808.839298 samples/sec	top1-err=0.440510	lr=0.113273
INFO:root:Epoch[78] Batch [1199]	Speed: 2735.002708 samples/sec	top1-err=0.440472	lr=0.113076
INFO:root:Epoch[78] Batch [1249]	Speed: 2744.810837 samples/sec	top1-err=0.440578	lr=0.112880
INFO:root:[Epoch 78] training: err-top1=0.440579
INFO:root:[Epoch 78] speed: 2752 samples/sec	time cost: 482.634659
INFO:root:[Epoch 78] validation: err-top1=0.410077 err-top5=0.175442
INFO:root:Epoch[79] Batch [49]	Speed: 2733.955171 samples/sec	top1-err=0.436582	lr=0.112679
INFO:root:Epoch[79] Batch [99]	Speed: 2763.379902 samples/sec	top1-err=0.436836	lr=0.112483
INFO:root:Epoch[79] Batch [149]	Speed: 2787.807808 samples/sec	top1-err=0.436927	lr=0.112287
INFO:root:Epoch[79] Batch [199]	Speed: 2730.547679 samples/sec	top1-err=0.436641	lr=0.112090
INFO:root:Epoch[79] Batch [249]	Speed: 2713.694996 samples/sec	top1-err=0.436410	lr=0.111894
INFO:root:Epoch[79] Batch [299]	Speed: 2744.215926 samples/sec	top1-err=0.436152	lr=0.111698
INFO:root:Epoch[79] Batch [349]	Speed: 2796.888924 samples/sec	top1-err=0.436183	lr=0.111502
INFO:root:Epoch[79] Batch [399]	Speed: 2779.894531 samples/sec	top1-err=0.436458	lr=0.111307
INFO:root:Epoch[79] Batch [449]	Speed: 2752.316902 samples/sec	top1-err=0.436695	lr=0.111111
INFO:root:Epoch[79] Batch [499]	Speed: 2749.571087 samples/sec	top1-err=0.437479	lr=0.110915
INFO:root:Epoch[79] Batch [549]	Speed: 2789.599670 samples/sec	top1-err=0.437219	lr=0.110720
INFO:root:Epoch[79] Batch [599]	Speed: 2796.989028 samples/sec	top1-err=0.437298	lr=0.110525
INFO:root:Epoch[79] Batch [649]	Speed: 2750.898168 samples/sec	top1-err=0.437338	lr=0.110329
INFO:root:Epoch[79] Batch [699]	Speed: 2738.044219 samples/sec	top1-err=0.437599	lr=0.110134
INFO:root:Epoch[79] Batch [749]	Speed: 2802.404958 samples/sec	top1-err=0.438065	lr=0.109939
INFO:root:Epoch[79] Batch [799]	Speed: 2697.699066 samples/sec	top1-err=0.438357	lr=0.109744
INFO:root:Epoch[79] Batch [849]	Speed: 2764.758863 samples/sec	top1-err=0.438428	lr=0.109549
INFO:root:Epoch[79] Batch [899]	Speed: 2789.047308 samples/sec	top1-err=0.438668	lr=0.109355
INFO:root:Epoch[79] Batch [949]	Speed: 2713.165529 samples/sec	top1-err=0.438636	lr=0.109160
INFO:root:Epoch[79] Batch [999]	Speed: 2717.611844 samples/sec	top1-err=0.438647	lr=0.108966
INFO:root:Epoch[79] Batch [1049]	Speed: 2722.668565 samples/sec	top1-err=0.438622	lr=0.108771
INFO:root:Epoch[79] Batch [1099]	Speed: 2769.004302 samples/sec	top1-err=0.438596	lr=0.108577
INFO:root:Epoch[79] Batch [1149]	Speed: 2824.469761 samples/sec	top1-err=0.438556	lr=0.108383
INFO:root:Epoch[79] Batch [1199]	Speed: 2776.794931 samples/sec	top1-err=0.438637	lr=0.108189
INFO:root:Epoch[79] Batch [1249]	Speed: 2830.774309 samples/sec	top1-err=0.438527	lr=0.107995
INFO:root:[Epoch 79] training: err-top1=0.438546
INFO:root:[Epoch 79] speed: 2757 samples/sec	time cost: 481.066231
INFO:root:[Epoch 79] validation: err-top1=0.412528 err-top5=0.179030
INFO:root:Epoch[80] Batch [49]	Speed: 2752.944658 samples/sec	top1-err=0.425820	lr=0.107797
INFO:root:Epoch[80] Batch [99]	Speed: 2754.027885 samples/sec	top1-err=0.426992	lr=0.107603
INFO:root:Epoch[80] Batch [149]	Speed: 2748.537726 samples/sec	top1-err=0.430495	lr=0.107410
INFO:root:Epoch[80] Batch [199]	Speed: 2795.238928 samples/sec	top1-err=0.430474	lr=0.107216
INFO:root:Epoch[80] Batch [249]	Speed: 2755.873579 samples/sec	top1-err=0.429652	lr=0.107023
INFO:root:Epoch[80] Batch [299]	Speed: 2781.210710 samples/sec	top1-err=0.430270	lr=0.106830
INFO:root:Epoch[80] Batch [349]	Speed: 2759.235734 samples/sec	top1-err=0.431763	lr=0.106636
INFO:root:Epoch[80] Batch [399]	Speed: 2756.956104 samples/sec	top1-err=0.432205	lr=0.106443
INFO:root:Epoch[80] Batch [449]	Speed: 2704.238692 samples/sec	top1-err=0.432535	lr=0.106250
INFO:root:Epoch[80] Batch [499]	Speed: 2752.252527 samples/sec	top1-err=0.432537	lr=0.106057
INFO:root:Epoch[80] Batch [549]	Speed: 2738.978103 samples/sec	top1-err=0.432670	lr=0.105865
INFO:root:Epoch[80] Batch [599]	Speed: 2764.763205 samples/sec	top1-err=0.432580	lr=0.105672
INFO:root:Epoch[80] Batch [649]	Speed: 2804.229628 samples/sec	top1-err=0.433113	lr=0.105480
INFO:root:Epoch[80] Batch [699]	Speed: 2762.175648 samples/sec	top1-err=0.433478	lr=0.105287
INFO:root:Epoch[80] Batch [749]	Speed: 2747.628846 samples/sec	top1-err=0.433839	lr=0.105095
INFO:root:Epoch[80] Batch [799]	Speed: 2743.576826 samples/sec	top1-err=0.433992	lr=0.104903
INFO:root:Epoch[80] Batch [849]	Speed: 2765.506125 samples/sec	top1-err=0.434249	lr=0.104711
INFO:root:Epoch[80] Batch [899]	Speed: 2708.461629 samples/sec	top1-err=0.434322	lr=0.104519
INFO:root:Epoch[80] Batch [949]	Speed: 2788.990330 samples/sec	top1-err=0.434696	lr=0.104327
INFO:root:Epoch[80] Batch [999]	Speed: 2738.240986 samples/sec	top1-err=0.434906	lr=0.104135
INFO:root:Epoch[80] Batch [1049]	Speed: 2778.504497 samples/sec	top1-err=0.435112	lr=0.103944
INFO:root:Epoch[80] Batch [1099]	Speed: 2708.781744 samples/sec	top1-err=0.435403	lr=0.103752
INFO:root:Epoch[80] Batch [1149]	Speed: 2767.109109 samples/sec	top1-err=0.435707	lr=0.103561
INFO:root:Epoch[80] Batch [1199]	Speed: 2736.139802 samples/sec	top1-err=0.435727	lr=0.103370
INFO:root:Epoch[80] Batch [1249]	Speed: 2744.850587 samples/sec	top1-err=0.435753	lr=0.103178
INFO:root:[Epoch 80] training: err-top1=0.435751
INFO:root:[Epoch 80] speed: 2751 samples/sec	time cost: 482.406953
INFO:root:[Epoch 80] validation: err-top1=0.404217 err-top5=0.172533
INFO:root:Epoch[81] Batch [49]	Speed: 2748.707858 samples/sec	top1-err=0.428867	lr=0.102984
INFO:root:Epoch[81] Batch [99]	Speed: 2725.269612 samples/sec	top1-err=0.427617	lr=0.102793
INFO:root:Epoch[81] Batch [149]	Speed: 2721.358918 samples/sec	top1-err=0.431061	lr=0.102602
INFO:root:Epoch[81] Batch [199]	Speed: 2730.478798 samples/sec	top1-err=0.430698	lr=0.102411
INFO:root:Epoch[81] Batch [249]	Speed: 2803.331561 samples/sec	top1-err=0.431410	lr=0.102221
INFO:root:Epoch[81] Batch [299]	Speed: 2803.983575 samples/sec	top1-err=0.431429	lr=0.102030
INFO:root:Epoch[81] Batch [349]	Speed: 2753.270504 samples/sec	top1-err=0.430882	lr=0.101840
INFO:root:Epoch[81] Batch [399]	Speed: 2777.523999 samples/sec	top1-err=0.430986	lr=0.101650
INFO:root:Epoch[81] Batch [449]	Speed: 2770.212161 samples/sec	top1-err=0.431313	lr=0.101460
INFO:root:Epoch[81] Batch [499]	Speed: 2803.454671 samples/sec	top1-err=0.431305	lr=0.101270
INFO:root:Epoch[81] Batch [549]	Speed: 2752.258311 samples/sec	top1-err=0.431181	lr=0.101080
INFO:root:Epoch[81] Batch [599]	Speed: 2774.504703 samples/sec	top1-err=0.431066	lr=0.100890
INFO:root:Epoch[81] Batch [649]	Speed: 2748.609421 samples/sec	top1-err=0.431286	lr=0.100701
INFO:root:Epoch[81] Batch [699]	Speed: 2746.185897 samples/sec	top1-err=0.431482	lr=0.100511
INFO:root:Epoch[81] Batch [749]	Speed: 2766.032491 samples/sec	top1-err=0.431818	lr=0.100322
INFO:root:Epoch[81] Batch [799]	Speed: 2746.924065 samples/sec	top1-err=0.432255	lr=0.100132
INFO:root:Epoch[81] Batch [849]	Speed: 2785.731291 samples/sec	top1-err=0.432555	lr=0.099943
INFO:root:Epoch[81] Batch [899]	Speed: 2796.146744 samples/sec	top1-err=0.432767	lr=0.099754
INFO:root:Epoch[81] Batch [949]	Speed: 2779.477379 samples/sec	top1-err=0.432880	lr=0.099565
INFO:root:Epoch[81] Batch [999]	Speed: 2744.712574 samples/sec	top1-err=0.432978	lr=0.099377
INFO:root:Epoch[81] Batch [1049]	Speed: 2740.917119 samples/sec	top1-err=0.433040	lr=0.099188
INFO:root:Epoch[81] Batch [1099]	Speed: 2762.934062 samples/sec	top1-err=0.433208	lr=0.098999
INFO:root:Epoch[81] Batch [1149]	Speed: 2810.707675 samples/sec	top1-err=0.433189	lr=0.098811
INFO:root:Epoch[81] Batch [1199]	Speed: 2735.844801 samples/sec	top1-err=0.433368	lr=0.098623
INFO:root:Epoch[81] Batch [1249]	Speed: 2755.349303 samples/sec	top1-err=0.433495	lr=0.098434
INFO:root:[Epoch 81] training: err-top1=0.433484
INFO:root:[Epoch 81] speed: 2760 samples/sec	time cost: 480.938892
INFO:root:[Epoch 81] validation: err-top1=0.396525 err-top5=0.167033
INFO:root:Epoch[82] Batch [49]	Speed: 2769.433281 samples/sec	top1-err=0.426582	lr=0.098243
INFO:root:Epoch[82] Batch [99]	Speed: 2791.788369 samples/sec	top1-err=0.426973	lr=0.098055
INFO:root:Epoch[82] Batch [149]	Speed: 2751.531199 samples/sec	top1-err=0.428027	lr=0.097867
INFO:root:Epoch[82] Batch [199]	Speed: 2764.846215 samples/sec	top1-err=0.427490	lr=0.097679
INFO:root:Epoch[82] Batch [249]	Speed: 2699.319995 samples/sec	top1-err=0.427461	lr=0.097492
INFO:root:Epoch[82] Batch [299]	Speed: 2777.702122 samples/sec	top1-err=0.426999	lr=0.097304
INFO:root:Epoch[82] Batch [349]	Speed: 2748.893986 samples/sec	top1-err=0.427232	lr=0.097117
INFO:root:Epoch[82] Batch [399]	Speed: 2741.316863 samples/sec	top1-err=0.427153	lr=0.096930
INFO:root:Epoch[82] Batch [449]	Speed: 2742.196009 samples/sec	top1-err=0.427261	lr=0.096743
INFO:root:Epoch[82] Batch [499]	Speed: 2734.793206 samples/sec	top1-err=0.427252	lr=0.096556
INFO:root:Epoch[82] Batch [549]	Speed: 2780.629764 samples/sec	top1-err=0.427811	lr=0.096369
INFO:root:Epoch[82] Batch [599]	Speed: 2729.792259 samples/sec	top1-err=0.427845	lr=0.096182
INFO:root:Epoch[82] Batch [649]	Speed: 2749.184312 samples/sec	top1-err=0.427825	lr=0.095996
INFO:root:Epoch[82] Batch [699]	Speed: 2795.431375 samples/sec	top1-err=0.428039	lr=0.095809
INFO:root:Epoch[82] Batch [749]	Speed: 2730.725522 samples/sec	top1-err=0.428198	lr=0.095623
INFO:root:Epoch[82] Batch [799]	Speed: 2771.413062 samples/sec	top1-err=0.428420	lr=0.095437
INFO:root:Epoch[82] Batch [849]	Speed: 2757.362346 samples/sec	top1-err=0.428502	lr=0.095250
INFO:root:Epoch[82] Batch [899]	Speed: 2791.779405 samples/sec	top1-err=0.428778	lr=0.095064
INFO:root:Epoch[82] Batch [949]	Speed: 2764.193735 samples/sec	top1-err=0.429024	lr=0.094879
INFO:root:Epoch[82] Batch [999]	Speed: 2691.826566 samples/sec	top1-err=0.429098	lr=0.094693
INFO:root:Epoch[82] Batch [1049]	Speed: 2800.716378 samples/sec	top1-err=0.429396	lr=0.094507
INFO:root:Epoch[82] Batch [1099]	Speed: 2756.775182 samples/sec	top1-err=0.429694	lr=0.094322
INFO:root:Epoch[82] Batch [1149]	Speed: 2718.136099 samples/sec	top1-err=0.429766	lr=0.094137
INFO:root:Epoch[82] Batch [1199]	Speed: 2810.353602 samples/sec	top1-err=0.429899	lr=0.093951
INFO:root:Epoch[82] Batch [1249]	Speed: 2762.042139 samples/sec	top1-err=0.429920	lr=0.093766
INFO:root:[Epoch 82] training: err-top1=0.429920
INFO:root:[Epoch 82] speed: 2754 samples/sec	time cost: 481.989435
INFO:root:[Epoch 82] validation: err-top1=0.405971 err-top5=0.172114
INFO:root:Epoch[83] Batch [49]	Speed: 2739.878646 samples/sec	top1-err=0.422637	lr=0.093578
INFO:root:Epoch[83] Batch [99]	Speed: 2764.498975 samples/sec	top1-err=0.422070	lr=0.093393
INFO:root:Epoch[83] Batch [149]	Speed: 2748.052985 samples/sec	top1-err=0.422715	lr=0.093208
INFO:root:Epoch[83] Batch [199]	Speed: 2799.197152 samples/sec	top1-err=0.423687	lr=0.093024
INFO:root:Epoch[83] Batch [249]	Speed: 2764.217787 samples/sec	top1-err=0.423352	lr=0.092839
INFO:root:Epoch[83] Batch [299]	Speed: 2782.823121 samples/sec	top1-err=0.423743	lr=0.092655
INFO:root:Epoch[83] Batch [349]	Speed: 2735.379857 samples/sec	top1-err=0.424403	lr=0.092471
INFO:root:Epoch[83] Batch [399]	Speed: 2675.484893 samples/sec	top1-err=0.424929	lr=0.092287
INFO:root:Epoch[83] Batch [449]	Speed: 2783.584908 samples/sec	top1-err=0.424820	lr=0.092103
INFO:root:Epoch[83] Batch [499]	Speed: 2771.898745 samples/sec	top1-err=0.424742	lr=0.091919
INFO:root:Epoch[83] Batch [549]	Speed: 2792.775444 samples/sec	top1-err=0.424812	lr=0.091735
INFO:root:Epoch[83] Batch [599]	Speed: 2738.726567 samples/sec	top1-err=0.424901	lr=0.091552
INFO:root:Epoch[83] Batch [649]	Speed: 2734.084655 samples/sec	top1-err=0.425155	lr=0.091368
INFO:root:Epoch[83] Batch [699]	Speed: 2756.286011 samples/sec	top1-err=0.425420	lr=0.091185
INFO:root:Epoch[83] Batch [749]	Speed: 2692.093622 samples/sec	top1-err=0.425608	lr=0.091002
INFO:root:Epoch[83] Batch [799]	Speed: 2773.883021 samples/sec	top1-err=0.425740	lr=0.090819
INFO:root:Epoch[83] Batch [849]	Speed: 2773.225697 samples/sec	top1-err=0.425661	lr=0.090636
INFO:root:Epoch[83] Batch [899]	Speed: 2707.810426 samples/sec	top1-err=0.425750	lr=0.090453
INFO:root:Epoch[83] Batch [949]	Speed: 2748.331175 samples/sec	top1-err=0.425893	lr=0.090270
INFO:root:Epoch[83] Batch [999]	Speed: 2745.781221 samples/sec	top1-err=0.425915	lr=0.090088
INFO:root:Epoch[83] Batch [1049]	Speed: 2737.662949 samples/sec	top1-err=0.425786	lr=0.089905
INFO:root:Epoch[83] Batch [1099]	Speed: 2795.106315 samples/sec	top1-err=0.425982	lr=0.089723
INFO:root:Epoch[83] Batch [1149]	Speed: 2773.179571 samples/sec	top1-err=0.426142	lr=0.089541
INFO:root:Epoch[83] Batch [1199]	Speed: 2729.737677 samples/sec	top1-err=0.426193	lr=0.089359
INFO:root:Epoch[83] Batch [1249]	Speed: 2745.557990 samples/sec	top1-err=0.426222	lr=0.089177
INFO:root:[Epoch 83] training: err-top1=0.426214
INFO:root:[Epoch 83] speed: 2749 samples/sec	time cost: 482.542104
INFO:root:[Epoch 83] validation: err-top1=0.401088 err-top5=0.166813
INFO:root:Epoch[84] Batch [49]	Speed: 2750.161983 samples/sec	top1-err=0.418652	lr=0.088992
INFO:root:Epoch[84] Batch [99]	Speed: 2780.597577 samples/sec	top1-err=0.418311	lr=0.088810
INFO:root:Epoch[84] Batch [149]	Speed: 2709.199272 samples/sec	top1-err=0.419303	lr=0.088629
INFO:root:Epoch[84] Batch [199]	Speed: 2756.638904 samples/sec	top1-err=0.420151	lr=0.088448
INFO:root:Epoch[84] Batch [249]	Speed: 2773.860628 samples/sec	top1-err=0.420832	lr=0.088266
INFO:root:Epoch[84] Batch [299]	Speed: 2737.336704 samples/sec	top1-err=0.421185	lr=0.088085
INFO:root:Epoch[84] Batch [349]	Speed: 2750.902432 samples/sec	top1-err=0.421317	lr=0.087904
INFO:root:Epoch[84] Batch [399]	Speed: 2741.972345 samples/sec	top1-err=0.421355	lr=0.087724
INFO:root:Epoch[84] Batch [449]	Speed: 2768.020934 samples/sec	top1-err=0.421545	lr=0.087543
INFO:root:Epoch[84] Batch [499]	Speed: 2790.746285 samples/sec	top1-err=0.421621	lr=0.087363
INFO:root:Epoch[84] Batch [549]	Speed: 2727.755295 samples/sec	top1-err=0.421980	lr=0.087182
INFO:root:Epoch[84] Batch [599]	Speed: 2757.357283 samples/sec	top1-err=0.421589	lr=0.087002
INFO:root:Epoch[84] Batch [649]	Speed: 2801.586857 samples/sec	top1-err=0.421887	lr=0.086822
INFO:root:Epoch[84] Batch [699]	Speed: 2786.018969 samples/sec	top1-err=0.421938	lr=0.086642
INFO:root:Epoch[84] Batch [749]	Speed: 2763.552197 samples/sec	top1-err=0.421975	lr=0.086462
INFO:root:Epoch[84] Batch [799]	Speed: 2713.352017 samples/sec	top1-err=0.421990	lr=0.086282
INFO:root:Epoch[84] Batch [849]	Speed: 2763.544444 samples/sec	top1-err=0.422167	lr=0.086103
INFO:root:Epoch[84] Batch [899]	Speed: 2781.125346 samples/sec	top1-err=0.422403	lr=0.085923
INFO:root:Epoch[84] Batch [949]	Speed: 2756.155759 samples/sec	top1-err=0.422678	lr=0.085744
INFO:root:Epoch[84] Batch [999]	Speed: 2772.182249 samples/sec	top1-err=0.422691	lr=0.085565
INFO:root:Epoch[84] Batch [1049]	Speed: 2774.359499 samples/sec	top1-err=0.422998	lr=0.085386
INFO:root:Epoch[84] Batch [1099]	Speed: 2780.027036 samples/sec	top1-err=0.422900	lr=0.085207
INFO:root:Epoch[84] Batch [1149]	Speed: 2732.968327 samples/sec	top1-err=0.423092	lr=0.085028
INFO:root:Epoch[84] Batch [1199]	Speed: 2815.088391 samples/sec	top1-err=0.423242	lr=0.084850
INFO:root:Epoch[84] Batch [1249]	Speed: 2720.944978 samples/sec	top1-err=0.423503	lr=0.084671
INFO:root:[Epoch 84] training: err-top1=0.423501
INFO:root:[Epoch 84] speed: 2757 samples/sec	time cost: 481.210639
INFO:root:[Epoch 84] validation: err-top1=0.381936 err-top5=0.154576
INFO:root:Epoch[85] Batch [49]	Speed: 2757.197973 samples/sec	top1-err=0.411504	lr=0.084489
INFO:root:Epoch[85] Batch [99]	Speed: 2755.082416 samples/sec	top1-err=0.413262	lr=0.084311
INFO:root:Epoch[85] Batch [149]	Speed: 2744.242683 samples/sec	top1-err=0.413783	lr=0.084133
INFO:root:Epoch[85] Batch [199]	Speed: 2774.244199 samples/sec	top1-err=0.414590	lr=0.083955
INFO:root:Epoch[85] Batch [249]	Speed: 2764.393888 samples/sec	top1-err=0.415656	lr=0.083777
INFO:root:Epoch[85] Batch [299]	Speed: 2755.680139 samples/sec	top1-err=0.415684	lr=0.083600
INFO:root:Epoch[85] Batch [349]	Speed: 2764.232554 samples/sec	top1-err=0.415603	lr=0.083422
INFO:root:Epoch[85] Batch [399]	Speed: 2709.326695 samples/sec	top1-err=0.416233	lr=0.083245
INFO:root:Epoch[85] Batch [449]	Speed: 2767.155318 samples/sec	top1-err=0.416621	lr=0.083067
INFO:root:Epoch[85] Batch [499]	Speed: 2767.504581 samples/sec	top1-err=0.417406	lr=0.082890
INFO:root:Epoch[85] Batch [549]	Speed: 2768.762179 samples/sec	top1-err=0.418107	lr=0.082713
INFO:root:Epoch[85] Batch [599]	Speed: 2738.084331 samples/sec	top1-err=0.418175	lr=0.082537
INFO:root:Epoch[85] Batch [649]	Speed: 2749.762930 samples/sec	top1-err=0.418370	lr=0.082360
INFO:root:Epoch[85] Batch [699]	Speed: 2764.346880 samples/sec	top1-err=0.418715	lr=0.082183
INFO:root:Epoch[85] Batch [749]	Speed: 2737.459216 samples/sec	top1-err=0.418819	lr=0.082007
INFO:root:Epoch[85] Batch [799]	Speed: 2779.186662 samples/sec	top1-err=0.418917	lr=0.081831
INFO:root:Epoch[85] Batch [849]	Speed: 2771.577811 samples/sec	top1-err=0.419063	lr=0.081655
INFO:root:Epoch[85] Batch [899]	Speed: 2806.193226 samples/sec	top1-err=0.419212	lr=0.081479
INFO:root:Epoch[85] Batch [949]	Speed: 2707.693456 samples/sec	top1-err=0.419314	lr=0.081303
INFO:root:Epoch[85] Batch [999]	Speed: 2755.924330 samples/sec	top1-err=0.419373	lr=0.081127
INFO:root:Epoch[85] Batch [1049]	Speed: 2745.425626 samples/sec	top1-err=0.419414	lr=0.080952
INFO:root:Epoch[85] Batch [1099]	Speed: 2742.250810 samples/sec	top1-err=0.419530	lr=0.080776
INFO:root:Epoch[85] Batch [1149]	Speed: 2749.628084 samples/sec	top1-err=0.419588	lr=0.080601
INFO:root:Epoch[85] Batch [1199]	Speed: 2797.458645 samples/sec	top1-err=0.419717	lr=0.080426
INFO:root:Epoch[85] Batch [1249]	Speed: 2827.480491 samples/sec	top1-err=0.420048	lr=0.080251
INFO:root:[Epoch 85] training: err-top1=0.420010
INFO:root:[Epoch 85] speed: 2757 samples/sec	time cost: 481.577349
INFO:root:[Epoch 85] validation: err-top1=0.387117 err-top5=0.159479
INFO:root:Epoch[86] Batch [49]	Speed: 2738.496135 samples/sec	top1-err=0.413691	lr=0.080073
INFO:root:Epoch[86] Batch [99]	Speed: 2809.922516 samples/sec	top1-err=0.415498	lr=0.079898
INFO:root:Epoch[86] Batch [149]	Speed: 2749.634879 samples/sec	top1-err=0.415267	lr=0.079723
INFO:root:Epoch[86] Batch [199]	Speed: 2789.706247 samples/sec	top1-err=0.416108	lr=0.079549
INFO:root:Epoch[86] Batch [249]	Speed: 2769.536180 samples/sec	top1-err=0.415742	lr=0.079375
INFO:root:Epoch[86] Batch [299]	Speed: 2786.821637 samples/sec	top1-err=0.415794	lr=0.079201
INFO:root:Epoch[86] Batch [349]	Speed: 2758.219293 samples/sec	top1-err=0.416219	lr=0.079027
INFO:root:Epoch[86] Batch [399]	Speed: 2737.406211 samples/sec	top1-err=0.416191	lr=0.078853
INFO:root:Epoch[86] Batch [449]	Speed: 2740.040960 samples/sec	top1-err=0.415924	lr=0.078679
INFO:root:Epoch[86] Batch [499]	Speed: 2742.948045 samples/sec	top1-err=0.416084	lr=0.078506
INFO:root:Epoch[86] Batch [549]	Speed: 2772.773954 samples/sec	top1-err=0.416019	lr=0.078332
INFO:root:Epoch[86] Batch [599]	Speed: 2735.865992 samples/sec	top1-err=0.416003	lr=0.078159
INFO:root:Epoch[86] Batch [649]	Speed: 2795.145534 samples/sec	top1-err=0.416077	lr=0.077986
INFO:root:Epoch[86] Batch [699]	Speed: 2735.731321 samples/sec	top1-err=0.416105	lr=0.077813
INFO:root:Epoch[86] Batch [749]	Speed: 2766.475340 samples/sec	top1-err=0.416221	lr=0.077640
INFO:root:Epoch[86] Batch [799]	Speed: 2747.225186 samples/sec	top1-err=0.416296	lr=0.077467
INFO:root:Epoch[86] Batch [849]	Speed: 2660.674062 samples/sec	top1-err=0.416348	lr=0.077295
INFO:root:Epoch[86] Batch [899]	Speed: 2728.989676 samples/sec	top1-err=0.416529	lr=0.077123
INFO:root:Epoch[86] Batch [949]	Speed: 2718.837749 samples/sec	top1-err=0.416598	lr=0.076950
INFO:root:Epoch[86] Batch [999]	Speed: 2784.908665 samples/sec	top1-err=0.416607	lr=0.076778
INFO:root:Epoch[86] Batch [1049]	Speed: 2699.860330 samples/sec	top1-err=0.416592	lr=0.076606
INFO:root:Epoch[86] Batch [1099]	Speed: 2696.052970 samples/sec	top1-err=0.416744	lr=0.076435
INFO:root:Epoch[86] Batch [1149]	Speed: 2823.981563 samples/sec	top1-err=0.416867	lr=0.076263
INFO:root:Epoch[86] Batch [1199]	Speed: 2802.971551 samples/sec	top1-err=0.417002	lr=0.076091
INFO:root:Epoch[86] Batch [1249]	Speed: 2852.171140 samples/sec	top1-err=0.416992	lr=0.075920
INFO:root:[Epoch 86] training: err-top1=0.416969
INFO:root:[Epoch 86] speed: 2754 samples/sec	time cost: 481.835026
INFO:root:[Epoch 86] validation: err-top1=0.389788 err-top5=0.158163
INFO:root:Epoch[87] Batch [49]	Speed: 2713.814646 samples/sec	top1-err=0.409922	lr=0.075745
INFO:root:Epoch[87] Batch [99]	Speed: 2719.940976 samples/sec	top1-err=0.411719	lr=0.075574
INFO:root:Epoch[87] Batch [149]	Speed: 2779.888630 samples/sec	top1-err=0.410846	lr=0.075404
INFO:root:Epoch[87] Batch [199]	Speed: 2700.104234 samples/sec	top1-err=0.410703	lr=0.075233
INFO:root:Epoch[87] Batch [249]	Speed: 2761.123847 samples/sec	top1-err=0.410867	lr=0.075062
INFO:root:Epoch[87] Batch [299]	Speed: 2722.827224 samples/sec	top1-err=0.411471	lr=0.074892
INFO:root:Epoch[87] Batch [349]	Speed: 2768.893053 samples/sec	top1-err=0.412380	lr=0.074721
INFO:root:Epoch[87] Batch [399]	Speed: 2738.959064 samples/sec	top1-err=0.412622	lr=0.074551
INFO:root:Epoch[87] Batch [449]	Speed: 2740.888643 samples/sec	top1-err=0.412923	lr=0.074381
INFO:root:Epoch[87] Batch [499]	Speed: 2780.613742 samples/sec	top1-err=0.412846	lr=0.074211
INFO:root:Epoch[87] Batch [549]	Speed: 2835.711400 samples/sec	top1-err=0.412843	lr=0.074042
INFO:root:Epoch[87] Batch [599]	Speed: 2777.675750 samples/sec	top1-err=0.412572	lr=0.073872
INFO:root:Epoch[87] Batch [649]	Speed: 2761.873940 samples/sec	top1-err=0.412787	lr=0.073703
INFO:root:Epoch[87] Batch [699]	Speed: 2752.241874 samples/sec	top1-err=0.412985	lr=0.073534
INFO:root:Epoch[87] Batch [749]	Speed: 2775.762967 samples/sec	top1-err=0.413180	lr=0.073364
INFO:root:Epoch[87] Batch [799]	Speed: 2763.855943 samples/sec	top1-err=0.413279	lr=0.073196
INFO:root:Epoch[87] Batch [849]	Speed: 2785.553366 samples/sec	top1-err=0.413239	lr=0.073027
INFO:root:Epoch[87] Batch [899]	Speed: 2721.929055 samples/sec	top1-err=0.413145	lr=0.072858
INFO:root:Epoch[87] Batch [949]	Speed: 2716.134282 samples/sec	top1-err=0.413353	lr=0.072690
INFO:root:Epoch[87] Batch [999]	Speed: 2733.824063 samples/sec	top1-err=0.413351	lr=0.072521
INFO:root:Epoch[87] Batch [1049]	Speed: 2761.315956 samples/sec	top1-err=0.413376	lr=0.072353
INFO:root:Epoch[87] Batch [1099]	Speed: 2791.337997 samples/sec	top1-err=0.413525	lr=0.072185
INFO:root:Epoch[87] Batch [1149]	Speed: 2773.852674 samples/sec	top1-err=0.413520	lr=0.072017
INFO:root:Epoch[87] Batch [1199]	Speed: 2763.900088 samples/sec	top1-err=0.413391	lr=0.071849
INFO:root:Epoch[87] Batch [1249]	Speed: 2718.243789 samples/sec	top1-err=0.413474	lr=0.071682
INFO:root:[Epoch 87] training: err-top1=0.413483
INFO:root:[Epoch 87] speed: 2751 samples/sec	time cost: 482.358783
INFO:root:[Epoch 87] validation: err-top1=0.379659 err-top5=0.153788
INFO:root:Epoch[88] Batch [49]	Speed: 2788.875912 samples/sec	top1-err=0.405352	lr=0.071511
INFO:root:Epoch[88] Batch [99]	Speed: 2744.668443 samples/sec	top1-err=0.404912	lr=0.071344
INFO:root:Epoch[88] Batch [149]	Speed: 2722.114749 samples/sec	top1-err=0.404987	lr=0.071177
INFO:root:Epoch[88] Batch [199]	Speed: 2697.063291 samples/sec	top1-err=0.405303	lr=0.071010
INFO:root:Epoch[88] Batch [249]	Speed: 2737.425403 samples/sec	top1-err=0.406492	lr=0.070843
INFO:root:Epoch[88] Batch [299]	Speed: 2686.789328 samples/sec	top1-err=0.406904	lr=0.070676
INFO:root:Epoch[88] Batch [349]	Speed: 2818.592161 samples/sec	top1-err=0.407327	lr=0.070510
INFO:root:Epoch[88] Batch [399]	Speed: 2801.380223 samples/sec	top1-err=0.407405	lr=0.070343
INFO:root:Epoch[88] Batch [449]	Speed: 2708.869422 samples/sec	top1-err=0.407674	lr=0.070177
INFO:root:Epoch[88] Batch [499]	Speed: 2796.613019 samples/sec	top1-err=0.407863	lr=0.070011
INFO:root:Epoch[88] Batch [549]	Speed: 2813.262687 samples/sec	top1-err=0.407862	lr=0.069845
INFO:root:Epoch[88] Batch [599]	Speed: 2807.941985 samples/sec	top1-err=0.407972	lr=0.069680
INFO:root:Epoch[88] Batch [649]	Speed: 2780.883187 samples/sec	top1-err=0.408646	lr=0.069514
INFO:root:Epoch[88] Batch [699]	Speed: 2785.137294 samples/sec	top1-err=0.408943	lr=0.069349
INFO:root:Epoch[88] Batch [749]	Speed: 2741.016896 samples/sec	top1-err=0.408891	lr=0.069183
INFO:root:Epoch[88] Batch [799]	Speed: 2768.852461 samples/sec	top1-err=0.409094	lr=0.069018
INFO:root:Epoch[88] Batch [849]	Speed: 2800.308473 samples/sec	top1-err=0.409297	lr=0.068853
INFO:root:Epoch[88] Batch [899]	Speed: 2823.513728 samples/sec	top1-err=0.409061	lr=0.068689
INFO:root:Epoch[88] Batch [949]	Speed: 2739.149709 samples/sec	top1-err=0.409424	lr=0.068524
INFO:root:Epoch[88] Batch [999]	Speed: 2746.164861 samples/sec	top1-err=0.409750	lr=0.068359
INFO:root:Epoch[88] Batch [1049]	Speed: 2765.781020 samples/sec	top1-err=0.409926	lr=0.068195
INFO:root:Epoch[88] Batch [1099]	Speed: 2748.210819 samples/sec	top1-err=0.410127	lr=0.068031
INFO:root:Epoch[88] Batch [1149]	Speed: 2772.619588 samples/sec	top1-err=0.410257	lr=0.067867
INFO:root:Epoch[88] Batch [1199]	Speed: 2715.292020 samples/sec	top1-err=0.410227	lr=0.067703
INFO:root:Epoch[88] Batch [1249]	Speed: 2752.066578 samples/sec	top1-err=0.410394	lr=0.067539
INFO:root:[Epoch 88] training: err-top1=0.410402
INFO:root:[Epoch 88] speed: 2759 samples/sec	time cost: 481.291410
INFO:root:[Epoch 88] validation: err-top1=0.373206 err-top5=0.150530
INFO:root:Epoch[89] Batch [49]	Speed: 2697.792026 samples/sec	top1-err=0.403398	lr=0.067373
INFO:root:Epoch[89] Batch [99]	Speed: 2718.321585 samples/sec	top1-err=0.403203	lr=0.067209
INFO:root:Epoch[89] Batch [149]	Speed: 2734.073412 samples/sec	top1-err=0.404954	lr=0.067046
INFO:root:Epoch[89] Batch [199]	Speed: 2751.652446 samples/sec	top1-err=0.405962	lr=0.066883
INFO:root:Epoch[89] Batch [249]	Speed: 2794.532861 samples/sec	top1-err=0.405785	lr=0.066720
INFO:root:Epoch[89] Batch [299]	Speed: 2798.073842 samples/sec	top1-err=0.405876	lr=0.066557
INFO:root:Epoch[89] Batch [349]	Speed: 2778.059910 samples/sec	top1-err=0.405871	lr=0.066395
INFO:root:Epoch[89] Batch [399]	Speed: 2759.450310 samples/sec	top1-err=0.406448	lr=0.066232
INFO:root:Epoch[89] Batch [449]	Speed: 2740.592127 samples/sec	top1-err=0.406604	lr=0.066070
INFO:root:Epoch[89] Batch [499]	Speed: 2783.200734 samples/sec	top1-err=0.406486	lr=0.065908
INFO:root:Epoch[89] Batch [549]	Speed: 2768.151702 samples/sec	top1-err=0.406710	lr=0.065746
INFO:root:Epoch[89] Batch [599]	Speed: 2821.111205 samples/sec	top1-err=0.407002	lr=0.065584
INFO:root:Epoch[89] Batch [649]	Speed: 2719.199607 samples/sec	top1-err=0.406864	lr=0.065423
INFO:root:Epoch[89] Batch [699]	Speed: 2734.122180 samples/sec	top1-err=0.406900	lr=0.065261
INFO:root:Epoch[89] Batch [749]	Speed: 2686.186304 samples/sec	top1-err=0.406824	lr=0.065100
INFO:root:Epoch[89] Batch [799]	Speed: 2698.248550 samples/sec	top1-err=0.406838	lr=0.064939
INFO:root:Epoch[89] Batch [849]	Speed: 2833.488610 samples/sec	top1-err=0.406885	lr=0.064778
INFO:root:Epoch[89] Batch [899]	Speed: 2801.661821 samples/sec	top1-err=0.407161	lr=0.064617
INFO:root:Epoch[89] Batch [949]	Speed: 2810.592277 samples/sec	top1-err=0.407068	lr=0.064456
INFO:root:Epoch[89] Batch [999]	Speed: 2852.049737 samples/sec	top1-err=0.407352	lr=0.064296
INFO:root:Epoch[89] Batch [1049]	Speed: 2722.756419 samples/sec	top1-err=0.407523	lr=0.064135
INFO:root:Epoch[89] Batch [1099]	Speed: 2742.812430 samples/sec	top1-err=0.407615	lr=0.063975
INFO:root:Epoch[89] Batch [1149]	Speed: 2782.623356 samples/sec	top1-err=0.407604	lr=0.063815
INFO:root:Epoch[89] Batch [1199]	Speed: 2780.429090 samples/sec	top1-err=0.407509	lr=0.063655
INFO:root:Epoch[89] Batch [1249]	Speed: 2778.756958 samples/sec	top1-err=0.407463	lr=0.063496
INFO:root:[Epoch 89] training: err-top1=0.407461
INFO:root:[Epoch 89] speed: 2760 samples/sec	time cost: 480.636051
INFO:root:[Epoch 89] validation: err-top1=0.373625 err-top5=0.149255
INFO:root:Epoch[90] Batch [49]	Speed: 2720.661723 samples/sec	top1-err=0.399199	lr=0.063333
INFO:root:Epoch[90] Batch [99]	Speed: 2697.964035 samples/sec	top1-err=0.399863	lr=0.063174
INFO:root:Epoch[90] Batch [149]	Speed: 2779.095417 samples/sec	top1-err=0.400273	lr=0.063015
INFO:root:Epoch[90] Batch [199]	Speed: 2690.832167 samples/sec	top1-err=0.401006	lr=0.062855
INFO:root:Epoch[90] Batch [249]	Speed: 2773.557258 samples/sec	top1-err=0.401844	lr=0.062697
INFO:root:Epoch[90] Batch [299]	Speed: 2750.868004 samples/sec	top1-err=0.401940	lr=0.062538
INFO:root:Epoch[90] Batch [349]	Speed: 2808.466597 samples/sec	top1-err=0.402480	lr=0.062379
INFO:root:Epoch[90] Batch [399]	Speed: 2773.079982 samples/sec	top1-err=0.402698	lr=0.062221
INFO:root:Epoch[90] Batch [449]	Speed: 2768.718628 samples/sec	top1-err=0.402821	lr=0.062063
INFO:root:Epoch[90] Batch [499]	Speed: 2717.258763 samples/sec	top1-err=0.403062	lr=0.061905
INFO:root:Epoch[90] Batch [549]	Speed: 2750.563441 samples/sec	top1-err=0.403342	lr=0.061747
INFO:root:Epoch[90] Batch [599]	Speed: 2747.690755 samples/sec	top1-err=0.403475	lr=0.061589
INFO:root:Epoch[90] Batch [649]	Speed: 2785.533023 samples/sec	top1-err=0.403289	lr=0.061432
INFO:root:Epoch[90] Batch [699]	Speed: 2790.006020 samples/sec	top1-err=0.403376	lr=0.061274
INFO:root:Epoch[90] Batch [749]	Speed: 2779.857539 samples/sec	top1-err=0.403520	lr=0.061117
INFO:root:Epoch[90] Batch [799]	Speed: 2775.985863 samples/sec	top1-err=0.403529	lr=0.060960
INFO:root:Epoch[90] Batch [849]	Speed: 2763.189781 samples/sec	top1-err=0.403388	lr=0.060803
INFO:root:Epoch[90] Batch [899]	Speed: 2742.570592 samples/sec	top1-err=0.403353	lr=0.060646
INFO:root:Epoch[90] Batch [949]	Speed: 2762.685536 samples/sec	top1-err=0.403521	lr=0.060490
INFO:root:Epoch[90] Batch [999]	Speed: 2751.097421 samples/sec	top1-err=0.403545	lr=0.060333
INFO:root:Epoch[90] Batch [1049]	Speed: 2804.362925 samples/sec	top1-err=0.403732	lr=0.060177
INFO:root:Epoch[90] Batch [1099]	Speed: 2768.772352 samples/sec	top1-err=0.403843	lr=0.060021
INFO:root:Epoch[90] Batch [1149]	Speed: 2735.467209 samples/sec	top1-err=0.403796	lr=0.059865
INFO:root:Epoch[90] Batch [1199]	Speed: 2699.526948 samples/sec	top1-err=0.403985	lr=0.059710
INFO:root:Epoch[90] Batch [1249]	Speed: 2667.783357 samples/sec	top1-err=0.404000	lr=0.059554
INFO:root:[Epoch 90] training: err-top1=0.404000
INFO:root:[Epoch 90] speed: 2749 samples/sec	time cost: 482.670891
INFO:root:[Epoch 90] validation: err-top1=0.374900 err-top5=0.151706
INFO:root:Epoch[91] Batch [49]	Speed: 2747.750347 samples/sec	top1-err=0.393887	lr=0.059396
INFO:root:Epoch[91] Batch [99]	Speed: 2657.155846 samples/sec	top1-err=0.394775	lr=0.059240
INFO:root:Epoch[91] Batch [149]	Speed: 2719.471435 samples/sec	top1-err=0.396790	lr=0.059085
INFO:root:Epoch[91] Batch [199]	Speed: 2701.081989 samples/sec	top1-err=0.396699	lr=0.058930
INFO:root:Epoch[91] Batch [249]	Speed: 2736.393688 samples/sec	top1-err=0.397605	lr=0.058776
INFO:root:Epoch[91] Batch [299]	Speed: 2811.713145 samples/sec	top1-err=0.397568	lr=0.058621
INFO:root:Epoch[91] Batch [349]	Speed: 2733.532553 samples/sec	top1-err=0.397679	lr=0.058467
INFO:root:Epoch[91] Batch [399]	Speed: 2681.192462 samples/sec	top1-err=0.398167	lr=0.058313
INFO:root:Epoch[91] Batch [449]	Speed: 2778.204208 samples/sec	top1-err=0.398548	lr=0.058158
INFO:root:Epoch[91] Batch [499]	Speed: 2770.829803 samples/sec	top1-err=0.398635	lr=0.058005
INFO:root:Epoch[91] Batch [549]	Speed: 2785.918456 samples/sec	top1-err=0.398622	lr=0.057851
INFO:root:Epoch[91] Batch [599]	Speed: 2794.415696 samples/sec	top1-err=0.398929	lr=0.057697
INFO:root:Epoch[91] Batch [649]	Speed: 2778.912584 samples/sec	top1-err=0.398881	lr=0.057544
INFO:root:Epoch[91] Batch [699]	Speed: 2720.401857 samples/sec	top1-err=0.398852	lr=0.057391
INFO:root:Epoch[91] Batch [749]	Speed: 2801.730028 samples/sec	top1-err=0.399286	lr=0.057238
INFO:root:Epoch[91] Batch [799]	Speed: 2840.090571 samples/sec	top1-err=0.399320	lr=0.057085
INFO:root:Epoch[91] Batch [849]	Speed: 2734.530320 samples/sec	top1-err=0.399190	lr=0.056932
INFO:root:Epoch[91] Batch [899]	Speed: 2769.365710 samples/sec	top1-err=0.399526	lr=0.056780
INFO:root:Epoch[91] Batch [949]	Speed: 2734.738876 samples/sec	top1-err=0.399742	lr=0.056627
INFO:root:Epoch[91] Batch [999]	Speed: 2717.643278 samples/sec	top1-err=0.399958	lr=0.056475
INFO:root:Epoch[91] Batch [1049]	Speed: 2747.852414 samples/sec	top1-err=0.399887	lr=0.056323
INFO:root:Epoch[91] Batch [1099]	Speed: 2721.791440 samples/sec	top1-err=0.400047	lr=0.056171
INFO:root:Epoch[91] Batch [1149]	Speed: 2751.803887 samples/sec	top1-err=0.400155	lr=0.056020
INFO:root:Epoch[91] Batch [1199]	Speed: 2787.775924 samples/sec	top1-err=0.400167	lr=0.055868
INFO:root:Epoch[91] Batch [1249]	Speed: 2778.278538 samples/sec	top1-err=0.400304	lr=0.055717
INFO:root:[Epoch 91] training: err-top1=0.400314
INFO:root:[Epoch 91] speed: 2749 samples/sec	time cost: 482.508463
INFO:root:[Epoch 91] validation: err-top1=0.375937 err-top5=0.151726
INFO:root:Epoch[92] Batch [49]	Speed: 2715.970734 samples/sec	top1-err=0.389512	lr=0.055563
INFO:root:Epoch[92] Batch [99]	Speed: 2771.854201 samples/sec	top1-err=0.390371	lr=0.055412
INFO:root:Epoch[92] Batch [149]	Speed: 2650.797092 samples/sec	top1-err=0.392012	lr=0.055261
INFO:root:Epoch[92] Batch [199]	Speed: 2729.404299 samples/sec	top1-err=0.392466	lr=0.055111
INFO:root:Epoch[92] Batch [249]	Speed: 2789.664717 samples/sec	top1-err=0.393449	lr=0.054960
INFO:root:Epoch[92] Batch [299]	Speed: 2754.395745 samples/sec	top1-err=0.393464	lr=0.054810
INFO:root:Epoch[92] Batch [349]	Speed: 2780.855855 samples/sec	top1-err=0.393591	lr=0.054660
INFO:root:Epoch[92] Batch [399]	Speed: 2720.430460 samples/sec	top1-err=0.393896	lr=0.054510
INFO:root:Epoch[92] Batch [449]	Speed: 2785.905300 samples/sec	top1-err=0.394173	lr=0.054360
INFO:root:Epoch[92] Batch [499]	Speed: 2755.517027 samples/sec	top1-err=0.394439	lr=0.054210
INFO:root:Epoch[92] Batch [549]	Speed: 2772.155553 samples/sec	top1-err=0.394585	lr=0.054061
INFO:root:Epoch[92] Batch [599]	Speed: 2770.117895 samples/sec	top1-err=0.394665	lr=0.053912
INFO:root:Epoch[92] Batch [649]	Speed: 2741.928757 samples/sec	top1-err=0.395158	lr=0.053763
INFO:root:Epoch[92] Batch [699]	Speed: 2829.549087 samples/sec	top1-err=0.395149	lr=0.053614
INFO:root:Epoch[92] Batch [749]	Speed: 2766.698992 samples/sec	top1-err=0.395413	lr=0.053465
INFO:root:Epoch[92] Batch [799]	Speed: 2765.163668 samples/sec	top1-err=0.395521	lr=0.053317
INFO:root:Epoch[92] Batch [849]	Speed: 2765.135897 samples/sec	top1-err=0.395663	lr=0.053168
INFO:root:Epoch[92] Batch [899]	Speed: 2739.523425 samples/sec	top1-err=0.395735	lr=0.053020
INFO:root:Epoch[92] Batch [949]	Speed: 2712.600153 samples/sec	top1-err=0.395997	lr=0.052872
INFO:root:Epoch[92] Batch [999]	Speed: 2704.334658 samples/sec	top1-err=0.395979	lr=0.052724
INFO:root:Epoch[92] Batch [1049]	Speed: 2774.091496 samples/sec	top1-err=0.396108	lr=0.052577
INFO:root:Epoch[92] Batch [1099]	Speed: 2687.056933 samples/sec	top1-err=0.396231	lr=0.052429
INFO:root:Epoch[92] Batch [1149]	Speed: 2758.112168 samples/sec	top1-err=0.396460	lr=0.052282
INFO:root:Epoch[92] Batch [1199]	Speed: 2722.284801 samples/sec	top1-err=0.396495	lr=0.052135
INFO:root:Epoch[92] Batch [1249]	Speed: 2777.113483 samples/sec	top1-err=0.396461	lr=0.051988
INFO:root:[Epoch 92] training: err-top1=0.396461
INFO:root:[Epoch 92] speed: 2746 samples/sec	time cost: 483.062868
INFO:root:[Epoch 92] validation: err-top1=0.362404 err-top5=0.141621
INFO:root:Epoch[93] Batch [49]	Speed: 2732.883291 samples/sec	top1-err=0.386523	lr=0.051838
INFO:root:Epoch[93] Batch [99]	Speed: 2767.334075 samples/sec	top1-err=0.384795	lr=0.051691
INFO:root:Epoch[93] Batch [149]	Speed: 2793.451989 samples/sec	top1-err=0.385749	lr=0.051545
INFO:root:Epoch[93] Batch [199]	Speed: 2731.208823 samples/sec	top1-err=0.388018	lr=0.051399
INFO:root:Epoch[93] Batch [249]	Speed: 2783.700517 samples/sec	top1-err=0.388512	lr=0.051253
INFO:root:Epoch[93] Batch [299]	Speed: 2809.982962 samples/sec	top1-err=0.389095	lr=0.051107
INFO:root:Epoch[93] Batch [349]	Speed: 2755.898654 samples/sec	top1-err=0.389367	lr=0.050961
INFO:root:Epoch[93] Batch [399]	Speed: 2746.444741 samples/sec	top1-err=0.389443	lr=0.050816
INFO:root:Epoch[93] Batch [449]	Speed: 2759.313200 samples/sec	top1-err=0.389668	lr=0.050670
INFO:root:Epoch[93] Batch [499]	Speed: 2719.519821 samples/sec	top1-err=0.389932	lr=0.050525
INFO:root:Epoch[93] Batch [549]	Speed: 2727.873035 samples/sec	top1-err=0.390108	lr=0.050380
INFO:root:Epoch[93] Batch [599]	Speed: 2706.017550 samples/sec	top1-err=0.390498	lr=0.050235
INFO:root:Epoch[93] Batch [649]	Speed: 2801.755798 samples/sec	top1-err=0.390628	lr=0.050091
INFO:root:Epoch[93] Batch [699]	Speed: 2718.801675 samples/sec	top1-err=0.390431	lr=0.049946
INFO:root:Epoch[93] Batch [749]	Speed: 2790.162727 samples/sec	top1-err=0.390447	lr=0.049802
INFO:root:Epoch[93] Batch [799]	Speed: 2808.149441 samples/sec	top1-err=0.390392	lr=0.049658
INFO:root:Epoch[93] Batch [849]	Speed: 2696.997918 samples/sec	top1-err=0.390685	lr=0.049514
INFO:root:Epoch[93] Batch [899]	Speed: 2692.610643 samples/sec	top1-err=0.390900	lr=0.049370
INFO:root:Epoch[93] Batch [949]	Speed: 2772.109927 samples/sec	top1-err=0.391126	lr=0.049227
INFO:root:Epoch[93] Batch [999]	Speed: 2760.388176 samples/sec	top1-err=0.391062	lr=0.049083
INFO:root:Epoch[93] Batch [1049]	Speed: 2688.560073 samples/sec	top1-err=0.391450	lr=0.048940
INFO:root:Epoch[93] Batch [1099]	Speed: 2782.541547 samples/sec	top1-err=0.391614	lr=0.048797
INFO:root:Epoch[93] Batch [1149]	Speed: 2820.313186 samples/sec	top1-err=0.391737	lr=0.048654
INFO:root:Epoch[93] Batch [1199]	Speed: 2787.838172 samples/sec	top1-err=0.391756	lr=0.048511
INFO:root:Epoch[93] Batch [1249]	Speed: 2798.355980 samples/sec	top1-err=0.391784	lr=0.048369
INFO:root:[Epoch 93] training: err-top1=0.391778
INFO:root:[Epoch 93] speed: 2754 samples/sec	time cost: 482.179058
INFO:root:[Epoch 93] validation: err-top1=0.355815 err-top5=0.141235
INFO:root:Epoch[94] Batch [49]	Speed: 2765.501068 samples/sec	top1-err=0.385703	lr=0.048224
INFO:root:Epoch[94] Batch [99]	Speed: 2774.072396 samples/sec	top1-err=0.384609	lr=0.048082
INFO:root:Epoch[94] Batch [149]	Speed: 2724.023527 samples/sec	top1-err=0.384141	lr=0.047940
INFO:root:Epoch[94] Batch [199]	Speed: 2719.103582 samples/sec	top1-err=0.384521	lr=0.047798
INFO:root:Epoch[94] Batch [249]	Speed: 2715.730858 samples/sec	top1-err=0.385180	lr=0.047656
INFO:root:Epoch[94] Batch [299]	Speed: 2786.936466 samples/sec	top1-err=0.384954	lr=0.047515
INFO:root:Epoch[94] Batch [349]	Speed: 2718.929280 samples/sec	top1-err=0.385748	lr=0.047374
INFO:root:Epoch[94] Batch [399]	Speed: 2718.774827 samples/sec	top1-err=0.385518	lr=0.047233
INFO:root:Epoch[94] Batch [449]	Speed: 2807.631408 samples/sec	top1-err=0.385809	lr=0.047092
INFO:root:Epoch[94] Batch [499]	Speed: 2676.237832 samples/sec	top1-err=0.386213	lr=0.046951
INFO:root:Epoch[94] Batch [549]	Speed: 2752.388512 samples/sec	top1-err=0.386328	lr=0.046811
INFO:root:Epoch[94] Batch [599]	Speed: 2741.383352 samples/sec	top1-err=0.386621	lr=0.046670
INFO:root:Epoch[94] Batch [649]	Speed: 2729.955567 samples/sec	top1-err=0.386786	lr=0.046530
INFO:root:Epoch[94] Batch [699]	Speed: 2827.181843 samples/sec	top1-err=0.386973	lr=0.046390
INFO:root:Epoch[94] Batch [749]	Speed: 2736.321582 samples/sec	top1-err=0.387339	lr=0.046251
INFO:root:Epoch[94] Batch [799]	Speed: 2754.808477 samples/sec	top1-err=0.387379	lr=0.046111
INFO:root:Epoch[94] Batch [849]	Speed: 2769.391638 samples/sec	top1-err=0.387738	lr=0.045972
INFO:root:Epoch[94] Batch [899]	Speed: 2691.394002 samples/sec	top1-err=0.388053	lr=0.045833
INFO:root:Epoch[94] Batch [949]	Speed: 2786.266579 samples/sec	top1-err=0.387974	lr=0.045693
INFO:root:Epoch[94] Batch [999]	Speed: 2778.405173 samples/sec	top1-err=0.388118	lr=0.045555
INFO:root:Epoch[94] Batch [1049]	Speed: 2739.896964 samples/sec	top1-err=0.388182	lr=0.045416
INFO:root:Epoch[94] Batch [1099]	Speed: 2754.609887 samples/sec	top1-err=0.388168	lr=0.045278
INFO:root:Epoch[94] Batch [1149]	Speed: 2760.031768 samples/sec	top1-err=0.388290	lr=0.045139
INFO:root:Epoch[94] Batch [1199]	Speed: 2776.331903 samples/sec	top1-err=0.388285	lr=0.045001
INFO:root:Epoch[94] Batch [1249]	Speed: 2733.415090 samples/sec	top1-err=0.388387	lr=0.044863
INFO:root:[Epoch 94] training: err-top1=0.388378
INFO:root:[Epoch 94] speed: 2746 samples/sec	time cost: 483.190925
INFO:root:[Epoch 94] validation: err-top1=0.353356 err-top5=0.133610
INFO:root:Epoch[95] Batch [49]	Speed: 2793.482150 samples/sec	top1-err=0.378906	lr=0.044723
INFO:root:Epoch[95] Batch [99]	Speed: 2754.015418 samples/sec	top1-err=0.381348	lr=0.044585
INFO:root:Epoch[95] Batch [149]	Speed: 2755.827568 samples/sec	top1-err=0.382194	lr=0.044448
INFO:root:Epoch[95] Batch [199]	Speed: 2736.776348 samples/sec	top1-err=0.382080	lr=0.044311
INFO:root:Epoch[95] Batch [249]	Speed: 2720.358022 samples/sec	top1-err=0.382410	lr=0.044174
INFO:root:Epoch[95] Batch [299]	Speed: 2716.019717 samples/sec	top1-err=0.382852	lr=0.044037
INFO:root:Epoch[95] Batch [349]	Speed: 2729.071557 samples/sec	top1-err=0.383139	lr=0.043900
INFO:root:Epoch[95] Batch [399]	Speed: 2722.473097 samples/sec	top1-err=0.383330	lr=0.043764
INFO:root:Epoch[95] Batch [449]	Speed: 2805.292069 samples/sec	top1-err=0.383075	lr=0.043628
INFO:root:Epoch[95] Batch [499]	Speed: 2747.541243 samples/sec	top1-err=0.383201	lr=0.043492
INFO:root:Epoch[95] Batch [549]	Speed: 2818.912938 samples/sec	top1-err=0.383395	lr=0.043356
INFO:root:Epoch[95] Batch [599]	Speed: 2782.458517 samples/sec	top1-err=0.383727	lr=0.043220
INFO:root:Epoch[95] Batch [649]	Speed: 2817.556036 samples/sec	top1-err=0.384093	lr=0.043085
INFO:root:Epoch[95] Batch [699]	Speed: 2741.869593 samples/sec	top1-err=0.384284	lr=0.042949
INFO:root:Epoch[95] Batch [749]	Speed: 2785.432256 samples/sec	top1-err=0.384339	lr=0.042814
INFO:root:Epoch[95] Batch [799]	Speed: 2793.306902 samples/sec	top1-err=0.384402	lr=0.042679
INFO:root:Epoch[95] Batch [849]	Speed: 2797.860217 samples/sec	top1-err=0.384381	lr=0.042545
INFO:root:Epoch[95] Batch [899]	Speed: 2795.197087 samples/sec	top1-err=0.384240	lr=0.042410
INFO:root:Epoch[95] Batch [949]	Speed: 2719.820888 samples/sec	top1-err=0.384340	lr=0.042276
INFO:root:Epoch[95] Batch [999]	Speed: 2771.504591 samples/sec	top1-err=0.384661	lr=0.042141
INFO:root:Epoch[95] Batch [1049]	Speed: 2745.027491 samples/sec	top1-err=0.384914	lr=0.042007
INFO:root:Epoch[95] Batch [1099]	Speed: 2820.092448 samples/sec	top1-err=0.384797	lr=0.041874
INFO:root:Epoch[95] Batch [1149]	Speed: 2823.592692 samples/sec	top1-err=0.384792	lr=0.041740
INFO:root:Epoch[95] Batch [1199]	Speed: 2770.157880 samples/sec	top1-err=0.384747	lr=0.041607
INFO:root:Epoch[95] Batch [1249]	Speed: 2699.261366 samples/sec	top1-err=0.384950	lr=0.041473
INFO:root:[Epoch 95] training: err-top1=0.384963
INFO:root:[Epoch 95] speed: 2763 samples/sec	time cost: 480.269957
INFO:root:[Epoch 95] validation: err-top1=0.353795 err-top5=0.138194
INFO:root:Epoch[96] Batch [49]	Speed: 2708.421082 samples/sec	top1-err=0.374707	lr=0.041338
INFO:root:Epoch[96] Batch [99]	Speed: 2734.863768 samples/sec	top1-err=0.376357	lr=0.041205
INFO:root:Epoch[96] Batch [149]	Speed: 2789.480201 samples/sec	top1-err=0.377826	lr=0.041072
INFO:root:Epoch[96] Batch [199]	Speed: 2787.534306 samples/sec	top1-err=0.378491	lr=0.040940
INFO:root:Epoch[96] Batch [249]	Speed: 2679.828096 samples/sec	top1-err=0.378172	lr=0.040807
INFO:root:Epoch[96] Batch [299]	Speed: 2805.202619 samples/sec	top1-err=0.377900	lr=0.040675
INFO:root:Epoch[96] Batch [349]	Speed: 2790.983781 samples/sec	top1-err=0.377946	lr=0.040543
INFO:root:Epoch[96] Batch [399]	Speed: 2841.009493 samples/sec	top1-err=0.378018	lr=0.040412
INFO:root:Epoch[96] Batch [449]	Speed: 2801.759014 samples/sec	top1-err=0.378346	lr=0.040280
INFO:root:Epoch[96] Batch [499]	Speed: 2782.919336 samples/sec	top1-err=0.378842	lr=0.040149
INFO:root:Epoch[96] Batch [549]	Speed: 2766.078986 samples/sec	top1-err=0.379132	lr=0.040018
INFO:root:Epoch[96] Batch [599]	Speed: 2718.113908 samples/sec	top1-err=0.379305	lr=0.039887
INFO:root:Epoch[96] Batch [649]	Speed: 2838.221651 samples/sec	top1-err=0.379534	lr=0.039756
INFO:root:Epoch[96] Batch [699]	Speed: 2737.375365 samples/sec	top1-err=0.379660	lr=0.039625
INFO:root:Epoch[96] Batch [749]	Speed: 2799.992683 samples/sec	top1-err=0.379974	lr=0.039495
INFO:root:Epoch[96] Batch [799]	Speed: 2738.082551 samples/sec	top1-err=0.380067	lr=0.039365
INFO:root:Epoch[96] Batch [849]	Speed: 2767.754261 samples/sec	top1-err=0.380109	lr=0.039235
INFO:root:Epoch[96] Batch [899]	Speed: 2812.576845 samples/sec	top1-err=0.380113	lr=0.039105
INFO:root:Epoch[96] Batch [949]	Speed: 2776.937087 samples/sec	top1-err=0.380374	lr=0.038975
INFO:root:Epoch[96] Batch [999]	Speed: 2769.006873 samples/sec	top1-err=0.380390	lr=0.038846
INFO:root:Epoch[96] Batch [1049]	Speed: 2810.325062 samples/sec	top1-err=0.380330	lr=0.038717
INFO:root:Epoch[96] Batch [1099]	Speed: 2807.249486 samples/sec	top1-err=0.380320	lr=0.038588
INFO:root:Epoch[96] Batch [1149]	Speed: 2750.443453 samples/sec	top1-err=0.380504	lr=0.038459
INFO:root:Epoch[96] Batch [1199]	Speed: 2765.034642 samples/sec	top1-err=0.380549	lr=0.038330
INFO:root:Epoch[96] Batch [1249]	Speed: 2739.789089 samples/sec	top1-err=0.380580	lr=0.038202
INFO:root:[Epoch 96] training: err-top1=0.380551
INFO:root:[Epoch 96] speed: 2769 samples/sec	time cost: 479.286604
INFO:root:[Epoch 96] validation: err-top1=0.350526 err-top5=0.133371
INFO:root:Epoch[97] Batch [49]	Speed: 2756.426676 samples/sec	top1-err=0.369258	lr=0.038071
INFO:root:Epoch[97] Batch [99]	Speed: 2738.766979 samples/sec	top1-err=0.372637	lr=0.037943
INFO:root:Epoch[97] Batch [149]	Speed: 2792.334665 samples/sec	top1-err=0.374115	lr=0.037815
INFO:root:Epoch[97] Batch [199]	Speed: 2791.921720 samples/sec	top1-err=0.374531	lr=0.037687
INFO:root:Epoch[97] Batch [249]	Speed: 2706.665263 samples/sec	top1-err=0.374875	lr=0.037560
INFO:root:Epoch[97] Batch [299]	Speed: 2711.301166 samples/sec	top1-err=0.375133	lr=0.037432
INFO:root:Epoch[97] Batch [349]	Speed: 2753.662631 samples/sec	top1-err=0.375566	lr=0.037305
INFO:root:Epoch[97] Batch [399]	Speed: 2751.530283 samples/sec	top1-err=0.375881	lr=0.037178
INFO:root:Epoch[97] Batch [449]	Speed: 2804.986694 samples/sec	top1-err=0.375829	lr=0.037052
INFO:root:Epoch[97] Batch [499]	Speed: 2757.177476 samples/sec	top1-err=0.376148	lr=0.036925
INFO:root:Epoch[97] Batch [549]	Speed: 2752.905132 samples/sec	top1-err=0.376280	lr=0.036799
INFO:root:Epoch[97] Batch [599]	Speed: 2694.276672 samples/sec	top1-err=0.376219	lr=0.036673
INFO:root:Epoch[97] Batch [649]	Speed: 2726.597254 samples/sec	top1-err=0.376480	lr=0.036547
INFO:root:Epoch[97] Batch [699]	Speed: 2788.054939 samples/sec	top1-err=0.376560	lr=0.036421
INFO:root:Epoch[97] Batch [749]	Speed: 2814.624162 samples/sec	top1-err=0.376368	lr=0.036296
INFO:root:Epoch[97] Batch [799]	Speed: 2744.015739 samples/sec	top1-err=0.376365	lr=0.036170
INFO:root:Epoch[97] Batch [849]	Speed: 2807.297046 samples/sec	top1-err=0.376442	lr=0.036045
INFO:root:Epoch[97] Batch [899]	Speed: 2749.106217 samples/sec	top1-err=0.376821	lr=0.035920
INFO:root:Epoch[97] Batch [949]	Speed: 2824.380830 samples/sec	top1-err=0.376865	lr=0.035795
INFO:root:Epoch[97] Batch [999]	Speed: 2709.684487 samples/sec	top1-err=0.376697	lr=0.035671
INFO:root:Epoch[97] Batch [1049]	Speed: 2738.582708 samples/sec	top1-err=0.376639	lr=0.035546
INFO:root:Epoch[97] Batch [1099]	Speed: 2802.317045 samples/sec	top1-err=0.376862	lr=0.035422
INFO:root:Epoch[97] Batch [1149]	Speed: 2739.676191 samples/sec	top1-err=0.376870	lr=0.035298
INFO:root:Epoch[97] Batch [1199]	Speed: 2668.877672 samples/sec	top1-err=0.376813	lr=0.035174
INFO:root:Epoch[97] Batch [1249]	Speed: 2744.178719 samples/sec	top1-err=0.376898	lr=0.035051
INFO:root:[Epoch 97] training: err-top1=0.376900
INFO:root:[Epoch 97] speed: 2751 samples/sec	time cost: 482.134569
INFO:root:[Epoch 97] validation: err-top1=0.342116 err-top5=0.129404
INFO:root:Epoch[98] Batch [49]	Speed: 2766.868065 samples/sec	top1-err=0.365820	lr=0.034925
INFO:root:Epoch[98] Batch [99]	Speed: 2722.428505 samples/sec	top1-err=0.367676	lr=0.034802
INFO:root:Epoch[98] Batch [149]	Speed: 2773.254993 samples/sec	top1-err=0.369421	lr=0.034679
INFO:root:Epoch[98] Batch [199]	Speed: 2785.627800 samples/sec	top1-err=0.370581	lr=0.034556
INFO:root:Epoch[98] Batch [249]	Speed: 2739.832469 samples/sec	top1-err=0.370117	lr=0.034433
INFO:root:Epoch[98] Batch [299]	Speed: 2772.250852 samples/sec	top1-err=0.370228	lr=0.034311
INFO:root:Epoch[98] Batch [349]	Speed: 2777.374562 samples/sec	top1-err=0.370628	lr=0.034189
INFO:root:Epoch[98] Batch [399]	Speed: 2789.565172 samples/sec	top1-err=0.370903	lr=0.034067
INFO:root:Epoch[98] Batch [449]	Speed: 2689.069002 samples/sec	top1-err=0.370972	lr=0.033945
INFO:root:Epoch[98] Batch [499]	Speed: 2780.298922 samples/sec	top1-err=0.371318	lr=0.033823
INFO:root:Epoch[98] Batch [549]	Speed: 2736.331519 samples/sec	top1-err=0.371612	lr=0.033702
INFO:root:Epoch[98] Batch [599]	Speed: 2708.864296 samples/sec	top1-err=0.371517	lr=0.033581
INFO:root:Epoch[98] Batch [649]	Speed: 2738.209668 samples/sec	top1-err=0.371508	lr=0.033460
INFO:root:Epoch[98] Batch [699]	Speed: 2757.428270 samples/sec	top1-err=0.371571	lr=0.033339
INFO:root:Epoch[98] Batch [749]	Speed: 2763.331756 samples/sec	top1-err=0.371794	lr=0.033218
INFO:root:Epoch[98] Batch [799]	Speed: 2734.510716 samples/sec	top1-err=0.371877	lr=0.033098
INFO:root:Epoch[98] Batch [849]	Speed: 2765.757867 samples/sec	top1-err=0.372232	lr=0.032978
INFO:root:Epoch[98] Batch [899]	Speed: 2706.489687 samples/sec	top1-err=0.372406	lr=0.032858
INFO:root:Epoch[98] Batch [949]	Speed: 2821.024153 samples/sec	top1-err=0.372216	lr=0.032738
INFO:root:Epoch[98] Batch [999]	Speed: 2688.925633 samples/sec	top1-err=0.372088	lr=0.032618
INFO:root:Epoch[98] Batch [1049]	Speed: 2780.584615 samples/sec	top1-err=0.372114	lr=0.032499
INFO:root:Epoch[98] Batch [1099]	Speed: 2733.826952 samples/sec	top1-err=0.372077	lr=0.032380
INFO:root:Epoch[98] Batch [1149]	Speed: 2741.960616 samples/sec	top1-err=0.372125	lr=0.032261
INFO:root:Epoch[98] Batch [1199]	Speed: 2703.296185 samples/sec	top1-err=0.372225	lr=0.032142
INFO:root:Epoch[98] Batch [1249]	Speed: 2763.725225 samples/sec	top1-err=0.372182	lr=0.032023
INFO:root:[Epoch 98] training: err-top1=0.372177
INFO:root:[Epoch 98] speed: 2746 samples/sec	time cost: 482.573678
INFO:root:[Epoch 98] validation: err-top1=0.343343 err-top5=0.133016
INFO:root:Epoch[99] Batch [49]	Speed: 2789.543286 samples/sec	top1-err=0.365117	lr=0.031902
INFO:root:Epoch[99] Batch [99]	Speed: 2790.751471 samples/sec	top1-err=0.365781	lr=0.031784
INFO:root:Epoch[99] Batch [149]	Speed: 2767.867096 samples/sec	top1-err=0.365052	lr=0.031666
INFO:root:Epoch[99] Batch [199]	Speed: 2798.165755 samples/sec	top1-err=0.366172	lr=0.031548
INFO:root:Epoch[99] Batch [249]	Speed: 2800.769270 samples/sec	top1-err=0.366016	lr=0.031431
INFO:root:Epoch[99] Batch [299]	Speed: 2760.414220 samples/sec	top1-err=0.366478	lr=0.031313
INFO:root:Epoch[99] Batch [349]	Speed: 2756.601820 samples/sec	top1-err=0.366080	lr=0.031196
INFO:root:Epoch[99] Batch [399]	Speed: 2684.945852 samples/sec	top1-err=0.366675	lr=0.031079
INFO:root:Epoch[99] Batch [449]	Speed: 2708.679415 samples/sec	top1-err=0.366834	lr=0.030962
INFO:root:Epoch[99] Batch [499]	Speed: 2721.072233 samples/sec	top1-err=0.366887	lr=0.030846
INFO:root:Epoch[99] Batch [549]	Speed: 2692.796612 samples/sec	top1-err=0.366839	lr=0.030729
INFO:root:Epoch[99] Batch [599]	Speed: 2746.446357 samples/sec	top1-err=0.366826	lr=0.030613
INFO:root:Epoch[99] Batch [649]	Speed: 2760.725440 samples/sec	top1-err=0.366952	lr=0.030497
INFO:root:Epoch[99] Batch [699]	Speed: 2756.667850 samples/sec	top1-err=0.367016	lr=0.030381
INFO:root:Epoch[99] Batch [749]	Speed: 2763.815535 samples/sec	top1-err=0.366936	lr=0.030266
INFO:root:Epoch[99] Batch [799]	Speed: 2762.652731 samples/sec	top1-err=0.367296	lr=0.030150
INFO:root:Epoch[99] Batch [849]	Speed: 2769.980152 samples/sec	top1-err=0.367277	lr=0.030035
INFO:root:Epoch[99] Batch [899]	Speed: 2720.244307 samples/sec	top1-err=0.367307	lr=0.029920
INFO:root:Epoch[99] Batch [949]	Speed: 2776.684240 samples/sec	top1-err=0.367474	lr=0.029805
INFO:root:Epoch[99] Batch [999]	Speed: 2756.791036 samples/sec	top1-err=0.367614	lr=0.029691
INFO:root:Epoch[99] Batch [1049]	Speed: 2727.748920 samples/sec	top1-err=0.367680	lr=0.029576
INFO:root:Epoch[99] Batch [1099]	Speed: 2791.196322 samples/sec	top1-err=0.367662	lr=0.029462
INFO:root:Epoch[99] Batch [1149]	Speed: 2779.523751 samples/sec	top1-err=0.367789	lr=0.029348
INFO:root:Epoch[99] Batch [1199]	Speed: 2714.263539 samples/sec	top1-err=0.367980	lr=0.029234
INFO:root:Epoch[99] Batch [1249]	Speed: 2753.230687 samples/sec	top1-err=0.368206	lr=0.029121
INFO:root:[Epoch 99] training: err-top1=0.368232
INFO:root:[Epoch 99] speed: 2751 samples/sec	time cost: 482.780380
INFO:root:[Epoch 99] validation: err-top1=0.335519 err-top5=0.126276
INFO:root:Epoch[100] Batch [49]	Speed: 2756.184235 samples/sec	top1-err=0.362832	lr=0.029005
INFO:root:Epoch[100] Batch [99]	Speed: 2767.901237 samples/sec	top1-err=0.361006	lr=0.028892
INFO:root:Epoch[100] Batch [149]	Speed: 2692.625835 samples/sec	top1-err=0.360241	lr=0.028779
INFO:root:Epoch[100] Batch [199]	Speed: 2732.698907 samples/sec	top1-err=0.360737	lr=0.028666
INFO:root:Epoch[100] Batch [249]	Speed: 2768.030781 samples/sec	top1-err=0.360652	lr=0.028554
INFO:root:Epoch[100] Batch [299]	Speed: 2727.940918 samples/sec	top1-err=0.361423	lr=0.028441
INFO:root:Epoch[100] Batch [349]	Speed: 2728.173771 samples/sec	top1-err=0.361719	lr=0.028329
INFO:root:Epoch[100] Batch [399]	Speed: 2744.086497 samples/sec	top1-err=0.361665	lr=0.028217
INFO:root:Epoch[100] Batch [449]	Speed: 2788.606763 samples/sec	top1-err=0.361949	lr=0.028105
INFO:root:Epoch[100] Batch [499]	Speed: 2791.812868 samples/sec	top1-err=0.362018	lr=0.027994
INFO:root:Epoch[100] Batch [549]	Speed: 2770.382879 samples/sec	top1-err=0.362232	lr=0.027883
INFO:root:Epoch[100] Batch [599]	Speed: 2758.295958 samples/sec	top1-err=0.362406	lr=0.027772
INFO:root:Epoch[100] Batch [649]	Speed: 2753.648542 samples/sec	top1-err=0.362371	lr=0.027661
INFO:root:Epoch[100] Batch [699]	Speed: 2712.809867 samples/sec	top1-err=0.362520	lr=0.027550
INFO:root:Epoch[100] Batch [749]	Speed: 2819.607168 samples/sec	top1-err=0.362600	lr=0.027439
INFO:root:Epoch[100] Batch [799]	Speed: 2754.915204 samples/sec	top1-err=0.362842	lr=0.027329
INFO:root:Epoch[100] Batch [849]	Speed: 2716.161353 samples/sec	top1-err=0.362583	lr=0.027219
INFO:root:Epoch[100] Batch [899]	Speed: 2772.988242 samples/sec	top1-err=0.362530	lr=0.027109
INFO:root:Epoch[100] Batch [949]	Speed: 2757.704678 samples/sec	top1-err=0.362581	lr=0.026999
INFO:root:Epoch[100] Batch [999]	Speed: 2770.756336 samples/sec	top1-err=0.362819	lr=0.026890
INFO:root:Epoch[100] Batch [1049]	Speed: 2727.273077 samples/sec	top1-err=0.363031	lr=0.026781
INFO:root:Epoch[100] Batch [1099]	Speed: 2757.723093 samples/sec	top1-err=0.362954	lr=0.026672
INFO:root:Epoch[100] Batch [1149]	Speed: 2783.272445 samples/sec	top1-err=0.362878	lr=0.026563
INFO:root:Epoch[100] Batch [1199]	Speed: 2773.342560 samples/sec	top1-err=0.363062	lr=0.026454
INFO:root:Epoch[100] Batch [1249]	Speed: 2797.925978 samples/sec	top1-err=0.363386	lr=0.026346
INFO:root:[Epoch 100] training: err-top1=0.363363
INFO:root:[Epoch 100] speed: 2753 samples/sec	time cost: 482.373114
INFO:root:[Epoch 100] validation: err-top1=0.329719 err-top5=0.122967
INFO:root:Epoch[101] Batch [49]	Speed: 2737.461414 samples/sec	top1-err=0.350977	lr=0.026235
INFO:root:Epoch[101] Batch [99]	Speed: 2750.188187 samples/sec	top1-err=0.352891	lr=0.026127
INFO:root:Epoch[101] Batch [149]	Speed: 2826.151557 samples/sec	top1-err=0.354219	lr=0.026020
INFO:root:Epoch[101] Batch [199]	Speed: 2702.638484 samples/sec	top1-err=0.355557	lr=0.025912
INFO:root:Epoch[101] Batch [249]	Speed: 2762.690298 samples/sec	top1-err=0.355723	lr=0.025805
INFO:root:Epoch[101] Batch [299]	Speed: 2694.629046 samples/sec	top1-err=0.356380	lr=0.025697
INFO:root:Epoch[101] Batch [349]	Speed: 2754.409382 samples/sec	top1-err=0.356546	lr=0.025590
INFO:root:Epoch[101] Batch [399]	Speed: 2783.669665 samples/sec	top1-err=0.356978	lr=0.025484
INFO:root:Epoch[101] Batch [449]	Speed: 2704.497352 samples/sec	top1-err=0.357591	lr=0.025377
INFO:root:Epoch[101] Batch [499]	Speed: 2772.782976 samples/sec	top1-err=0.357965	lr=0.025271
INFO:root:Epoch[101] Batch [549]	Speed: 2683.746624 samples/sec	top1-err=0.358056	lr=0.025165
INFO:root:Epoch[101] Batch [599]	Speed: 2777.272876 samples/sec	top1-err=0.357961	lr=0.025059
INFO:root:Epoch[101] Batch [649]	Speed: 2770.157452 samples/sec	top1-err=0.358134	lr=0.024953
INFO:root:Epoch[101] Batch [699]	Speed: 2724.414176 samples/sec	top1-err=0.358391	lr=0.024847
INFO:root:Epoch[101] Batch [749]	Speed: 2709.043461 samples/sec	top1-err=0.358479	lr=0.024742
INFO:root:Epoch[101] Batch [799]	Speed: 2725.626646 samples/sec	top1-err=0.358573	lr=0.024637
INFO:root:Epoch[101] Batch [849]	Speed: 2756.259301 samples/sec	top1-err=0.358727	lr=0.024532
INFO:root:Epoch[101] Batch [899]	Speed: 2746.121105 samples/sec	top1-err=0.358929	lr=0.024427
INFO:root:Epoch[101] Batch [949]	Speed: 2756.526700 samples/sec	top1-err=0.359226	lr=0.024323
INFO:root:Epoch[101] Batch [999]	Speed: 2753.549009 samples/sec	top1-err=0.359314	lr=0.024219
INFO:root:Epoch[101] Batch [1049]	Speed: 2701.086236 samples/sec	top1-err=0.359357	lr=0.024115
INFO:root:Epoch[101] Batch [1099]	Speed: 2819.691134 samples/sec	top1-err=0.359413	lr=0.024011
INFO:root:Epoch[101] Batch [1149]	Speed: 2667.222755 samples/sec	top1-err=0.359490	lr=0.023907
INFO:root:Epoch[101] Batch [1199]	Speed: 2692.248198 samples/sec	top1-err=0.359467	lr=0.023804
INFO:root:Epoch[101] Batch [1249]	Speed: 2737.201190 samples/sec	top1-err=0.359513	lr=0.023700
INFO:root:[Epoch 101] training: err-top1=0.359522
INFO:root:[Epoch 101] speed: 2736 samples/sec	time cost: 484.771139
INFO:root:[Epoch 101] validation: err-top1=0.332370 err-top5=0.123984
INFO:root:Epoch[102] Batch [49]	Speed: 2776.832417 samples/sec	top1-err=0.349414	lr=0.023595
INFO:root:Epoch[102] Batch [99]	Speed: 2741.130605 samples/sec	top1-err=0.351611	lr=0.023493
INFO:root:Epoch[102] Batch [149]	Speed: 2688.289611 samples/sec	top1-err=0.351556	lr=0.023390
INFO:root:Epoch[102] Batch [199]	Speed: 2727.146696 samples/sec	top1-err=0.352271	lr=0.023288
INFO:root:Epoch[102] Batch [249]	Speed: 2779.025575 samples/sec	top1-err=0.352145	lr=0.023185
INFO:root:Epoch[102] Batch [299]	Speed: 2812.717899 samples/sec	top1-err=0.352773	lr=0.023083
INFO:root:Epoch[102] Batch [349]	Speed: 2698.924976 samples/sec	top1-err=0.352910	lr=0.022982
INFO:root:Epoch[102] Batch [399]	Speed: 2746.548327 samples/sec	top1-err=0.352705	lr=0.022880
INFO:root:Epoch[102] Batch [449]	Speed: 2795.077175 samples/sec	top1-err=0.353147	lr=0.022779
INFO:root:Epoch[102] Batch [499]	Speed: 2774.979458 samples/sec	top1-err=0.353076	lr=0.022678
INFO:root:Epoch[102] Batch [549]	Speed: 2700.755404 samples/sec	top1-err=0.353342	lr=0.022577
INFO:root:Epoch[102] Batch [599]	Speed: 2742.579558 samples/sec	top1-err=0.353285	lr=0.022476
INFO:root:Epoch[102] Batch [649]	Speed: 2769.128772 samples/sec	top1-err=0.353556	lr=0.022376
INFO:root:Epoch[102] Batch [699]	Speed: 2718.245956 samples/sec	top1-err=0.353715	lr=0.022276
INFO:root:Epoch[102] Batch [749]	Speed: 2709.290292 samples/sec	top1-err=0.353947	lr=0.022175
INFO:root:Epoch[102] Batch [799]	Speed: 2779.696338 samples/sec	top1-err=0.354154	lr=0.022076
INFO:root:Epoch[102] Batch [849]	Speed: 2797.067390 samples/sec	top1-err=0.354280	lr=0.021976
INFO:root:Epoch[102] Batch [899]	Speed: 2788.260517 samples/sec	top1-err=0.354120	lr=0.021877
INFO:root:Epoch[102] Batch [949]	Speed: 2761.682321 samples/sec	top1-err=0.354221	lr=0.021777
INFO:root:Epoch[102] Batch [999]	Speed: 2750.496365 samples/sec	top1-err=0.354469	lr=0.021678
INFO:root:Epoch[102] Batch [1049]	Speed: 2741.442531 samples/sec	top1-err=0.354566	lr=0.021580
INFO:root:Epoch[102] Batch [1099]	Speed: 2733.261178 samples/sec	top1-err=0.354477	lr=0.021481
INFO:root:Epoch[102] Batch [1149]	Speed: 2712.900856 samples/sec	top1-err=0.354504	lr=0.021383
INFO:root:Epoch[102] Batch [1199]	Speed: 2750.978444 samples/sec	top1-err=0.354664	lr=0.021285
INFO:root:Epoch[102] Batch [1249]	Speed: 2757.223957 samples/sec	top1-err=0.354718	lr=0.021187
INFO:root:[Epoch 102] training: err-top1=0.354711
INFO:root:[Epoch 102] speed: 2746 samples/sec	time cost: 483.012704
INFO:root:[Epoch 102] validation: err-top1=0.324637 err-top5=0.118981
INFO:root:Epoch[103] Batch [49]	Speed: 2711.067179 samples/sec	top1-err=0.346680	lr=0.021087
INFO:root:Epoch[103] Batch [99]	Speed: 2757.553331 samples/sec	top1-err=0.346807	lr=0.020990
INFO:root:Epoch[103] Batch [149]	Speed: 2736.935469 samples/sec	top1-err=0.347461	lr=0.020892
INFO:root:Epoch[103] Batch [199]	Speed: 2855.858691 samples/sec	top1-err=0.348003	lr=0.020795
INFO:root:Epoch[103] Batch [249]	Speed: 2779.393956 samples/sec	top1-err=0.347934	lr=0.020698
INFO:root:Epoch[103] Batch [299]	Speed: 2797.960828 samples/sec	top1-err=0.348561	lr=0.020602
INFO:root:Epoch[103] Batch [349]	Speed: 2815.910336 samples/sec	top1-err=0.348619	lr=0.020505
INFO:root:Epoch[103] Batch [399]	Speed: 2805.312187 samples/sec	top1-err=0.349082	lr=0.020409
INFO:root:Epoch[103] Batch [449]	Speed: 2742.635075 samples/sec	top1-err=0.349861	lr=0.020313
INFO:root:Epoch[103] Batch [499]	Speed: 2763.688092 samples/sec	top1-err=0.350076	lr=0.020217
INFO:root:Epoch[103] Batch [549]	Speed: 2803.283988 samples/sec	top1-err=0.350359	lr=0.020122
INFO:root:Epoch[103] Batch [599]	Speed: 2716.318258 samples/sec	top1-err=0.350308	lr=0.020026
INFO:root:Epoch[103] Batch [649]	Speed: 2733.937629 samples/sec	top1-err=0.350583	lr=0.019931
INFO:root:Epoch[103] Batch [699]	Speed: 2736.729368 samples/sec	top1-err=0.350767	lr=0.019836
INFO:root:Epoch[103] Batch [749]	Speed: 2761.739431 samples/sec	top1-err=0.350789	lr=0.019742
INFO:root:Epoch[103] Batch [799]	Speed: 2729.654577 samples/sec	top1-err=0.350692	lr=0.019647
INFO:root:Epoch[103] Batch [849]	Speed: 2717.462974 samples/sec	top1-err=0.350603	lr=0.019553
INFO:root:Epoch[103] Batch [899]	Speed: 2692.677795 samples/sec	top1-err=0.350482	lr=0.019459
INFO:root:Epoch[103] Batch [949]	Speed: 2727.381734 samples/sec	top1-err=0.350566	lr=0.019365
INFO:root:Epoch[103] Batch [999]	Speed: 2748.131161 samples/sec	top1-err=0.350756	lr=0.019271
INFO:root:Epoch[103] Batch [1049]	Speed: 2777.324239 samples/sec	top1-err=0.350845	lr=0.019178
INFO:root:Epoch[103] Batch [1099]	Speed: 2746.485556 samples/sec	top1-err=0.350892	lr=0.019085
INFO:root:Epoch[103] Batch [1149]	Speed: 2788.854362 samples/sec	top1-err=0.350932	lr=0.018992
INFO:root:Epoch[103] Batch [1199]	Speed: 2817.159324 samples/sec	top1-err=0.351012	lr=0.018899
INFO:root:Epoch[103] Batch [1249]	Speed: 2695.664862 samples/sec	top1-err=0.350996	lr=0.018806
INFO:root:[Epoch 103] training: err-top1=0.350993
INFO:root:[Epoch 103] speed: 2755 samples/sec	time cost: 481.717151
INFO:root:[Epoch 103] validation: err-top1=0.326032 err-top5=0.119380
INFO:root:Epoch[104] Batch [49]	Speed: 2699.042378 samples/sec	top1-err=0.345898	lr=0.018712
INFO:root:Epoch[104] Batch [99]	Speed: 2803.735881 samples/sec	top1-err=0.344834	lr=0.018620
INFO:root:Epoch[104] Batch [149]	Speed: 2748.599113 samples/sec	top1-err=0.345137	lr=0.018528
INFO:root:Epoch[104] Batch [199]	Speed: 2735.544252 samples/sec	top1-err=0.345200	lr=0.018436
INFO:root:Epoch[104] Batch [249]	Speed: 2785.227853 samples/sec	top1-err=0.345590	lr=0.018345
INFO:root:Epoch[104] Batch [299]	Speed: 2764.557483 samples/sec	top1-err=0.345313	lr=0.018254
INFO:root:Epoch[104] Batch [349]	Speed: 2772.515958 samples/sec	top1-err=0.344953	lr=0.018163
INFO:root:Epoch[104] Batch [399]	Speed: 2771.861715 samples/sec	top1-err=0.345273	lr=0.018072
INFO:root:Epoch[104] Batch [449]	Speed: 2806.265650 samples/sec	top1-err=0.345386	lr=0.017981
INFO:root:Epoch[104] Batch [499]	Speed: 2812.231876 samples/sec	top1-err=0.345318	lr=0.017891
INFO:root:Epoch[104] Batch [549]	Speed: 2787.526852 samples/sec	top1-err=0.345316	lr=0.017801
INFO:root:Epoch[104] Batch [599]	Speed: 2794.983028 samples/sec	top1-err=0.345498	lr=0.017711
INFO:root:Epoch[104] Batch [649]	Speed: 2752.150308 samples/sec	top1-err=0.345428	lr=0.017621
INFO:root:Epoch[104] Batch [699]	Speed: 2798.659000 samples/sec	top1-err=0.345545	lr=0.017532
INFO:root:Epoch[104] Batch [749]	Speed: 2781.529339 samples/sec	top1-err=0.345712	lr=0.017442
INFO:root:Epoch[104] Batch [799]	Speed: 2743.319013 samples/sec	top1-err=0.345776	lr=0.017353
INFO:root:Epoch[104] Batch [849]	Speed: 2769.828525 samples/sec	top1-err=0.345780	lr=0.017264
INFO:root:Epoch[104] Batch [899]	Speed: 2744.460544 samples/sec	top1-err=0.345864	lr=0.017176
INFO:root:Epoch[104] Batch [949]	Speed: 2744.056482 samples/sec	top1-err=0.345970	lr=0.017087
INFO:root:Epoch[104] Batch [999]	Speed: 2727.220778 samples/sec	top1-err=0.346041	lr=0.016999
INFO:root:Epoch[104] Batch [1049]	Speed: 2844.991794 samples/sec	top1-err=0.346135	lr=0.016911
INFO:root:Epoch[104] Batch [1099]	Speed: 2775.353546 samples/sec	top1-err=0.346157	lr=0.016823
INFO:root:Epoch[104] Batch [1149]	Speed: 2724.967199 samples/sec	top1-err=0.346265	lr=0.016736
INFO:root:Epoch[104] Batch [1199]	Speed: 2783.481396 samples/sec	top1-err=0.346318	lr=0.016648
INFO:root:Epoch[104] Batch [1249]	Speed: 2775.599407 samples/sec	top1-err=0.346380	lr=0.016561
INFO:root:[Epoch 104] training: err-top1=0.346374
INFO:root:[Epoch 104] speed: 2766 samples/sec	time cost: 479.630410
INFO:root:[Epoch 104] validation: err-top1=0.319214 err-top5=0.117126
INFO:root:Epoch[105] Batch [49]	Speed: 2739.006120 samples/sec	top1-err=0.336641	lr=0.016473
INFO:root:Epoch[105] Batch [99]	Speed: 2804.678932 samples/sec	top1-err=0.337998	lr=0.016386
INFO:root:Epoch[105] Batch [149]	Speed: 2741.852124 samples/sec	top1-err=0.338737	lr=0.016299
INFO:root:Epoch[105] Batch [199]	Speed: 2790.776569 samples/sec	top1-err=0.339209	lr=0.016213
INFO:root:Epoch[105] Batch [249]	Speed: 2747.554355 samples/sec	top1-err=0.340063	lr=0.016127
INFO:root:Epoch[105] Batch [299]	Speed: 2651.781207 samples/sec	top1-err=0.340186	lr=0.016041
INFO:root:Epoch[105] Batch [349]	Speed: 2773.739673 samples/sec	top1-err=0.340321	lr=0.015956
INFO:root:Epoch[105] Batch [399]	Speed: 2773.950348 samples/sec	top1-err=0.340610	lr=0.015870
INFO:root:Epoch[105] Batch [449]	Speed: 2792.879032 samples/sec	top1-err=0.340549	lr=0.015785
INFO:root:Epoch[105] Batch [499]	Speed: 2731.365734 samples/sec	top1-err=0.340803	lr=0.015700
INFO:root:Epoch[105] Batch [549]	Speed: 2780.523735 samples/sec	top1-err=0.340794	lr=0.015616
INFO:root:Epoch[105] Batch [599]	Speed: 2703.547721 samples/sec	top1-err=0.340801	lr=0.015531
INFO:root:Epoch[105] Batch [649]	Speed: 2788.932595 samples/sec	top1-err=0.341179	lr=0.015447
INFO:root:Epoch[105] Batch [699]	Speed: 2751.225010 samples/sec	top1-err=0.341044	lr=0.015363
INFO:root:Epoch[105] Batch [749]	Speed: 2785.175909 samples/sec	top1-err=0.341220	lr=0.015279
INFO:root:Epoch[105] Batch [799]	Speed: 2785.008925 samples/sec	top1-err=0.341219	lr=0.015195
INFO:root:Epoch[105] Batch [849]	Speed: 2751.160967 samples/sec	top1-err=0.341304	lr=0.015112
INFO:root:Epoch[105] Batch [899]	Speed: 2774.386882 samples/sec	top1-err=0.341360	lr=0.015029
INFO:root:Epoch[105] Batch [949]	Speed: 2686.180794 samples/sec	top1-err=0.341572	lr=0.014946
INFO:root:Epoch[105] Batch [999]	Speed: 2794.677893 samples/sec	top1-err=0.341619	lr=0.014863
INFO:root:Epoch[105] Batch [1049]	Speed: 2787.132799 samples/sec	top1-err=0.341680	lr=0.014781
INFO:root:Epoch[105] Batch [1099]	Speed: 2736.741959 samples/sec	top1-err=0.341800	lr=0.014699
INFO:root:Epoch[105] Batch [1149]	Speed: 2761.238058 samples/sec	top1-err=0.342007	lr=0.014616
INFO:root:Epoch[105] Batch [1199]	Speed: 2712.771074 samples/sec	top1-err=0.342050	lr=0.014535
INFO:root:Epoch[105] Batch [1249]	Speed: 2721.955828 samples/sec	top1-err=0.342085	lr=0.014453
INFO:root:[Epoch 105] training: err-top1=0.342083
INFO:root:[Epoch 105] speed: 2751 samples/sec	time cost: 482.359885
INFO:root:[Epoch 105] validation: err-top1=0.316984 err-top5=0.115095
INFO:root:Epoch[106] Batch [49]	Speed: 2736.279744 samples/sec	top1-err=0.335879	lr=0.014370
INFO:root:Epoch[106] Batch [99]	Speed: 2664.931010 samples/sec	top1-err=0.335459	lr=0.014289
INFO:root:Epoch[106] Batch [149]	Speed: 2739.046715 samples/sec	top1-err=0.335632	lr=0.014208
INFO:root:Epoch[106] Batch [199]	Speed: 2717.136025 samples/sec	top1-err=0.335542	lr=0.014127
INFO:root:Epoch[106] Batch [249]	Speed: 2734.115601 samples/sec	top1-err=0.335258	lr=0.014047
INFO:root:Epoch[106] Batch [299]	Speed: 2727.326244 samples/sec	top1-err=0.335791	lr=0.013966
INFO:root:Epoch[106] Batch [349]	Speed: 2760.439803 samples/sec	top1-err=0.336080	lr=0.013886
INFO:root:Epoch[106] Batch [399]	Speed: 2769.155410 samples/sec	top1-err=0.336108	lr=0.013806
INFO:root:Epoch[106] Batch [449]	Speed: 2776.011628 samples/sec	top1-err=0.336181	lr=0.013727
INFO:root:Epoch[106] Batch [499]	Speed: 2799.088315 samples/sec	top1-err=0.336412	lr=0.013647
INFO:root:Epoch[106] Batch [549]	Speed: 2730.687778 samples/sec	top1-err=0.336266	lr=0.013568
INFO:root:Epoch[106] Batch [599]	Speed: 2764.162888 samples/sec	top1-err=0.336632	lr=0.013489
INFO:root:Epoch[106] Batch [649]	Speed: 2800.452171 samples/sec	top1-err=0.336932	lr=0.013411
INFO:root:Epoch[106] Batch [699]	Speed: 2750.314740 samples/sec	top1-err=0.337129	lr=0.013332
INFO:root:Epoch[106] Batch [749]	Speed: 2835.661300 samples/sec	top1-err=0.337042	lr=0.013254
INFO:root:Epoch[106] Batch [799]	Speed: 2764.122434 samples/sec	top1-err=0.336967	lr=0.013176
INFO:root:Epoch[106] Batch [849]	Speed: 2723.712685 samples/sec	top1-err=0.337068	lr=0.013098
INFO:root:Epoch[106] Batch [899]	Speed: 2723.698936 samples/sec	top1-err=0.337225	lr=0.013020
INFO:root:Epoch[106] Batch [949]	Speed: 2778.462761 samples/sec	top1-err=0.337377	lr=0.012943
INFO:root:Epoch[106] Batch [999]	Speed: 2754.567628 samples/sec	top1-err=0.337482	lr=0.012866
INFO:root:Epoch[106] Batch [1049]	Speed: 2778.995222 samples/sec	top1-err=0.337403	lr=0.012789
INFO:root:Epoch[106] Batch [1099]	Speed: 2761.411400 samples/sec	top1-err=0.337504	lr=0.012712
INFO:root:Epoch[106] Batch [1149]	Speed: 2691.432624 samples/sec	top1-err=0.337662	lr=0.012636
INFO:root:Epoch[106] Batch [1199]	Speed: 2816.487206 samples/sec	top1-err=0.337550	lr=0.012559
INFO:root:Epoch[106] Batch [1249]	Speed: 2801.212241 samples/sec	top1-err=0.337639	lr=0.012483
INFO:root:[Epoch 106] training: err-top1=0.337629
INFO:root:[Epoch 106] speed: 2753 samples/sec	time cost: 481.944151
INFO:root:[Epoch 106] validation: err-top1=0.313676 err-top5=0.113779
INFO:root:Epoch[107] Batch [49]	Speed: 2769.591008 samples/sec	top1-err=0.331621	lr=0.012406
INFO:root:Epoch[107] Batch [99]	Speed: 2743.015664 samples/sec	top1-err=0.330986	lr=0.012330
INFO:root:Epoch[107] Batch [149]	Speed: 2706.392272 samples/sec	top1-err=0.331198	lr=0.012255
INFO:root:Epoch[107] Batch [199]	Speed: 2746.029349 samples/sec	top1-err=0.331445	lr=0.012180
INFO:root:Epoch[107] Batch [249]	Speed: 2709.708113 samples/sec	top1-err=0.331453	lr=0.012105
INFO:root:Epoch[107] Batch [299]	Speed: 2782.205889 samples/sec	top1-err=0.331937	lr=0.012030
INFO:root:Epoch[107] Batch [349]	Speed: 2788.990004 samples/sec	top1-err=0.332121	lr=0.011956
INFO:root:Epoch[107] Batch [399]	Speed: 2744.732429 samples/sec	top1-err=0.332075	lr=0.011881
INFO:root:Epoch[107] Batch [449]	Speed: 2738.173357 samples/sec	top1-err=0.332483	lr=0.011807
INFO:root:Epoch[107] Batch [499]	Speed: 2774.597798 samples/sec	top1-err=0.332623	lr=0.011734
INFO:root:Epoch[107] Batch [549]	Speed: 2710.795284 samples/sec	top1-err=0.332880	lr=0.011660
INFO:root:Epoch[107] Batch [599]	Speed: 2744.174441 samples/sec	top1-err=0.332912	lr=0.011587
INFO:root:Epoch[107] Batch [649]	Speed: 2752.419274 samples/sec	top1-err=0.332794	lr=0.011513
INFO:root:Epoch[107] Batch [699]	Speed: 2826.117079 samples/sec	top1-err=0.332814	lr=0.011441
INFO:root:Epoch[107] Batch [749]	Speed: 2701.393192 samples/sec	top1-err=0.332941	lr=0.011368
INFO:root:Epoch[107] Batch [799]	Speed: 2775.029553 samples/sec	top1-err=0.332950	lr=0.011295
INFO:root:Epoch[107] Batch [849]	Speed: 2762.545865 samples/sec	top1-err=0.333048	lr=0.011223
INFO:root:Epoch[107] Batch [899]	Speed: 2753.934399 samples/sec	top1-err=0.333117	lr=0.011151
INFO:root:Epoch[107] Batch [949]	Speed: 2733.890607 samples/sec	top1-err=0.333261	lr=0.011079
INFO:root:Epoch[107] Batch [999]	Speed: 2705.618728 samples/sec	top1-err=0.333415	lr=0.011008
INFO:root:Epoch[107] Batch [1049]	Speed: 2803.190056 samples/sec	top1-err=0.333374	lr=0.010936
INFO:root:Epoch[107] Batch [1099]	Speed: 2666.865291 samples/sec	top1-err=0.333397	lr=0.010865
INFO:root:Epoch[107] Batch [1149]	Speed: 2769.296963 samples/sec	top1-err=0.333401	lr=0.010794
INFO:root:Epoch[107] Batch [1199]	Speed: 2759.291325 samples/sec	top1-err=0.333297	lr=0.010724
INFO:root:Epoch[107] Batch [1249]	Speed: 2752.130204 samples/sec	top1-err=0.333324	lr=0.010653
INFO:root:[Epoch 107] training: err-top1=0.333335
INFO:root:[Epoch 107] speed: 2744 samples/sec	time cost: 484.056544
INFO:root:[Epoch 107] validation: err-top1=0.309889 err-top5=0.111468
INFO:root:Epoch[108] Batch [49]	Speed: 2673.073422 samples/sec	top1-err=0.329492	lr=0.010582
INFO:root:Epoch[108] Batch [99]	Speed: 2743.204211 samples/sec	top1-err=0.327305	lr=0.010512
INFO:root:Epoch[108] Batch [149]	Speed: 2758.280795 samples/sec	top1-err=0.327350	lr=0.010442
INFO:root:Epoch[108] Batch [199]	Speed: 2752.879830 samples/sec	top1-err=0.326904	lr=0.010373
INFO:root:Epoch[108] Batch [249]	Speed: 2764.727682 samples/sec	top1-err=0.326898	lr=0.010303
INFO:root:Epoch[108] Batch [299]	Speed: 2749.063107 samples/sec	top1-err=0.327220	lr=0.010234
INFO:root:Epoch[108] Batch [349]	Speed: 2837.990375 samples/sec	top1-err=0.327478	lr=0.010165
INFO:root:Epoch[108] Batch [399]	Speed: 2786.528768 samples/sec	top1-err=0.328213	lr=0.010097
INFO:root:Epoch[108] Batch [449]	Speed: 2753.988894 samples/sec	top1-err=0.328077	lr=0.010028
INFO:root:Epoch[108] Batch [499]	Speed: 2750.456769 samples/sec	top1-err=0.328313	lr=0.009960
INFO:root:Epoch[108] Batch [549]	Speed: 2742.754979 samples/sec	top1-err=0.328503	lr=0.009892
INFO:root:Epoch[108] Batch [599]	Speed: 2781.499580 samples/sec	top1-err=0.328376	lr=0.009824
INFO:root:Epoch[108] Batch [649]	Speed: 2772.952041 samples/sec	top1-err=0.328370	lr=0.009757
INFO:root:Epoch[108] Batch [699]	Speed: 2715.963658 samples/sec	top1-err=0.328616	lr=0.009690
INFO:root:Epoch[108] Batch [749]	Speed: 2740.102283 samples/sec	top1-err=0.328811	lr=0.009623
INFO:root:Epoch[108] Batch [799]	Speed: 2663.918377 samples/sec	top1-err=0.329011	lr=0.009556
INFO:root:Epoch[108] Batch [849]	Speed: 2820.933697 samples/sec	top1-err=0.329193	lr=0.009489
INFO:root:Epoch[108] Batch [899]	Speed: 2757.047849 samples/sec	top1-err=0.329174	lr=0.009423
INFO:root:Epoch[108] Batch [949]	Speed: 2723.557239 samples/sec	top1-err=0.329280	lr=0.009357
INFO:root:Epoch[108] Batch [999]	Speed: 2691.716303 samples/sec	top1-err=0.329257	lr=0.009291
INFO:root:Epoch[108] Batch [1049]	Speed: 2793.672683 samples/sec	top1-err=0.329266	lr=0.009225
INFO:root:Epoch[108] Batch [1099]	Speed: 2755.302002 samples/sec	top1-err=0.329386	lr=0.009160
INFO:root:Epoch[108] Batch [1149]	Speed: 2685.566623 samples/sec	top1-err=0.329503	lr=0.009095
INFO:root:Epoch[108] Batch [1199]	Speed: 2699.149509 samples/sec	top1-err=0.329391	lr=0.009030
INFO:root:Epoch[108] Batch [1249]	Speed: 2812.687616 samples/sec	top1-err=0.329330	lr=0.008965
INFO:root:[Epoch 108] training: err-top1=0.329331
INFO:root:[Epoch 108] speed: 2745 samples/sec	time cost: 483.137644
INFO:root:[Epoch 108] validation: err-top1=0.307996 err-top5=0.109734
INFO:root:Epoch[109] Batch [49]	Speed: 2743.173200 samples/sec	top1-err=0.319570	lr=0.008899
INFO:root:Epoch[109] Batch [99]	Speed: 2837.977811 samples/sec	top1-err=0.323027	lr=0.008835
INFO:root:Epoch[109] Batch [149]	Speed: 2765.346192 samples/sec	top1-err=0.322461	lr=0.008771
INFO:root:Epoch[109] Batch [199]	Speed: 2738.506402 samples/sec	top1-err=0.323784	lr=0.008707
INFO:root:Epoch[109] Batch [249]	Speed: 2763.487331 samples/sec	top1-err=0.323039	lr=0.008643
INFO:root:Epoch[109] Batch [299]	Speed: 2754.029969 samples/sec	top1-err=0.323145	lr=0.008580
INFO:root:Epoch[109] Batch [349]	Speed: 2732.710869 samples/sec	top1-err=0.323730	lr=0.008517
INFO:root:Epoch[109] Batch [399]	Speed: 2785.387565 samples/sec	top1-err=0.323994	lr=0.008454
INFO:root:Epoch[109] Batch [449]	Speed: 2703.077562 samples/sec	top1-err=0.323774	lr=0.008391
INFO:root:Epoch[109] Batch [499]	Speed: 2694.831154 samples/sec	top1-err=0.324018	lr=0.008329
INFO:root:Epoch[109] Batch [549]	Speed: 2793.761109 samples/sec	top1-err=0.324158	lr=0.008266
INFO:root:Epoch[109] Batch [599]	Speed: 2789.824322 samples/sec	top1-err=0.324281	lr=0.008204
INFO:root:Epoch[109] Batch [649]	Speed: 2711.504927 samples/sec	top1-err=0.324361	lr=0.008143
INFO:root:Epoch[109] Batch [699]	Speed: 2756.876258 samples/sec	top1-err=0.324485	lr=0.008081
INFO:root:Epoch[109] Batch [749]	Speed: 2724.516660 samples/sec	top1-err=0.324337	lr=0.008020
INFO:root:Epoch[109] Batch [799]	Speed: 2756.464392 samples/sec	top1-err=0.324171	lr=0.007959
INFO:root:Epoch[109] Batch [849]	Speed: 2753.734735 samples/sec	top1-err=0.324355	lr=0.007898
INFO:root:Epoch[109] Batch [899]	Speed: 2759.373155 samples/sec	top1-err=0.324440	lr=0.007837
INFO:root:Epoch[109] Batch [949]	Speed: 2780.220130 samples/sec	top1-err=0.324565	lr=0.007777
INFO:root:Epoch[109] Batch [999]	Speed: 2767.787508 samples/sec	top1-err=0.324553	lr=0.007716
INFO:root:Epoch[109] Batch [1049]	Speed: 2734.454065 samples/sec	top1-err=0.324521	lr=0.007656
INFO:root:Epoch[109] Batch [1099]	Speed: 2765.615784 samples/sec	top1-err=0.324613	lr=0.007597
INFO:root:Epoch[109] Batch [1149]	Speed: 2813.903586 samples/sec	top1-err=0.324721	lr=0.007537
INFO:root:Epoch[109] Batch [1199]	Speed: 2757.971189 samples/sec	top1-err=0.324740	lr=0.007478
INFO:root:Epoch[109] Batch [1249]	Speed: 2719.230665 samples/sec	top1-err=0.324787	lr=0.007419
INFO:root:[Epoch 109] training: err-top1=0.324785
INFO:root:[Epoch 109] speed: 2753 samples/sec	time cost: 482.002088
INFO:root:[Epoch 109] validation: err-top1=0.305226 err-top5=0.109116
INFO:root:Epoch[110] Batch [49]	Speed: 2809.348222 samples/sec	top1-err=0.318867	lr=0.007359
INFO:root:Epoch[110] Batch [99]	Speed: 2737.856939 samples/sec	top1-err=0.317324	lr=0.007300
INFO:root:Epoch[110] Batch [149]	Speed: 2743.904315 samples/sec	top1-err=0.318060	lr=0.007242
INFO:root:Epoch[110] Batch [199]	Speed: 2764.686607 samples/sec	top1-err=0.319409	lr=0.007184
INFO:root:Epoch[110] Batch [249]	Speed: 2743.413953 samples/sec	top1-err=0.319039	lr=0.007126
INFO:root:Epoch[110] Batch [299]	Speed: 2718.827354 samples/sec	top1-err=0.319561	lr=0.007068
INFO:root:Epoch[110] Batch [349]	Speed: 2754.020150 samples/sec	top1-err=0.319741	lr=0.007011
INFO:root:Epoch[110] Batch [399]	Speed: 2766.691792 samples/sec	top1-err=0.319880	lr=0.006954
INFO:root:Epoch[110] Batch [449]	Speed: 2754.295734 samples/sec	top1-err=0.319950	lr=0.006897
INFO:root:Epoch[110] Batch [499]	Speed: 2792.112186 samples/sec	top1-err=0.319934	lr=0.006840
INFO:root:Epoch[110] Batch [549]	Speed: 2751.434040 samples/sec	top1-err=0.319757	lr=0.006784
INFO:root:Epoch[110] Batch [599]	Speed: 2753.461664 samples/sec	top1-err=0.320120	lr=0.006727
INFO:root:Epoch[110] Batch [649]	Speed: 2740.249344 samples/sec	top1-err=0.320225	lr=0.006671
INFO:root:Epoch[110] Batch [699]	Speed: 2792.508302 samples/sec	top1-err=0.320057	lr=0.006615
INFO:root:Epoch[110] Batch [749]	Speed: 2721.779884 samples/sec	top1-err=0.320109	lr=0.006560
INFO:root:Epoch[110] Batch [799]	Speed: 2761.682818 samples/sec	top1-err=0.320010	lr=0.006504
INFO:root:Epoch[110] Batch [849]	Speed: 2714.095071 samples/sec	top1-err=0.320215	lr=0.006449
INFO:root:Epoch[110] Batch [899]	Speed: 2748.508071 samples/sec	top1-err=0.320302	lr=0.006394
INFO:root:Epoch[110] Batch [949]	Speed: 2760.869717 samples/sec	top1-err=0.320412	lr=0.006340
INFO:root:Epoch[110] Batch [999]	Speed: 2790.718614 samples/sec	top1-err=0.320379	lr=0.006285
INFO:root:Epoch[110] Batch [1049]	Speed: 2794.056264 samples/sec	top1-err=0.320418	lr=0.006231
INFO:root:Epoch[110] Batch [1099]	Speed: 2787.386613 samples/sec	top1-err=0.320380	lr=0.006177
INFO:root:Epoch[110] Batch [1149]	Speed: 2760.894422 samples/sec	top1-err=0.320351	lr=0.006123
INFO:root:Epoch[110] Batch [1199]	Speed: 2705.385517 samples/sec	top1-err=0.320446	lr=0.006070
INFO:root:Epoch[110] Batch [1249]	Speed: 2726.790406 samples/sec	top1-err=0.320497	lr=0.006017
INFO:root:[Epoch 110] training: err-top1=0.320483
INFO:root:[Epoch 110] speed: 2752 samples/sec	time cost: 482.111012
INFO:root:[Epoch 110] validation: err-top1=0.299500 err-top5=0.105977
INFO:root:Epoch[111] Batch [49]	Speed: 2729.660996 samples/sec	top1-err=0.313438	lr=0.005963
INFO:root:Epoch[111] Batch [99]	Speed: 2741.022913 samples/sec	top1-err=0.313799	lr=0.005910
INFO:root:Epoch[111] Batch [149]	Speed: 2770.401034 samples/sec	top1-err=0.313600	lr=0.005857
INFO:root:Epoch[111] Batch [199]	Speed: 2740.139065 samples/sec	top1-err=0.315566	lr=0.005805
INFO:root:Epoch[111] Batch [249]	Speed: 2812.068334 samples/sec	top1-err=0.316137	lr=0.005753
INFO:root:Epoch[111] Batch [299]	Speed: 2768.373520 samples/sec	top1-err=0.316442	lr=0.005701
INFO:root:Epoch[111] Batch [349]	Speed: 2804.689665 samples/sec	top1-err=0.316632	lr=0.005649
INFO:root:Epoch[111] Batch [399]	Speed: 2788.001948 samples/sec	top1-err=0.316892	lr=0.005598
INFO:root:Epoch[111] Batch [449]	Speed: 2840.460218 samples/sec	top1-err=0.316480	lr=0.005547
INFO:root:Epoch[111] Batch [499]	Speed: 2758.184966 samples/sec	top1-err=0.316430	lr=0.005496
INFO:root:Epoch[111] Batch [549]	Speed: 2784.253362 samples/sec	top1-err=0.316351	lr=0.005445
INFO:root:Epoch[111] Batch [599]	Speed: 2773.782486 samples/sec	top1-err=0.316540	lr=0.005394
INFO:root:Epoch[111] Batch [649]	Speed: 2750.446835 samples/sec	top1-err=0.316399	lr=0.005344
INFO:root:Epoch[111] Batch [699]	Speed: 2697.172976 samples/sec	top1-err=0.316561	lr=0.005294
INFO:root:Epoch[111] Batch [749]	Speed: 2742.928495 samples/sec	top1-err=0.316355	lr=0.005244
INFO:root:Epoch[111] Batch [799]	Speed: 2763.790885 samples/sec	top1-err=0.316282	lr=0.005195
INFO:root:Epoch[111] Batch [849]	Speed: 2750.291739 samples/sec	top1-err=0.316189	lr=0.005145
INFO:root:Epoch[111] Batch [899]	Speed: 2723.630400 samples/sec	top1-err=0.316374	lr=0.005096
INFO:root:Epoch[111] Batch [949]	Speed: 2729.543691 samples/sec	top1-err=0.316497	lr=0.005047
INFO:root:Epoch[111] Batch [999]	Speed: 2744.837079 samples/sec	top1-err=0.316424	lr=0.004999
INFO:root:Epoch[111] Batch [1049]	Speed: 2772.870048 samples/sec	top1-err=0.316426	lr=0.004950
INFO:root:Epoch[111] Batch [1099]	Speed: 2718.732525 samples/sec	top1-err=0.316566	lr=0.004902
INFO:root:Epoch[111] Batch [1149]	Speed: 2720.952666 samples/sec	top1-err=0.316522	lr=0.004854
INFO:root:Epoch[111] Batch [1199]	Speed: 2678.622275 samples/sec	top1-err=0.316478	lr=0.004807
INFO:root:Epoch[111] Batch [1249]	Speed: 2718.155331 samples/sec	top1-err=0.316477	lr=0.004759
INFO:root:[Epoch 111] training: err-top1=0.316471
INFO:root:[Epoch 111] speed: 2749 samples/sec	time cost: 483.102852
INFO:root:[Epoch 111] validation: err-top1=0.299007 err-top5=0.105469
INFO:root:Epoch[112] Batch [49]	Speed: 2734.830019 samples/sec	top1-err=0.311738	lr=0.004711
INFO:root:Epoch[112] Batch [99]	Speed: 2747.327777 samples/sec	top1-err=0.313574	lr=0.004664
INFO:root:Epoch[112] Batch [149]	Speed: 2745.020403 samples/sec	top1-err=0.313405	lr=0.004617
INFO:root:Epoch[112] Batch [199]	Speed: 2811.879922 samples/sec	top1-err=0.313535	lr=0.004571
INFO:root:Epoch[112] Batch [249]	Speed: 2751.553974 samples/sec	top1-err=0.313629	lr=0.004524
INFO:root:Epoch[112] Batch [299]	Speed: 2774.150554 samples/sec	top1-err=0.313965	lr=0.004478
INFO:root:Epoch[112] Batch [349]	Speed: 2786.884747 samples/sec	top1-err=0.313993	lr=0.004432
INFO:root:Epoch[112] Batch [399]	Speed: 2719.309826 samples/sec	top1-err=0.313928	lr=0.004387
INFO:root:Epoch[112] Batch [449]	Speed: 2739.720615 samples/sec	top1-err=0.313763	lr=0.004341
INFO:root:Epoch[112] Batch [499]	Speed: 2792.757647 samples/sec	top1-err=0.313514	lr=0.004296
INFO:root:Epoch[112] Batch [549]	Speed: 2774.461402 samples/sec	top1-err=0.313516	lr=0.004251
INFO:root:Epoch[112] Batch [599]	Speed: 2733.171010 samples/sec	top1-err=0.313291	lr=0.004207
INFO:root:Epoch[112] Batch [649]	Speed: 2794.541697 samples/sec	top1-err=0.313427	lr=0.004162
INFO:root:Epoch[112] Batch [699]	Speed: 2756.581333 samples/sec	top1-err=0.313615	lr=0.004118
INFO:root:Epoch[112] Batch [749]	Speed: 2699.580600 samples/sec	top1-err=0.313910	lr=0.004074
INFO:root:Epoch[112] Batch [799]	Speed: 2784.684624 samples/sec	top1-err=0.313978	lr=0.004030
INFO:root:Epoch[112] Batch [849]	Speed: 2718.990385 samples/sec	top1-err=0.313986	lr=0.003987
INFO:root:Epoch[112] Batch [899]	Speed: 2717.606514 samples/sec	top1-err=0.314065	lr=0.003944
INFO:root:Epoch[112] Batch [949]	Speed: 2809.223197 samples/sec	top1-err=0.313993	lr=0.003901
INFO:root:Epoch[112] Batch [999]	Speed: 2760.711137 samples/sec	top1-err=0.314115	lr=0.003858
INFO:root:Epoch[112] Batch [1049]	Speed: 2755.315789 samples/sec	top1-err=0.313981	lr=0.003815
INFO:root:Epoch[112] Batch [1099]	Speed: 2787.885077 samples/sec	top1-err=0.313897	lr=0.003773
INFO:root:Epoch[112] Batch [1149]	Speed: 2771.784580 samples/sec	top1-err=0.313984	lr=0.003731
INFO:root:Epoch[112] Batch [1199]	Speed: 2800.122729 samples/sec	top1-err=0.313935	lr=0.003689
INFO:root:Epoch[112] Batch [1249]	Speed: 2732.515313 samples/sec	top1-err=0.313945	lr=0.003647
INFO:root:[Epoch 112] training: err-top1=0.313943
INFO:root:[Epoch 112] speed: 2757 samples/sec	time cost: 481.163741
INFO:root:[Epoch 112] validation: err-top1=0.296696 err-top5=0.104133
INFO:root:Epoch[113] Batch [49]	Speed: 2708.138106 samples/sec	top1-err=0.306680	lr=0.003605
INFO:root:Epoch[113] Batch [99]	Speed: 2681.357406 samples/sec	top1-err=0.308076	lr=0.003564
INFO:root:Epoch[113] Batch [149]	Speed: 2734.048872 samples/sec	top1-err=0.308249	lr=0.003523
INFO:root:Epoch[113] Batch [199]	Speed: 2703.708755 samples/sec	top1-err=0.308843	lr=0.003482
INFO:root:Epoch[113] Batch [249]	Speed: 2732.871188 samples/sec	top1-err=0.308809	lr=0.003442
INFO:root:Epoch[113] Batch [299]	Speed: 2724.993028 samples/sec	top1-err=0.308740	lr=0.003402
INFO:root:Epoch[113] Batch [349]	Speed: 2757.990918 samples/sec	top1-err=0.308845	lr=0.003362
INFO:root:Epoch[113] Batch [399]	Speed: 2720.207438 samples/sec	top1-err=0.309055	lr=0.003322
INFO:root:Epoch[113] Batch [449]	Speed: 2823.899495 samples/sec	top1-err=0.308969	lr=0.003282
INFO:root:Epoch[113] Batch [499]	Speed: 2766.037586 samples/sec	top1-err=0.309156	lr=0.003243
INFO:root:Epoch[113] Batch [549]	Speed: 2823.431836 samples/sec	top1-err=0.309270	lr=0.003204
INFO:root:Epoch[113] Batch [599]	Speed: 2707.745965 samples/sec	top1-err=0.309010	lr=0.003165
INFO:root:Epoch[113] Batch [649]	Speed: 2760.874616 samples/sec	top1-err=0.308987	lr=0.003127
INFO:root:Epoch[113] Batch [699]	Speed: 2749.597807 samples/sec	top1-err=0.309269	lr=0.003088
INFO:root:Epoch[113] Batch [749]	Speed: 2692.470778 samples/sec	top1-err=0.309684	lr=0.003050
INFO:root:Epoch[113] Batch [799]	Speed: 2783.500914 samples/sec	top1-err=0.309706	lr=0.003012
INFO:root:Epoch[113] Batch [849]	Speed: 2751.211827 samples/sec	top1-err=0.309860	lr=0.002975
INFO:root:Epoch[113] Batch [899]	Speed: 2767.550376 samples/sec	top1-err=0.309819	lr=0.002937
INFO:root:Epoch[113] Batch [949]	Speed: 2755.254844 samples/sec	top1-err=0.309767	lr=0.002900
INFO:root:Epoch[113] Batch [999]	Speed: 2738.352754 samples/sec	top1-err=0.310043	lr=0.002863
INFO:root:Epoch[113] Batch [1049]	Speed: 2732.698038 samples/sec	top1-err=0.310258	lr=0.002826
INFO:root:Epoch[113] Batch [1099]	Speed: 2735.434177 samples/sec	top1-err=0.310249	lr=0.002790
INFO:root:Epoch[113] Batch [1149]	Speed: 2748.007974 samples/sec	top1-err=0.310245	lr=0.002754
INFO:root:Epoch[113] Batch [1199]	Speed: 2768.796592 samples/sec	top1-err=0.310269	lr=0.002718
INFO:root:Epoch[113] Batch [1249]	Speed: 2778.166218 samples/sec	top1-err=0.310325	lr=0.002682
INFO:root:[Epoch 113] training: err-top1=0.310325
INFO:root:[Epoch 113] speed: 2743 samples/sec	time cost: 483.679453
INFO:root:[Epoch 113] validation: err-top1=0.293607 err-top5=0.102320
INFO:root:Epoch[114] Batch [49]	Speed: 2775.527014 samples/sec	top1-err=0.303887	lr=0.002646
INFO:root:Epoch[114] Batch [99]	Speed: 2792.460479 samples/sec	top1-err=0.304512	lr=0.002611
INFO:root:Epoch[114] Batch [149]	Speed: 2750.220660 samples/sec	top1-err=0.305378	lr=0.002575
INFO:root:Epoch[114] Batch [199]	Speed: 2808.780885 samples/sec	top1-err=0.306650	lr=0.002541
INFO:root:Epoch[114] Batch [249]	Speed: 2744.135483 samples/sec	top1-err=0.307566	lr=0.002506
INFO:root:Epoch[114] Batch [299]	Speed: 2789.584486 samples/sec	top1-err=0.307822	lr=0.002472
INFO:root:Epoch[114] Batch [349]	Speed: 2681.039555 samples/sec	top1-err=0.307768	lr=0.002438
INFO:root:Epoch[114] Batch [399]	Speed: 2784.996212 samples/sec	top1-err=0.307778	lr=0.002404
INFO:root:Epoch[114] Batch [449]	Speed: 2760.276411 samples/sec	top1-err=0.307543	lr=0.002370
INFO:root:Epoch[114] Batch [499]	Speed: 2754.718507 samples/sec	top1-err=0.307439	lr=0.002337
INFO:root:Epoch[114] Batch [549]	Speed: 2775.268290 samples/sec	top1-err=0.307603	lr=0.002304
INFO:root:Epoch[114] Batch [599]	Speed: 2729.033477 samples/sec	top1-err=0.308053	lr=0.002271
INFO:root:Epoch[114] Batch [649]	Speed: 2766.161469 samples/sec	top1-err=0.307960	lr=0.002238
INFO:root:Epoch[114] Batch [699]	Speed: 2689.356292 samples/sec	top1-err=0.308225	lr=0.002205
INFO:root:Epoch[114] Batch [749]	Speed: 2818.453772 samples/sec	top1-err=0.308151	lr=0.002173
INFO:root:Epoch[114] Batch [799]	Speed: 2790.074276 samples/sec	top1-err=0.308159	lr=0.002141
INFO:root:Epoch[114] Batch [849]	Speed: 2759.696446 samples/sec	top1-err=0.308103	lr=0.002110
INFO:root:Epoch[114] Batch [899]	Speed: 2762.359696 samples/sec	top1-err=0.308212	lr=0.002078
INFO:root:Epoch[114] Batch [949]	Speed: 2762.081040 samples/sec	top1-err=0.308210	lr=0.002047
INFO:root:Epoch[114] Batch [999]	Speed: 2785.920444 samples/sec	top1-err=0.308280	lr=0.002016
INFO:root:Epoch[114] Batch [1049]	Speed: 2759.607079 samples/sec	top1-err=0.308172	lr=0.001985
INFO:root:Epoch[114] Batch [1099]	Speed: 2758.376667 samples/sec	top1-err=0.308082	lr=0.001954
INFO:root:Epoch[114] Batch [1149]	Speed: 2707.167420 samples/sec	top1-err=0.308100	lr=0.001924
INFO:root:Epoch[114] Batch [1199]	Speed: 2750.473889 samples/sec	top1-err=0.308097	lr=0.001894
INFO:root:Epoch[114] Batch [1249]	Speed: 2749.923037 samples/sec	top1-err=0.308002	lr=0.001864
INFO:root:[Epoch 114] training: err-top1=0.307984
INFO:root:[Epoch 114] speed: 2756 samples/sec	time cost: 481.629162
INFO:root:[Epoch 114] validation: err-top1=0.292829 err-top5=0.101881
INFO:root:Epoch[115] Batch [49]	Speed: 2750.532827 samples/sec	top1-err=0.302578	lr=0.001834
INFO:root:Epoch[115] Batch [99]	Speed: 2769.131879 samples/sec	top1-err=0.304824	lr=0.001804
INFO:root:Epoch[115] Batch [149]	Speed: 2791.276355 samples/sec	top1-err=0.304850	lr=0.001775
INFO:root:Epoch[115] Batch [199]	Speed: 2755.676143 samples/sec	top1-err=0.305288	lr=0.001746
INFO:root:Epoch[115] Batch [249]	Speed: 2749.741523 samples/sec	top1-err=0.305371	lr=0.001718
INFO:root:Epoch[115] Batch [299]	Speed: 2761.779495 samples/sec	top1-err=0.305755	lr=0.001689
INFO:root:Epoch[115] Batch [349]	Speed: 2740.147875 samples/sec	top1-err=0.305871	lr=0.001661
INFO:root:Epoch[115] Batch [399]	Speed: 2830.730017 samples/sec	top1-err=0.305686	lr=0.001633
INFO:root:Epoch[115] Batch [449]	Speed: 2803.130963 samples/sec	top1-err=0.305467	lr=0.001605
INFO:root:Epoch[115] Batch [499]	Speed: 2762.409301 samples/sec	top1-err=0.305516	lr=0.001578
INFO:root:Epoch[115] Batch [549]	Speed: 2775.069680 samples/sec	top1-err=0.305518	lr=0.001551
INFO:root:Epoch[115] Batch [599]	Speed: 2781.193168 samples/sec	top1-err=0.305571	lr=0.001524
INFO:root:Epoch[115] Batch [649]	Speed: 2757.423384 samples/sec	top1-err=0.305724	lr=0.001497
INFO:root:Epoch[115] Batch [699]	Speed: 2780.979412 samples/sec	top1-err=0.305879	lr=0.001470
INFO:root:Epoch[115] Batch [749]	Speed: 2806.145703 samples/sec	top1-err=0.305836	lr=0.001444
INFO:root:Epoch[115] Batch [799]	Speed: 2743.830586 samples/sec	top1-err=0.305865	lr=0.001418
INFO:root:Epoch[115] Batch [849]	Speed: 2770.911532 samples/sec	top1-err=0.305882	lr=0.001392
INFO:root:Epoch[115] Batch [899]	Speed: 2774.123067 samples/sec	top1-err=0.306085	lr=0.001366
INFO:root:Epoch[115] Batch [949]	Speed: 2754.489580 samples/sec	top1-err=0.306022	lr=0.001341
INFO:root:Epoch[115] Batch [999]	Speed: 2745.685626 samples/sec	top1-err=0.305987	lr=0.001316
INFO:root:Epoch[115] Batch [1049]	Speed: 2721.150467 samples/sec	top1-err=0.305978	lr=0.001291
INFO:root:Epoch[115] Batch [1099]	Speed: 2758.995599 samples/sec	top1-err=0.306114	lr=0.001266
INFO:root:Epoch[115] Batch [1149]	Speed: 2746.281351 samples/sec	top1-err=0.306150	lr=0.001242
INFO:root:Epoch[115] Batch [1199]	Speed: 2766.998618 samples/sec	top1-err=0.306150	lr=0.001218
INFO:root:Epoch[115] Batch [1249]	Speed: 2818.490541 samples/sec	top1-err=0.306181	lr=0.001194
INFO:root:[Epoch 115] training: err-top1=0.306161
INFO:root:[Epoch 115] speed: 2765 samples/sec	time cost: 479.725325
INFO:root:[Epoch 115] validation: err-top1=0.293128 err-top5=0.101722
INFO:root:Epoch[116] Batch [49]	Speed: 2726.612798 samples/sec	top1-err=0.304688	lr=0.001170
INFO:root:Epoch[116] Batch [99]	Speed: 2738.945266 samples/sec	top1-err=0.304678	lr=0.001146
INFO:root:Epoch[116] Batch [149]	Speed: 2748.174067 samples/sec	top1-err=0.304896	lr=0.001123
INFO:root:Epoch[116] Batch [199]	Speed: 2788.625304 samples/sec	top1-err=0.304463	lr=0.001100
INFO:root:Epoch[116] Batch [249]	Speed: 2777.213649 samples/sec	top1-err=0.304281	lr=0.001077
INFO:root:Epoch[116] Batch [299]	Speed: 2769.500677 samples/sec	top1-err=0.304095	lr=0.001055
INFO:root:Epoch[116] Batch [349]	Speed: 2806.376732 samples/sec	top1-err=0.303954	lr=0.001032
INFO:root:Epoch[116] Batch [399]	Speed: 2751.743697 samples/sec	top1-err=0.303992	lr=0.001010
INFO:root:Epoch[116] Batch [449]	Speed: 2717.271313 samples/sec	top1-err=0.303941	lr=0.000989
INFO:root:Epoch[116] Batch [499]	Speed: 2678.691070 samples/sec	top1-err=0.304074	lr=0.000967
INFO:root:Epoch[116] Batch [549]	Speed: 2774.198791 samples/sec	top1-err=0.304325	lr=0.000946
INFO:root:Epoch[116] Batch [599]	Speed: 2752.729152 samples/sec	top1-err=0.304502	lr=0.000925
INFO:root:Epoch[116] Batch [649]	Speed: 2745.741445 samples/sec	top1-err=0.304295	lr=0.000904
INFO:root:Epoch[116] Batch [699]	Speed: 2769.763614 samples/sec	top1-err=0.304003	lr=0.000883
INFO:root:Epoch[116] Batch [749]	Speed: 2729.751383 samples/sec	top1-err=0.303768	lr=0.000863
INFO:root:Epoch[116] Batch [799]	Speed: 2814.921086 samples/sec	top1-err=0.303776	lr=0.000843
INFO:root:Epoch[116] Batch [849]	Speed: 2730.200566 samples/sec	top1-err=0.303718	lr=0.000823
INFO:root:Epoch[116] Batch [899]	Speed: 2722.710851 samples/sec	top1-err=0.303669	lr=0.000803
INFO:root:Epoch[116] Batch [949]	Speed: 2782.595665 samples/sec	top1-err=0.303727	lr=0.000784
INFO:root:Epoch[116] Batch [999]	Speed: 2739.958000 samples/sec	top1-err=0.303688	lr=0.000764
INFO:root:Epoch[116] Batch [1049]	Speed: 2755.360546 samples/sec	top1-err=0.303608	lr=0.000745
INFO:root:Epoch[116] Batch [1099]	Speed: 2737.099354 samples/sec	top1-err=0.303667	lr=0.000727
INFO:root:Epoch[116] Batch [1149]	Speed: 2695.970892 samples/sec	top1-err=0.303639	lr=0.000708
INFO:root:Epoch[116] Batch [1199]	Speed: 2787.955509 samples/sec	top1-err=0.303624	lr=0.000690
INFO:root:Epoch[116] Batch [1249]	Speed: 2808.638976 samples/sec	top1-err=0.303497	lr=0.000672
INFO:root:[Epoch 116] training: err-top1=0.303486
INFO:root:[Epoch 116] speed: 2751 samples/sec	time cost: 482.466001
INFO:root:[Epoch 116] validation: err-top1=0.290283 err-top5=0.100810
INFO:root:Epoch[117] Batch [49]	Speed: 2676.914778 samples/sec	top1-err=0.301348	lr=0.000654
INFO:root:Epoch[117] Batch [99]	Speed: 2784.247622 samples/sec	top1-err=0.301445	lr=0.000636
INFO:root:Epoch[117] Batch [149]	Speed: 2801.222983 samples/sec	top1-err=0.300781	lr=0.000619
INFO:root:Epoch[117] Batch [199]	Speed: 2837.071532 samples/sec	top1-err=0.300371	lr=0.000602
INFO:root:Epoch[117] Batch [249]	Speed: 2751.463794 samples/sec	top1-err=0.300496	lr=0.000585
INFO:root:Epoch[117] Batch [299]	Speed: 2724.669658 samples/sec	top1-err=0.300492	lr=0.000569
INFO:root:Epoch[117] Batch [349]	Speed: 2680.033642 samples/sec	top1-err=0.300128	lr=0.000552
INFO:root:Epoch[117] Batch [399]	Speed: 2754.082843 samples/sec	top1-err=0.300249	lr=0.000536
INFO:root:Epoch[117] Batch [449]	Speed: 2765.013744 samples/sec	top1-err=0.300267	lr=0.000520
INFO:root:Epoch[117] Batch [499]	Speed: 2792.059222 samples/sec	top1-err=0.300525	lr=0.000505
INFO:root:Epoch[117] Batch [549]	Speed: 2756.543932 samples/sec	top1-err=0.300813	lr=0.000489
INFO:root:Epoch[117] Batch [599]	Speed: 2703.462362 samples/sec	top1-err=0.300866	lr=0.000474
INFO:root:Epoch[117] Batch [649]	Speed: 2740.911977 samples/sec	top1-err=0.300762	lr=0.000459
INFO:root:Epoch[117] Batch [699]	Speed: 2687.670373 samples/sec	top1-err=0.300914	lr=0.000445
INFO:root:Epoch[117] Batch [749]	Speed: 2749.304297 samples/sec	top1-err=0.301194	lr=0.000430
INFO:root:Epoch[117] Batch [799]	Speed: 2701.060586 samples/sec	top1-err=0.301315	lr=0.000416
INFO:root:Epoch[117] Batch [849]	Speed: 2733.740853 samples/sec	top1-err=0.301355	lr=0.000402
INFO:root:Epoch[117] Batch [899]	Speed: 2762.591034 samples/sec	top1-err=0.301490	lr=0.000388
INFO:root:Epoch[117] Batch [949]	Speed: 2746.372245 samples/sec	top1-err=0.301435	lr=0.000375
INFO:root:Epoch[117] Batch [999]	Speed: 2758.737644 samples/sec	top1-err=0.301554	lr=0.000362
INFO:root:Epoch[117] Batch [1049]	Speed: 2798.166520 samples/sec	top1-err=0.301770	lr=0.000349
INFO:root:Epoch[117] Batch [1099]	Speed: 2805.373535 samples/sec	top1-err=0.301779	lr=0.000336
INFO:root:Epoch[117] Batch [1149]	Speed: 2652.838474 samples/sec	top1-err=0.301729	lr=0.000323
INFO:root:Epoch[117] Batch [1199]	Speed: 2772.238112 samples/sec	top1-err=0.301883	lr=0.000311
INFO:root:Epoch[117] Batch [1249]	Speed: 2719.364991 samples/sec	top1-err=0.301885	lr=0.000299
INFO:root:[Epoch 117] training: err-top1=0.301900
INFO:root:[Epoch 117] speed: 2742 samples/sec	time cost: 484.069999
INFO:root:[Epoch 117] validation: err-top1=0.290517 err-top5=0.100825
INFO:root:Epoch[118] Batch [49]	Speed: 2651.442535 samples/sec	top1-err=0.299180	lr=0.000287
INFO:root:Epoch[118] Batch [99]	Speed: 2808.879050 samples/sec	top1-err=0.299932	lr=0.000275
INFO:root:Epoch[118] Batch [149]	Speed: 2771.639195 samples/sec	top1-err=0.300189	lr=0.000264
INFO:root:Epoch[118] Batch [199]	Speed: 2788.058450 samples/sec	top1-err=0.301025	lr=0.000253
INFO:root:Epoch[118] Batch [249]	Speed: 2793.960986 samples/sec	top1-err=0.301469	lr=0.000242
INFO:root:Epoch[118] Batch [299]	Speed: 2768.092757 samples/sec	top1-err=0.301117	lr=0.000231
INFO:root:Epoch[118] Batch [349]	Speed: 2714.747379 samples/sec	top1-err=0.301136	lr=0.000221
INFO:root:Epoch[118] Batch [399]	Speed: 2778.513701 samples/sec	top1-err=0.300691	lr=0.000211
INFO:root:Epoch[118] Batch [449]	Speed: 2721.582543 samples/sec	top1-err=0.300675	lr=0.000201
INFO:root:Epoch[118] Batch [499]	Speed: 2728.819653 samples/sec	top1-err=0.300902	lr=0.000191
INFO:root:Epoch[118] Batch [549]	Speed: 2841.145106 samples/sec	top1-err=0.300923	lr=0.000182
INFO:root:Epoch[118] Batch [599]	Speed: 2775.331021 samples/sec	top1-err=0.300988	lr=0.000173
INFO:root:Epoch[118] Batch [649]	Speed: 2767.003680 samples/sec	top1-err=0.300934	lr=0.000164
INFO:root:Epoch[118] Batch [699]	Speed: 2696.141958 samples/sec	top1-err=0.301006	lr=0.000155
INFO:root:Epoch[118] Batch [749]	Speed: 2708.188549 samples/sec	top1-err=0.301180	lr=0.000147
INFO:root:Epoch[118] Batch [799]	Speed: 2741.775916 samples/sec	top1-err=0.301206	lr=0.000138
INFO:root:Epoch[118] Batch [849]	Speed: 2709.514229 samples/sec	top1-err=0.301078	lr=0.000130
INFO:root:Epoch[118] Batch [899]	Speed: 2780.041540 samples/sec	top1-err=0.301146	lr=0.000123
INFO:root:Epoch[118] Batch [949]	Speed: 2760.976312 samples/sec	top1-err=0.301113	lr=0.000115
INFO:root:Epoch[118] Batch [999]	Speed: 2741.178330 samples/sec	top1-err=0.301024	lr=0.000108
INFO:root:Epoch[118] Batch [1049]	Speed: 2730.529312 samples/sec	top1-err=0.300926	lr=0.000101
INFO:root:Epoch[118] Batch [1099]	Speed: 2760.993741 samples/sec	top1-err=0.300950	lr=0.000094
INFO:root:Epoch[118] Batch [1149]	Speed: 2753.189388 samples/sec	top1-err=0.300761	lr=0.000087
INFO:root:Epoch[118] Batch [1199]	Speed: 2747.275725 samples/sec	top1-err=0.300872	lr=0.000081
INFO:root:Epoch[118] Batch [1249]	Speed: 2775.173357 samples/sec	top1-err=0.300858	lr=0.000075
INFO:root:[Epoch 118] training: err-top1=0.300852
INFO:root:[Epoch 118] speed: 2749 samples/sec	time cost: 482.658481
INFO:root:[Epoch 118] validation: err-top1=0.289800 err-top5=0.100925
INFO:root:Epoch[119] Batch [49]	Speed: 2748.062410 samples/sec	top1-err=0.298535	lr=0.000069
INFO:root:Epoch[119] Batch [99]	Speed: 2710.424507 samples/sec	top1-err=0.300068	lr=0.000063
INFO:root:Epoch[119] Batch [149]	Speed: 2839.018916 samples/sec	top1-err=0.300990	lr=0.000058
INFO:root:Epoch[119] Batch [199]	Speed: 2772.286140 samples/sec	top1-err=0.300894	lr=0.000053
INFO:root:Epoch[119] Batch [249]	Speed: 2796.019542 samples/sec	top1-err=0.300484	lr=0.000048
INFO:root:Epoch[119] Batch [299]	Speed: 2764.746476 samples/sec	top1-err=0.300326	lr=0.000043
INFO:root:Epoch[119] Batch [349]	Speed: 2780.126045 samples/sec	top1-err=0.300502	lr=0.000039
INFO:root:Epoch[119] Batch [399]	Speed: 2768.544939 samples/sec	top1-err=0.300540	lr=0.000035
INFO:root:Epoch[119] Batch [449]	Speed: 2683.868981 samples/sec	top1-err=0.300349	lr=0.000031
INFO:root:Epoch[119] Batch [499]	Speed: 2788.966787 samples/sec	top1-err=0.300295	lr=0.000027
INFO:root:Epoch[119] Batch [549]	Speed: 2704.589657 samples/sec	top1-err=0.300556	lr=0.000023
INFO:root:Epoch[119] Batch [599]	Speed: 2788.302259 samples/sec	top1-err=0.300382	lr=0.000020
INFO:root:Epoch[119] Batch [649]	Speed: 2829.565678 samples/sec	top1-err=0.300287	lr=0.000017
INFO:root:Epoch[119] Batch [699]	Speed: 2697.129209 samples/sec	top1-err=0.300209	lr=0.000015
INFO:root:Epoch[119] Batch [749]	Speed: 2767.114065 samples/sec	top1-err=0.300341	lr=0.000012
INFO:root:Epoch[119] Batch [799]	Speed: 2701.807187 samples/sec	top1-err=0.300364	lr=0.000010
INFO:root:Epoch[119] Batch [849]	Speed: 2726.665836 samples/sec	top1-err=0.300427	lr=0.000008
INFO:root:Epoch[119] Batch [899]	Speed: 2741.497407 samples/sec	top1-err=0.300502	lr=0.000006
INFO:root:Epoch[119] Batch [949]	Speed: 2777.084106 samples/sec	top1-err=0.300498	lr=0.000004
INFO:root:Epoch[119] Batch [999]	Speed: 2779.743005 samples/sec	top1-err=0.300501	lr=0.000003
INFO:root:Epoch[119] Batch [1049]	Speed: 2768.027213 samples/sec	top1-err=0.300432	lr=0.000002
INFO:root:Epoch[119] Batch [1099]	Speed: 2787.909797 samples/sec	top1-err=0.300480	lr=0.000001
INFO:root:Epoch[119] Batch [1149]	Speed: 2747.261596 samples/sec	top1-err=0.300558	lr=0.000000
INFO:root:Epoch[119] Batch [1199]	Speed: 2711.779087 samples/sec	top1-err=0.300574	lr=0.000000
INFO:root:Epoch[119] Batch [1249]	Speed: 2718.962776 samples/sec	top1-err=0.300602	lr=0.000000
INFO:root:[Epoch 119] training: err-top1=0.300599
INFO:root:[Epoch 119] speed: 2752 samples/sec	time cost: 482.062489
INFO:root:[Epoch 119] validation: err-top1=0.289860 err-top5=0.100785